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# -*- coding: utf-8 -*- """ WaterSat author: Tim Martijn Hessels Created on Sun Feb 10 18:26:30 2019 """ import datetime import pandas as pd import numpy as np import os import urllib import gdal #S2_tile = "10SGE" #output_folder = "F:\Project_Jain\Case_California\Input_Data\S30" #Startdate = "2018-03-01" #Enddate = "2018-10-31" def DownloadData(Dir, Startdate, Enddate, S2_tile): # Import watertools modules import watertools.General.data_conversions as DC # Define the dates Dates = pd.date_range(Startdate, Enddate, freq = "D") # Create output folder output_folder_end = os.path.join(Dir, S2_tile) if not os.path.exists(output_folder_end): os.makedirs(output_folder_end) # Loop over the days for Date in Dates: # Get the datum doy = int(Date.dayofyear) year = Date.year try: # Create the right url url = "https://hls.gsfc.nasa.gov/data/v1.4/S30/%s/%s/%s/%s/%s/HLS.S30.T%s.%s%03d.v1.4.hdf" % (year, S2_tile[0:2], S2_tile[2:3], S2_tile[3:4], S2_tile[4:5],S2_tile, year, doy) filename_out = os.path.join(output_folder_end, "HLS.S30.T%s.%s%03d.v1.4.hdf" % (S2_tile, year, doy)) # Download the data urllib.request.urlretrieve(url, filename=filename_out) # Create a folder for the end results folder_tile = os.path.join(output_folder_end, "HLS_S30_T%s_%s%03d_v1_4" % (S2_tile, year, doy)) if not os.path.exists(folder_tile): os.makedirs(folder_tile) # Write the hdf file in tiff files and store it in the folder dataset = gdal.Open(filename_out) sdsdict = dataset.GetMetadata('SUBDATASETS') for Band in range(1,15): dest = gdal.Open(sdsdict["SUBDATASET_%d_NAME" %Band]) Array = dest.GetRasterBand(1).ReadAsArray() if Band < 9.: Array = Array * 0.0001 Array[Array == -0.1] = -9999. Band_name = "B%02d" %(Band) if Band == 9.: Band_name = "B8A" Array = Array * 0.0001 Array[Array == -0.1] = -9999. if (Band >= 10. and Band < 14.): Band_name = "B%02d" %(Band - 1) Array = Array * 0.0001 Array[Array == -0.1] = -9999. if Band == 14.: Array[Array == 255] = -9999. Band_name = "QC" meta = dataset.GetMetadata() ulx = int(meta["ULX"]) uly = int(meta["ULY"]) size = int(meta["SPATIAL_RESOLUTION"]) projection = int(meta["HORIZONTAL_CS_CODE"].split(":")[-1]) time_string = meta["SENSING_TIME"].split(";")[0] Time = datetime.datetime.strptime(time_string[:-5],"%Y-%m-%dT%H:%M:%S") hour = int(Time.hour) minute = int(Time.minute) geo = tuple([ulx, size, 0, uly, 0, -size]) DC.Save_as_tiff(os.path.join(folder_tile, "HLS_S30_T%s_%s%03d_H%02dM%02d_%s.tif" % (S2_tile, year, doy, hour, minute, Band_name)), Array, geo, projection) except: pass return()
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from django.conf import settings from django.contrib.auth.decorators import login_required from django.http import HttpResponse, HttpResponseRedirect from django.core.exceptions import SuspiciousOperation from django.shortcuts import render_to_response from django.utils import simplejson from django.utils.encoding import smart_str from django.core.serializers.json import DjangoJSONEncoder from django.test.client import CONTENT_TYPE_RE from django.template import RequestContext def no_template_view(request): "A simple view that expects a GET request, and returns a rendered template" return HttpResponse("No template used. Sample content: twice once twice. Content ends.") def staff_only_view(request): "A view that can only be visited by staff. Non staff members get an exception" if request.user.is_staff: return HttpResponse('') else: raise SuspiciousOperation() def get_view(request): "A simple login protected view" return HttpResponse("Hello world") get_view = login_required(get_view) def request_data(request, template='base.html', data='sausage'): "A simple view that returns the request data in the context" return render_to_response(template, { 'get-foo':request.GET.get('foo',None), 'get-bar':request.GET.get('bar',None), 'post-foo':request.POST.get('foo',None), 'post-bar':request.POST.get('bar',None), 'request-foo':request.REQUEST.get('foo',None), 'request-bar':request.REQUEST.get('bar',None), 'data': data, }) def view_with_argument(request, name): """A view that takes a string argument The purpose of this view is to check that if a space is provided in the argument, the test framework unescapes the %20 before passing the value to the view. """ if name == 'Arthur Dent': return HttpResponse('Hi, Arthur') else: return HttpResponse('Howdy, %s' % name) def login_protected_redirect_view(request): "A view that redirects all requests to the GET view" return HttpResponseRedirect('/test_client_regress/get_view/') login_protected_redirect_view = login_required(login_protected_redirect_view) def set_session_view(request): "A view that sets a session variable" request.session['session_var'] = 'YES' return HttpResponse('set_session') def check_session_view(request): "A view that reads a session variable" return HttpResponse(request.session.get('session_var', 'NO')) def request_methods_view(request): "A view that responds with the request method" return HttpResponse('request method: %s' % request.method) def return_unicode(request): return render_to_response('unicode.html') def return_json_file(request): "A view that parses and returns a JSON string as a file." match = CONTENT_TYPE_RE.match(request.META['CONTENT_TYPE']) if match: charset = match.group(1) else: charset = settings.DEFAULT_CHARSET # This just checks that the uploaded data is JSON obj_dict = simplejson.loads(request.raw_post_data.decode(charset)) obj_json = simplejson.dumps(obj_dict, encoding=charset, cls=DjangoJSONEncoder, ensure_ascii=False) response = HttpResponse(smart_str(obj_json, encoding=charset), status=200, mimetype='application/json; charset=' + charset) response['Content-Disposition'] = 'attachment; filename=testfile.json' return response def check_headers(request): "A view that responds with value of the X-ARG-CHECK header" return HttpResponse('HTTP_X_ARG_CHECK: %s' % request.META.get('HTTP_X_ARG_CHECK', 'Undefined')) def raw_post_data(request): "A view that is requested with GET and accesses request.raw_post_data. Refs #14753." return HttpResponse(request.raw_post_data) def request_context_view(request): # Special attribute that won't be present on a plain HttpRequest request.special_path = request.path return render_to_response('request_context.html', context_instance=RequestContext(request, {}))
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#원래는 randomizedSearchCV로 변환, 파일 keras97불러오기. #score 을 추가해준다. from keras.datasets import mnist from keras.utils import np_utils from keras.models import Sequential, Model from keras.layers import Input, Dropout, Conv2D, Flatten, Dense from keras.layers import MaxPooling2D import numpy as np #. 1. 데이터 (x_train, y_train), (x_test, y_test) = mnist.load_data() #데이터를 불러옴과 동시에 x, y와 트레인과 테스트를 분리해준다. print(x_train.shape)#(60000, 28, 28) print(x_test.shape)#(10000, 28, 28) # x_train = x_train.reshape(x_train[0], 28,28,1)/255 # x_test = x_test.reshape(x_test[0], 28,28,1)/255 #0부터 255개의 데이터가 들어가있는데 이것은 결국 민맥스와 같은 결과를 가져다 준다. x_train = x_train.reshape(x_train.shape[0], 28 * 28)/255 x_test = x_test.reshape(x_test.shape[0], 28 * 28)/255 #위에거는 dense모델을 위해서 만들어 준 것이다. y_train = np_utils.to_categorical(y_train) y_test = np_utils.to_categorical(y_test) #캐라스에서 하는거는 라벨의 시작이 0부터이니 원핫 인코딩을 할때에는 y의 차원을 반드시확인하고 들어가야한다. # print(y_train.shape) ######################################################################################################### # model = GridSearchCV(modelthat we will use, Parameters that we will use, cv=kfold= u can just input a number) ################################################################################################### #위에 모델을 만들어주기 위해서 모델, 파라미터, cv를 각각 만들어준다. #2. 모델 #gridsearch 에 있는 parameter으의 순서를 보면 def build_model(drop=0.5, optimizer= 'adam'): inputs = Input(shape=(28*28, ), name = 'input') x = Dense(512, activation = 'relu', name= 'hidden1')(inputs) x= Dropout(drop)(x) x = Dense(256, activation = 'relu', name= 'hidden2')(x) x= Dropout(drop)(x) x = Dense(128, activation = 'relu', name= 'hidden3')(x) x= Dropout(drop)(x) output = Dense(10, activation = 'softmax', name= 'outputs')(x) model = Model(inputs =inputs, outputs = output) model.compile (optimizer, metrics =["acc"], loss = 'categorical_crossentropy') return model #이렇게 직접 함수형을 만들어 줄 수도 있는 것이다. #그리드 서치를 사용하려면 맨처음에 들어가는 것이 모델이기 때문에 우리가 이미 모델을 만들어주고 그걸 사용하기 위해서 직접 모델을 만들어준다. #컴파일까지만 만들어주고 핏은 아직 안만들어준다 왜냐하면 핏은 나중에 랜덤서치나 그리드 서치에서 할것이기 때문이다. #모델을 만들었고 이제 두번째 파라미터를 만들어준다. def create_hyperparameters(): batches =[10, 20, 30, 40, 50] optimizers = ['rmsprop', 'adam', 'adadelta'] dropout = np.linspace(0.1,0.5, 5) return{"batch_size" : batches, "optimizer" : optimizers, "drop" :linspace} #위에 딕셔너리형태이다. 파라미터에 들어가는 매개변수 형테는 딕셔너리 형태이다. 그래서 무조건 딕셔너리 형태로 맞춰줘야한다. 케라스가 아니라 싸이킷런에 맞는 모델로 래핑을 만들어주기 위해서 이런식으로 해준다. #k fold에서는 숫자만 들어가면 되는것이니 그것도 이미 준비 된것이다. #여기다가 에포도 넣을수 있고 노드의 갯수도 변수명을 넣어주고 하이퍼 파라미터에 넣을수 있고 activation도 넣어 줄 수 있다. 여기서 원하는건 다 넣을수 있음. #케라스를 그냥 사용하면 안되고 케라스에 보면 사이킷런에 사용할수 있는 wrapper이라는 것이 존재하고 사이킷런에 케라스를 쌓아 올리겠다는는 뜻이다. from keras.wrappers.scikit_learn import KerasClassifier #케라스건 사이킷런이건 분류와 회기를 항상 잃지 말고 #케라스에서 wrapping을 해주는 이유는 사이킷런에서 해주기 위해서 model= KerasClassifier(build_fn= build_model, verbose= 1) #우리가 만들어둔 모델을 wrapping 해 주는 것이다. kerasClassifier 모델을 이렇게 만들어주는 것이다. hyperparameters = create_hyperparameters() #help buiild a hyper parameters , 위데짜놓은 create_hyperparameters()를 hyperparamer 에 대입시켜준다. #여기서 부터가 모델 핏 부분이 되는 것이다. from sklearn.model_selection import GridSearchCV, RandomizedSearchCV search = RandomizedSearchCV(model, hyperparameters, cv = 3 , n_jobs =-1) search.fit(x_train, y_train) print(search.best_params_) #이 폴더에서 항상 주의해야할것들은 소스와 하이퍼 파라미터 # acc: 0.9311 # {'optimizer': 'rmsprop', 'drop': 0.1, 'batch_size': 50} #score #score 을 추가하여 작성 acc = search.score(x_test, y_test, verbose=0) print(search.best_params_) print("acc :", acc) # acc: 0.9143 # {'optimizer': 'adadelta', 'drop': 0.30000000000000004, 'batch_size': 20} # Traceback (most recent call last): # File "d:\Study\Bitcamp\keras\keras98_randomsearch.py", line 105, in <module> # print("최적의 매개변수 :", model.best_params_)
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#!/usr/bin/python # -*- coding: utf-8 -*- # Copyright: Ansible Project # GNU General Public License v3.0+ (see COPYING or https://www.gnu.org/licenses/gpl-3.0.txt) from __future__ import absolute_import, division, print_function __metaclass__ = type ANSIBLE_METADATA = {'metadata_version': '1.1', 'status': ['preview'], 'supported_by': 'community'} DOCUMENTATION = ''' --- module: postgresql_ext short_description: Add or remove PostgreSQL extensions from a database. description: - Add or remove PostgreSQL extensions from a database. version_added: "1.9" options: name: description: - name of the extension to add or remove required: true default: null db: description: - name of the database to add or remove the extension to/from required: true default: null login_user: description: - The username used to authenticate with required: false default: null login_password: description: - The password used to authenticate with required: false default: null login_host: description: - Host running the database required: false default: localhost port: description: - Database port to connect to. required: false default: 5432 state: description: - The database extension state required: false default: present choices: [ "present", "absent" ] notes: - The default authentication assumes that you are either logging in as or sudo'ing to the C(postgres) account on the host. - This module uses I(psycopg2), a Python PostgreSQL database adapter. You must ensure that psycopg2 is installed on the host before using this module. If the remote host is the PostgreSQL server (which is the default case), then PostgreSQL must also be installed on the remote host. For Ubuntu-based systems, install the C(postgresql), C(libpq-dev), and C(python-psycopg2) packages on the remote host before using this module. requirements: [ psycopg2 ] author: "Daniel Schep (@dschep)" ''' EXAMPLES = ''' # Adds postgis to the database "acme" - postgresql_ext: name: postgis db: acme ''' import traceback try: import psycopg2 import psycopg2.extras except ImportError: postgresqldb_found = False else: postgresqldb_found = True from ansible.module_utils.basic import AnsibleModule from ansible.module_utils._text import to_native class NotSupportedError(Exception): pass # =========================================== # PostgreSQL module specific support methods. # def ext_exists(cursor, ext): query = "SELECT * FROM pg_extension WHERE extname=%(ext)s" cursor.execute(query, {'ext': ext}) return cursor.rowcount == 1 def ext_delete(cursor, ext): if ext_exists(cursor, ext): query = "DROP EXTENSION \"%s\"" % ext cursor.execute(query) return True else: return False def ext_create(cursor, ext): if not ext_exists(cursor, ext): query = 'CREATE EXTENSION "%s"' % ext cursor.execute(query) return True else: return False # =========================================== # Module execution. # def main(): module = AnsibleModule( argument_spec=dict( login_user=dict(default="postgres"), login_password=dict(default="", no_log=True), login_host=dict(default=""), port=dict(default="5432"), db=dict(required=True), ext=dict(required=True, aliases=['name']), state=dict(default="present", choices=["absent", "present"]), ), supports_check_mode=True ) if not postgresqldb_found: module.fail_json(msg="the python psycopg2 module is required") db = module.params["db"] ext = module.params["ext"] state = module.params["state"] changed = False # To use defaults values, keyword arguments must be absent, so # check which values are empty and don't include in the **kw # dictionary params_map = { "login_host": "host", "login_user": "user", "login_password": "password", "port": "port" } kw = dict((params_map[k], v) for (k, v) in module.params.items() if k in params_map and v != '') try: db_connection = psycopg2.connect(database=db, **kw) # Enable autocommit so we can create databases if psycopg2.__version__ >= '2.4.2': db_connection.autocommit = True else: db_connection.set_isolation_level(psycopg2 .extensions .ISOLATION_LEVEL_AUTOCOMMIT) cursor = db_connection.cursor( cursor_factory=psycopg2.extras.DictCursor) except Exception as e: module.fail_json(msg="unable to connect to database: %s" % to_native(e), exception=traceback.format_exc()) try: if module.check_mode: if state == "present": changed = not ext_exists(cursor, ext) elif state == "absent": changed = ext_exists(cursor, ext) else: if state == "absent": changed = ext_delete(cursor, ext) elif state == "present": changed = ext_create(cursor, ext) except NotSupportedError as e: module.fail_json(msg=to_native(e), exception=traceback.format_exc()) except Exception as e: module.fail_json(msg="Database query failed: %s" % to_native(e), exception=traceback.format_exc()) module.exit_json(changed=changed, db=db, ext=ext) if __name__ == '__main__': main()
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# -*- coding: UTF-8 -*- # Copyright (c) 2022 PaddlePaddle Authors. All Rights Reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. import numpy as np import argparse import ast import time import paddle import paddle.fluid as fluid from paddle.fluid.dygraph.nn import Linear from paddle.distributed import fleet from paddle.fluid.dygraph import nn from paddle.fluid.framework import _test_eager_guard from paddle.distributed.fleet.meta_parallel.sharding.group_sharded_stage3 import GroupShardedStage3 from paddle.distributed.fleet.meta_parallel.sharding.group_sharded_utils import GroupShardedScaler epoch = 10 paddle.seed(2022) np.random.seed(2022) base_lr = 0.1 momentum_rate = 0.9 l2_decay = 1e-4 class MLP(fluid.Layer): def __init__(self, linear_size=1000, param_attr=None, bias_attr=None): super(MLP, self).__init__() self._linear1 = Linear(linear_size, linear_size) self._linear2 = Linear(linear_size, linear_size) self._linear3 = Linear(linear_size, 10) def forward(self, inputs): y = self._linear1(inputs) y = self._linear2(y) y = self._linear3(y) return y def reader_decorator(linear_size=1000): def __reader__(): for _ in range(100): img = np.random.rand(linear_size).astype('float32') label = np.ones(1).astype('int64') yield img, label return __reader__ def optimizer_setting(model, use_pure_fp16, opt_group=False): clip = paddle.nn.ClipGradByGlobalNorm(clip_norm=1.0) optimizer = paddle.optimizer.AdamW( parameters=[{ "params": model.parameters() }] if opt_group else model.parameters(), learning_rate=0.001, weight_decay=0.00001, grad_clip=clip, multi_precision=use_pure_fp16) return optimizer def train_mlp(model, use_pure_fp16=False, accumulate_grad=False, offload=False, batch_size=100, convert2cpu=False): group = paddle.distributed.new_group([0, 1]) optimizer = optimizer_setting(model=model, use_pure_fp16=use_pure_fp16) if use_pure_fp16: model = paddle.amp.decorate( models=model, level='O2', save_dtype='float32') scaler = paddle.amp.GradScaler(init_loss_scaling=32768) scaler = GroupShardedScaler(scaler) model = GroupShardedStage3( model, optimizer=optimizer, group=group, offload=offload, segment_size=2**15) train_reader = paddle.batch( reader_decorator(), batch_size=batch_size, drop_last=True) train_loader = paddle.io.DataLoader.from_generator( capacity=32, use_double_buffer=True, iterable=True, return_list=True, use_multiprocess=True) train_loader.set_sample_list_generator(train_reader) for eop in range(epoch): model.train() for batch_id, data in enumerate(train_loader()): img, label = data label.stop_gradient = True img.stop_gradient = True with paddle.amp.auto_cast(True, level='O2'): out = model(img) loss = paddle.nn.functional.cross_entropy( input=out, label=label) avg_loss = paddle.mean(x=loss.cast(dtype=paddle.float32)) if accumulate_grad: avg_loss = avg_loss / 5 if not use_pure_fp16: avg_loss.backward() else: scaler.scale(avg_loss).backward() if not accumulate_grad: if not use_pure_fp16: optimizer.step() else: scaler.step(optimizer) scaler.update() optimizer.clear_grad() if accumulate_grad: if not use_pure_fp16: optimizer.step() else: scaler.step(optimizer) scaler.update() optimizer.clear_grad() if not convert2cpu: model.get_all_parameters() else: model.get_all_parameters(convert2cpu) return model.parameters() def test_stage3_offload(): paddle.distributed.init_parallel_env() mlp, mlp1, mlp2, mlp3, mlp4, mlp5, mlp6 = MLP(), MLP(), MLP(), MLP(), MLP( ), MLP(), MLP() state_dict = mlp.state_dict() mlp1.set_state_dict(state_dict) mlp2.set_state_dict(state_dict) mlp3.set_state_dict(state_dict) mlp4.set_state_dict(state_dict) mlp5.set_state_dict(state_dict) mlp6.set_state_dict(state_dict) # fp32 offload stage3_params = train_mlp(mlp1, use_pure_fp16=False) stage3_params_offload = train_mlp(mlp2, use_pure_fp16=False, offload=True) for i in range(len(stage3_params)): np.testing.assert_allclose( stage3_params[i].numpy(), stage3_params_offload[i].numpy(), rtol=1e-6, atol=1e-8) # fp16 offload stage3_params = train_mlp(mlp3, use_pure_fp16=True) stage3_params_offload = train_mlp(mlp4, use_pure_fp16=True, offload=True) for i in range(len(stage3_params)): np.testing.assert_allclose( stage3_params[i].numpy(), stage3_params_offload[i].numpy(), rtol=1e-2, atol=1e-2) # fp32 accumulate grad offload stage3_params = train_mlp( mlp5, use_pure_fp16=False, batch_size=20, accumulate_grad=True) stage3_params_offload = train_mlp( mlp6, use_pure_fp16=False, accumulate_grad=True, offload=True, batch_size=20, convert2cpu=True) for i in range(len(stage3_params)): np.testing.assert_allclose( stage3_params[i].numpy(), stage3_params_offload[i].numpy(), rtol=1e-6, atol=1e-8) return if __name__ == '__main__': with _test_eager_guard(): test_stage3_offload()
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/scripts/addon_library/local/uvpackmaster3/scripted_pipeline/panels/grouping_panels.py
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# ##### BEGIN GPL LICENSE BLOCK ##### # # This program is free software; you can redistribute it and/or # modify it under the terms of the GNU General Public License # as published by the Free Software Foundation; either version 2 # of the License, or (at your option) any later version. # # This program is distributed in the hope that it will be useful, # but WITHOUT ANY WARRANTY; without even the implied warranty of # MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the # GNU General Public License for more details. # # You should have received a copy of the GNU General Public License # along with this program; if not, write to the Free Software Foundation, # Inc., 51 Franklin Street, Fifth Floor, Boston, MA 02110-1301, USA. # # ##### END GPL LICENSE BLOCK ##### from ...utils import get_prefs, in_debug_mode from ...panel import UVPM3_PT_Registerable, GroupingSchemeAccess from ...labels import Labels from ...enums import GroupLayoutMode, TexelDensityGroupPolicy from ...operator_islands import UVPM3_OT_SetManualGroupIParam, UVPM3_OT_SelectManualGroupIParam, UVPM3_OT_ShowManualGroupIParam, UVPM3_OT_ApplyGroupingToScheme from ...presets_grouping_scheme import UVPM3_PT_PresetsGroupingScheme from ...grouping_scheme import\ (UVPM3_OT_NewGroupingScheme, UVPM3_OT_RemoveGroupingScheme, UVPM3_OT_NewGroupInfo, UVPM3_OT_RemoveGroupInfo, UVPM3_OT_NewTargetBox, UVPM3_OT_RemoveTargetBox, UVPM3_OT_MoveGroupInfo, UVPM3_OT_MoveTargetBox) from ...grouping_scheme_ui import UVPM3_MT_BrowseGroupingSchemes, UVPM3_UL_GroupInfo, UVPM3_UL_TargetBoxes from ...box_ui import GroupingSchemeBoxesEditUI class UVPM3_PT_GroupingBase(UVPM3_PT_Registerable, GroupingSchemeAccess): @classmethod def poll(cls, context): prefs = get_prefs() scene_props = context.scene.uvpm3_props return prefs.get_mode(scene_props.active_main_mode_id, context).grouping_enabled() def should_draw_grouping_options(self): return hasattr(self.active_mode, 'draw_grouping_options') def draw_grouping_options(self, g_options, layout, g_scheme=None): self.active_mode.draw_grouping_options(g_scheme, g_options, layout) def draw_impl(self, context): self.init_access(context, ui_drawing=True) self.draw_impl2(context) class UVPM3_PT_Grouping(UVPM3_PT_GroupingBase): bl_idname = 'UVPM3_PT_Grouping' bl_label = 'Island Grouping' # bl_options = {'DEFAULT_CLOSED'} PANEL_PRIORITY = 800 APPLY_GROUPING_TO_SCHEME_HELP_URL_SUFFIX = '30-packing-modes/30-groups-to-tiles/#apply-automatic-grouping-to-a-grouping-scheme' def draw_grouping_schemes_presets(self, context, layout): layout.emboss = 'NONE' layout.popover(panel=UVPM3_PT_PresetsGroupingScheme.__name__, icon='PRESET', text="") def draw_grouping_schemes(self, context, layout): main_col = layout.column(align=True) main_col.label(text='Select a grouping scheme:') row = main_col.row(align=True) row.menu(UVPM3_MT_BrowseGroupingSchemes.bl_idname, text="", icon='GROUP_UVS') if self.active_g_scheme is not None: row.prop(self.active_g_scheme, "name", text="") row.operator(UVPM3_OT_NewGroupingScheme.bl_idname, icon='ADD', text='' if self.active_g_scheme is not None else UVPM3_OT_NewGroupingScheme.bl_label) if self.active_g_scheme is not None: row.operator(UVPM3_OT_RemoveGroupingScheme.bl_idname, icon='REMOVE', text='') box = row.box() box.scale_y = 0.5 self.draw_grouping_schemes_presets(context, box) if self.active_g_scheme is None: return None if self.should_draw_grouping_options(): main_col.separator() main_col.separator() main_col.label(text='Scheme options:') self.draw_grouping_options(self.active_g_scheme.options, main_col, self.active_g_scheme) def draw_impl2(self, context): layout = self.layout col = layout.column(align=True) box = col.box() col2 = box.column(align=True) col2.label(text=Labels.GROUP_METHOD_NAME + ':') row = col2.row(align=True) row.prop(self.scene_props, "group_method", text='') if self.scene_props.auto_grouping_enabled(): if self.should_draw_grouping_options(): options_box = col.box() options_col = options_box.column(align=True) options_col.label(text='Grouping options:') # options_box = options_col.box() self.draw_grouping_options(self.scene_props.auto_group_options, options_col) box = col.box() self.operator_with_help(UVPM3_OT_ApplyGroupingToScheme.bl_idname, box, self.APPLY_GROUPING_TO_SCHEME_HELP_URL_SUFFIX) else: # col.separator() box = col.box() self.draw_grouping_schemes(context, box) class UVPM3_PT_SchemeGroups(UVPM3_PT_GroupingBase): bl_idname = 'UVPM3_PT_SchemeGroups' bl_label = 'Scheme Groups' bl_parent_id = UVPM3_PT_Grouping.bl_idname # bl_options = {'DEFAULT_CLOSED'} PANEL_PRIORITY = 810 @classmethod def poll(cls, context): scene_props = context.scene.uvpm3_props return super().poll(context) and\ scene_props.active_grouping_scheme(context) is not None def draw_impl2(self, context): layout = self.layout main_col = layout.column(align=True) groups_layout = main_col # .box() show_more = self.active_g_scheme is not None and len(self.active_g_scheme.groups) > 1 row = groups_layout.row() row.template_list(UVPM3_UL_GroupInfo.bl_idname, "", self.active_g_scheme, "groups", self.active_g_scheme, "active_group_idx", rows=4 if show_more else 2) col = row.column(align=True) col.operator(UVPM3_OT_NewGroupInfo.bl_idname, icon='ADD', text="") col.operator(UVPM3_OT_RemoveGroupInfo.bl_idname, icon='REMOVE', text="") if show_more: col.separator() col.operator(UVPM3_OT_MoveGroupInfo.bl_idname, icon='TRIA_UP', text="").direction = 'UP' col.operator(UVPM3_OT_MoveGroupInfo.bl_idname, icon='TRIA_DOWN', text="").direction = 'DOWN' if self.active_group is None: return col = groups_layout.column(align=True) col.separator() if hasattr(self.active_mode, 'draw_group_options'): col.label(text='Group options:') col2 = col.column(align=True) props_count = self.active_mode.draw_group_options(self.active_g_scheme, self.active_group, col2) if props_count == 0: box = col2.box() box.label(text='No group options available the for currently selected modes') col.separator() col.separator() row = col.row(align=True) row.operator(UVPM3_OT_SetManualGroupIParam.bl_idname) col.separator() col.label(text="Select islands assigned to the group:") row = col.row(align=True) op = row.operator(UVPM3_OT_SelectManualGroupIParam.bl_idname, text="Select") op.select = True op = row.operator(UVPM3_OT_SelectManualGroupIParam.bl_idname, text="Deselect") op.select = False row = col.row(align=True) row.operator(UVPM3_OT_ShowManualGroupIParam.bl_idname) class UVPM3_PT_GroupTargetBoxes(UVPM3_PT_GroupingBase): bl_idname = 'UVPM3_PT_GroupTargetBoxes' bl_label = 'Group Target Boxes' bl_parent_id = UVPM3_PT_Grouping.bl_idname # bl_options = {'DEFAULT_CLOSED'} PANEL_PRIORITY = 820 @classmethod def poll(cls, context): if not super().poll(context): return False prefs = get_prefs() scene_props = context.scene.uvpm3_props active_mode = prefs.get_active_main_mode(scene_props, context) if not active_mode.group_target_box_editing(): return False active_g_scheme = scene_props.active_grouping_scheme(context) if active_g_scheme is None: return False return active_g_scheme.group_target_box_editing() def draw_impl2(self, context): layout = self.layout complementary_group_is_active = self.active_g_scheme.complementary_group_is_active() target_boxes_col = layout.column(align=True) target_boxes_col.enabled = not complementary_group_is_active if complementary_group_is_active: target_boxes_text='Group Target Boxes: (target boxes of the complementary group cannot be edited)' target_boxes_icon='ERROR' row = target_boxes_col.row() row.label(text=target_boxes_text, icon=target_boxes_icon) show_more = self.active_group is not None and len(self.active_group.target_boxes) > 1 row = target_boxes_col.row() row.template_list(UVPM3_UL_TargetBoxes.bl_idname, "", self.active_group, "target_boxes", self.active_group, "active_target_box_idx", rows=4 if show_more else 2) col = row.column(align=True) col.operator(UVPM3_OT_NewTargetBox.bl_idname, icon='ADD', text="") col.operator(UVPM3_OT_RemoveTargetBox.bl_idname, icon='REMOVE', text="") if show_more: col.separator() col.operator(UVPM3_OT_MoveTargetBox.bl_idname, icon='TRIA_UP', text="").direction = 'UP' col.operator(UVPM3_OT_MoveTargetBox.bl_idname, icon='TRIA_DOWN', text="").direction = 'DOWN' # col = groups_layout.column(align=True) target_boxes_col.separator() box_edit_UI = GroupingSchemeBoxesEditUI(context, self.scene_props) box_edit_UI.draw(target_boxes_col)
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/Autocase_Result/SjShRightSide/YW_GGQQ_QLFSJHA_191.py
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#!/usr/bin/python # -*- encoding: utf-8 -*- import sys import json sys.path.append("/home/yhl2/workspace/xtp_test/xtp/api") from xtp_test_case import * sys.path.append("/home/yhl2/workspace/xtp_test/option/service") from OptMainService import * from OptQueryStkPriceQty import * sys.path.append("/home/yhl2/workspace/xtp_test/service") from log import * from CaseParmInsertMysql import * sys.path.append("/home/yhl2/workspace/xtp_test/option/mysql") from Opt_SqlData_Transfer import * sys.path.append("/home/yhl2/workspace/xtp_test/mysql") from QueryOrderErrorMsg import queryOrderErrorMsg sys.path.append("/home/yhl2/workspace/xtp_test/utils") from env_restart import * reload(sys) sys.setdefaultencoding('utf-8') class YW_GGQQ_QLFSJHA_191(xtp_test_case): def setUp(self): sql_transfer = Opt_SqlData_Transfer() sql_transfer.transfer_fund_asset('YW_GGQQ_QLFSJHA_191') clear_data_and_restart_sh() Api.trade.Logout() Api.trade.Login() def test_YW_GGQQ_QLFSJHA_191(self): title = '卖平(权利方平仓):FOK市价全成或撤销-验资(可用资金不足)(下单金额<费用&&可用资金<(费用-下单金额))' # 定义当前测试用例的期待值 # 期望状态:初始、未成交、部成、全成、部撤已报、部撤、已报待撤、已撤、废单、撤废、内部撤单 # xtp_ID和cancel_xtpID默认为0,不需要变动 case_goal = { '期望状态': '废单', 'errorID': 11010120, 'errorMSG': queryOrderErrorMsg(11010120), '是否生成报单': '是', '是否是撤废': '否', 'xtp_ID': 0, 'cancel_xtpID': 0, } logger.warning(title) # 定义委托参数信息------------------------------------------ # 参数:证券代码、市场、证券类型、证券状态、交易状态、买卖方向(B买S卖)、期望状态、Api stkparm = QueryStkPriceQty('10001034', '1', '*', '1', '0', '*', case_goal['期望状态'], Api) # 如果下单参数获取失败,则用例失败 if stkparm['返回结果'] is False: rs = { '用例测试结果': stkparm['返回结果'], '测试错误原因': '获取下单参数失败,' + stkparm['错误原因'], } logger.error('查询结果为False,错误原因: {0}'.format( json.dumps(rs['测试错误原因'], encoding='UTF-8', ensure_ascii=False))) self.assertEqual(rs['用例测试结果'], True) else: wt_reqs = { 'business_type':Api.const.XTP_BUSINESS_TYPE['XTP_BUSINESS_TYPE_OPTION'], 'order_client_id':1, 'market': Api.const.XTP_MARKET_TYPE['XTP_MKT_SH_A'], 'ticker': stkparm['证券代码'], 'side': Api.const.XTP_SIDE_TYPE['XTP_SIDE_SELL'], 'position_effect':Api.const.XTP_POSITION_EFFECT_TYPE['XTP_POSITION_EFFECT_CLOSE'], 'price_type': Api.const.XTP_PRICE_TYPE['XTP_PRICE_BEST_OR_CANCEL'], 'price': stkparm['涨停价'], 'quantity': 1 } ParmIni(Api, case_goal['期望状态'], wt_reqs['price_type']) CaseParmInsertMysql(case_goal, wt_reqs) rs = serviceTest(Api, case_goal, wt_reqs) if rs['用例测试结果']: logger.warning('执行结果为{0}'.format(str(rs['用例测试结果']))) else: logger.warning('执行结果为{0},{1},{2}'.format( str(rs['用例测试结果']), str(rs['用例错误源']), json.dumps(rs['用例错误原因'], encoding='UTF-8', ensure_ascii=False))) self.assertEqual(rs['用例测试结果'], True) # 4 if __name__ == '__main__': unittest.main()
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# Licensed to the Apache Software Foundation (ASF) under one # or more contributor license agreements. See the NOTICE file # distributed with this work for additional information # regarding copyright ownership. The ASF licenses this file # to you under the Apache License, Version 2.0 (the # "License"); you may not use this file except in compliance # with the License. You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, # software distributed under the License is distributed on an # "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY # KIND, either express or implied. See the License for the # specific language governing permissions and limitations # under the License. from flask_babel import lazy_gettext as _ from superset.commands.exceptions import CommandException, CreateFailedError class DashboardPermalinkInvalidStateError(CommandException): message = _("Invalid state.") class DashboardPermalinkCreateFailedError(CreateFailedError): message = _("An error occurred while creating the value.") class DashboardPermalinkGetFailedError(CommandException): message = _("An error occurred while accessing the value.")
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/tests/components/picnic/test_config_flow.py
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Verbalinsurection/Home-Assistant-core
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"""Test the Picnic config flow.""" from unittest.mock import patch import pytest from python_picnic_api.session import PicnicAuthError import requests from homeassistant import config_entries, data_entry_flow from homeassistant.components.picnic.const import CONF_COUNTRY_CODE, DOMAIN from homeassistant.const import CONF_ACCESS_TOKEN from homeassistant.core import HomeAssistant from tests.common import MockConfigEntry @pytest.fixture def picnic_api(): """Create PicnicAPI mock with set response data.""" auth_token = "af3wh738j3fa28l9fa23lhiufahu7l" auth_data = { "user_id": "f29-2a6-o32n", "address": { "street": "Teststreet", "house_number": 123, "house_number_ext": "b", }, } with patch( "homeassistant.components.picnic.config_flow.PicnicAPI", ) as picnic_mock: picnic_mock().session.auth_token = auth_token picnic_mock().get_user.return_value = auth_data yield picnic_mock async def test_form(hass, picnic_api): """Test we get the form and a config entry is created.""" result = await hass.config_entries.flow.async_init( DOMAIN, context={"source": config_entries.SOURCE_USER} ) assert result["type"] == data_entry_flow.FlowResultType.FORM assert result["step_id"] == "user" assert result["errors"] is None with patch( "homeassistant.components.picnic.async_setup_entry", return_value=True, ) as mock_setup_entry: result2 = await hass.config_entries.flow.async_configure( result["flow_id"], { "username": "test-username", "password": "test-password", "country_code": "NL", }, ) await hass.async_block_till_done() assert result2["type"] == "create_entry" assert result2["title"] == "Teststreet 123b" assert result2["data"] == { CONF_ACCESS_TOKEN: picnic_api().session.auth_token, CONF_COUNTRY_CODE: "NL", } assert len(mock_setup_entry.mock_calls) == 1 async def test_form_invalid_auth(hass: HomeAssistant) -> None: """Test we handle invalid authentication.""" result = await hass.config_entries.flow.async_init( DOMAIN, context={"source": config_entries.SOURCE_USER} ) with patch( "homeassistant.components.picnic.config_flow.PicnicHub.authenticate", side_effect=PicnicAuthError, ): result2 = await hass.config_entries.flow.async_configure( result["flow_id"], { "username": "test-username", "password": "test-password", "country_code": "NL", }, ) assert result2["type"] == data_entry_flow.FlowResultType.FORM assert result2["errors"] == {"base": "invalid_auth"} async def test_form_cannot_connect(hass: HomeAssistant) -> None: """Test we handle connection errors.""" result = await hass.config_entries.flow.async_init( DOMAIN, context={"source": config_entries.SOURCE_USER} ) with patch( "homeassistant.components.picnic.config_flow.PicnicHub.authenticate", side_effect=requests.exceptions.ConnectionError, ): result2 = await hass.config_entries.flow.async_configure( result["flow_id"], { "username": "test-username", "password": "test-password", "country_code": "NL", }, ) assert result2["type"] == data_entry_flow.FlowResultType.FORM assert result2["errors"] == {"base": "cannot_connect"} async def test_form_exception(hass: HomeAssistant) -> None: """Test we handle random exceptions.""" result = await hass.config_entries.flow.async_init( DOMAIN, context={"source": config_entries.SOURCE_USER} ) with patch( "homeassistant.components.picnic.config_flow.PicnicHub.authenticate", side_effect=Exception, ): result2 = await hass.config_entries.flow.async_configure( result["flow_id"], { "username": "test-username", "password": "test-password", "country_code": "NL", }, ) assert result2["type"] == data_entry_flow.FlowResultType.FORM assert result2["errors"] == {"base": "unknown"} async def test_form_already_configured(hass, picnic_api): """Test that an entry with unique id can only be added once.""" # Create a mocked config entry and make sure to use the same user_id as set for the picnic_api mock response. MockConfigEntry( domain=DOMAIN, unique_id=picnic_api().get_user()["user_id"], data={CONF_ACCESS_TOKEN: "a3p98fsen.a39p3fap", CONF_COUNTRY_CODE: "NL"}, ).add_to_hass(hass) result_init = await hass.config_entries.flow.async_init( DOMAIN, context={"source": config_entries.SOURCE_USER} ) result_configure = await hass.config_entries.flow.async_configure( result_init["flow_id"], { "username": "test-username", "password": "test-password", "country_code": "NL", }, ) await hass.async_block_till_done() assert result_configure["type"] == data_entry_flow.FlowResultType.ABORT assert result_configure["reason"] == "already_configured" async def test_step_reauth(hass, picnic_api): """Test the re-auth flow.""" # Create a mocked config entry conf = {CONF_ACCESS_TOKEN: "a3p98fsen.a39p3fap", CONF_COUNTRY_CODE: "NL"} MockConfigEntry( domain=DOMAIN, unique_id=picnic_api().get_user()["user_id"], data=conf, ).add_to_hass(hass) # Init a re-auth flow result_init = await hass.config_entries.flow.async_init( DOMAIN, context={"source": config_entries.SOURCE_REAUTH}, data=conf ) assert result_init["type"] == data_entry_flow.FlowResultType.FORM assert result_init["step_id"] == "user" with patch( "homeassistant.components.picnic.async_setup_entry", return_value=True, ): result_configure = await hass.config_entries.flow.async_configure( result_init["flow_id"], { "username": "test-username", "password": "test-password", "country_code": "NL", }, ) await hass.async_block_till_done() # Check that the returned flow has type abort because of successful re-authentication assert result_configure["type"] == data_entry_flow.FlowResultType.ABORT assert result_configure["reason"] == "reauth_successful" assert len(hass.config_entries.async_entries()) == 1 async def test_step_reauth_failed(hass: HomeAssistant) -> None: """Test the re-auth flow when authentication fails.""" # Create a mocked config entry user_id = "f29-2a6-o32n" conf = {CONF_ACCESS_TOKEN: "a3p98fsen.a39p3fap", CONF_COUNTRY_CODE: "NL"} MockConfigEntry( domain=DOMAIN, unique_id=user_id, data=conf, ).add_to_hass(hass) # Init a re-auth flow result_init = await hass.config_entries.flow.async_init( DOMAIN, context={"source": config_entries.SOURCE_REAUTH}, data=conf ) assert result_init["type"] == data_entry_flow.FlowResultType.FORM assert result_init["step_id"] == "user" with patch( "homeassistant.components.picnic.config_flow.PicnicHub.authenticate", side_effect=PicnicAuthError, ): result_configure = await hass.config_entries.flow.async_configure( result_init["flow_id"], { "username": "test-username", "password": "test-password", "country_code": "NL", }, ) await hass.async_block_till_done() # Check that the returned flow has type form with error set assert result_configure["type"] == "form" assert result_configure["errors"] == {"base": "invalid_auth"} assert len(hass.config_entries.async_entries()) == 1 async def test_step_reauth_different_account(hass, picnic_api): """Test the re-auth flow when authentication is done with a different account.""" # Create a mocked config entry, unique_id should be different that the user id in the api response conf = {CONF_ACCESS_TOKEN: "a3p98fsen.a39p3fap", CONF_COUNTRY_CODE: "NL"} MockConfigEntry( domain=DOMAIN, unique_id="3fpawh-ues-af3ho", data=conf, ).add_to_hass(hass) # Init a re-auth flow result_init = await hass.config_entries.flow.async_init( DOMAIN, context={"source": config_entries.SOURCE_REAUTH}, data=conf ) assert result_init["type"] == data_entry_flow.FlowResultType.FORM assert result_init["step_id"] == "user" with patch( "homeassistant.components.picnic.async_setup_entry", return_value=True, ): result_configure = await hass.config_entries.flow.async_configure( result_init["flow_id"], { "username": "test-username", "password": "test-password", "country_code": "NL", }, ) await hass.async_block_till_done() # Check that the returned flow has type form with error set assert result_configure["type"] == "form" assert result_configure["errors"] == {"base": "different_account"} assert len(hass.config_entries.async_entries()) == 1
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/transcribe/mommy_recipes.py
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[]
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lupyanlab/telephone
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from unipath import Path from django.conf import settings from django.core.files import File from model_mommy.recipe import Recipe, foreign_key, related import grunt.models as grunt_models import ratings.models as ratings_models import transcribe.models as transcribe_models django_file_path = Path(settings.APP_DIR, 'grunt/tests/media/test-audio.wav') assert django_file_path.exists() django_file = File(open(django_file_path, 'rb')) chain = Recipe(grunt_models.Chain, name = 'mommy_chain') seed = Recipe(grunt_models.Message, chain = foreign_key(chain), audio = django_file) recording = Recipe(grunt_models.Message, chain = foreign_key(chain), parent = foreign_key(seed), audio = django_file) transcription_survey = Recipe(transcribe_models.TranscriptionSurvey) message_to_transcribe = Recipe(transcribe_models.MessageToTranscribe, survey = foreign_key(transcription_survey), given = foreign_key(recording), ) transcription = Recipe(transcribe_models.Transcription, message = foreign_key(message_to_transcribe))
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/navigation/sonar/maxsonar_class.py~
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lforet/robomow
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refs/heads/master
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#!/usr/bin/env python import serial import threading import time # need to find best way to search seria ports for find device class MaxSonar(object): def __init__(self): self._isConnected = False self._ser = self._open_serial_port() self._should_stop = threading.Event() self._start_reading() self._data = 0 #self._port = port def _open_serial_port(self): while self._isConnected == False: print "class MaxSonar: searching serial ports for ultrasonic sensor package..." for i in range(11): port = "/dev/ttyUSB" port = port[0:11] + str(i) print "class MaxSonar: searching on port:", port time.sleep(.2) try: ser = serial.Serial(port, 9600, timeout=1) data = ser.readline() #print "data=", int(data[3:(len(data)-1)]) if data[0:2] == "s1": #ser.write("a\n") # write a string print "class MaxSonar: found ultrasonic sensor package on serial port: ", port self._isConnected = True #self._port = ser time.sleep(.3) break except: pass for i in range(11): port = "/dev/ttyACM" port = port[0:11] + str(i) print "class MaxSonar: searching on port:", port time.sleep(.2) try: ser = serial.Serial(port, 9600, timeout=1) data = ser.readline() #print "data=", int(data[3:(len(data)-1)]) if data[0:2] == "s1": #ser.write("a\n") # write a string print "class MaxSonar: found ultrasonic sensor package on serial port: ", port self._isConnected = True #self._port = ser time.sleep(.3) break except: pass if self._isConnected == False: print "class MaxSonar: ultrasonic sensor package not found!" time.sleep(1) #print "returning", ser return ser def _start_reading(self): def read(): #print self._should_stop.isSet() #print self._ser.isOpen() while not self._should_stop.isSet(): try: data = self._ser.readline() #print "recieved: ", data #self._data = int(data[5:(len(data)-1)]) self._data = data[0:(len(data)-1)] except: try: print "class MaxSonar:no connection...attempting to reconnect" self._data = 0 self._isConnected = False self._ser = self._open_serial_port() time.sleep(.5) except: pass thr = threading.Thread(target=read) thr.start() return thr def stop(self): self._should_stop.set() self._read_thread.wait() def distances_cm(self): return self._data
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/client/verta/tests/test_entities.py
839a00dcf025688f0b5b507482ed6082c33d058e
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fagan2888/modeldb
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import six import itertools import os import shutil import requests import pytest from verta._registry import RegisteredModels from verta._tracking.deployable_entity import _CACHE_DIR from . import utils import verta import verta._internal_utils._utils import json from verta.external.six.moves.urllib.parse import urlparse # pylint: disable=import-error, no-name-in-module KWARGS = { 'desc': [None, "A test."], 'tags': [None, ['test']], 'attrs': [None, {'is_test': True}], } KWARGS_COMBOS = [dict(zip(KWARGS.keys(), values)) for values in itertools.product(*KWARGS.values()) if values.count(None) != len(values)] # for `tags` typecheck tests TAG = "my-tag" class TestClient: @pytest.mark.oss def test_no_auth(self, host): EMAIL_KEY, DEV_KEY_KEY = "VERTA_EMAIL", "VERTA_DEV_KEY" EMAIL, DEV_KEY = os.environ.pop(EMAIL_KEY, None), os.environ.pop(DEV_KEY_KEY, None) try: client = verta.Client(host) # still has source set assert 'Grpc-Metadata-source' in client._conn.auth assert client.set_project() client.proj.delete() finally: if EMAIL is not None: os.environ[EMAIL_KEY] = EMAIL if DEV_KEY is not None: os.environ[DEV_KEY_KEY] = DEV_KEY @pytest.mark.skipif('VERTA_EMAIL' not in os.environ or 'VERTA_DEV_KEY' not in os.environ, reason="insufficient Verta credentials") def test_verta_https(self): hosts = [ "app.verta.ai", ] for host in hosts: # https by default conn = verta.Client(host)._conn assert conn.scheme == "https" assert conn.scheme == conn.auth['Grpc-Metadata-scheme'] # http if provided conn = verta.Client("http://{}".format(host))._conn assert conn.scheme == "http" assert conn.scheme == conn.auth['Grpc-Metadata-scheme'] # https if provided conn = verta.Client("https://{}".format(host))._conn assert conn.scheme == "https" assert conn.scheme == conn.auth['Grpc-Metadata-scheme'] def test_else_http(self): # test hosts must not redirect http to https hosts = [ "www.google.com", ] for host in hosts: # http by default try: verta.Client(host, max_retries=0) except requests.HTTPError as e: assert e.request.url.split(':', 1)[0] == "http" else: raise RuntimeError("faulty test; expected error") # http if provided try: verta.Client("http://{}".format(host), max_retries=0) except requests.HTTPError as e: assert e.request.url.split(':', 1)[0] == "http" else: raise RuntimeError("faulty test; expected error") # https if provided try: verta.Client("https://{}".format(host), max_retries=0) except requests.HTTPError as e: assert e.request.url.split(':', 1)[0] == "https" else: raise RuntimeError("faulty test; expected error") @pytest.mark.skipif(not all(env_var in os.environ for env_var in ('VERTA_HOST', 'VERTA_EMAIL', 'VERTA_DEV_KEY')), reason="insufficient Verta credentials") def test_config_file(self): self.config_file_with_type_util(connect = False) @pytest.mark.skipif(not all(env_var in os.environ for env_var in ('VERTA_HOST', 'VERTA_EMAIL', 'VERTA_DEV_KEY')), reason="insufficient Verta credentials") def test_config_file_connect(self): self.config_file_with_type_util(connect = True) def config_file_with_type_util(self, connect): PROJECT_NAME = verta._internal_utils._utils.generate_default_name() DATASET_NAME = verta._internal_utils._utils.generate_default_name() EXPERIMENT_NAME = verta._internal_utils._utils.generate_default_name() CONFIG_FILENAME = "verta_config.json" HOST_KEY, EMAIL_KEY, DEV_KEY_KEY = "VERTA_HOST", "VERTA_EMAIL", "VERTA_DEV_KEY" HOST, EMAIL, DEV_KEY = os.environ[HOST_KEY], os.environ[EMAIL_KEY], os.environ[DEV_KEY_KEY] try: del os.environ[HOST_KEY], os.environ[EMAIL_KEY], os.environ[DEV_KEY_KEY] try: with open(CONFIG_FILENAME, 'w') as f: json.dump( { 'host': HOST, 'email': EMAIL, 'dev_key': DEV_KEY, 'project': PROJECT_NAME, 'experiment': EXPERIMENT_NAME, 'dataset': DATASET_NAME, }, f, ) client = verta.Client(_connect=connect) conn = client._conn back_end_url = urlparse(HOST) socket = back_end_url.netloc + back_end_url.path.rstrip('/') assert conn.socket == socket assert conn.auth['Grpc-Metadata-email'] == EMAIL assert conn.auth['Grpc-Metadata-developer_key'] == DEV_KEY if connect: try: assert client.set_experiment_run() assert client.proj.name == PROJECT_NAME assert client.expt.name == EXPERIMENT_NAME finally: if client.proj is not None: client.proj.delete() dataset = client.set_dataset() try: assert dataset.name == DATASET_NAME finally: utils.delete_datasets([dataset.id], conn) else: assert client._set_from_config_if_none(None, "project") == PROJECT_NAME assert client._set_from_config_if_none(None, "experiment") == EXPERIMENT_NAME assert client._set_from_config_if_none(None, "dataset") == DATASET_NAME finally: if os.path.exists(CONFIG_FILENAME): os.remove(CONFIG_FILENAME) finally: os.environ[HOST_KEY], os.environ[EMAIL_KEY], os.environ[DEV_KEY_KEY] = HOST, EMAIL, DEV_KEY @pytest.mark.not_oss def test_wrong_credentials(self): EMAIL_KEY, DEV_KEY_KEY = "VERTA_EMAIL", "VERTA_DEV_KEY" old_email, old_dev_key = os.environ[EMAIL_KEY], os.environ[DEV_KEY_KEY] try: os.environ[EMAIL_KEY] = "[email protected]" os.environ[DEV_KEY_KEY] = "def" with pytest.raises(requests.exceptions.HTTPError) as excinfo: verta.Client() excinfo_value = str(excinfo.value).strip() assert "401 Client Error" in excinfo_value assert "authentication failed; please check `VERTA_EMAIL` and `VERTA_DEV_KEY`" in excinfo_value finally: os.environ[EMAIL_KEY], os.environ[DEV_KEY_KEY] = old_email, old_dev_key class TestEntities: def test_cache(self, client, strs): client.set_project() client.set_experiment() entities = ( client.set_experiment_run(), ) for entity in entities: filename = strs[0] filepath = os.path.join(_CACHE_DIR, filename) contents = six.ensure_binary(strs[1]) assert not os.path.isfile(filepath) assert not entity._get_cached_file(filename) try: assert entity._cache_file(filename, contents) == filepath assert os.path.isfile(filepath) assert entity._get_cached_file(filename) with open(filepath, 'rb') as f: assert f.read() == contents finally: shutil.rmtree(_CACHE_DIR, ignore_errors=True) class TestProject: def test_create(self, client): assert client.set_project() assert client.proj is not None name = verta._internal_utils._utils.generate_default_name() assert client.create_project(name) assert client.proj is not None with pytest.raises(requests.HTTPError) as excinfo: assert client.create_project(name) excinfo_value = str(excinfo.value).strip() assert "409" in excinfo_value assert "already exists" in excinfo_value with pytest.warns(UserWarning, match='.*already exists.*'): client.get_or_create_project(name=name, tags=["tag1", "tag2"]) def test_get(self, client): name = verta._internal_utils._utils.generate_default_name() with pytest.raises(ValueError): client.get_project(name) proj = client.set_project(name) assert proj.id == client.get_project(proj.name).id assert proj.id == client.get_project(id=proj.id).id def test_get_by_name(self, client): proj = client.set_project() client.set_project() # in case get erroneously fetches latest assert proj.id == client.set_project(proj.name).id def test_get_by_id(self, client): proj = client.set_project() client.set_project() # in case get erroneously fetches latest assert proj.id == client.set_project(id=proj.id).id def test_get_nonexistent_id(self, client): with pytest.raises(ValueError): client.set_project(id="nonexistent_id") @pytest.mark.parametrize("tags", [TAG, [TAG]]) def test_tags_is_list_of_str(self, client, tags): proj = client.set_project(tags=tags) endpoint = "{}://{}/api/v1/modeldb/project/getProjectTags".format( client._conn.scheme, client._conn.socket, ) response = verta._internal_utils._utils.make_request("GET", endpoint, client._conn, params={'id': proj.id}) verta._internal_utils._utils.raise_for_http_error(response) assert response.json().get('tags', []) == [TAG] class TestExperiment: def test_create(self, client): client.set_project() assert client.set_experiment() assert client.expt is not None name = verta._internal_utils._utils.generate_default_name() assert client.create_experiment(name) assert client.expt is not None with pytest.raises(requests.HTTPError) as excinfo: assert client.create_experiment(name) excinfo_value = str(excinfo.value).strip() assert "409" in excinfo_value assert "already exists" in excinfo_value with pytest.warns(UserWarning, match='.*already exists.*'): client.set_experiment(name=name, attrs={"a": 123}) def test_get(self, client): proj = client.set_project() name = verta._internal_utils._utils.generate_default_name() with pytest.raises(ValueError): client.get_experiment(name) expt = client.set_experiment(name) assert expt.id == client.get_experiment(expt.name).id assert expt.id == client.get_experiment(id=expt.id).id # test parents are restored client.set_project() client.get_experiment(id=expt.id) assert client.proj.id == proj.id assert client.expt.id == expt.id def test_get_by_name(self, client): client.set_project() expt = client.set_experiment() client.set_experiment() # in case get erroneously fetches latest assert expt.id == client.set_experiment(expt.name).id def test_get_by_id(self, client): proj = client.set_project() expt = client.set_experiment() client.set_experiment() # in case get erroneously fetches latest assert expt.id == client.set_experiment(id=expt.id).id assert proj.id == client.proj.id def test_get_nonexistent_id_error(self, client): with pytest.raises(ValueError): client.set_experiment(id="nonexistent_id") @pytest.mark.parametrize("tags", [TAG, [TAG]]) def test_tags_is_list_of_str(self, client, tags): client.set_project() expt = client.set_experiment(tags=tags) endpoint = "{}://{}/api/v1/modeldb/experiment/getExperimentTags".format( client._conn.scheme, client._conn.socket, ) response = verta._internal_utils._utils.make_request("GET", endpoint, client._conn, params={'id': expt.id}) verta._internal_utils._utils.raise_for_http_error(response) assert response.json().get('tags', []) == [TAG] class TestExperimentRun: def test_create(self, client): client.set_project() client.set_experiment() assert client.set_experiment_run() name = verta._internal_utils._utils.generate_default_name() assert client.create_experiment_run(name) with pytest.raises(requests.HTTPError) as excinfo: assert client.create_experiment_run(name) excinfo_value = str(excinfo.value).strip() assert "409" in excinfo_value assert "already exists" in excinfo_value with pytest.warns(UserWarning, match='.*already exists.*'): client.set_experiment_run(name=name, attrs={"a": 123}) def test_get(self, client): proj = client.set_project() expt = client.set_experiment() name = verta._internal_utils._utils.generate_default_name() with pytest.raises(ValueError): client.get_experiment_run(name) run = client.set_experiment_run(name) assert run.id == client.get_experiment_run(run.name).id assert run.id == client.get_experiment_run(id=run.id).id # test parents are restored by first setting new, unrelated ones client.set_project() client.set_experiment() client.get_experiment_run(id=run.id) assert client.proj.id == proj.id assert client.expt.id == expt.id def test_get_by_name(self, client): client.set_project() client.set_experiment() run = client.set_experiment_run() client.set_experiment_run() # in case get erroneously fetches latest assert run.id == client.set_experiment_run(run.name).id def test_get_by_id(self, client): proj = client.set_project() expt = client.set_experiment() expt_run = client.set_experiment_run() client.set_experiment_run() # in case get erroneously fetches latest assert expt_run.id == client.set_experiment_run(id=expt_run.id).id assert proj.id == client.proj.id assert expt.id == client.expt.id def test_get_nonexistent_id_error(self, client): with pytest.raises(ValueError): client.set_experiment_run(id="nonexistent_id") def test_no_experiment_error(self, client): with pytest.raises(AttributeError): client.set_experimennt_run() @pytest.mark.parametrize("tags", [TAG, [TAG]]) def test_tags_is_list_of_str(self, client, tags): client.set_project() client.set_experiment() run = client.set_experiment_run(tags=tags) endpoint = "{}://{}/api/v1/modeldb/experiment-run/getExperimentRunTags".format( client._conn.scheme, client._conn.socket, ) response = verta._internal_utils._utils.make_request("GET", endpoint, client._conn, params={'id': run.id}) verta._internal_utils._utils.raise_for_http_error(response) assert response.json().get('tags', []) == [TAG] def test_clone(self, experiment_run): expt_run = experiment_run expt_run._conf.use_git = False expt_run.log_hyperparameters({"hpp1" : 1, "hpp2" : 2, "hpp3" : "hpp3"}) expt_run.log_metrics({"metric1" : 0.5, "metric2" : 0.6}) expt_run.log_tags(["tag1", "tag2"]) expt_run.log_attributes({"attr1" : 10, "attr2" : {"abc": 1}}) expt_run.log_artifact("my-artifact", "README.md") expt_run.log_code() # set various things in the run new_run_no_art = expt_run.clone() old_run_msg = expt_run._get_proto_by_id(expt_run._conn, expt_run.id) new_run_no_art_msg = new_run_no_art._get_proto_by_id(new_run_no_art._conn, new_run_no_art.id) # ensure basic data is the same assert expt_run.id != new_run_no_art_msg.id assert old_run_msg.description == new_run_no_art_msg.description assert old_run_msg.tags == new_run_no_art_msg.tags assert old_run_msg.metrics == new_run_no_art_msg.metrics assert old_run_msg.hyperparameters == new_run_no_art_msg.hyperparameters assert old_run_msg.observations == new_run_no_art_msg.observations assert old_run_msg.artifacts == new_run_no_art_msg.artifacts def test_clone_into_expt(self, client): expt1 = client.set_experiment() expt2 = client.set_experiment() assert expt1.id != expt2.id # of course, but just to be sure old_run = client.set_experiment_run() assert old_run._msg.experiment_id == expt2.id # of course, but just to be sure old_run.log_hyperparameters({"hpp1" : 1, "hpp2" : 2, "hpp3" : "hpp3"}) old_run.log_metrics({"metric1" : 0.5, "metric2" : 0.6}) old_run.log_tags(["tag1", "tag2"]) old_run.log_attributes({"attr1" : 10, "attr2" : {"abc": 1}}) old_run.log_artifact("my-artifact", "README.md") new_run = old_run.clone(experiment_id=expt1.id) old_run_msg = old_run._get_proto_by_id(old_run._conn, old_run.id) new_run_msg = new_run._get_proto_by_id(new_run._conn, new_run.id) assert old_run_msg.id != new_run_msg.id assert new_run_msg.experiment_id == expt1.id assert old_run_msg.description == new_run_msg.description assert old_run_msg.tags == new_run_msg.tags assert old_run_msg.metrics == new_run_msg.metrics assert old_run_msg.hyperparameters == new_run_msg.hyperparameters assert old_run_msg.observations == new_run_msg.observations assert old_run_msg.artifacts == new_run_msg.artifacts def test_log_attribute_overwrite(self, client): initial_attrs = {"str-attr": "attr", "int-attr": 4, "float-attr": 0.5} new_attrs = {"str-attr": "new-attr", "int-attr": 5, "float-attr": 0.3, "bool-attr": False} single_new_attr = new_attrs.popitem() experiment_run = client.set_experiment_run(attrs=initial_attrs) with pytest.raises(ValueError) as excinfo: experiment_run.log_attribute("str-attr", "some-attr") assert "already exists" in str(excinfo.value) experiment_run.log_attribute(*single_new_attr, overwrite=True) experiment_run.log_attributes(new_attrs, True) expected_attrs = initial_attrs.copy() expected_attrs.update([single_new_attr]) expected_attrs.update(new_attrs) assert experiment_run.get_attributes() == expected_attrs class TestExperimentRuns: def test_getitem(self, client): client.set_project() expt_runs = client.set_experiment().expt_runs local_run_ids = set(client.set_experiment_run().id for _ in range(3)) assert expt_runs[1].id in local_run_ids def test_negative_indexing(self, client): client.set_project() expt_runs = client.set_experiment().expt_runs local_run_ids = set(client.set_experiment_run().id for _ in range(3)) assert expt_runs[-1].id in local_run_ids def test_index_out_of_range_error(self, client): client.set_project() expt_runs = client.set_experiment().expt_runs [client.set_experiment_run() for _ in range(3)] with pytest.raises(IndexError): expt_runs[6] with pytest.raises(IndexError): expt_runs[-6] def test_iter(self, client): client.set_project() expt_runs = client.set_experiment().expt_runs expt_runs._ITER_PAGE_LIMIT = 3 local_run_ids = set(client.set_experiment_run().id for _ in range(6)) # iterate through all 6 runs assert local_run_ids == set(run.id for run in expt_runs) # don't fail ungracefully while runs are added for i, _ in enumerate(expt_runs): if i == 4: [client.set_experiment_run() for _ in range(3)] def test_len(self, client): client.set_project() expt_runs = client.set_experiment().expt_runs assert len([client.set_experiment_run().id for _ in range(3)]) == len(expt_runs) def test_as_dataframe(self, client, strs): np = pytest.importorskip("numpy") pytest.importorskip("pandas") # initialize entities client.set_project() expt = client.set_experiment() for _ in range(3): client.set_experiment_run() # log metadata hpp1, hpp2, metric1, metric2 = strs[:4] for run in expt.expt_runs: run.log_hyperparameters({ hpp1: np.random.random(), hpp2: np.random.random(), }) run.log_metrics({ metric1: np.random.random(), metric2: np.random.random(), }) # verify that DataFrame matches df = expt.expt_runs.as_dataframe() assert set(df.index) == set(run.id for run in expt.expt_runs) for run in expt.expt_runs: row = df.loc[run.id] assert row['hpp.'+hpp1] == run.get_hyperparameter(hpp1) assert row['hpp.'+hpp2] == run.get_hyperparameter(hpp2) assert row['metric.'+metric1] == run.get_metric(metric1) assert row['metric.'+metric2] == run.get_metric(metric2) def test_find(self, client): client.set_project() expt = client.set_experiment() tag = "some-tag" diff_tag = "diff-tag" run_with_diff_tag = client.set_experiment_run("run-with-diff-tag") run_with_diff_tag.log_tag(diff_tag) runs_with_tag = [] for _ in range(5): runs_with_tag.append(client.set_experiment_run()) runs_with_tag[-1].log_tag(tag) found_runs = expt.expt_runs.find("tags ~= {}".format(tag)) assert len(found_runs) == len(runs_with_tag) runs_with_tag[-1].log_hyperparameter("some-hyper", 1) # compound conditions: assert len(expt.expt_runs.find(["tags ~= {}".format(tag), "hyperparameters.some-hyper == 1"])) == 1 # old syntax assert len(expt.expt_runs.find("tags ~= {}".format(tag), "hyperparameters.some-hyper == 1")) == 1 # new syntax # if any predicate is not string, should fail: with pytest.raises(TypeError, match="predicates must all be strings"): expt.expt_runs.find("tag ~= {}".format(tag), 1234) @pytest.mark.skip("functionality removed") def test_add(self, client): client.set_project() expt1 = client.set_experiment() local_expt1_run_ids = set(client.set_experiment_run().id for _ in range(3)) expt2 = client.set_experiment() local_expt2_run_ids = set(client.set_experiment_run().id for _ in range(3)) # simple concatenation assert local_expt1_run_ids | local_expt2_run_ids == set(run.id for run in expt1.expt_runs + expt2.expt_runs) # ignore duplicates assert local_expt1_run_ids == set(run.id for run in expt1.expt_runs + expt1.expt_runs)
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/executale_binaries/register-variants/vpblendvb_xmm_xmm_xmm_xmm.gen.vex.py
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import angr proj = angr.Project('vpblendvb_xmm_xmm_xmm_xmm.exe') print proj.arch print proj.entry print proj.filename irsb = proj.factory.block(proj.entry).vex irsb.pp()
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# Get the n-th prime starting from 2 def get_prime(n:int) -> int: candidate:int = 2 found:int = 0 while True: if is_prime(candidate): found = found + 1 if found == n: return candidate candidate = candidate + 1 return 0 # Never happens def is_prime(x:int) -> bool: div:int = 2 while div < x: if x % div == 0: return False div = div + 1 return True # Input parameter n:int = 15 # Run [1, n] i:int = 1 # Crunch while i <= n: print($Exp(i)) i = i + 1
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# -*- coding: utf-8 -*- """ test_django-manolo ------------ Tests for `django-manolo` models module. """ import datetime from datetime import timedelta as td import unittest import dataset import sqlalchemy from django.conf import settings from manolo.models import Manolo from manolo.management.commands.scraper import Command class TestManolo(unittest.TestCase): def setUp(self): db = dataset.connect('sqlite:///' + settings.DATABASES['default']['NAME']) table = db['manolo_manolo'] table.create_column('office', sqlalchemy.String(length=250)) table.create_column('sha512', sqlalchemy.String(length=200)) table.create_column('visitor', sqlalchemy.String(length=250)) table.create_column('meeting_place', sqlalchemy.String(length=250)) table.create_column('host', sqlalchemy.String(length=250)) table.create_column('entity', sqlalchemy.String(length=250)) table.create_column('objective', sqlalchemy.String(length=250)) table.create_column('id_document', sqlalchemy.String(length=250)) table.create_column('date', sqlalchemy.Date()) table.create_column('time_start', sqlalchemy.String(length=100)) table.create_column('time_end', sqlalchemy.String(length=100)) Manolo.objects.get_or_create(date=None) Manolo.objects.get_or_create(date=datetime.date(2011, 7, 28)) Manolo.objects.get_or_create(date=datetime.date.today()) def test_get_last_date_in_db(self): d1 = Command() d1.__init__() result = d1.get_last_date_in_db() + td(3) self.assertEqual(result, datetime.date.today())
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import plotly.graph_objects as go import networkx as nx def plot_network(G): # # plot the edges # edge_x = [] edge_y = [] for edge in G.edges(): x0, y0 = G.nodes[edge[0]]['pos'] x1, y1 = G.nodes[edge[1]]['pos'] edge_x.append(x0) edge_x.append(x1) edge_x.append(None) edge_y.append(y0) edge_y.append(y1) edge_y.append(None) edge_trace = go.Scatter( x=edge_x, y=edge_y, line=dict(width=0.5, color='#888'), hoverinfo='none', mode='lines') # # plot the nodes; allow for hover # node_x = [] node_y = [] for node in G.nodes(): x, y = G.nodes[node]['pos'] node_x.append(x) node_y.append(y) node_trace = go.Scatter( x=node_x, y=node_y, mode='markers', hoverinfo='text', marker=dict( showscale=True, # colorscale options #'Greys' | 'YlGnBu' | 'Greens' | 'YlOrRd' | 'Bluered' | 'RdBu' | #'Reds' | 'Blues' | 'Picnic' | 'Rainbow' | 'Portland' | 'Jet' | #'Hot' | 'Blackbody' | 'Earth' | 'Electric' | 'Viridis' | colorscale='YlGnBu', reversescale=True, color=[], size=10, colorbar=dict( thickness=15, title='Node Connections', xanchor='left', titleside='right' ), line_width=2)) # # set the text when hovering to show number of connections # node_adjacencies = [] node_text = [] for node, adjacencies in enumerate(G.adjacency()): node_adjacencies.append(len(adjacencies[1])) node_text.append('# of connections: '+str(len(adjacencies[1]))) node_trace.marker.color = node_adjacencies node_trace.text = node_text # # plot the entire figure # fig = go.Figure(data=[edge_trace, node_trace], layout=go.Layout( title='<br>Network graph made with Python', titlefont_size=16, showlegend=False, hovermode='closest', margin=dict(b=20,l=5,r=5,t=40), annotations=[ dict( text="Python code: <a href='https://plot.ly/ipython-notebooks/network-graphs/'> https://plot.ly/ipython-notebooks/network-graphs/</a>", showarrow=False, xref="paper", yref="paper", x=0.005, y=-0.002 ) ], xaxis=dict(showgrid=False, zeroline=False, showticklabels=False), yaxis=dict(showgrid=False, zeroline=False, showticklabels=False)) ) fig.show() if __name__ == "__main__": G = nx.random_geometric_graph(200, 0.125) plot_network(G)
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/FastBridgeApp/data/Latin/cicero_de_provinciis_consularibus.py
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HCDigitalScholarship/FastBridge
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publicae', '', '', '2_3', 44), ('PORTENTVM', 132, 'portenta', '', '', '2_3', 1), ('AC/1', 133, 'ac', '', '', '2_3', 26), ('PAENE', 134, 'paene', '', '', '2_4', 4), ('FVNVS', 135, 'funera', '', '', '2_4', 5), ('CVM/3', 136, 'cum', '', '', '2_4', 29), ('PROPTER/2', 137, 'propter', '', '', '2_4', 10), ('ALIVS', 138, 'alias', '', '', '2_4', 15), ('CAVSA', 139, 'causas', '', '', '2_4', 9), ('TVM', 140, 'tum', '', '', '2_4', 12), ('MAGIS/2', 141, 'maxime', '', '', '2_4', 8), ('PROPTER/2', 142, 'propter', '', '', '2_4', 10), ('ILLE', 143, 'illud', '', '', '2_5', 96), ('INSIGNIS', 144, 'insigne', '', '', '2_5', 5), ('SCELVS', 145, 'scelus', '', '', '2_5', 10), ('IS', 146, 'eorum', '', '', '2_5', 77), ('ET/2', 147, 'et', '', '', '2_5', 110), ('IMPORTVNVS', 148, 'importunam', '', '', '2_5', 1), ('IN', 149, 'in', '', '', '2_5', 99), ('EGO', 150, 'me', '', '', '2_5', 88), ('CRVDELITAS', 151, 'crudelitatem', '', '', '2_5', 3), ('NON', 152, 'non', '', '', '2_6', 106), ('SOLVM/2', 153, 'solum', '', 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176, 'ad', '', '', '2_8', 35), ('EXPLEO', 177, 'explendas', '', '', '2_8', 2), ('SVVS', 178, 'suas', '', '', '2_8', 22), ('CVPIDITAS', 179, 'cupiditates', '', '', '2_9', 4), ('SED', 180, 'sed', '', '', '2_9', 42), ('EGO', 181, 'ego', '', '', '2_9', 88), ('IN', 182, 'in', '', '', '2_9', 99), ('HIC/1', 183, 'hac', '', '', '2_9', 69), ('SENTENTIA', 184, 'sententia', '', '', '2_9', 17), ('DICO/2', 185, 'dicenda', '', '', '2_9', 23), ('NON', 186, 'non', '', '', '2_9', 106), ('PAREO', 187, 'parebo', '', '', '2_9', 2), ('DOLOR', 188, 'dolori', '', '', '2_10', 8), ('MEVS', 189, 'meo', '', '', '2_10', 36), ('NON', 190, 'non', '', '', '2_10', 106), ('IRACVNDIA', 191, 'iracundiae', '', '', '2_10', 1), ('SERVIO', 192, 'seruiam', '', '', '2_10', 1), ('QVI/1', 193, 'quo', '', '', '2_10', 172), ('ANIMVS', 194, 'animo', '', '', '2_10', 12), ('VNVSQVISQVE', 195, 'unus quisque', '', '', '2_11', 1), ('VOS', 196, 'uestrum', '', '', '2_11', 31), ('DEBEO', 197, 'debet', '', '', '2_11', 14), ('SVM/1', 198, 'esse', '', '', '2_11', 200), ('IN', 199, 'in', '', '', '2_11', 99), ('ILLE', 200, 'illos', '', '', '2_11', 96), ('HIC/1', 201, 'hoc', '', '', '2_11', 69), ('SVM/1', 202, 'ero', '', '', '2_11', 200), ('PRAECIPVVS', 203, 'praecipuum', '', '', '2_11', 1), ('ILLE', 204, 'illum', '', '', '2_11', 96), ('ET/2', 205, 'et', '', '', '2_12', 110), ('PROPRIVS', 206, 'proprium', '', '', '2_12', 1), ('SENSVS', 207, 'sensum', '', '', '2_12', 1), ('DOLOR', 208, 'doloris', '', '', '2_12', 8), ('MEVS', 209, 'mei', '', '', '2_12', 36), ('QVI/1', 210, 'quem', '', '', '2_12', 172), ('TAMEN', 211, 'tamen', '', '', '2_12', 16), ('VOS', 212, 'uos', '', '', '2_12', 31), ('COMMVNIS', 213, 'communem', '', '', '2_12', 6), ('SEMPER', 214, 'semper', '', '', '2_13', 7), ('VOS', 215, 'uobis', '', '', '2_13', 31), ('EGO', 216, 'me', '', '', '2_13', 88), ('CVM/2', 217, 'cum', '', '', '2_13', 33), ('SVM/1', 218, 'esse', '', '', '2_13', 200), ('DVCO', 219, 'duxistis', '', '', '2_13', 4), ('AB', 220, 'a', '', '', '2_13', 41), ('SENTENTIA', 221, 'sententia', '', '', '2_13', 17), ('DICO/2', 222, 'dicenda', '', '', '2_13', 23), ('AMOVEO', 223, 'amouebo', '', '', '2_14', 1), ('AD/2', 224, 'ad', '', '', '2_14', 35), ('VLCISCOR', 225, 'ulciscendi', '', '', '2_14', 1), ('TEMPVS/1', 226, 'tempora', '', '', '2_14', 13), ('RESERVO', 227, 'reseruabo', '', '', '2_14', 2), ('QVATVOR', 228, 'quattuor', '', '', '3_1', 1), ('SVM/1', 229, 'sunt', '', '', '3_1', 200), ('PROVINCIA', 230, 'prouinciae', '', '', '3_1', 31), ('PATER', 231, 'patres', '', '', '3_1', 17), ('CONSCRIBO', 232, 'conscripti', '', '', '3_1', 15), ('DE', 233, 'de', '', '', '3_1', 34), ('QVI/1', 234, 'quibus', '', '', '3_1', 172), ('ADHVC', 235, 'adhuc', '', '', '3_2', 2), ('INTELLIGO', 236, 'intellego', '', '', '3_2', 4), ('SENTENTIA', 237, 'sententias', '', '', '3_2', 17), ('SVM/1', 238, 'esse <dictas>', '', '', '3_2', 200), ('DICO/2', 239, '<esse> dictas', '', '', '3_2', 23), ('GALLIA/N', 240, 'Galliae', '', '', '3_2', 12), ('DVO', 241, 'duae', '', '', '3_2', 6), ('QVI/1', 242, 'quas', '', '', '3_2', 172), ('HIC/1', 243, 'hoc', '', '', '3_3', 69), ('TEMPVS/1', 244, 'tempore', '', '', '3_3', 13), ('VNVS', 245, 'uno', '', '', '3_3', 13), ('IMPERIVM', 246, 'imperio', '', '', '3_3', 18), ('VIDEO', 247, 'uidemus', '', '', '3_3', 24), ('SVM/1', 248, 'esse <coniunctas>', '', '', '3_3', 200), ('CONIVNGO', 249, '<esse> coniunctas', '', '', '3_3', 6), ('ET/2', 250, 'et', '', '', '3_3', 110), ('SYRIA/N', 251, 'Syria', '', '', '3_4', 10), ('ET/2', 252, 'et', '', '', '3_4', 110), ('MACEDONIA/N', 253, 'Macedonia', '', '', '3_4', 8), ('QVI/1', 254, 'quas', '', '', '3_4', 172), ('VOS', 255, 'uobis', '', '', '3_4', 31), ('INVITVS', 256, 'inuitis', '', '', '3_4', 3), ('ET/2', 257, 'et', '', '', '3_4', 110), ('OPPRIMO', 258, 'oppressis', '', '', '3_4', 1), ('PESTIFER', 259, 'pestiferi', '', '', '3_4', 1), ('ILLE', 260, 'illi', '', '', '3_5', 96), ('CONSVL', 261, 'consules', '', '', '3_5', 15), ('PRO/1', 262, 'pro', '', '', '3_5', 7), ('PERVERTO', 263, 'peruersae', '', '', '3_5', 1), ('RESPVBLICA', 264, 'rei publicae', '', '', '3_5', 44), ('PRAEMIVM', 265, 'praemiis', '', '', '3_5', 3), ('OCCVPO/2', 266, 'occupauerunt', '', '', '3_6', 1), ('DECERNO', 267, 'decernendae', '', '', '3_6', 23), ('NOS', 268, 'nobis', '', '', '3_6', 10), ('SVM/1', 269, 'sunt', '', '', '3_6', 200), ('LEX', 270, 'lege', '', '', '3_6', 21), ('SEMPRONIVS/A', 271, 'Sempronia', '', '', '3_6', 1), ('DVO', 272, 'duae', '', '', '3_6', 6), ('QVIS/1', 273, 'quid', '', '', '3_6', 31), ('SVM/1', 274, 'est', '', '', '3_7', 200), ('QVOD/1', 275, 'quod', '', '', '3_7', 20), ('POSSVM/1', 276, 'possimus', '', '', '3_7', 40), ('DE', 277, 'de', '', '', '3_7', 34), ('SYRIA/N', 278, 'Syria', '', '', '3_7', 10), ('MACEDONIA/N', 279, 'Macedonia', '', '', '3_7', 8), ('QVE', 280, 'que', '', '', '3_7', 36), ('DVBITO', 281, 'dubitare', '', '', '3_7', 3), ('MITTO', 282, 'mitto', '', '', '3_7', 6), ('QVOD/1', 283, 'quod', '', '', '3_8', 20), ('IS', 284, 'eas', '', '', '3_8', 77), ('ITA', 285, 'ita', '', '', '3_8', 14), ('PARIO/2', 286, 'partas', '', '', '3_8', 3), ('HABEO', 287, 'habent', '', '', '3_8', 19), ('IS', 288, 'ii', '', '', '3_8', 77), ('QVI/1', 289, 'qui', '', '', '3_8', 172), ('NVNC', 290, 'nunc', '', '', '3_8', 12), ('OBTINEO', 291, 'obtinent', '', '', '3_8', 1), ('VT/4', 292, 'ut', '', '', '3_8', 46), ('NON', 293, 'non', '', '', '3_8', 106), ('ATTINGO', 294, 'attigerint', '', '', '3_9', 1), ('ANTEQVAM', 295, '<ante> quam', '', '', '3_9', 6), ('HIC/1', 296, 'hunc', '', '', '3_9', 69), ('ORDO', 297, 'ordinem', '', '', '3_9', 16), ('CONDEMNO', 298, 'condemnarint', '', '', '3_9', 2), ('ANTEQVAM', 299, '<ante> quam', '', '', '3_9', 6), ('AVCTORITAS', 300, 'auctoritatem', '', '', '3_10', 7), ('VESTER', 301, 'uestram', '', '', '3_10', 11), ('EX', 302, 'e', '', '', '3_10', 16), ('CIVITAS', 303, 'ciuitate', '', '', '3_10', 9), ('EXTERMINO', 304, 'exterminarint', '', '', '3_10', 1), ('ANTEQVAM', 305, '<ante> quam', '', '', '3_10', 6), ('FIDES/2', 306, 'fidem', '', '', '3_10', 3), ('PVBLICVS/2', 307, 'publicam', '', '', '3_10', 2), ('ANTEQVAM', 308, '<ante> quam', '', '', '3_11', 6), ('PERPETVVS', 309, 'perpetuam', '', '', '3_11', 3), ('POPVLVS/1', 310, 'populi', '', '', '3_11', 15), ('ROMANVS/A', 311, 'Romani', '', '', '3_11', 13), ('SALVS', 312, 'salutem', '', '', '3_11', 6), ('ANTEQVAM', 313, '<ante> quam', '', '', '3_11', 6), ('EGO', 314, 'me', '', '', '3_11', 88), ('AC/1', 315, 'ac', '', '', '3_11', 26), ('MEI', 316, 'meos', '', '', '3_11', 1), ('OMNIS', 317, 'omnis', '', '', '3_12', 36), ('FOEDE', 318, 'foedissime', '', '', '3_12', 1), ('CRVDELITER', 319, 'crudelissime', '', '', '3_12', 1), ('QVE', 320, 'que', '', '', '3_12', 36), ('VEXO', 321, 'uexarint', '', '', '3_12', 4), ('OMNIS', 322, 'omnia', '', '', '4_1', 36), ('DOMESTICVS/2', 323, 'domestica', '', '', '4_2', 1), ('ATQVE/1', 324, 'atque', '', '', '4_2', 36), ('VRBANVS', 325, 'urbana', '', '', '4_2', 2), ('MITTO', 326, 'mitto', '', '', '4_2', 6), ('QVI/1', 327, 'quae', '', '', '4_2', 172), ('TANTVS', 328, 'tanta', '', '', '4_2', 3), ('SVM/1', 329, 'sunt', '', '', '4_2', 200), ('VT/4', 330, 'ut', '', '', '4_2', 46), ('NVMQVAM', 331, 'numquam', '', '', '4_2', 6), ('HANNIBAL/N', 332, 'Hannibal', '', '', '4_3', 1), ('HIC/1', 333, 'huic', '', '', '4_3', 69), ('VRBS', 334, 'urbi', '', '', '4_3', 9), ('TANTVM/2', 335, 'tantum', '', '', '4_3', 4), ('MALVM/1', 336, 'mali', '', '', '4_3', 1), ('OPTO', 337, 'optarit', '', '', '4_3', 1), ('QVANTVM/3', 338, 'quantum', '', '', '4_3', 3), ('ILLE', 339, 'illi', '', '', '4_3', 96), ('EFFICIO', 340, 'effecerint', '', '', '4_4', 1), ('AD/2', 341, 'ad', '', '', '4_4', 35), ('IPSE', 342, 'ipsas', '', '', '4_4', 33), ('VENIO', 343, 'uenio', '', '', '4_4', 2), ('PROVINCIA', 344, 'prouincias', '', '', '4_4', 31), ('QVI/1', 345, 'quarum', '', '', '4_4', 172), ('MACEDONIA/N', 346, 'Macedonia', '', '', '4_4', 8), ('QVI/1', 347, 'quae', '', '', '4_4', 172), ('SVM/1', 348, 'erat <munita>', '', '', '4_5', 200), ('ANTEA', 349, 'antea', '', '', '4_5', 11), ('MVNIO/2', 350, '<erat> munita', '', '', '4_5', 4), ('MVLTVS', 351, 'plurimorum', '', '', '4_5', 10), ('IMPERATOR', 352, 'imperatorum', '', '', '4_5', 14), ('NON', 353, 'non', '', '', '4_5', 106), ('TVRRIS', 354, 'turribus', '', '', '4_5', 1), ('SED', 355, 'sed', '', '', '4_5', 42), ('TROPAEVM', 356, 'tropaeis', '', '', '4_6', 1), ('QVI/1', 357, 'quae', '', '', '4_6', 172), ('MVLTVS', 358, 'multis', '', '', '4_6', 10), ('VICTORIA', 359, 'uictoriis', '', '', '4_6', 5), ('SVM/1', 360, 'erat <pacata>', '', '', '4_6', 200), ('IAMDIV', 361, 'iam diu', '', '', '4_6', 2), ('TRIVMPHVS', 362, 'triumphis', '', '', '4_6', 3), ('QVE', 363, 'que', '', '', '4_6', 36), ('PACO', 364, '<erat> pacata', '', '', '4_7', 2), ('SIC', 365, 'sic', '', '', '4_7', 7), ('AB', 366, 'a', '', '', '4_7', 41), ('BARBARVS/2', 367, 'barbaris', '', '', '4_7', 3), ('QVI/1', 368, 'quibus', '', '', '4_7', 172), ('SVM/1', 369, 'est <erepta>', '', '', '4_7', 200), ('PROPTER/2', 370, 'propter', '', '', '4_7', 10), ('AVARITIA', 371, 'auaritiam', '', '', '4_7', 2), ('PAX', 372, 'pax', '', '', '4_7', 7), ('ERIPIO', 373, '<est> erepta', '', '', '4_8', 2), ('VEXO', 374, 'uexatur', '', '', '4_8', 4), ('VT/4', 375, 'ut', '', '', '4_8', 46), ('THESSALONICENSIS/A', 376, 'Thessalonicenses', '', '', '4_8', 1), ('PONO', 377, 'positi', '', '', '4_8', 1), ('IN', 378, 'in', '', '', '4_8', 99), ('GREMIVM', 379, 'gremio', '', '', '4_8', 1), ('IMPERIVM', 380, 'imperi', '', '', '4_9', 18), ('NOSTER', 381, 'nostri', '', '', '4_9', 17), ('RELINQVO', 382, 'relinquere', '', '', '4_9', 4), ('OPPIDVM', 383, 'oppidum', '', '', '4_9', 3), ('ET/2', 384, 'et', '', '', '4_9', 110), ('ARX', 385, 'arcem', '', '', '4_9', 1), ('MVNIO/2', 386, 'munire', '', '', '4_9', 4), ('COGO', 387, 'cogantur', '', '', '4_9', 2), ('VT/4', 388, 'ut', '', '', '4_10', 46), ('VIA', 389, 'uia', '', '', '4_10', 2), ('ILLE', 390, 'illa', '', '', '4_10', 96), ('NOSTER', 391, 'nostra', '', '', '4_10', 17), ('QVI/1', 392, 'quae', '', '', '4_10', 172), ('PER', 393, 'per', '', '', '4_10', 10), ('MACEDONIA/N', 394, 'Macedoniam', '', '', '4_10', 8), ('SVM/1', 395, 'est', '', '', '4_10', 200), ('VSQVE', 396, 'usque', '', '', '4_10', 3), ('AD/2', 397, 'ad', '', '', '4_10', 35), ('HELLESPONTVS/N', 398, 'Hellespontum', '', '', '4_11', 1), ('MILITARIS', 399, 'militaris', '', '', '4_11', 2), ('NON', 400, 'non', '', '', '4_11', 106), ('SOLVM/2', 401, 'solum', '', '', '4_11', 14), ('EXCVRSIO', 402, 'excursionibus', '', '', '4_11', 1), ('BARBARVS/2', 403, 'barbarorum', '', '', '4_12', 3), ('SVM/1', 404, 'sit', '', '', '4_12', 200), ('INFESTVS', 405, 'infesta', '', '', '4_12', 1), ('SED', 406, 'sed', '', '', '4_12', 42), ('ETIAM', 407, 'etiam', '', '', '4_12', 28), ('CASTRA/2', 408, 'castris', '', '', '4_12', 1), ('THRACIVS/A', 409, 'Thraeciis', '', '', '4_12', 1), ('DISTINGVO', 410, 'distincta (sit)', '', '', '4_12', 1), ('AC/1', 411, 'ac', '', '', '4_12', 26), ('NOTO', 412, 'notata (sit)', '', '', '4_13', 3), ('ITA', 413, 'ita', '', '', '4_13', 14), ('GENS', 414, 'gentes', '', '', '4_13', 8), ('IS', 415, 'eae', '', '', '4_13', 77), ('QVI/1', 416, 'quae', '', '', '4_13', 172), ('VT/4', 417, 'ut', '', '', '4_13', 46), ('PAX', 418, 'pace', '', '', '4_13', 7), ('VTOR', 419, 'uterentur', '', '', '4_13', 3), ('VIS', 420, 'uim', '', '', '4_13', 4), ('ARGENTVM', 421, 'argenti', '', '', '4_13', 1), ('DO', 422, 'dederant', '', '', '4_14', 5), ('PRAECLARVS', 423, 'praeclaro', '', '', '4_14', 1), ('NOSTER', 424, 'nostro', '', '', '4_14', 17), ('IMPERATOR', 425, 'imperatori', '', '', '4_14', 14), ('VT/4', 426, 'ut', '', '', '4_14', 46), ('EXHAVRIO', 427, 'exhaustas', '', '', '4_14', 2), ('DOMVS', 428, 'domos', '', '', '4_14', 1), ('REPLEO', 429, 'replere', '', '', '4_15', 1), ('POSSVM/1', 430, 'possent', '', '', '4_15', 40), ('PRO/1', 431, 'pro', '', '', '4_15', 7), ('EMO', 432, 'empta', '', '', '4_15', 6), ('PAX', 433, 'pace', '', '', '4_15', 7), ('BELLVM', 434, 'bellum', '', '', '4_15', 23), ('NOS', 435, 'nobis', 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('MISERANDVS', 457, 'miserandum', '', '', '5_3', 1), ('IN', 458, 'in', '', '', '5_3', 99), ('MODVS', 459, 'modum', '', '', '5_3', 5), ('MILES', 460, 'milites', '', '', '5_3', 3), ('POPVLVS/1', 461, 'populi', '', '', '5_3', 15), ('ROMANVS/A', 462, 'Romani', '', '', '5_4', 13), ('CAPIO/2', 463, 'capti <sunt>', '', '', '5_4', 1), ('NECO', 464, 'necati <sunt>', '', '', '5_4', 1), ('DESERO/2', 465, 'deserti <sunt>', '', '', '5_4', 2), ('DISSIPO', 466, 'dissipati <sunt>', '', '', '5_4', 1), ('SVM/1', 467, '<dissipati> sunt', '', '', '5_4', 200), ('INCVRIA', 468, 'incuria', '', '', '5_4', 1), ('FAMES', 469, 'fame', '', '', '5_4', 1), ('MORBVS', 470, 'morbo', '', '', '5_5', 1), ('VASTITAS', 471, 'uastitate', '', '', '5_5', 2), ('CONSVMO', 472, 'consumpti', '', '', '5_5', 1), ('VT/4', 473, 'ut', '', '', '5_5', 46), ('QVI/1', 474, 'quod', '', '', '5_5', 172), ('SVM/1', 475, 'est', '', '', '5_5', 200), ('INDIGNVS', 476, 'indignissimum', '', '', '5_5', 1), ('SCELVS', 477, 'scelus', '', '', '5_6', 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3), ('CVM/3', 1316, 'cum', '', '', '13_5', 29), ('IN', 1317, 'in', '', '', '13_5', 99), ('PROVINCIA', 1318, 'prouincias', '', '', '13_5', 31), ('PERVENIO', 1319, 'peruenissent', '', '', '13_5', 3), ('QVI/1', 1320, 'quo', '', '', '13_5', 172), ('TEMPVS/1', 1321, 'tempore', '', '', '13_6', 13), ('SI/2', 1322, 'si', '', '', '13_6', 62), ('LIBER/2', 1323, 'liberum', '', '', '13_6', 4), ('VESTER', 1324, 'uestrum', '', '', '13_6', 11), ('IVDICIVM', 1325, 'iudicium', '', '', '13_6', 4), ('SVM/1', 1326, 'fuisset', '', '', '13_6', 200), ('NEC/2', 1327, 'nec', '', '', '13_6', 7), ('TOTIENS', 1328, 'totiens', '', '', '13_6', 1), ('DIFFERO', 1329, 'dilata (esset)', '', '', '13_7', 2), ('RES', 1330, 'res', '', '', '13_7', 18), ('NEC/2', 1331, 'nec', '', '', '13_7', 7), ('AD/2', 1332, 'ad', '', '', '13_7', 35), ('EXTREMVS', 1333, 'extremum', '', '', '13_7', 3), ('EX', 1334, 'e', '', '', '13_7', 16), ('MANVS/1', 1335, 'manibus', '', '', '13_7', 3), ('ERIPIO', 1336, 'erepta (esset)', '', '', '13_7', 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'sceleribus', '', '', '14_8', 10), ('FLAGITIVM', 1422, 'flagitiis', '', '', '14_8', 1), ('CONTAMINO', 1423, 'contaminatissimo', '', '', '14_9', 1), ('NIHIL', 1424, 'nihil', '', '', '14_9', 16), ('SVM/1', 1425, 'esse', '', '', '14_9', 200), ('CREDO', 1426, 'credendum', '', '', '14_9', 6), ('DEINDE', 1427, 'deinde', '', '', '14_9', 3), ('AB', 1428, 'a', '', '', '14_9', 41), ('PRODITOR', 1429, 'proditore', '', '', '14_9', 1), ('ATQVE/1', 1430, 'atque', '', '', '14_9', 36), ('IS', 1431, 'eo', '', '', '14_9', 77), ('QVI/1', 1432, 'quem', '', '', '14_10', 172), ('PRAESENS', 1433, 'praesentem', '', '', '14_10', 2), ('HOSTIS', 1434, 'hostem', '', '', '14_10', 8), ('RESPVBLICA', 1435, 'rei publicae', '', '', '14_10', 44), ('COGNOSCO', 1436, 'cognosset', '', '', '14_10', 1), ('BENE', 1437, 'bene', '', '', '14_10', 6), ('RESPVBLICA', 1438, 'rem publicam', '', '', '14_11', 44), ('GERO', 1439, 'geri', '', '', '14_11', 10), ('NON', 1440, 'non', '', '', '14_11', 106), ('POSSVM/1', 1441, 'potuisse', '', '', '14_11', 40), ('POSTERIVS', 1442, 'postremo', '', '', '14_11', 2), ('NE/4', 1443, 'ne', '', '', '14_11', 14), ('DEVS', 1444, 'deos', '', '', '14_11', 4), ('QVIDEM', 1445, 'quidem', '', '', '14_11', 9), ('IMMORTALIS', 1446, 'immortalis', '', '', '14_12', 3), ('VOLO/3', 1447, 'uelle', '', '', '14_12', 17), ('APERIO', 1448, 'aperiri', '', '', '14_12', 1), ('SVVS', 1449, 'sua', '', '', '14_12', 22), ('TEMPLVM', 1450, 'templa', '', '', '14_12', 2), ('ET/2', 1451, 'et', '', '', '14_12', 110), ('SVI/1', 1452, 'sibi', '', '', '14_12', 26), ('SVPPLICO', 1453, 'supplicari', '', '', '14_12', 1), ('HOMO', 1454, 'hominis', '', '', '14_12', 30), ('IMPVRVS', 1455, 'impurissimi', '', '', '14_13', 1), ('ET/2', 1456, 'et', '', '', '14_13', 110), ('SCELERATVS', 1457, 'sceleratissimi', '', '', '14_13', 3), ('NOMEN', 1458, 'nomine', '', '', '14_13', 3), ('ITAQVE', 1459, 'itaque', '', '', '14_13', 8), ('ILLE', 1460, 'ille', '', '', '14_13', 96), ('ALTER', 1461, 'alter', '', '', '14_13', 10), ('AVT', 1462, 'aut', '', '', '14_13', 35), ('IPSE', 1463, 'ipse', '', '', '14_14', 33), ('SVM/1', 1464, 'est', '', '', '14_14', 200), ('HOMO', 1465, 'homo', '', '', '14_14', 30), ('DOCTVS', 1466, 'doctus', '', '', '14_14', 1), ('ET/2', 1467, 'et', '', '', '14_14', 110), ('AB', 1468, 'a', '', '', '14_14', 41), ('SVVS', 1469, 'suis', '', '', '14_14', 22), ('GRAECVS/A', 1470, 'Graecis', '', '', '14_14', 2), ('SVBTILIS', 1471, 'subtilius', '', '', '14_14', 1), ('ERVDIO', 1472, 'eruditus', '', '', '14_14', 1), ('QVI/1', 1473, 'quibus', '', '', '14_15', 172), ('CVM/2', 1474, 'cum', '', '', '14_15', 33), ('IAM', 1475, 'iam', '', '', '14_15', 14), ('IN', 1476, 'in', '', '', '14_15', 99), ('EXOSTRA', 1477, 'exostra', '', '', '14_15', 1), ('HELVOR', 1478, 'helluatur', '', '', '14_15', 1), ('ANTEA', 1479, 'antea', '', '', '14_15', 11), ('POST/2', 1480, 'post', '', '', '14_15', 4), ('SIPARIVM', 1481, 'siparium', '', '', '14_15', 1), ('SOLEO', 1482, 'solebat', '', '', '14_16', 1), ('AVT', 1483, 'aut', '', '', '14_16', 35), ('AMICVS/2', 1484, 'amicos', '', '', '14_16', 8), ('HABEO', 1485, 'habet', '', '', '14_16', 19), ('PRVDENS', 1486, 'prudentiores', '', '', '14_16', 1), ('QVAM/1', 1487, 'quam', '', '', '14_16', 19), ('GABINIVS/N', 1488, 'Gabinius', '', '', '14_16', 9), ('QVI/1', 1489, 'cuius', '', '', '14_16', 172), ('NVLLVS', 1490, 'nullae', '', '', '14_17', 9), ('LITTERA', 1491, 'litterae', '', '', '14_17', 8), ('PROFERO', 1492, 'proferuntur', '', '', '14_17', 1), ('HIC/1', 1493, 'hosce', '', '', '15_1', 69), ('IGITVR', 1494, 'igitur', '', '', '15_1', 5), ('IMPERATOR', 1495, 'imperatores', '', '', '15_1', 14), ('HABEO', 1496, 'habebimus', '', '', '15_1', 19), ('QVI/1', 1497, 'quorum', '', '', '15_1', 172), ('ALTER', 1498, 'alter', '', '', '15_1', 10), ('NON', 1499, 'non', '', '', '15_1', 106), ('AVDEO', 1500, 'audet', '', '', '15_2', 4), ('NOS', 1501, 'nos', '', '', '15_2', 10), ('CERTVS', 1502, 'certiores', '', '', '15_2', 3), ('FACIO', 1503, 'facere', '', '', '15_2', 16), ('QVARE/1', 1504, 'qua re', '', '', '15_2', 4), ('IMPERATOR', 1505, 'imperator', '', '', '15_2', 14), ('APPELLO/1', 1506, 'appelletur', '', '', '15_2', 2), ('ALTER', 1507, 'alterum', '', '', '15_2', 10), ('SI/2', 1508, 'si', '', '', '15_3', 62), ('TABELLARIVS/1', 1509, 'tabellarii', '', '', '15_3', 1), ('NON', 1510, 'non', '', '', '15_3', 106), ('CESSO', 1511, 'cessarint', '', '', '15_3', 1), ('NECESSE', 1512, 'necesse', '', '', '15_3', 3), ('SVM/1', 1513, 'est', '', '', '15_3', 200), ('PAVCI', 1514, 'paucis', '', '', '15_3', 1), ('DIES', 1515, 'diebus', '', '', '15_3', 11), ('PAENITEO', 1516, 'paeniteat', '', '', '15_3', 1), ('AVDEO', 1517, 'audere', '', '', '15_4', 4), ('QVI/1', 1518, 'cuius', '', '', '15_4', 172), ('AMICVS/2', 1519, 'amici', '', '', '15_4', 8), ('SI/2', 1520, 'si', '', '', '15_4', 62), ('QVIS/2', 1521, 'qui', '', '', '15_4', 6), ('SVM/1', 1522, 'sunt', '', '', '15_4', 200), ('AVT', 1523, 'aut', '', '', '15_4', 35), ('SI/2', 1524, 'si', '', '', '15_4', 62), ('BELVA', 1525, 'beluae', '', '', '15_4', 1), ('TAM', 1526, 'tam', '', '', '15_4', 5), ('IMMANIS', 1527, 'immani', '', '', '15_4', 3), ('TAM', 1528, 'tam', '', '', '15_5', 5), ('QVE', 1529, 'que', '', '', '15_5', 36), ('TETER', 1530, 'taetrae', '', '', '15_5', 2), ('POSSVM/1', 1531, 'possunt', '', '', '15_5', 40), ('VLLVS', 1532, 'ulli', '', '', '15_5', 7), ('SVM/1', 1533, 'esse', '', '', '15_5', 200), ('AMICVS/2', 1534, 'amici', '', '', '15_5', 8), ('HIC/1', 1535, 'hac', '', '', '15_5', 69), ('CONSOLATIO', 1536, 'consolatione', '', '', '15_5', 1), ('VTOR', 1537, 'utuntur', '', '', '15_6', 3), ('ETIAM', 1538, 'etiam', '', '', '15_6', 28), ('TITVS/N', 1539, 'T.', '', '', '15_6', 1), ('ALBVCIVS/N', 1540, 'Albucio', '', '', '15_6', 3), ('SVPPLICATIO', 1541, 'supplicationem', '', '', '15_6', 9), ('HIC/1', 1542, 'hunc', '', '', '15_6', 69), ('ORDO', 1543, 'ordinem', '', '', '15_6', 16), ('DENEGO', 1544, 'denegasse', '', '', '15_7', 3), ('QVI/1', 1545, 'quod', '', '', '15_7', 172), ('SVM/1', 1546, 'est', '', '', '15_7', 200), ('PRIMVM', 1547, 'primum', '', '', '15_7', 5), ('DISSIMILIS', 1548, 'dissimile', '', '', '15_7', 1), ('RES', 1549, 'res', '', '', '15_7', 18), ('IN', 1550, 'in', '', '', '15_7', 99), ('SARDINIA/N', 1551, 'Sardinia', '', '', '15_7', 2), ('CVM/2', 1552, 'cum', '', '', '15_7', 33), ('MASTRVCATVS', 1553, 'mastrucatis', '', '', '15_8', 1), ('LATRVNCVLVS', 1554, 'latrunculis', '', '', '15_8', 1), ('AB', 1555, 'a', '', '', '15_8', 41), ('PROPRAETOR', 1556, 'propraetore', '', '', '15_8', 1), ('VNVS', 1557, 'una', '', '', '15_8', 13), ('COHORS', 1558, 'cohorte', '', '', '15_8', 3), ('AVXILIARIS', 1559, 'auxiliaria', '', '', '15_8', 1), ('GERO', 1560, 'gesta (est)', '', '', '15_9', 10), ('ET/2', 1561, 'et', '', '', '15_9', 110), ('BELLVM', 1562, 'bellum', '', '', '15_9', 23), ('CVM/2', 1563, 'cum', '', '', '15_9', 33), ('MAGNVS', 1564, 'maximis', '', '', '15_9', 17), ('SYRIA/N', 1565, 'Syriae', '', '', '15_9', 10), ('GENS', 1566, 'gentibus', '', '', '15_9', 8), ('ET/2', 1567, 'et', '', '', '15_9', 110), ('TYRANNVS', 1568, 'tyrannis', '', '', '15_9', 2), ('CONSVLARIS/2', 1569, 'consulari', '', '', '15_10', 4), ('EXERCITVS/1', 1570, 'exercitu', '', '', '15_10', 8), ('IMPERIVM', 1571, 'imperio', '', '', '15_10', 18), ('QVE', 1572, 'que', '', '', '15_10', 36), ('CONFICIO', 1573, 'confectum (est)', '', '', '15_10', 7), ('DEINDE', 1574, 'deinde', '', '', '15_10', 3), ('ALBVCIVS/N', 1575, 'Albucius', '', '', '15_10', 3), ('QVI/1', 1576, 'quod', '', '', '15_11', 172), ('AB', 1577, 'a', '', '', '15_11', 41), ('SENATVS', 1578, 'senatu', '', '', '15_11', 13), ('PETO', 1579, 'petebat', '', '', '15_11', 3), ('IPSE', 1580, 'ipse', '', '', '15_11', 33), ('SVI/1', 1581, 'sibi', '', '', '15_11', 26), ('IN', 1582, 'in', '', '', '15_11', 99), ('SARDINIA/N', 1583, 'Sardinia', '', '', '15_11', 2), ('ANTE/2', 1584, 'ante', '', '', '15_11', 7), ('DECERNO', 1585, 'decreuerat', '', '', '15_11', 23), ('CONSTO', 1586, 'constabat', '', '', '15_12', 2), ('ENIM/2', 1587, 'enim', '', '', '15_12', 10), ('GRAECVS/A', 1588, 'Graecum', '', '', '15_12', 2), ('HOMO', 1589, 'hominem', '', '', '15_12', 30), ('AC/1', 1590, 'ac', '', '', '15_12', 26), ('LEVIS/1', 1591, 'leuem', '', '', '15_12', 2), ('IN', 1592, 'in', '', '', '15_12', 99), ('IPSE', 1593, 'ipsa', '', '', '15_12', 33), ('PROVINCIA', 1594, 'prouincia', '', '', '15_12', 31), ('QVASI/1', 1595, 'quasi', '', '', '15_13', 1), ('TRIVMPHO', 1596, 'triumphasse', '', '', '15_13', 3), ('ITAQVE', 1597, 'itaque', '', '', '15_13', 8), ('HIC/1', 1598, 'hanc', '', '', '15_13', 69), ('IS', 1599, 'eius', '', '', '15_13', 77), ('TEMERITAS', 1600, 'temeritatem', '', '', '15_13', 2), ('SENATVS', 1601, 'senatus', '', '', '15_13', 13), ('SVPPLICATIO', 1602, 'supplicatione', '', '', '15_14', 9), ('DENEGO', 1603, 'denegata', '', '', '15_14', 3), ('NOTO', 1604, 'notauit', '', '', '15_14', 3), ('SED', 1605, 'sed', '', '', '16_1', 42), ('FRVOR', 1606, 'fruatur', '', '', '16_1', 4), ('SANE', 1607, 'sane', '', '', '16_1', 1), ('HIC/1', 1608, 'hoc', '', '', '16_1', 69), ('SOLACIVM', 1609, 'solacio', '', '', '16_1', 1), ('ATQVE/1', 1610, 'atque', '', '', '16_2', 36), ('HIC/1', 1611, 'hanc', '', '', '16_2', 69), ('INSIGNIS', 1612, 'insignem', '', '', '16_2', 5), ('IGNOMINIA', 1613, 'ignominiam', '', '', '16_2', 3), ('QVONIAM', 1614, 'quoniam', '', '', '16_2', 1), ('VNVS', 1615, 'uni', '', '', '16_2', 13), ('PRAETER/2', 1616, 'praeter', '', '', '16_2', 1), ('SVI/1', 1617, 'se', '', '', '16_2', 26), ('INVRO', 1618, 'inusta <est>', '', '', '16_3', 1), ('SVM/1', 1619, '<inusta> est', '', '', '16_3', 200), ('PVTO', 1620, 'putet', '', '', '16_3', 15), ('SVM/1', 1621, 'esse', '', '', '16_3', 200), ('LEVIS/1', 1622, 'leuiorem', '', '', '16_3', 2), ('DVMMODO', 1623, 'dum modo', '', '', '16_3', 1), ('QVI/1', 1624, 'cuius', '', '', '16_3', 172), ('EXEMPLVM', 1625, 'exemplo', '', '', '16_3', 6), ('SVI/1', 1626, 'se', '', '', '16_4', 26), ('CONSOLOR', 1627, 'consolatur', '', '', '16_4', 1), ('IS', 1628, 'eius', '', '', '16_4', 77), ('EXITVS', 1629, 'exitum', '', '', '16_4', 1), ('EXSPECTO', 1630, 'exspectet', '', '', '16_4', 4), ('PRAESERTIM', 1631, 'praesertim', '', '', '16_4', 6), ('CVM/3', 1632, 'cum', '', '', '16_4', 29), ('IN', 1633, 'in', '', '', '16_4', 99), ('ALBVCIVS/N', 1634, 'Albucio', '', '', '16_5', 3), ('NEC/2', 1635, 'nec', '', '', '16_5', 7), ('PISO/N', 1636, 'Pisonis', '', '', '16_5', 7), ('LIBIDO', 1637, 'libidines', '', '', '16_5', 4), ('NEC/2', 1638, 'nec', '', '', '16_5', 7), ('AVDACIA', 1639, 'audacia', '', '', '16_5', 4), ('GABINIVS/N', 1640, 'Gabini', '', '', '16_5', 9), ('SVM/1', 1641, 'fuerit', '', '', '16_5', 200), ('AC/1', 1642, 'ac', '', '', '16_5', 26), ('TAMEN', 1643, 'tamen', '', '', '16_6', 16), ('HIC/1', 1644, 'hac', '', '', '16_6', 69), ('VNVS', 1645, 'una', '', '', '16_6', 13), ('PLAGA/1', 1646, 'plaga', '', '', '16_6', 2), ('CONCIDO/1', 1647, 'conciderit', '', '', '16_6', 1), ('IGNOMINIA', 1648, 'ignominia', '', '', '16_6', 3), ('SENATVS', 1649, 'senatus', '', '', '16_6', 13), ('ATQVI', 1650, 'atqui', '', '', '17_1', 1), ('DVO', 1651, 'duas', '', '', '17_1', 6), ('GALLIA/N', 1652, 'Gallias', '', '', '17_1', 12), ('QVI/1', 1653, 'qui', '', '', '17_1', 172), ('DECERNO', 1654, 'decernit', '', '', '17_1', 23), ('CONSVL', 1655, 'consulibus', '', '', '17_1', 15), ('DVO', 1656, 'duobus', '', '', '17_1', 6), ('HIC/1', 1657, 'hos', '', '', '17_1', 69), ('RETINEO', 1658, 'retinet', '', '', '17_2', 6), ('AMBO/2', 1659, 'ambo', '', '', '17_2', 1), ('QVI/1', 1660, 'qui', '', '', '17_2', 172), ('AVTEM', 1661, 'autem', '', '', '17_2', 2), ('ALTER', 1662, 'alteram', '', '', '17_2', 10), ('GALLIA/N', 1663, 'Galliam', '', '', '17_2', 12), ('ET/2', 1664, 'et', '', '', '17_2', 110), ('AVT', 1665, 'aut', '', '', '17_2', 35), ('SYRIA/N', 1666, 'Syriam', '', '', '17_2', 10), ('AVT', 1667, 'aut', '', '', '17_2', 35), ('MACEDONIA/N', 1668, 'Macedoniam', '', '', '17_3', 8), ('TAMEN', 1669, 'tamen', '', '', '17_3', 16), ('ALTER', 1670, 'alterum', '', '', '17_3', 10), ('RETINEO', 1671, 'retinet', '', '', '17_3', 6), ('ET/2', 1672, 'et', '', '', '17_3', 110), ('IN', 1673, 'in', '', '', '17_3', 99), ('VTERQVE', 1674, 'utriusque', '', '', '17_3', 1), ('PAR/2', 1675, 'pari', '', '', '17_3', 1), ('SCELVS', 1676, 'scelere', '', '', '17_4', 10), ('DISPAR', 1677, 'disparem', '', '', '17_4', 1), ('CONDICIO', 1678, 'condicionem', '', '', '17_4', 3), ('FACIO', 1679, 'facit', '', '', '17_4', 16), ('FACIO', 1680, 'faciam', '', '', '17_4', 16), ('INQVIO', 1681, 'inquit', '', '', '17_4', 3), ('ILLE', 1682, 'illas', '', '', '17_4', 96), ('PRAETORIVS/2', 1683, 'praetorias', '', '', '17_5', 2), ('VT/4', 1684, 'ut', '', '', '17_5', 46), ('PISO/N', 1685, 'Pisoni', '', '', '17_5', 7), ('ET/2', 1686, 'et', '', '', '17_5', 110), ('GABINIVS/N', 1687, 'Gabinio', '', '', '17_5', 9), ('SVCCEDO/1', 1688, 'succedatur', '', '', '17_5', 4), ('STATIM', 1689, 'statim', '', '', '17_5', 2), ('SI/2', 1690, 'si', '', '', '17_5', 62), ('HIC/1', 1691, 'hic', '', '', '17_5', 69), ('SINO', 1692, 'sinat', '', '', '17_6', 2), ('TVM', 1693, 'tum', '', '', '17_6', 12), ('ENIM/2', 1694, 'enim', '', '', '17_6', 10), ('TRIBVNVS', 1695, 'tribunus', '', '', '17_6', 5), ('INTERCEDO/1', 1696, 'intercedere', '', '', '17_6', 4), ('POSSVM/1', 1697, 'poterit', '', '', '17_6', 40), ('NVNC', 1698, 'nunc', '', '', '17_6', 12), ('NON', 1699, 'non', '', '', '17_6', 106), ('POSSVM/1', 1700, 'potest', '', '', '17_7', 40), ('ITAQVE', 1701, 'itaque', '', '', '17_7', 8), ('EGO', 1702, 'ego', '', '', '17_7', 88), ('IDEM', 1703, 'idem', '', '', '17_7', 27), ('QVI/1', 1704, 'qui', '', '', '17_7', 172), ('NVNC', 1705, 'nunc', '', '', '17_7', 12), ('CONSVL', 1706, 'consulibus', '', '', '17_7', 15), ('IS', 1707, 'iis', '', '', '17_7', 77), ('QVI/1', 1708, 'qui', '', '', '17_7', 172), ('DESIGNO', 1709, 'designati <erunt>', '', '', '17_8', 3), ('SVM/1', 1710, '<designati> erunt', '', '', '17_8', 200), ('SYRIA/N', 1711, 'Syriam', '', '', '17_8', 10), ('MACEDONIA/N', 1712, 'Macedoniam', '', '', '17_8', 8), ('QVE', 1713, 'que', '', '', '17_8', 36), ('DECERNO', 1714, 'decerno', '', '', '17_8', 23), ('DECERNO', 1715, 'decernam', '', '', '17_9', 23), ('IDEM', 1716, 'easdem', '', '', '17_9', 27), ('PRAETORIVS/2', 1717, 'praetorias', '', '', '17_9', 2), ('VT/4', 1718, 'ut', '', '', '17_9', 46), ('ET/2', 1719, 'et', '', '', '17_9', 110), ('PRAETOR', 1720, 'praetores', '', '', '17_9', 1), ('ANNVVS', 1721, 'annuas', '', '', '17_9', 1), ('PROVINCIA', 1722, 'prouincias', '', '', '17_9', 31), ('HABEO', 1723, 'habeant', '', '', '17_10', 19), ('ET/2', 1724, 'et', '', '', '17_10', 110), ('IS', 1725, 'eos', '', '', '17_10', 77), ('QVAMPRIMVM', 1726, 'quam primum', '', '', '17_10', 1), ('VIDEO', 1727, 'uideamus', '', '', '17_10', 24), ('QVI/1', 1728, 'quos', '', '', '17_10', 172), ('ANIMVS', 1729, 'animo', '', '', '17_10', 12), ('AEQVVS', 1730, 'aequo', '', '', '17_11', 1), ('VIDEO', 1731, 'uidere', '', '', '17_11', 24), ('NON', 1732, 'non', '', '', '17_11', 106), ('POSSVM/1', 1733, 'possumus', '', '', '17_11', 40), ('SED', 1734, 'sed', '', '', '17_11', 42), ('EGO', 1735, 'mihi', '', '', '17_11', 88), ('CREDO', 1736, 'credite', '', '', '17_11', 6), ('NVMQVAM', 1737, 'numquam', '', '', '17_12', 6), ('SVCCEDO/1', 1738, 'succedetur', '', '', '17_12', 4), ('ILLE', 1739, 'illis', '', '', '17_12', 96), ('NISI', 1740, 'nisi', '', '', '17_12', 7), ('CVM/3', 1741, 'cum', '', '', '17_12', 29), ('IS', 1742, 'ea', '', '', '17_12', 77), ('LEX', 1743, 'lege', '', '', '17_12', 21), ('REFERO', 1744, 'referetur', '', '', '17_12', 4), ('QVI/1', 1745, 'qua', '', '', '17_12', 172), ('INTERCEDO/1', 1746, 'intercedi', '', '', '17_13', 4), ('DE', 1747, 'de', '', '', '17_13', 34), ('PROVINCIA', 1748, 'prouinciis', '', '', '17_13', 31), ('NON', 1749, 'non', '', '', '17_13', 106), ('LICET/1', 1750, 'licebit', '', '', '17_13', 8), ('ITAQVE', 1751, 'itaque', '', '', '17_13', 8), ('HIC/1', 1752, 'hoc', '', '', '17_13', 69), ('TEMPVS/1', 1753, 'tempore', '', '', '17_13', 13), ('AMITTO', 1754, 'amisso', '', '', '17_14', 3), ('ANNVS', 1755, 'annus', '', '', '17_14', 2), ('SVM/1', 1756, 'est', '', '', '17_14', 200), ('INTEGER', 1757, 'integer', '', '', '17_14', 1), ('VOS', 1758, 'uobis', '', '', '17_14', 31), ('EXSPECTO', 1759, 'exspectandus', '', '', '17_14', 4), ('QVI/1', 1760, 'quo', '', '', '17_14', 172), ('INTERICIO', 1761, 'interiecto', '', '', '17_14', 1), ('CIVIS', 1762, 'ciuium', '', '', '17_15', 7), ('CALAMITAS', 1763, 'calamitas', '', '', '17_15', 1), ('SOCIVS/1', 1764, 'sociorum', '', '', '17_15', 6), ('AERVMNA', 1765, 'aerumna', '', '', '17_15', 1), ('SCELERATVS', 1766, 'sceleratissimorum', '', '', '17_15', 3), ('HOMO', 1767, 'hominum', '', '', '17_16', 30), ('IMPVNITAS', 1768, 'impunitas', '', '', '17_16', 1), ('PROPAGO/2', 1769, 'propagatur', '', '', '17_16', 1), ('QVOD/1', 1770, 'quod', '', '', '18_1', 20), ('SI/2', 1771, 'si', '', '', '18_1', 62), ('SVM/1', 1772, 'essent', '', '', '18_1', 200), ('ILLE', 1773, 'illi', '', '', '18_1', 96), ('BONVS', 1774, 'optimi', '', '', '18_1', 7), ('VIR', 1775, 'uiri', '', '', '18_1', 14), ('TAMEN', 1776, 'tamen', '', '', '18_1', 16), ('EGO', 1777, 'ego', '', '', '18_1', 88), ('MEVS', 1778, 'mea', '', '', '18_1', 36), ('SENTENTIA', 1779, 'sententia', '', '', '18_1', 17), ('GAIVS/N', 1780, 'C.', '', '', '18_2', 19), ('CAESAR/N', 1781, 'Caesari', '', '', '18_2', 25), ('SVCCEDO/1', 1782, 'succedendum', '', '', '18_2', 4), ('NONDVM', 1783, 'nondum', '', '', '18_2', 5), ('PVTO', 1784, 'putarem', '', '', '18_2', 15), ('QVI/1', 1785, 'qua', '', '', '18_2', 172), ('DE', 1786, 'de', '', '', '18_2', 34), ('RES', 1787, 're', '', '', '18_2', 18), ('DICO/2', 1788, 'dicam', '', '', '18_3', 23), ('PATER', 1789, 'patres', '', '', '18_3', 17), ('CONSCRIBO', 1790, 'conscripti', '', '', '18_3', 15), ('QVI/1', 1791, 'quae', '', '', '18_3', 172), ('SENTIO', 1792, 'sentio', '', '', '18_3', 10), ('ATQVE/1', 1793, 'atque', '', '', '18_3', 36), ('ILLE', 1794, 'illam', '', '', '18_3', 96), ('INTERPELLATIO', 1795, 'interpellationem', '', '', '18_4', 1), ('MEVS', 1796, 'mei', '', '', '18_4', 36), ('FAMILIARIS/2', 1797, 'familiarissimi', '', '', '18_4', 1), ('QVI/1', 1798, 'qua', '', '', '18_4', 172), ('PAVLO', 1799, 'paulo', '', '', '18_4', 4), ('ANTE/2', 1800, 'ante', '', '', '18_4', 7), ('INTERRVMPO', 1801, 'interrupta <est>', '', '', '18_4', 1), ('SVM/1', 1802, '<interrupta> est', '', '', '18_4', 200), ('ORATIO', 1803, 'oratio', '', '', '18_5', 1), ('MEVS', 1804, 'mea', '', '', '18_5', 36), ('NON', 1805, 'non', '', '', '18_5', 106), ('PERTIMESCO', 1806, 'pertimescam', '', '', '18_5', 3), ('NEGO', 1807, 'negat', '', '', '18_5', 4), ('EGO', 1808, 'me', '', '', '18_5', 88), ('VIR', 1809, 'uir', '', '', '18_5', 14), ('BONVS', 1810, 'optimus', '', '', '18_5', 7), ('INIMICVS/2', 1811, 'inimiciorem', '', '', '18_6', 7), ('GABINIVS/N', 1812, 'Gabinio', '', '', '18_6', 9), ('DEBEO', 1813, 'debere', '', '', '18_6', 14), ('SVM/1', 1814, 'esse', '', '', '18_6', 200), ('QVAM/1', 1815, 'quam', '', '', '18_6', 19), ('CAESAR/N', 1816, 'Caesari', '', '', '18_6', 25), ('OMNIS', 1817, 'omnem', '', '', '18_6', 36), ('ILLE', 1818, 'illam', '', '', '18_6', 96), ('TEMPESTAS', 1819, 'tempestatem', '', '', '18_7', 2), ('QVI/1', 1820, 'cui', '', '', '18_7', 172), ('CEDO/1', 1821, 'cesserim', '', '', '18_7', 1), ('CAESAR/N', 1822, 'Caesare', '', '', '18_7', 25), ('IMPVLSOR', 1823, 'impulsore', '', '', '18_7', 1), ('ATQVE/1', 1824, 'atque', '', '', '18_7', 36), ('ADIVTOR/1', 1825, 'adiutore', '', '', '18_7', 1), ('SVM/1', 1826, 'esse <excitatam>', '', '', '18_8', 200), ('EXCITO/1', 1827, '<esse> excitatam', '', '', '18_8', 2), ('QVI/1', 1828, 'cui', '', '', '18_8', 172), ('SI/2', 1829, 'si', '', '', '18_8', 62), ('PRIMVM', 1830, 'primum', '', '', '18_8', 5), ('SIC', 1831, 'sic', '', '', '18_8', 7), ('RESPONDEO', 1832, 'respondeam', '', '', '18_8', 2), ('EGO', 1833, 'me', '', '', '18_8', 88), ('COMMVNIS', 1834, 'communis', '', '', '18_9', 6), ('VTILITAS', 1835, 'utilitatis', '', '', '18_9', 6), ('HABEO', 1836, 'habere', '', '', '18_9', 19), ('RATIO', 1837, 'rationem', '', '', '18_9', 11), ('NON', 1838, 'non', '', '', '18_9', 106), ('DOLOR', 1839, 'doloris', '', '', '18_9', 8), ('MEVS', 1840, 'mei', '', '', '18_9', 36), ('POSSVM/1', 1841, 'possim', '', '', '18_9', 40), ('NE/2', 1842, 'ne', '', '', '18_9', 2), ('PROBO', 1843, 'probare', '', '', '18_10', 5), ('CVM/3', 1844, 'cum', '', '', '18_10', 29), ('IS', 1845, 'id', '', '', '18_10', 77), ('EGO', 1846, 'me', '', '', '18_10', 88), ('FACIO', 1847, 'facere', '', '', '18_10', 16), ('DICO/2', 1848, 'dicam', '', '', '18_10', 23), ('QVI/1', 1849, 'quod', '', '', '18_10', 172), ('EXEMPLVM', 1850, 'exemplo', '', '', '18_10', 6), ('FORTIS', 1851, 'fortissimorum', '', '', '18_11', 7), ('ET/2', 1852, 'et', '', '', '18_11', 110), ('CLARVS', 1853, 'clarissimorum', '', '', '18_11', 6), ('CIVIS', 1854, 'ciuium', '', '', '18_11', 7), ('FACIO', 1855, 'facere', '', '', '18_11', 16), ('POSSVM/1', 1856, 'possim', '', '', '18_11', 40), ('AN', 1857, 'an', '', '', '18_11', 11), ('TIBERIVS/N', 1858, 'Ti.', '', '', '18_11', 1), ('GRACCHVS/N', 1859, 'Gracchus', '', '', '18_12', 1), ('PATER', 1860, 'patrem', '', '', '18_12', 17), ('DICO/2', 1861, 'dico', '', '', '18_12', 23), ('QVI/1', 1862, 'cuius', '', '', '18_12', 172), ('VTINAM', 1863, 'utinam', '', '', '18_12', 2), ('FILIVS', 1864, 'filii', '', '', '18_12', 2), ('NE/4', 1865, 'ne', '', '', '18_12', 14), ('DEGENERO', 1866, 'degenerassent', '', '', '18_12', 1), ('AB', 1867, 'a', '', '', '18_13', 41), ('GRAVITAS', 1868, 'grauitate', '', '', '18_13', 3), ('PATRIVS', 1869, 'patria', '', '', '18_13', 1), ('TANTVS', 1870, 'tantam', '', '', '18_13', 3), ('LAVS', 1871, 'laudem', '', '', '18_13', 4), ('SVM/1', 1872, 'est <adeptus>', '', '', '18_13', 200), ('ADIPISCOR', 1873, '<est> adeptus', '', '', '18_13', 3), ('QVOD/1', 1874, 'quod', '', '', '18_13', 20), ('TRIBVNVS', 1875, 'tribunus', '', '', '18_13', 5), ('PLEBS', 1876, 'plebis', '', '', '18_14', 5), ('SOLVS', 1877, 'solus', '', '', '18_14', 2), ('EX', 1878, 'ex', '', '', '18_14', 16), ('TOTVS', 1879, 'toto', '', '', '18_14', 8), ('ILLE', 1880, 'illo', '', '', '18_14', 96), ('COLLEGIVM', 1881, 'conlegio', '', '', '18_14', 1), ('LVCIVS/N', 1882, 'L.', '', '', '18_14', 5), ('SCIPIO/N', 1883, 'Scipioni', '', '', '18_14', 2), ('AVXILIVM', 1884, 'auxilio', '', '', '18_14', 2), ('SVM/1', 1885, 'fuit', '', '', '18_14', 200), ('INIMICVS/2', 1886, 'inimicissimus', '', '', '18_15', 7), ('ET/2', 1887, 'et', '', '', '18_15', 110), ('IPSE', 1888, 'ipsius', '', '', '18_15', 33), ('ET/2', 1889, 'et', '', '', '18_15', 110), ('FRATER', 1890, 'fratris', '', '', '18_15', 2), ('IS', 1891, 'eius', '', '', '18_15', 77), ('AFRICANVS/N', 1892, 'Africani', '', '', '18_15', 1), ('IVRO', 1893, 'iurauit', '', '', '18_15', 1), ('QVE', 1894, 'que', '', '', '18_15', 36), ('IN', 1895, 'in', '', '', '18_15', 99), ('CONTIO', 1896, 'contione', '', '', '18_16', 2), ('SVI/1', 1897, 'se', '', '', '18_16', 26), ('IN', 1898, 'in', '', '', '18_16', 99), ('GRATIA', 1899, 'gratiam', '', '', '18_16', 9), ('NON', 1900, 'non', '', '', '18_16', 106), ('REDEO/1', 1901, 'redisse', '', '', '18_16', 6), ('SED', 1902, 'sed', '', '', '18_16', 42), ('ALIENVS/2', 1903, 'alienum', '', '', '18_16', 5), ('SVI/1', 1904, 'sibi', '', '', '18_16', 26), ('VIDEO', 1905, 'uideri', '', '', '18_16', 24), ('DIGNITAS', 1906, 'dignitate', '', '', '18_17', 13), ('IMPERIVM', 1907, 'imperi', '', '', '18_17', 18), ('QVO/2', 1908, 'quo', '', '', '18_17', 5), ('DVX', 1909, 'duces', '', '', '18_17', 1), ('SVM/1', 1910, 'essent <ducti>', '', '', '18_17', 200), ('HOSTIS', 1911, 'hostium', '', '', '18_17', 8), ('SCIPIO/N', 1912, 'Scipione', '', '', '18_17', 2), ('TRIVMPHO', 1913, 'triumphante', '', '', '18_18', 3), ('DVCO', 1914, '<essent> ducti', '', '', '18_18', 4), ('EODEM', 1915, 'eodem', '', '', '18_18', 1), ('IPSE', 1916, 'ipsum', '', '', '18_18', 33), ('DVCO', 1917, 'duci', '', '', '18_18', 4), ('QVI/1', 1918, 'qui', '', '', '18_18', 172), ('TRIVMPHO', 1919, 'triumphasset', '', '', '18_18', 3), ('QVIS/1', 1920, 'quis', '', '', '19_1', 31), ('PLENVS', 1921, 'plenior', '', '', '19_2', 1), ('INIMICVS/1', 1922, 'inimicorum', '', '', '19_2', 12), ('SVM/1', 1923, 'fuit', '', '', '19_2', 200), ('GAIVS/N', 1924, 'C.', '', '', '19_2', 19), ('MARIVS/N', 1925, 'Mario', '', '', '19_2', 3), ('LVCIVS/N', 1926, 'L.', '', '', '19_2', 5), ('CRASSVS/N', 1927, 'Crassus', '', '', '19_2', 1), ('MARCVS/N', 1928, 'M.', '', '', '19_2', 4), ('SCAVRVS/N', 1929, 'Scaurus', '', '', '19_2', 1), ('ALIENVS/2', 1930, 'alieni', '', '', '19_3', 5), ('INIMICVS/1', 1931, 'inimici', '', '', '19_3', 12), ('OMNIS', 1932, 'omnes', '', '', '19_3', 36), ('METELLVS/N', 1933, 'Metelli', '', '', '19_3', 2), ('AT/2', 1934, 'at', '', '', '19_3', 5), ('IS', 1935, 'ii', '', '', '19_3', 77), ('NON', 1936, 'non', '', '', '19_3', 106), ('MODO/1', 1937, 'modo', '', '', '19_3', 4), ('ILLE', 1938, 'illum', '', '', '19_3', 96), ('INIMICVS/1', 1939, 'inimicum', '', '', '19_4', 12), ('EX', 1940, 'ex', '', '', '19_4', 16), ('GALLIA/N', 1941, 'Gallia', '', '', '19_4', 12), ('SENTENTIA', 1942, 'sententiis', '', '', '19_4', 17), ('SVVS', 1943, 'suis', '', '', '19_4', 22), ('NON', 1944, 'non', '', '', '19_4', 106), ('DETRAHO', 1945, 'detrahebant', '', '', '19_4', 2), ('SED', 1946, 'sed', '', '', '19_4', 42), ('IS', 1947, 'ei', '', '', '19_4', 77), ('PROPTER/2', 1948, 'propter', '', '', '19_4', 10), ('RATIO', 1949, 'rationem', '', '', '19_5', 11), ('GALLICVS/A', 1950, 'Gallici', '', '', '19_5', 5), ('BELLVM', 1951, 'belli', '', '', '19_5', 23), ('PROVINCIA', 1952, 'prouinciam', '', '', '19_5', 31), ('EXTRA/2', 1953, 'extra', '', '', '19_5', 1), ('ORDO', 1954, 'ordinem', '', '', '19_5', 16), ('DECERNO', 1955, 'decernebant', '', '', '19_5', 23), ('BELLVM', 1956, 'bellum', '', '', '19_6', 23), ('IN', 1957, 'in', '', '', '19_6', 99), ('GALLIA/N', 1958, 'Gallia', '', '', '19_6', 12), ('MAGNVS', 1959, 'maximum', '', '', '19_6', 17), ('GERO', 1960, 'gestum <est>', '', '', '19_6', 10), ('SVM/1', 1961, '<gestum> est', '', '', '19_6', 200), ('DOMO', 1962, 'domitae <sunt>', '', '', '19_6', 6), ('SVM/1', 1963, '<domitae> sunt', '', '', '19_6', 200), ('AB', 1964, 'a', '', '', '19_6', 41), ('CAESAR/N', 1965, 'Caesare', '', '', '19_7', 25), ('MAGNVS', 1966, 'maximae', '', '', '19_7', 17), ('NATIO/1', 1967, 'nationes', '', '', '19_7', 9), ('SED', 1968, 'sed', '', '', '19_7', 42), ('NONDVM', 1969, 'nondum', '', '', '19_7', 5), ('LEX', 1970, 'legibus', '', '', '19_7', 21), ('NONDVM', 1971, 'nondum', '', '', '19_7', 5), ('IVS/1', 1972, 'iure', '', '', '19_8', 9), ('CERTVS', 1973, 'certo', '', '', '19_8', 3), ('NONDVM', 1974, 'nondum', '', '', '19_8', 5), ('SATIS/2', 1975, 'satis', '', '', '19_8', 2), ('FIRMVS', 1976, 'firma', '', '', '19_8', 2), ('PAX', 1977, 'pace', '', '', '19_8', 7), ('DEVINCIO', 1978, 'deuinctae <sunt>', '', '', '19_8', 1), ('BELLVM', 1979, 'bellum', '', '', '19_8', 23), ('AFFICIO', 1980, 'adfectum (esse)', '', '', '19_9', 3), ('VIDEO', 1981, 'uidemus', '', '', '19_9', 24), ('ET/2', 1982, 'et', '', '', '19_9', 110), ('VERE', 1983, 'uere', '', '', '19_9', 1), ('VT/4', 1984, 'ut', '', '', '19_9', 46), ('DICO/2', 1985, 'dicam', '', '', '19_9', 23), ('PAENE', 1986, 'paene', '', '', '19_9', 4), ('CONFICIO', 1987, 'confectum (esse)', '', '', '19_9', 7), ('SED', 1988, 'sed', '', '', '19_9', 42), ('ITA', 1989, 'ita', '', '', '19_9', 14), ('VT/4', 1990, 'ut', '', '', '19_10', 46), ('SI/2', 1991, 'si', '', '', '19_10', 62), ('IDEM', 1992, 'idem', '', '', '19_10', 27), ('EXTREMVS', 1993, 'extrema', '', '', '19_10', 3), ('PERSEQVOR', 1994, 'persequitur', '', '', '19_10', 1), ('QVI/1', 1995, 'qui', '', '', '19_10', 172), ('INCHOO', 1996, 'inchoauit', '', '', '19_10', 1), ('IAM', 1997, 'iam', '', '', '19_10', 14), ('OMNIS', 1998, 'omnia', '', '', '19_10', 36), ('PERFICIO', 1999, 'perfecta (esse)', '', '', '19_11', 4), ('VIDEO', 2000, 'uideamus', '', '', '19_11', 24), ('SI/2', 2001, 'si', '', '', '19_11', 62), ('SVCCEDO/1', 2002, 'succeditur', '', '', '19_11', 4), ('PERICVLVM', 2003, 'periculum', '', '', '19_11', 6), ('SVM/1', 2004, 'sit', '', '', '19_11', 200), ('NE/4', 2005, 'ne', '', '', '19_11', 14), ('INSTAVRO', 2006, 'instauratas (esse)', '', '', '19_11', 1), ('MAGNVS', 2007, 'maximi', '', '', '19_12', 17), ('BELLVM', 2008, 'belli', '', '', '19_12', 23), ('RELIQVIAE', 2009, 'reliquias', '', '', '19_12', 1), ('AC/1', 2010, 'ac', '', '', '19_12', 26), ('RENOVO', 2011, 'renouatas (esse)', '', '', '19_12', 2), ('AVDIO', 2012, 'audiamus', '', '', '19_12', 4), ('ERGO/2', 2013, 'ergo', '', '', '19_12', 4), ('EGO', 2014, 'ego', '', '', '19_12', 88), ('SENATOR', 2015, 'senator', '', '', '19_13', 5), ('INIMICVS/1', 2016, 'inimicus', '', '', '19_13', 12), ('SI/2', 2017, 'si', '', '', '19_13', 62), ('ITA', 2018, 'ita', '', '', '19_13', 14), ('VOLO/3', 2019, 'uultis', '', '', '19_13', 17), ('HOMO', 2020, 'homini', '', '', '19_13', 30), ('AMICVS/2', 2021, 'amicus', '', '', '19_13', 8), ('SVM/1', 2022, 'esse', '', '', '19_13', 200), ('SICVT/1', 2023, 'sicut', '', '', '19_13', 1), ('SEMPER', 2024, 'semper', '', '', '19_14', 7), ('SVM/1', 2025, 'fui', '', '', '19_14', 200), ('RESPVBLICA', 2026, 'rei publicae', '', '', '19_14', 44), ('DEBEO', 2027, 'debeo', '', '', '19_14', 14), ('QVIS/1', 2028, 'quid', '', '', '20_1', 31), ('SI/2', 2029, 'si', '', '', '20_1', 62), ('IPSE', 2030, 'ipsas', '', '', '20_1', 33), ('INIMICITIA', 2031, 'inimicitias', '', '', '20_1', 8), ('DEPONO', 2032, 'depono', '', '', '20_2', 2), ('RESPVBLICA', 2033, 'rei publicae', '', '', '20_2', 44), ('CAVSA', 2034, 'causa', '', '', '20_2', 9), ('QVIS/1', 2035, 'quis', '', '', '20_2', 31), ('EGO', 2036, 'me', '', '', '20_2', 88), ('TANDEM', 2037, 'tandem', '', '', '20_2', 1), ('IVRE', 2038, 'iure', '', '', '20_2', 2), ('REPREHENDO', 2039, 'reprehendet', '', '', '20_2', 5), ('PRAESERTIM', 2040, 'praesertim', '', '', '20_3', 6), ('CVM/3', 2041, 'cum', '', '', '20_3', 29), ('EGO', 2042, 'ego', '', '', '20_3', 88), ('OMNIS', 2043, 'omnium', '', '', '20_3', 36), ('MEVS', 2044, 'meorum', '', '', '20_3', 36), ('CONSILIVM', 2045, 'consiliorum', '', '', '20_3', 7), ('ATQVE/1', 2046, 'atque', '', '', '20_3', 36), ('FACTVM', 2047, 'factorum', '', '', '20_4', 2), ('EXEMPLVM', 2048, 'exempla', '', '', '20_4', 6), ('SEMPER', 2049, 'semper', '', '', '20_4', 7), ('EX', 2050, 'ex', '', '', '20_4', 16), ('SVPERVS', 2051, 'summorum', '', '', '20_4', 13), ('HOMO', 2052, 'hominum', '', '', '20_4', 30), ('FACTVM', 2053, 'factis', '', '', '20_4', 2), ('EGO', 2054, 'mihi', '', '', '20_5', 88), ('CENSEO', 2055, 'censuerim', '', '', '20_5', 1), ('PETO', 2056, 'petenda', '', '', '20_5', 3), ('AN', 2057, 'an', '', '', '20_5', 11), ('VERO/3', 2058, 'uero', '', '', '20_5', 10), ('MARCVS/N', 2059, 'M.', '', '', '20_5', 4), ('ILLE', 2060, 'ille', '', '', '20_5', 96), ('LEPIDVS/N', 2061, 'Lepidus', '', '', '20_5', 1), ('QVI/1', 2062, 'qui', '', '', '20_5', 172), ('BIS', 2063, 'bis', '', '', '20_5', 1), ('CONSVL', 2064, 'consul', '', '', '20_6', 15), ('ET/2', 2065, 'et', '', '', '20_6', 110), ('PONTIFEX', 2066, 'pontifex', '', '', '20_6', 1), ('MAGNVS', 2067, 'maximus', '', '', '20_6', 17), ('SVM/1', 2068, 'fuit', '', '', '20_6', 200), ('NON', 2069, 'non', '', '', '20_6', 106), ('SOLVM/2', 2070, 'solum', '', '', '20_6', 14), ('MEMORIA', 2071, 'memoriae', '', '', '20_6', 4), ('TESTIMONIVM', 2072, 'testimonio', '', '', '20_7', 1), ('SED', 2073, 'sed', '', '', '20_7', 42), ('ETIAM', 2074, 'etiam', '', '', '20_7', 28), ('ANNALIS/1', 2075, 'annalium', '', '', '20_7', 1), ('LITTERA', 2076, 'litteris', '', '', '20_7', 8), ('ET/2', 2077, 'et', '', '', '20_7', 110), ('SVPERVS', 2078, 'summi', '', '', '20_7', 13), ('POETA', 2079, 'poetae', '', '', '20_7', 1), ('VOX', 2080, 'uoce', '', '', '20_7', 2), ('LAVDO', 2081, 'laudatus <est>', '', '', '20_8', 2), ('SVM/1', 2082, '<laudatus> est', '', '', '20_8', 200), ('QVOD/1', 2083, 'quod', '', '', '20_8', 20), ('CVM/2', 2084, 'cum', '', '', '20_8', 33), ('MARCVS/N', 2085, 'M.', '', '', '20_8', 4), ('FVLVIVS/N', 2086, 'Fuluio', '', '', '20_8', 1), ('COLLEGA', 2087, 'conlega', '', '', '20_8', 2), ('QVI/1', 2088, 'quo', '', '', '20_8', 172), ('DIES', 2089, 'die', '', '', '20_8', 11), ('CENSOR', 2090, 'censor', '', '', '20_8', 1), ('SVM/1', 2091, 'est <factus>', '', '', '20_9', 200), ('FACIO', 2092, '<est> factus', '', '', '20_9', 16), ('HOMO', 2093, 'homine', '', '', '20_9', 30), ('INIMICVS/2', 2094, 'inimicissimo', '', '', '20_9', 7), ('IN', 2095, 'in', '', '', '20_9', 99), ('CAMPVS/1', 2096, 'campo', '', '', '20_9', 1), ('STATIM', 2097, 'statim', '', '', '20_9', 2), ('REDEO/1', 2098, 'rediit', '', '', '20_9', 6), ('IN', 2099, 'in', '', '', '20_9', 99), ('GRATIA', 2100, 'gratiam', '', '', '20_10', 9), ('VT/4', 2101, 'ut', '', '', '20_10', 46), ('COMMVNIS', 2102, 'commune', '', '', '20_10', 6), ('OFFICIVM', 2103, 'officium', '', '', '20_10', 3), ('CENSVRA', 2104, 'censurae', '', '', '20_10', 1), ('COMMVNIS', 2105, 'communi', '', '', '20_10', 6), ('ANIMVS', 2106, 'animo', '', '', '20_10', 12), ('AC/1', 2107, 'ac', '', '', '20_10', 26), ('VOLVNTAS', 2108, 'uoluntate', '', '', '20_11', 5), ('DEFENDO', 2109, 'defenderent', '', '', '20_11', 5), ('ATQVE/1', 2110, 'atque', '', '', '21_1', 36), ('VT/4', 2111, 'ut', '', '', '21_1', 46), ('VETVS', 2112, 'uetera', '', '', '21_1', 1), ('QVI/1', 2113, 'quae', '', '', '21_1', 172), ('SVM/1', 2114, 'sunt', '', '', '21_1', 200), ('INNVMERABILIS', 2115, 'innumerabilia', '', '', '21_2', 1), ('MITTO', 2116, 'mittam', '', '', '21_2', 6), ('TVVS', 2117, 'tuus', '', '', '21_2', 2), ('PATER', 2118, 'pater', '', '', '21_2', 17), ('PHILIPPVS/N', 2119, 'Philippe', '', '', '21_2', 1), ('NONNE', 2120, 'nonne', '', '', '21_2', 3), ('VNVS', 2121, 'uno', '', '', '21_2', 13), ('TEMPVS/1', 2122, 'tempore', '', '', '21_2', 13), ('CVM/2', 2123, 'cum', '', '', '21_3', 33), ('SVVS', 2124, 'suis', '', '', '21_3', 22), ('INIMICVS/2', 2125, 'inimicissimis', '', '', '21_3', 7), ('IN', 2126, 'in', '', '', '21_3', 99), ('GRATIA', 2127, 'gratiam', '', '', '21_3', 9), ('REDEO/1', 2128, 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2169, 'in', '', '', '22_5', 99), ('VIR', 2170, 'uiris', '', '', '22_5', 14), ('FORTIS', 2171, 'fortissimis', '', '', '22_6', 7), ('NON', 2172, 'non', '', '', '22_6', 106), ('SOLVM/2', 2173, 'solum', '', '', '22_6', 14), ('EXSTINGVO', 2174, 'exstinxit', '', '', '22_6', 2), ('RESPVBLICA', 2175, 'rei publicae', '', '', '22_6', 44), ('VTILITAS', 2176, 'utilitas', '', '', '22_6', 6), ('DIGNITAS', 2177, 'dignitas', '', '', '22_6', 13), ('QVE', 2178, 'que', '', '', '22_6', 36), ('IPSE', 2179, 'ipsorum', '', '', '22_7', 33), ('SED', 2180, 'sed', '', '', '22_7', 42), ('ETIAM', 2181, 'etiam', '', '', '22_7', 28), ('AD/2', 2182, 'ad', '', '', '22_7', 35), ('AMICITIA', 2183, 'amicitiam', '', '', '22_7', 4), ('CONSVETVDO', 2184, 'consuetudinem', '', '', '22_7', 2), ('QVE', 2185, 'que', '', '', '22_7', 36), ('TRADVCO', 2186, 'traduxit', '', '', '22_7', 2), ('QVIS/1', 2187, 'quid', '', '', '22_8', 31), ('QVINTVS/N', 2188, 'Q.', '', '', '22_8', 1), ('METELLVS/N', 2189, 'Metellus', '', '', '22_8', 2), ('NEPOS/N', 2190, 'Nepos', '', '', '22_8', 1), ('NONNE', 2191, 'nonne', '', '', '22_8', 3), ('CONSVL', 2192, 'consul', '', '', '22_8', 15), ('IN', 2193, 'in', '', '', '22_8', 99), ('TEMPLVM', 2194, 'templo', '', '', '22_8', 2), ('IVPPITER/N', 2195, 'Iouis', '', '', '22_8', 1), ('BONVS', 2196, 'optimi', '', '', '22_9', 7), ('MAGNVS', 2197, 'maximi', '', '', '22_9', 17), ('PERMOVEO', 2198, 'permotus', '', '', '22_9', 1), ('CVM/3', 2199, 'cum', '', '', '22_9', 29), ('AVCTORITAS', 2200, 'auctoritate', '', '', '22_9', 7), ('VESTER', 2201, 'uestra', '', '', '22_9', 11), ('TVM', 2202, 'tum', '', '', '22_9', 12), ('ILLE', 2203, 'illius', '', '', '22_9', 96), ('PVBLIVS/N', 2204, 'P.', '', '', '22_10', 4), ('SERVILIVS/N', 2205, 'Seruili', '', '', '22_10', 4), ('INCREDIBILIS', 2206, 'incredibili', '', '', '22_10', 2), ('GRAVITAS', 2207, 'grauitate', '', '', '22_10', 3), ('DICO/2', 2208, 'dicendi', '', '', '22_10', 23), ('ABSVM/1', 2209, 'absens', '', '', '22_10', 1), ('EGO', 2210, 'me', '', '', 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8), ('AMOR', 2253, 'amore', '', '', '23_3', 2), ('PATRIA', 2254, 'patriae', '', '', '23_3', 7), ('QVI/1', 2255, 'qui', '', '', '23_3', 172), ('EGO', 2256, 'me', '', '', '23_4', 88), ('AMOR', 2257, 'amor', '', '', '23_4', 2), ('ET/2', 2258, 'et', '', '', '23_4', 110), ('SVBVENIO', 2259, 'subuenire', '', '', '23_4', 3), ('OLIM', 2260, 'olim', '', '', '23_4', 1), ('IMPENDEO', 2261, 'impendentibus', '', '', '23_4', 2), ('PERICVLVM', 2262, 'periculis', '', '', '23_4', 6), ('MAGNVS', 2263, 'maximis', '', '', '23_4', 17), ('CVM/2', 2264, 'cum', '', '', '23_5', 33), ('DIMICATIO', 2265, 'dimicatione', '', '', '23_5', 1), ('CAPVT', 2266, 'capitis', '', '', '23_5', 3), ('ET/2', 2267, 'et', '', '', '23_5', 110), ('RVRSVS', 2268, 'rursum', '', '', '23_5', 1), ('CVM/3', 2269, 'cum', '', '', '23_5', 29), ('OMNIS', 2270, 'omnia', '', '', '23_5', 36), ('TELVM', 2271, 'tela', '', '', '23_5', 1), ('VNDIQVE', 2272, 'undique', '', '', '23_5', 1), ('SVM/1', 2273, 'esse <intenta>', '', '', '23_6', 200), ('INTENDO', 2274, '<esse> intenta', '', '', '23_6', 1), ('IN', 2275, 'in', '', '', '23_6', 99), ('PATRIA', 2276, 'patriam', '', '', '23_6', 7), ('VIDEO', 2277, 'uiderem', '', '', '23_6', 24), ('SVBEO/1', 2278, 'subire', '', '', '23_6', 3), ('COGO', 2279, 'coegit', '', '', '23_6', 2), ('ATQVE/1', 2280, 'atque', '', '', '23_6', 36), ('EXCIPIO', 2281, 'excipere', '', '', '23_6', 2), ('VNVS', 2282, 'unum', '', '', '23_7', 13), ('PRO/1', 2283, 'pro', '', '', '23_7', 7), ('VNIVERSVS', 2284, 'uniuersis', '', '', '23_7', 2), ('HIC/1', 2285, 'hic', '', '', '23_7', 69), ('EGO', 2286, 'me', '', '', '23_7', 88), ('MEVS', 2287, 'meus', '', '', '23_7', 36), ('IN', 2288, 'in', '', '', '23_7', 99), ('RESPVBLICA', 2289, 'rem publicam', '', '', '23_7', 44), ('ANIMVS', 2290, 'animus', '', '', '23_7', 12), ('PRISTINVS', 2291, 'pristinus', '', '', '23_8', 1), ('AC/1', 2292, 'ac', '', '', '23_8', 26), ('PERENNIS', 2293, 'perennis', '', '', '23_8', 1), ('CVM/2', 2294, 'cum', '', '', '23_8', 33), ('GAIVS/N', 2295, 'C.', '', '', '23_8', 19), ('CAESAR/N', 2296, 'Caesare', '', '', '23_8', 25), ('REDVCO', 2297, 'reducit', '', '', '23_8', 3), ('RECONCILIO', 2298, 'reconciliat', '', '', '23_8', 2), ('RESTITVO', 2299, 'restituit', '', '', '23_9', 2), ('IN', 2300, 'in', '', '', '23_9', 99), ('GRATIA', 2301, 'gratiam', '', '', '23_9', 9), ('QVI/1', 2302, 'quod', '', '', '24_1', 172), ('VOLO/3', 2303, 'uolent', '', '', '24_1', 17), ('DENIQVE', 2304, 'denique', '', '', '24_1', 5), ('HOMO', 2305, 'homines', '', '', '24_1', 30), ('EXISTIMO', 2306, 'existiment', '', '', '24_1', 3), ('NEMO', 2307, 'nemini', '', '', '24_1', 9), ('EGO', 2308, 'ego', '', '', '24_1', 88), ('POSSVM/1', 2309, 'possum', '', '', '24_2', 40), ('SVM/1', 2310, 'esse', '', '', '24_2', 200), ('BENE', 2311, 'bene', '', '', '24_2', 6), ('MEREO', 2312, 'merenti', '', '', '24_2', 1), ('DE', 2313, 'de', '', '', '24_2', 34), ('RESPVBLICA', 2314, 're publica', '', '', '24_2', 44), ('NON', 2315, 'non', '', '', '24_2', 106), ('AMICVS/2', 2316, 'amicus', '', '', '24_2', 8), ('ETENIM', 2317, 'etenim', '', '', '24_2', 1), ('SI/2', 2318, 'si', '', '', '24_3', 62), ('IS', 2319, 'iis', '', '', '24_3', 77), ('QVI/1', 2320, 'qui', '', '', '24_3', 172), ('HIC/1', 2321, 'haec', '', '', '24_3', 69), ('OMNIS', 2322, 'omnia', '', '', '24_3', 36), ('FLAMMA', 2323, 'flamma', '', '', '24_3', 1), ('AC/1', 2324, 'ac', '', '', '24_3', 26), ('FERRVM', 2325, 'ferro', '', '', '24_3', 1), ('DELEO', 2326, 'delere', '', '', '24_3', 1), ('VOLO/3', 2327, 'uoluerunt', '', '', '24_3', 17), ('NON', 2328, 'non', '', '', '24_3', 106), ('INIMICITIA', 2329, 'inimicitias', '', '', '24_4', 8), ('SOLVM/2', 2330, 'solum', '', '', '24_4', 14), ('SED', 2331, 'sed', '', '', '24_4', 42), ('ETIAM', 2332, 'etiam', '', '', '24_4', 28), ('BELLVM', 2333, 'bellum', '', '', '24_4', 23), ('INDICO/2', 2334, 'indixi', '', '', '24_4', 2), ('ATQVE/1', 2335, 'atque', '', '', '24_4', 36), ('INFERO', 2336, 'intuli', '', '', '24_4', 2), ('CVM/3', 2337, 'cum', '', '', '24_4', 29), ('PARTIM', 2338, 'partim', '', '', '24_5', 4), ('EGO', 2339, 'mihi', '', '', '24_5', 88), ('ILLE', 2340, 'illorum', '', '', '24_5', 96), ('FAMILIARIS/1', 2341, 'familiares', '', '', '24_5', 1), ('PARTIM', 2342, 'partim', '', '', '24_5', 4), ('ETIAM', 2343, 'etiam', '', '', '24_5', 28), ('EGO', 2344, 'me', '', '', '24_5', 88), ('DEFENDO', 2345, 'defendente', '', '', '24_5', 5), ('CAPVT', 2346, 'capitis', '', '', '24_6', 3), ('IVDICIVM', 2347, 'iudiciis', '', '', '24_6', 4), ('SVM/1', 2348, 'essent <liberati>', '', '', '24_6', 200), ('LIBERO', 2349, '<essent> liberati', '', '', '24_6', 4), ('CVR/1', 2350, 'cur', '', '', '24_6', 3), ('IDEM', 2351, 'eadem', '', '', '24_6', 27), ('RESPVBLICA', 2352, 'res publica', '', '', '24_6', 44), ('QVI/1', 2353, 'quae', '', '', '24_6', 172), ('EGO', 2354, 'me', '', '', '24_7', 88), ('IN', 2355, 'in', '', '', '24_7', 99), ('AMICVS/2', 2356, 'amicos', '', '', '24_7', 8), ('INFLAMMO', 2357, 'inflammare', '', '', '24_7', 1), ('POSSVM/1', 2358, 'potuit', '', '', '24_7', 40), ('INIMICVS/1', 2359, 'inimicis', '', '', '24_7', 12), ('PLACO', 2360, 'placare', '', '', '24_7', 1), ('NON', 2361, 'non', '', '', '24_7', 106), ('POSSVM/1', 2362, 'possit', '', '', '24_7', 40), ('QVIS/1', 2363, 'quod', '', '', '24_8', 31), ('EGO', 2364, 'mihi', '', '', '24_8', 88), ('ODIVM', 2365, 'odium', '', '', '24_8', 2), ('CVM/2', 2366, 'cum', '', '', '24_8', 33), ('PVBLIVS/N', 2367, 'P.', '', '', '24_8', 4), ('CLODIVS/N', 2368, 'Clodio', '', '', '24_8', 2), ('SVM/1', 2369, 'fuit', '', '', '24_8', 200), ('NISI', 2370, 'nisi', '', '', '24_8', 7), ('QVOD/1', 2371, 'quod', '', '', '24_8', 20), ('PERNICIOSVS', 2372, 'perniciosum', '', '', '24_8', 2), ('PATRIA', 2373, 'patriae', '', '', '24_9', 7), ('CIVIS', 2374, 'ciuem', '', '', '24_9', 7), ('SVM/1', 2375, 'fore', '', '', '24_9', 200), ('PVTO', 2376, 'putabam', '', '', '24_9', 15), ('QVI/1', 2377, 'qui', '', '', '24_9', 172), ('TVRPIS', 2378, 'turpissima', '', '', '24_9', 1), ('LIBIDO', 2379, 'libidine', '', '', '24_9', 4), ('INCENDO', 2380, 'incensus', '', '', '24_9', 2), ('DVO', 2381, 'duas', '', '', '24_10', 6), ('RES', 2382, 'res', '', '', '24_10', 18), ('SANCTVS', 2383, 'sanctissimas', '', '', '24_10', 4), ('RELIGIO', 2384, 'religionem', '', '', '24_10', 2), ('ET/2', 2385, 'et', '', '', '24_10', 110), ('PVDICITIA', 2386, 'pudicitiam', '', '', '24_10', 1), ('VNVS', 2387, 'uno', '', '', '24_10', 13), ('SCELVS', 2388, 'scelere', '', '', '24_10', 10), ('VIOLO', 2389, 'uiolasset', '', '', '24_11', 3), ('NVM', 2390, 'num', '', '', '24_11', 1), ('SVM/1', 2391, 'est', '', '', '24_11', 200), ('IGITVR', 2392, 'igitur', '', '', '24_11', 5), ('DVBIVS', 2393, 'dubium', '', '', '24_11', 1), ('EX', 2394, 'ex', '', '', '24_11', 16), ('IS', 2395, 'iis', '', '', '24_11', 77), ('RES', 2396, 'rebus', '', '', '24_11', 18), ('QVI/1', 2397, 'quas', '', '', '24_11', 172), ('IS', 2398, 'is', '', '', '24_11', 77), ('AGO', 2399, 'egit', '', '', '24_11', 9), ('AGO', 2400, 'agit', '', '', '24_12', 9), ('QVE', 2401, 'que', '', '', '24_12', 36), ('COTIDIE', 2402, 'cotidie', '', '', '24_12', 2), ('QVIN/1', 2403, 'quin', '', '', '24_12', 3), ('EGO', 2404, 'ego', '', '', '24_12', 88), ('IN', 2405, 'in', '', '', '24_12', 99), ('ILLE', 2406, 'illo', '', '', '24_12', 96), ('OPPVGNO', 2407, 'oppugnando', '', '', '24_12', 4), ('RESPVBLICA', 2408, 'rei publicae', '', '', '24_12', 44), ('MVLTVM/2', 2409, 'plus', '', '', '24_13', 2), ('QVAM/1', 2410, 'quam', '', '', '24_13', 19), ('OTIVM', 2411, 'otio', '', '', '24_13', 3), ('MEVS', 2412, 'meo', '', '', '24_13', 36), ('NONNVLLVS', 2413, 'non nulli', '', '', '24_13', 2), ('IN', 2414, 'in', '', '', '24_13', 99), ('IDEM', 2415, 'eodem', '', '', '24_13', 27), ('DEFENDO', 2416, 'defendendo', '', '', '24_13', 5), ('SVVS', 2417, 'suo', '', '', '24_13', 22), ('MVLTVM/2', 2418, 'plus', '', '', '24_14', 2), ('OTIVM', 2419, 'otio', '', '', '24_14', 3), ('QVAM/1', 2420, 'quam', '', '', '24_14', 19), ('COMMVNIS', 2421, 'communi', '', '', '24_14', 6), ('PROSPICIO', 2422, 'prospexerint', '', '', '24_14', 1), ('EGO', 2423, 'ego', '', '', '25_1', 88), ('EGO', 2424, 'me', '', '', '25_1', 88), ('AB', 2425, 'a', '', '', '25_1', 41), ('GAIVS/N', 2426, 'C.', '', '', '25_1', 19), ('CAESAR/N', 2427, 'Caesare', '', '', '25_2', 25), ('IN', 2428, 'in', '', '', '25_2', 99), ('RESPVBLICA', 2429, 're publica', '', '', '25_2', 44), ('DISSENTIO', 2430, 'dissensisse', '', '', '25_2', 4), ('FATEOR', 2431, 'fateor', '', '', '25_2', 1), ('ET/2', 2432, 'et', '', '', '25_2', 110), ('SENTIO', 2433, 'sensisse', '', '', '25_2', 10), ('VOS', 2434, 'uobis', '', '', '25_2', 31), ('CVM/2', 2435, 'cum', '', '', '25_2', 33), ('SED', 2436, 'sed', '', '', '25_3', 42), ('NVNC', 2437, 'nunc', '', '', '25_3', 12), ('IDEM', 2438, 'isdem', '', '', '25_3', 27), ('VOS', 2439, 'uobis', '', '', '25_3', 31), ('ASSENTIOR', 2440, 'adsentior', '', '', '25_3', 4), ('CVM/2', 2441, 'cum', '', '', '25_3', 33), ('QVI/1', 2442, 'quibus', '', '', '25_3', 172), ('ANTEA', 2443, 'antea', '', '', '25_3', 11), ('SENTIO', 2444, 'sentiebam', '', '', '25_3', 10), ('VOS', 2445, 'uos', '', '', '25_4', 31), ('ENIM/2', 2446, 'enim', '', '', '25_4', 10), ('AD/2', 2447, 'ad', '', '', '25_4', 35), ('QVI/1', 2448, 'quos', '', '', '25_4', 172), ('LITTERA', 2449, 'litteras', '', '', '25_4', 8), ('LVCIVS/N', 2450, 'L.', '', '', '25_4', 5), ('PISO/N', 2451, 'Piso', '', '', '25_4', 7), ('DE', 2452, 'de', '', '', '25_4', 34), ('SVVS', 2453, 'suis', '', '', '25_4', 22), ('RES', 2454, 'rebus', '', '', '25_4', 18), ('NON', 2455, 'non', '', '', '25_4', 106), ('AVDEO', 2456, 'audet', '', '', '25_4', 4), ('MITTO', 2457, 'mittere', '', '', '25_5', 6), ('QVI/1', 2458, 'qui', '', '', '25_5', 172), ('GABINIVS/N', 2459, 'Gabini', '', '', '25_5', 9), ('LITTERA', 2460, 'litteras', '', '', '25_5', 8), ('INSIGNIS', 2461, 'insigni', '', '', '25_5', 5), ('QVIDAM', 2462, 'quadam', '', '', '25_5', 8), ('NOTA', 2463, 'nota', '', '', '25_5', 1), ('ATQVE/1', 2464, 'atque', '', '', '25_5', 36), ('IGNOMINIA', 2465, 'ignominia', '', '', '25_6', 3), ('NOVVS', 2466, 'noua', '', '', '25_6', 4), ('CONDEMNO', 2467, 'condemnastis', '', '', '25_6', 2), ('GAIVS/N', 2468, 'C.', '', '', '25_6', 19), ('CAESAR/N', 2469, 'Caesari', '', '', '25_6', 25), ('SVPPLICATIO', 2470, 'supplicationes', '', '', '25_6', 9), ('DECERNO', 2471, 'decreuistis', '', '', '25_7', 23), ('NVMERVS', 2472, 'numero', '', '', '25_7', 4), ('VT/4', 2473, 'ut', '', '', '25_7', 46), ('NEMO', 2474, 'nemini', '', '', '25_7', 9), ('VNVS', 2475, 'uno', '', '', '25_7', 13), ('EX', 2476, 'ex', '', '', '25_7', 16), ('BELLVM', 2477, 'bello', '', '', '25_7', 23), ('HONOR', 2478, 'honore', '', '', '25_7', 10), ('VT/4', 2479, 'ut', '', '', '25_7', 46), ('OMNINO', 2480, 'omnino', '', '', '25_7', 4), ('NEMO', 2481, 'nemini', '', '', '25_8', 9), ('CVR/1', 2482, 'cur', '', '', '25_8', 3), ('IGITVR', 2483, 'igitur', '', '', '25_8', 5), ('EXSPECTO', 2484, 'exspectem', '', '', '25_8', 4), ('HOMO', 2485, 'hominem', '', '', '25_8', 30), ('ALIQVIS', 2486, 'aliquem', '', '', '25_8', 11), ('QVI/1', 2487, 'qui', '', '', '25_8', 172), ('EGO', 2488, 'me', '', '', '25_8', 88), ('CVM/2', 2489, 'cum', '', '', '25_9', 33), ('ILLE', 2490, 'illo', '', '', '25_9', 96), ('IN', 2491, 'in', '', '', '25_9', 99), ('GRATIA', 2492, 'gratiam', '', '', '25_9', 9), ('REDVCO', 2493, 'reducat', '', '', '25_9', 3), ('REDVCO', 2494, 'reduxit', '', '', '25_9', 3), ('ORDO', 2495, 'ordo', '', '', '25_9', 16), ('AMPLVS', 2496, 'amplissimus', '', '', '25_9', 5), ('ET/2', 2497, 'et', '', '', '25_10', 110), ('ORDO', 2498, 'ordo', '', '', '25_10', 16), ('IS', 2499, 'is', '', '', '25_10', 77), ('QVI/1', 2500, 'qui', '', '', '25_10', 172), ('SVM/1', 2501, 'est', '', '', '25_10', 200), ('ET/2', 2502, 'et', '', '', '25_10', 110), ('PVBLICVS/2', 2503, 'publici', '', '', '25_10', 2), ('CONSILIVM', 2504, 'consili', '', '', '25_10', 7), ('ET/2', 2505, 'et', '', '', '25_10', 110), ('MEVS', 2506, 'meorum', '', '', '25_10', 36), ('OMNIS', 2507, 'omnium', '', '', '25_10', 36), ('CONSILIVM', 2508, 'consiliorum', '', '', '25_11', 7), ('AVCTOR', 2509, 'auctor', '', '', '25_11', 2), ('ET/2', 2510, 'et', '', '', '25_11', 110), ('PRINCEPS/2', 2511, 'princeps', '', '', '25_11', 4), ('VOS', 2512, 'uos', '', '', '25_11', 31), ('SEQVOR', 2513, 'sequor', '', '', '25_11', 1), ('PATER', 2514, 'patres', '', '', '25_11', 17), ('CONSCRIBO', 2515, 'conscripti', '', '', '25_11', 15), ('VOS', 2516, 'uobis', '', '', '25_12', 31), ('OBTEMPERO', 2517, 'obtempero', '', '', '25_12', 1), ('VOS', 2518, 'uobis', '', '', '25_12', 31), ('ASSENTIOR', 2519, 'adsentior', '', '', '25_12', 4), ('QVI/1', 2520, 'qui', '', '', '25_12', 172), ('QVAMDIV/1', 2521, 'quam diu', '', '', '25_12', 1), ('GAIVS/N', 2522, 'C.', '', '', '25_12', 19), ('CAESAR/N', 2523, 'Caesaris', '', '', '25_12', 25), ('CONSILIVM', 2524, 'consilia', '', '', '25_13', 7), ('IN', 2525, 'in', '', '', '25_13', 99), ('RESPVBLICA', 2526, 're publica', '', '', '25_13', 44), ('NON', 2527, 'non', '', '', '25_13', 106), ('MAGIS/2', 2528, 'maxime', '', '', '25_13', 8), ('DILIGO/3', 2529, 'diligebatis', '', '', '25_13', 2), ('EGO', 2530, 'me', '', '', '25_13', 88), ('QVOQVE', 2531, 'quoque', '', '', '25_13', 4), ('CVM/2', 2532, 'cum', '', '', '25_14', 33), ('ILLE', 2533, 'illo', '', '', '25_14', 96), ('PARVM/2', 2534, 'minus', '', '', '25_14', 7), ('CONIVNGO', 2535, 'coniunctum', '', '', '25_14', 6), ('VIDEO', 2536, 'uidebatis', '', '', '25_14', 24), ('POSTEAQVAM', 2537, 'postea quam', '', '', '25_14', 3), ('RES', 2538, 'rebus', '', '', '25_14', 18), ('GERO', 2539, 'gestis', '', '', '25_15', 10), ('MENS', 2540, 'mentis', '', '', '25_15', 3), ('VESTER', 2541, 'uestras', '', '', '25_15', 11), ('VOLVNTAS', 2542, 'uoluntates', '', '', '25_15', 5), ('QVE', 2543, 'que', '', '', '25_15', 36), ('MVTO/2', 2544, 'mutastis', '', '', '25_15', 1), ('EGO', 2545, 'me', '', '', '25_15', 88), ('NON', 2546, 'non', '', '', '25_15', 106), ('SOLVM/2', 2547, 'solum', '', '', '25_15', 14), ('COMES', 2548, 'comitem', '', '', '25_16', 1), ('SVM/1', 2549, 'esse', '', '', '25_16', 200), ('SENTENTIA', 2550, 'sententiae', '', '', '25_16', 17), ('VESTER', 2551, 'uestrae', '', '', '25_16', 11), ('SED', 2552, 'sed', '', '', '25_16', 42), ('ETIAM', 2553, 'etiam', '', '', '25_16', 28), ('LAVDATOR', 2554, 'laudatorem', '', '', '25_16', 1), ('VIDEO', 2555, 'uidistis', '', '', '25_17', 24), ('SED', 2556, 'sed', '', '', '26_1', 42), ('QVIS/1', 2557, 'quid', '', '', '26_1', 31), ('SVM/1', 2558, 'est', '', '', '26_1', 200), ('QVOD/1', 2559, 'quod', '', '', '26_1', 20), ('IN', 2560, 'in', '', '', '26_1', 99), ('HIC/1', 2561, 'hac', '', '', '26_1', 69), ('CAVSA', 2562, 'causa', '', '', '26_1', 9), ('MAGIS/2', 2563, 'maxime', '', '', '26_1', 8), ('HOMO', 2564, 'homines', '', '', '26_1', 30), ('ADMIROR', 2565, 'admirentur', '', '', '26_2', 2), ('ET/2', 2566, 'et', '', '', '26_2', 110), ('REPREHENDO', 2567, 'reprehendant', '', '', '26_2', 5), ('MEVS', 2568, 'meum', '', '', '26_2', 36), ('CONSILIVM', 2569, 'consilium', '', '', '26_2', 7), ('CVM/3', 2570, 'cum', '', '', '26_2', 29), ('EGO', 2571, 'ego', '', '', '26_2', 88), ('IDEM', 2572, 'idem', '', '', '26_2', 27), ('ANTEA', 2573, 'antea', '', '', '26_2', 11), ('MVLTVS', 2574, 'multa', '', '', '26_3', 10), ('DECERNO', 2575, 'decrerim', '', '', '26_3', 23), ('QVI/1', 2576, 'quae', '', '', '26_3', 172), ('MAGIS/2', 2577, 'magis', '', '', '26_3', 8), ('AD/2', 2578, 'ad', '', '', '26_3', 35), ('HOMO', 2579, 'hominis', '', '', '26_3', 30), ('DIGNITAS', 2580, 'dignitatem', '', '', '26_3', 13), ('QVAM/1', 2581, 'quam', '', '', '26_3', 19), ('AD/2', 2582, 'ad', '', '', '26_3', 35), ('RESPVBLICA', 2583, 'rei publicae', '', '', '26_4', 44), ('NECESSITAS', 2584, 'necessitatem', '', '', '26_4', 2), ('PERTINEO', 2585, 'pertinerent', '', '', '26_4', 2), ('SVPPLICATIO', 2586, 'supplicationem', '', '', '26_4', 9), ('QVINDECIM', 2587, 'quindecim', '', '', '26_5', 1), ('DIES', 2588, 'dierum', '', '', '26_5', 11), ('DECERNO', 2589, 'decreui', '', '', '26_5', 23), ('SENTENTIA', 2590, 'sententia', '', '', '26_5', 17), ('MEVS', 2591, 'mea', '', '', '26_5', 36), ('RESPVBLICA', 2592, 'rei publicae', '', '', '26_5', 44), ('SATIS/2', 2593, 'satis', '', '', '26_5', 2), ('SVM/1', 2594, 'erat', '', '', '26_6', 200), ('TOT', 2595, 'tot', '', '', '26_6', 2), ('DIES', 2596, 'dierum', '', '', '26_6', 11), ('QVOT/1', 2597, 'quot', '', '', '26_6', 1), ('GAIVS/N', 2598, 'C.', '', '', '26_6', 19), ('MARIVS/N', 2599, 'Mario', '', '', '26_6', 3), ('DEVS', 2600, 'dis', '', '', '26_6', 4), ('IMMORTALIS', 2601, 'immortalibus', '', '', '26_6', 3), ('NON', 2602, 'non', '', '', '26_6', 106), ('SVM/1', 2603, 'erat', '', '', '26_6', 200), ('EXIGVVS', 2604, 'exigua', '', '', '26_7', 2), ('IDEM', 2605, 'eadem', '', '', '26_7', 27), ('GRATVLATIO', 2606, 'gratulatio', '', '', '26_7', 2), ('QVI/1', 2607, 'quae', '', '', '26_7', 172), ('EX', 2608, 'ex', '', '', '26_7', 16), ('MAGNVS', 2609, 'maximis', '', '', '26_7', 17), ('BELLVM', 2610, 'bellis', '', '', '26_7', 23), ('ERGO/2', 2611, 'ergo', '', '', '26_7', 4), ('ILLE', 2612, 'ille', '', '', '26_7', 96), ('CVMVLVS', 2613, 'cumulus', '', '', '26_8', 1), ('DIES', 2614, 'dierum', '', '', '26_8', 11), ('HOMO', 2615, 'hominis', '', '', '26_8', 30), ('SVM/1', 2616, 'est <tributus>', '', '', '26_8', 200), ('DIGNITAS', 2617, 'dignitati', '', '', '26_8', 13), ('TRIBVO', 2618, '<est> tributus', '', '', '26_8', 6), ('IN', 2619, 'in', '', '', '27_1', 99), ('QVI/1', 2620, 'quo', '', '', '27_1', 172), ('EGO', 2621, 'ego', '', '', '27_1', 88), ('QVI/1', 2622, 'quo', '', '', '27_2', 172), ('CONSVL', 2623, 'consule', '', '', '27_2', 15), ('REFERO', 2624, 'referente', '', '', '27_2', 4), ('PRIMVM', 2625, 'primum', '', '', '27_2', 5), ('DECEM', 2626, 'decem', '', '', '27_2', 3), ('DIES', 2627, 'dierum', '', '', '27_2', 11), ('SVM/1', 2628, 'est <decreta>', '', '', '27_2', 200), ('SVPPLICATIO', 2629, 'supplicatio', '', '', '27_2', 9), ('DECERNO', 2630, '<est> decreta', '', '', '27_3', 23), ('GNAEVS/N', 2631, 'Cn.', '', '', '27_3', 4), ('POMPEIVS/N', 2632, 'Pompeio', '', '', '27_3', 5), ('MITHRIDATES/N', 2633, 'Mithridate', '', '', '27_3', 1), ('INTERFICIO', 2634, 'interfecto', '', '', '27_3', 1), ('ET/2', 2635, 'et', '', '', '27_3', 110), ('CONFICIO', 2636, 'confecto', '', '', '27_3', 7), ('MITHRIDATICVS/A', 2637, 'Mithridatico', '', '', '27_4', 2), ('BELLVM', 2638, 'bello', '', '', '27_4', 23), ('ET/2', 2639, 'et', '', '', '27_4', 110), ('QVI/1', 2640, 'cuius', '', '', '27_4', 172), ('SENTENTIA', 2641, 'sententia', '', '', '27_4', 17), ('PRIMVM', 2642, 'primum', '', '', '27_4', 5), ('DVPLICO', 2643, 'duplicata <est>', '', '', '27_4', 1), ('SVM/1', 2644, '<duplicata> est', '', '', '27_4', 200), ('SVPPLICATIO', 2645, 'supplicatio', '', '', '27_5', 9), ('CONSVLARIS/2', 2646, 'consularis', '', '', '27_5', 4), ('EGO', 2647, 'mihi', '', '', '27_5', 88), ('ENIM/2', 2648, 'enim', '', '', '27_5', 10), ('SVM/1', 2649, 'estis <adsensi>', '', '', '27_5', 200), ('ASSENTIOR', 2650, '<estis> adsensi', '', '', '27_5', 4), ('CVM/3', 2651, 'cum', '', '', '27_5', 29), ('IDEM', 2652, 'eiusdem', '', '', '27_5', 27), ('POMPEIVS/N', 2653, 'Pompei', '', '', '27_6', 5), ('LITTERA', 2654, 'litteris', '', '', '27_6', 8), ('RECITO/1', 2655, 'recitatis', '', '', '27_6', 1), ('CONFICIO', 2656, 'confectis', '', '', '27_6', 7), ('OMNIS', 2657, 'omnibus', '', '', '27_6', 36), ('MARITIMVS', 2658, 'maritimis', '', '', '27_6', 2), ('TERRESTRIS', 2659, 'terrestribus', '', '', '27_7', 1), ('QVE', 2660, 'que', '', '', '27_7', 36), ('BELLVM', 2661, 'bellis', '', '', '27_7', 23), ('SVPPLICATIO', 2662, 'supplicationem', '', '', '27_7', 9), ('DIES', 2663, 'dierum', '', '', '27_7', 11), ('DECEM', 2664, 'decem', '', '', '27_7', 3), ('DECERNO', 2665, 'decreuistis', '', '', '27_7', 23), ('SVM/1', 2666, 'sum <admiratus>', '', '', '27_8', 200), ('GNAEVS/N', 2667, 'Cn.', '', '', '27_8', 4), ('POMPEIVS/N', 2668, 'Pompei', '', '', '27_8', 5), ('VIRTVS', 2669, 'uirtutem', '', '', '27_8', 5), ('ET/2', 2670, 'et', '', '', '27_8', 110), ('ANIMVS', 2671, 'animi', '', '', '27_8', 12), ('MAGNITVDO', 2672, 'magnitudinem', '', '', '27_8', 1), ('ADMIROR', 2673, '<sum> admiratus', '', '', '27_8', 2), ('QVOD/1', 2674, 'quod', '', '', '27_9', 20), ('CVM/3', 2675, 'cum', '', '', '27_9', 29), ('IPSE', 2676, 'ipse', '', '', '27_9', 33), ('CETERVS', 2677, 'ceteris', '', '', '27_9', 4), ('OMNIS', 2678, 'omnibus', '', '', '27_9', 36), ('SVM/1', 2679, 'esset <antelatus>', '', '', '27_9', 200), ('OMNIS', 2680, 'omni', '', '', '27_9', 36), ('HONOR', 2681, 'honore', '', '', '27_9', 10), ('ANTEFERO', 2682, '<esset> antelatus', '', '', '27_9', 1), ('AMPLVS', 2683, 'ampliorem', '', '', '27_10', 5), ('HONOR', 2684, 'honorem', '', '', '27_10', 10), ('ALTER', 2685, 'alteri', '', '', '27_10', 10), ('TRIBVO', 2686, 'tribuebat', '', '', '27_10', 6), ('QVAM/1', 2687, 'quam', '', '', '27_10', 19), ('IPSE', 2688, 'ipse', '', '', '27_10', 33), ('SVM/1', 2689, 'erat <consecutus>', '', '', '27_10', 200), ('CONSEQVOR', 2690, '<erat> consecutus', '', '', '27_11', 3), ('ERGO/2', 2691, 'ergo', '', '', '27_11', 4), ('IN', 2692, 'in', '', '', '27_11', 99), ('ILLE', 2693, 'illa', '', '', '27_11', 96), ('SVPPLICATIO', 2694, 'supplicatione', '', '', '27_11', 9), ('QVI/1', 2695, 'quam', '', '', '27_11', 172), ('EGO', 2696, 'ego', '', '', '27_11', 88), ('DECERNO', 2697, 'decreui', '', '', '27_11', 23), ('RES', 2698, 'res', '', '', '27_11', 18), ('IPSE', 2699, 'ipsa', '', '', '27_11', 33), ('TRIBVO', 2700, 'tributa <est>', '', '', '27_12', 6), ('SVM/1', 2701, '<tributa> est', '', '', '27_12', 200), ('DEVS', 2702, 'dis', '', '', '27_12', 4), ('IMMORTALIS', 2703, 'immortalibus', '', '', '27_12', 3), ('ET/2', 2704, 'et', '', '', '27_12', 110), ('MAIORES', 2705, 'maiorum', '', '', '27_12', 2), ('INSTITVTVM', 2706, 'institutis', '', '', '27_12', 1), ('ET/2', 2707, 'et', '', '', '27_12', 110), ('VTILITAS', 2708, 'utilitati', '', '', '27_12', 6), ('RESPVBLICA', 2709, 'rei publicae', '', '', '27_13', 44), ('SED', 2710, 'sed', '', '', '27_13', 42), ('DIGNITAS', 2711, 'dignitas', '', '', '27_13', 13), ('VERBVM', 2712, 'uerborum', '', '', '27_13', 3), ('HONOR', 2713, 'honos', '', '', '27_13', 10), ('ET/2', 2714, 'et', '', '', '27_13', 110), ('NOVITAS', 2715, 'nouitas', '', '', '27_13', 1), ('ET/2', 2716, 'et', '', '', '27_13', 110), ('NVMERVS', 2717, 'numerus', '', '', '27_14', 4), ('DIES', 2718, 'dierum', '', '', '27_14', 11), ('CAESAR/N', 2719, 'Caesaris', '', '', '27_14', 25), ('IPSE', 2720, 'ipsius', '', '', '27_14', 33), ('LAVS', 2721, 'laudi', '', '', '27_14', 4), ('GLORIA', 2722, 'gloriae', '', '', '27_14', 4), ('QVE', 2723, 'que', '', '', '27_14', 36), ('CONCEDO/1', 2724, 'concessus <est>', '', '', '27_14', 4), ('SVM/1', 2725, '<concessus> est', '', '', '27_14', 200), ('REFERO', 2726, 'relatum <est>', '', '', '28_1', 4), ('SVM/1', 2727, '<relatum> est', '', '', '28_1', 200), ('AD/2', 2728, 'ad', '', '', '28_1', 35), ('NOS', 2729, 'nos', '', '', '28_1', 10), ('NVPER', 2730, 'nuper', '', '', '28_1', 1), ('DE', 2731, 'de', '', '', '28_1', 34), ('STIPENDIVM', 2732, 'stipendio', '', '', '28_1', 1), ('EXERCITVS/1', 2733, 'exercitus', '', '', '28_1', 8), ('NON', 2734, 'non', '', '', '28_1', 106), ('DECERNO', 2735, 'decreui', '', '', '28_2', 23), ('SOLVM/2', 2736, 'solum', '', '', '28_2', 14), ('SED', 2737, 'sed', '', '', '28_2', 42), ('ETIAM', 2738, 'etiam', '', '', '28_2', 28), ('VT/4', 2739, 'ut', '', '', '28_2', 46), ('VOS', 2740, 'uos', '', '', '28_2', 31), ('DECERNO', 2741, 'decerneretis', '', '', '28_2', 23), ('LABORO', 2742, 'laboraui', '', '', '28_2', 1), ('MVLTVS', 2743, 'multa', '', '', '28_2', 10), ('DISSENTIO', 2744, 'dissentientibus', '', '', '28_3', 4), ('RESPONDEO', 2745, 'respondi', '', '', '28_3', 2), ('SCRIBO', 2746, 'scribendo', '', '', '28_3', 1), ('ASSVM/1', 2747, 'adfui', '', '', '28_3', 1), ('TVM', 2748, 'tum', '', '', '28_3', 12), ('QVOQVE', 2749, 'quoque', '', '', '28_3', 4), ('HOMO', 2750, 'homini', '', '', '28_4', 30), ('MVLTVS', 2751, 'plus', '', '', '28_4', 10), ('TRIBVO', 2752, 'tribui', '', '', '28_4', 6), ('QVAM/1', 2753, 'quam', '', '', '28_4', 19), ('NESCIOQVIS', 2754, 'nescio cui', '', '', '28_4', 1), ('NECESSITAS', 2755, 'necessitati', '', '', '28_4', 2), ('ILLE', 2756, 'illum', '', '', '28_4', 96), ('ENIM/2', 2757, 'enim', '', '', '28_4', 10), ('ARBITROR', 2758, 'arbitrabar', '', '', '28_5', 4), ('ETIAM', 2759, 'etiam', '', '', '28_5', 28), ('SINE', 2760, 'sine', '', '', '28_5', 7), ('HIC/1', 2761, 'hoc', '', '', '28_5', 69), ('SVBSIDIVM', 2762, 'subsidio', '', '', '28_5', 2), ('PECVNIA', 2763, 'pecuniae', '', '', '28_5', 5), ('RETINEO', 2764, 'retinere', '', '', '28_5', 6), ('EXERCITVS/1', 2765, 'exercitum', '', '', '28_5', 8), ('PRAEDA', 2766, 'praeda', '', '', '28_6', 1), ('ANTE/2', 2767, 'ante', '', '', '28_6', 7), ('PARIO/2', 2768, 'parta', '', '', '28_6', 3), ('ET/2', 2769, 'et', '', '', '28_6', 110), ('BELLVM', 2770, 'bellum', '', '', '28_6', 23), ('CONFICIO', 2771, 'conficere', '', '', '28_6', 7), ('POSSVM/1', 2772, 'posse', '', '', '28_6', 40), ('SED', 2773, 'sed', '', '', '28_6', 42), ('DECVS', 2774, 'decus', '', '', '28_6', 1), ('ILLE', 2775, 'illud', '', '', '28_6', 96), ('ET/2', 2776, 'et', '', '', '28_7', 110), ('ORNAMENTVM', 2777, 'ornamentum', '', '', '28_7', 7), ('TRIVMPHVS', 2778, 'triumphi', '', '', '28_7', 3), ('MINVO', 2779, 'minuendum', '', '', '28_7', 2), ('NOSTER', 2780, 'nostra', '', '', '28_7', 17), ('PARSIMONIA', 2781, 'parsimonia', '', '', '28_7', 2), ('NON', 2782, 'non', '', '', '28_7', 106), ('PVTO', 2783, 'putaui', '', '', '28_8', 15), ('AGO', 2784, 'actum <est>', '', '', '28_8', 9), ('SVM/1', 2785, '<actum> est', '', '', '28_8', 200), ('DE', 2786, 'de', '', '', '28_8', 34), ('DECEM', 2787, 'decem', '', '', '28_8', 3), ('LEGATVS', 2788, 'legatis', '', '', '28_8', 4), ('QVI/1', 2789, 'quos', '', '', '28_8', 172), ('ALIVS', 2790, 'alii', '', '', '28_8', 15), ('OMNINO', 2791, 'omnino', '', '', '28_8', 4), ('NON', 2792, 'non', '', '', '28_8', 106), ('DO', 2793, 'dabant', '', '', '28_9', 5), ('ALIVS', 2794, 'alii', '', '', '28_9', 15), ('EXEMPLVM', 2795, 'exempla', '', '', '28_9', 6), ('QVAERO', 2796, 'quaerebant', '', '', '28_9', 1), ('ALIVS', 2797, 'alii', '', '', '28_9', 15), ('TEMPVS/1', 2798, 'tempus', '', '', '28_9', 13), ('DIFFERO', 2799, 'differebant', '', '', '28_9', 2), ('ALIVS', 2800, 'alii', '', '', '28_9', 15), ('SINE', 2801, 'sine', '', '', '28_10', 7), ('VLLVS', 2802, 'ullis', '', '', '28_10', 7), ('VERBVM', 2803, 'uerborum', '', '', '28_10', 3), ('ORNAMENTVM', 2804, 'ornamentis', '', '', '28_10', 7), ('DO', 2805, 'dabant', '', '', '28_10', 5), ('IN', 2806, 'in', '', '', '28_10', 99), ('IS', 2807, 'ea', '', '', '28_10', 77), ('QVOQVE', 2808, 'quoque', '', '', '28_10', 4), ('RES', 2809, 're', '', '', '28_10', 18), ('SIC', 2810, 'sic', '', '', '28_10', 7), ('SVM/1', 2811, 'sum <locutus>', '', '', '28_11', 200), ('LOQVOR', 2812, '<sum> locutus', '', '', '28_11', 2), ('VT/4', 2813, 'ut', '', '', '28_11', 46), ('OMNIS', 2814, 'omnes', '', '', '28_11', 36), ('INTELLIGO', 2815, 'intellegerent', '', '', '28_11', 4), ('EGO', 2816, 'me', '', '', '28_11', 88), ('IS', 2817, 'id', '', '', '28_11', 77), ('QVI/1', 2818, 'quod', '', '', '28_11', 172), ('RESPVBLICA', 2819, 'rei publicae', '', '', '28_11', 44), ('CAVSA', 2820, 'causa', '', '', '28_12', 9), ('SENTIO', 2821, 'sentirem', '', '', '28_12', 10), ('FACIO', 2822, 'facere', '', '', '28_12', 16), ('VBER/2', 2823, 'uberius', '', '', '28_12', 1), ('PROPTER/2', 2824, 'propter', '', '', '28_12', 10), ('IPSE', 2825, 'ipsius', '', '', '28_12', 33), ('CAESAR/N', 2826, 'Caesaris', '', '', '28_12', 25), ('DIGNITAS', 2827, 'dignitatem', '', '', '28_13', 13), ('AT/2', 2828, 'at', '', '', '29_1', 5), ('EGO', 2829, 'ego', '', '', '29_1', 88), ('IDEM', 2830, 'idem', '', '', '29_1', 27), ('NVNC', 2831, 'nunc', '', '', '29_1', 12), ('IN', 2832, 'in', '', '', '29_1', 99), ('PROVINCIA', 2833, 'prouinciis', '', '', '29_1', 31), ('DECERNO', 2834, 'decernendis', '', '', '29_1', 23), ('QVI/1', 2835, 'qui', '', '', '29_1', 172), ('ILLE', 2836, 'illas', '', '', '29_1', 96), ('OMNIS', 2837, 'omnis', '', '', '29_2', 36), ('RES', 2838, 'res', '', '', '29_2', 18), ('AGO', 2839, 'egi', '', '', '29_2', 9), ('SILENTIVM', 2840, 'silentio', '', '', '29_2', 1), ('INTERPELLO', 2841, 'interpellor', '', '', '29_2', 2), ('CVM/3', 2842, 'cum', '', '', '29_2', 29), ('IN', 2843, 'in', '', '', '29_2', 99), ('SVPERVS', 2844, 'superioribus', '', '', '29_2', 13), ('CAVSA', 2845, 'causis', '', '', '29_2', 9), ('HOMO', 2846, 'hominis', '', '', '29_3', 30), ('ORNAMENTVM', 2847, 'ornamenta', '', '', '29_3', 7), ('ADIVMENTVM', 2848, 'adiumento', '', '', '29_3', 1), ('SVM/1', 2849, 'fuerint', '', '', '29_3', 200), ('IN', 2850, 'in', '', '', '29_3', 99), ('HIC/1', 2851, 'hac', '', '', '29_3', 69), ('EGO', 2852, 'me', '', '', '29_3', 88), ('NIHIL', 2853, 'nihil', '', '', '29_3', 16), ('ALIVS', 2854, 'aliud', '', '', '29_3', 15), ('NISI', 2855, 'nisi', '', '', '29_4', 7), ('RATIO', 2856, 'ratio', '', '', '29_4', 11), ('BELLVM', 2857, 'belli', '', '', '29_4', 23), ('NISI', 2858, 'nisi', '', '', '29_4', 7), ('SVPERVS', 2859, 'summa', '', '', '29_4', 13), ('VTILITAS', 2860, 'utilitas', '', '', '29_4', 6), ('RESPVBLICA', 2861, 'rei publicae', '', '', '29_4', 44), ('MOVEO', 2862, 'moueat', '', '', '29_4', 1), ('NAM', 2863, 'nam', '', '', '29_4', 9), ('IPSE', 2864, 'ipse', '', '', '29_5', 33), ('CAESAR/N', 2865, 'Caesar', '', '', '29_5', 25), ('QVIS/1', 2866, 'quid', '', '', '29_5', 31), ('SVM/1', 2867, 'est', '', '', '29_5', 200), ('CVR/1', 2868, 'cur', '', '', '29_5', 3), ('IN', 2869, 'in', '', '', '29_5', 99), ('PROVINCIA', 2870, 'prouincia', '', '', '29_5', 31), ('COMMOROR/1', 2871, 'commorari', '', '', '29_5', 1), ('VOLO/3', 2872, 'uelit', '', '', '29_5', 17), ('NISI', 2873, 'nisi', '', '', '29_5', 7), ('VT/4', 2874, 'ut', '', '', '29_6', 46), ('IS', 2875, 'ea', '', '', '29_6', 77), ('QVI/1', 2876, 'quae', '', '', '29_6', 172), ('PER', 2877, 'per', '', '', '29_6', 10), ('IS', 2878, 'eum', '', '', '29_6', 77), ('AFFICIO', 2879, 'adfecta <sunt>', '', '', '29_6', 3), ('SVM/1', 2880, '<adfecta> sunt', '', '', '29_6', 200), ('PERFICIO', 2881, 'perfecta', '', '', '29_6', 4), ('RESPVBLICA', 2882, 'rei publicae', '', '', '29_6', 44), ('TRADO', 2883, 'tradat', '', '', '29_6', 4), ('AMOENITAS', 2884, 'amoenitas', '', '', '29_7', 1), ('IS', 2885, 'eum', '', '', '29_7', 77), ('CREDO', 2886, 'credo', '', '', '29_7', 6), ('LOCVS', 2887, 'locorum', '', '', '29_7', 5), ('VRBS', 2888, 'urbium', '', '', '29_7', 9), ('PVLCHRITVDO', 2889, 'pulchritudo', '', '', '29_7', 1), ('HOMO', 2890, 'hominum', '', '', '29_8', 30), ('NATIO/1', 2891, 'nationum', '', '', '29_8', 9), ('QVE', 2892, 'que', '', '', '29_8', 36), ('ILLE', 2893, 'illarum', '', '', '29_8', 96), ('HVMANITAS', 2894, 'humanitas', '', '', '29_8', 1), ('ET/2', 2895, 'et', '', '', '29_8', 110), ('LEPOR', 2896, 'lepos', '', '', '29_8', 1), ('VICTORIA', 2897, 'uictoriae', '', '', '29_8', 5), ('CVPIDITAS', 2898, 'cupiditas', '', '', '29_9', 4), ('FINIS', 2899, 'finium', '', '', '29_9', 1), ('IMPERIVM', 2900, 'imperi', '', '', '29_9', 18), ('PROPAGATIO', 2901, 'propagatio', '', '', '29_9', 1), ('RETINEO', 2902, 'retinet', '', '', '29_9', 6), ('QVIS/1', 2903, 'quid', '', '', '29_9', 31), ('ILLE', 2904, 'illis', '', '', '29_9', 96), ('TERRA', 2905, 'terris', '', '', '29_10', 2), ('ASPER', 2906, 'asperius', '', '', '29_10', 1), ('QVIS/1', 2907, 'quid', '', '', '29_10', 31), ('INCVLTVS/2', 2908, 'incultius', '', '', '29_10', 1), ('OPPIDVM', 2909, 'oppidis', '', '', '29_10', 3), ('QVIS/1', 2910, 'quid', '', '', '29_10', 31), ('NATIO/1', 2911, 'nationibus', '', '', '29_10', 9), ('IMMANIS', 2912, 'immanius', '', '', '29_11', 3), ('QVIS/1', 2913, 'quid', '', '', '29_11', 31), ('PORRO', 2914, 'porro', '', '', '29_11', 1), ('TOT', 2915, 'tot', '', '', '29_11', 2), ('VICTORIA', 2916, 'uictoriis', '', '', '29_11', 5), ('PRAESTABILIS', 2917, 'praestabilius', '', '', '29_11', 2), ('QVIS/1', 2918, 'quid', '', '', '29_11', 31), ('OCEANVS/1', 2919, 'Oceano', '', '', '29_11', 3), ('LONGVS', 2920, 'longius', '', '', '29_12', 3), ('INVENIO', 2921, 'inueniri', '', '', '29_12', 1), ('POSSVM/1', 2922, 'potest', '', '', '29_12', 40), ('AN', 2923, 'an', '', '', '29_12', 11), ('REDITVS', 2924, 'reditus', '', '', '29_12', 2), ('IN', 2925, 'in', '', '', '29_12', 99), ('PATRIA', 2926, 'patriam', '', '', '29_12', 7), ('HABEO', 2927, 'habet', '', '', '29_12', 19), ('ALIQVIS', 2928, 'aliquam', '', '', '29_13', 11), ('OFFENSIO', 2929, 'offensionem', '', '', '29_13', 1), ('VTRVM', 2930, 'utrum', '', '', '29_13', 2), ('APVD', 2931, 'apud', '', '', '29_13', 2), ('POPVLVS/1', 2932, 'populum', '', '', '29_13', 15), ('AB', 2933, 'a', '', '', '29_13', 41), ('QVI/1', 2934, 'quo', '', '', '29_13', 172), ('MITTO', 2935, 'missus (est)', '', '', '29_13', 6), ('AN', 2936, 'an', '', '', '29_13', 11), ('APVD', 2937, 'apud', '', '', '29_14', 2), ('SENATVS', 2938, 'senatum', '', '', '29_14', 13), ('AB', 2939, 'a', '', '', '29_14', 41), ('QVI/1', 2940, 'quo', '', '', '29_14', 172), ('ORNO', 2941, 'ornatus <est>', '', '', '29_14', 6), ('SVM/1', 2942, '<ornatus> est', '', '', '29_14', 200), ('AN', 2943, 'an', '', '', '29_14', 11), ('DIES', 2944, 'dies', '', '', '29_14', 11), ('AVGEO', 2945, 'auget', '', '', '29_14', 1), ('IS', 2946, 'eius', '', '', '29_14', 77), ('DESIDERIVM', 2947, 'desiderium', '', '', '29_15', 1), ('AN', 2948, 'an', '', '', '29_15', 11), ('MAGIS/2', 2949, 'magis', '', '', '29_15', 8), ('OBLIVIO', 2950, 'obliuionem', '', '', '29_15', 1), ('AC/1', 2951, 'ac', '', '', '29_15', 26), ('LAVREA', 2952, 'laurea', '', '', '29_15', 2), ('ILLE', 2953, 'illa', '', '', '29_15', 96), ('MAGNVS', 2954, 'magnis', '', '', '29_15', 17), ('PERICVLVM', 2955, 'periculis', '', '', '29_16', 6), ('PARIO/2', 2956, 'parta', '', '', '29_16', 3), ('AMITTO', 2957, 'amittit', '', '', '29_16', 3), ('LONGVS', 2958, 'longo', '', '', '29_16', 3), ('INTERVALLVM', 2959, 'interuallo', '', '', '29_16', 1), ('VIRIDITAS', 2960, 'uiriditatem', '', '', '29_16', 1), ('QVARE/1', 2961, 'qua re', '', '', '29_16', 4), ('SI/2', 2962, 'si', '', '', '29_16', 62), ('QVIS/2', 2963, 'qui', '', '', '29_17', 6), ('HOMO', 2964, 'hominem', '', '', '29_17', 30), ('NON', 2965, 'non', '', '', '29_17', 106), ('DILIGO/3', 2966, 'diligunt', '', '', '29_17', 2), ('NIHIL', 2967, 'nihil', '', '', '29_17', 16), ('SVM/1', 2968, 'est', '', '', '29_17', 200), ('QVOD/1', 2969, 'quod', '', '', '29_17', 20), ('IS', 2970, 'eum', '', '', '29_17', 77), ('DE', 2971, 'de', '', '', '29_17', 34), ('PROVINCIA', 2972, 'prouincia', '', '', '29_18', 31), ('DEVOCO', 2973, 'deuocent', '', '', '29_18', 2), ('AD/2', 2974, 'ad', '', '', '29_18', 35), ('GLORIA', 2975, 'gloriam', '', '', '29_18', 4), ('DEVOCO', 2976, 'deuocant', '', '', '29_18', 2), ('AD/2', 2977, 'ad', '', '', '29_18', 35), ('TRIVMPHVS', 2978, 'triumphum', '', '', '29_18', 3), ('AD/2', 2979, 'ad', '', '', '29_18', 35), ('GRATVLATIO', 2980, 'gratulationem', '', '', '29_19', 2), ('AD/2', 2981, 'ad', '', '', '29_19', 35), ('SVPERVS', 2982, 'summum', '', '', '29_19', 13), ('HONOR', 2983, 'honorem', '', '', '29_19', 10), ('SENATVS', 2984, 'senatus', '', '', '29_19', 13), ('EQVESTER', 2985, 'equestris', '', '', '29_19', 2), ('ORDO', 2986, 'ordinis', '', '', '29_20', 16), ('GRATIA', 2987, 'gratiam', '', '', '29_20', 9), ('POPVLVS/1', 2988, 'populi', '', '', '29_20', 15), ('CARITAS', 2989, 'caritatem', '', '', '29_20', 1), ('SED', 2990, 'sed', '', '', '30_1', 42), ('SI/2', 2991, 'si', '', '', '30_1', 62), ('ILLE', 2992, 'ille', '', '', '30_1', 96), ('HIC/1', 2993, 'hac', '', '', '30_1', 69), ('TAM', 2994, 'tam', '', '', '30_1', 5), ('EXIMIVS', 2995, 'eximia', '', '', '30_1', 5), ('FORTVNA', 2996, 'fortuna', '', '', '30_2', 4), ('PROPTER/2', 2997, 'propter', '', '', '30_2', 10), ('VTILITAS', 2998, 'utilitatem', '', '', '30_2', 6), ('RESPVBLICA', 2999, 'rei publicae', '', '', '30_2', 44), ('FRVOR', 3000, 'frui', '', '', '30_2', 4), ('NON', 3001, 'non', '', '', '30_2', 106), ('PROPERO', 3002, 'properat', '', '', '30_2', 3), ('VT/4', 3003, 'ut', '', '', '30_3', 46), ('OMNIS', 3004, 'omnia', '', '', '30_3', 36), ('ILLE', 3005, 'illa', '', '', '30_3', 96), ('CONFICIO', 3006, 'conficiat', '', '', '30_3', 7), ('QVIS/1', 3007, 'quid', '', '', '30_3', 31), ('EGO', 3008, 'ego', '', '', '30_3', 88), ('SENATOR', 3009, 'senator', '', '', '30_3', 5), ('FACIO', 3010, 'facere', '', '', '30_3', 16), ('DEBEO', 3011, 'debeo', '', '', '30_3', 14), ('QVI/1', 3012, 'quem', '', '', '30_4', 172), ('ETIAMSI', 3013, 'etiam si', '', '', '30_4', 4), ('ILLE', 3014, 'ille', '', '', '30_4', 96), ('ALIVS', 3015, 'aliud', '', '', '30_4', 15), ('VOLO/3', 3016, 'uellet', '', '', '30_4', 17), ('RESPVBLICA', 3017, 'rei publicae', '', '', '30_4', 44), ('CONSVLO', 3018, 'consulere', '', '', '30_4', 3), ('OPORTET', 3019, 'oporteret', '', '', '30_5', 6), ('EGO', 3020, 'ego', '', '', '30_6', 88), ('VERO/3', 3021, 'uero', '', '', '30_6', 10), ('SIC', 3022, 'sic', '', '', '30_6', 7), ('INTELLIGO', 3023, 'intellego', '', '', '30_6', 4), ('PATER', 3024, 'patres', '', '', '30_6', 17), ('CONSCRIBO', 3025, 'conscripti', '', '', '30_6', 15), ('NOS', 3026, 'nos', '', '', '30_6', 10), ('HIC/1', 3027, 'hoc', '', '', '30_6', 69), ('TEMPVS/1', 3028, 'tempore', '', '', '30_6', 13), ('IN', 3029, 'in', '', '', '30_7', 99), ('PROVINCIA', 3030, 'prouinciis', '', '', '30_7', 31), ('DECERNO', 3031, 'decernendis', '', '', '30_7', 23), ('PERPETVVS', 3032, 'perpetuae', '', '', '30_7', 3), ('PAX', 3033, 'pacis', '', '', '30_7', 7), ('HABEO', 3034, 'habere', '', '', '30_7', 19), ('OPORTET', 3035, 'oportere', '', '', '30_7', 6), ('RATIO', 3036, 'rationem', '', '', '30_8', 11), ('NAM', 3037, 'nam', '', '', '30_8', 9), ('QVIS/1', 3038, 'quis', '', '', '30_8', 31), ('HIC/1', 3039, 'hoc', '', '', '30_8', 69), ('NON', 3040, 'non', '', '', '30_8', 106), ('SENTIO', 3041, 'sentit', '', '', '30_8', 10), ('OMNIS', 3042, 'omnia', '', '', '30_8', 36), ('ALIVS', 3043, 'alia', '', '', '30_8', 15), ('SVM/1', 3044, 'esse', '', '', '30_8', 200), ('NOS', 3045, 'nobis', '', '', '30_8', 10), ('VACVVS', 3046, 'uacua', '', '', '30_9', 1), ('AB', 3047, 'ab', '', '', '30_9', 41), ('OMNIS', 3048, 'omni', '', '', '30_9', 36), ('PERICVLVM', 3049, 'periculo', '', '', '30_9', 6), ('ATQVE/1', 3050, 'atque', '', '', '30_9', 36), ('ETIAM', 3051, 'etiam', '', '', '30_9', 28), ('SVSPICIO/1', 3052, 'suspicione', '', '', '30_9', 1), ('BELLVM', 3053, 'belli', '', '', '30_9', 23), ('IAMDIV', 3054, 'iam diu', '', '', '31_1', 2), ('MARE', 3055, 'mare', '', '', '31_1', 1), ('VIDEO', 3056, 'uidemus', '', '', '31_1', 24), ('ILLE', 3057, 'illud', '', '', '31_1', 96), ('IMMENSVS', 3058, 'immensum', '', '', '31_1', 1), ('QVI/1', 3059, 'cuius', '', '', '31_1', 172), ('FERVOR', 3060, 'feruore', '', '', '31_1', 1), ('NON', 3061, 'non', '', '', '31_1', 106), ('SOLVM/2', 3062, 'solum', '', '', '31_1', 14), ('MARITIMVS', 3063, 'maritimi', '', '', '31_2', 2), ('CVRSVS', 3064, 'cursus', '', '', '31_2', 2), ('SED', 3065, 'sed', '', '', '31_2', 42), ('VRBS', 3066, 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13), ('ALIQVIS', 3088, 'aliquem', '', '', '31_4', 11), ('PORTVS', 3089, 'portum', '', '', '31_4', 2), ('TVTVS', 3090, 'tutum', '', '', '31_5', 1), ('ET/2', 3091, 'et', '', '', '31_5', 110), ('CLAVDO/1', 3092, 'clausum', '', '', '31_5', 1), ('TENEO', 3093, 'teneri', '', '', '31_5', 9), ('NATIO/1', 3094, 'nationes', '', '', '31_5', 9), ('IS', 3095, 'eas', '', '', '31_5', 77), ('QVI/1', 3096, 'quae', '', '', '31_5', 172), ('NVMERVS', 3097, 'numero', '', '', '31_5', 4), ('HOMO', 3098, 'hominum', '', '', '31_6', 30), ('AC/1', 3099, 'ac', '', '', '31_6', 26), ('MVLTITVDO', 3100, 'multitudine', '', '', '31_6', 3), ('IPSE', 3101, 'ipsa', '', '', '31_6', 33), ('POSSVM/1', 3102, 'poterant', '', '', '31_6', 40), ('IN', 3103, 'in', '', '', '31_6', 99), ('PROVINCIA', 3104, 'prouincias', '', '', '31_6', 31), ('NOSTER', 3105, 'nostras', '', '', '31_6', 17), ('REDVNDO', 3106, 'redundare', '', '', '31_7', 1), ('ITA', 3107, 'ita', '', '', '31_7', 14), ('AB', 3108, 'ab', '', '', '31_7', 41), ('IDEM', 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25), ('LONGVS', 3254, 'longe', '', '', '32_13', 3), ('ALIVS', 3255, 'aliam', '', '', '32_13', 15), ('VIDEO', 3256, 'uideo', '', '', '32_13', 24), ('SVM/1', 3257, 'fuisse', '', '', '32_13', 200), ('RATIO', 3258, 'rationem', '', '', '32_13', 11), ('NON', 3259, 'non', '', '', '32_13', 106), ('ENIM/2', 3260, 'enim', '', '', '32_13', 10), ('SVI/1', 3261, 'sibi', '', '', '32_13', 26), ('SOLVM/2', 3262, 'solum', '', '', '32_13', 14), ('CVM/2', 3263, 'cum', '', '', '32_13', 33), ('IS', 3264, 'iis', '', '', '32_14', 77), ('QVI/1', 3265, 'quos', '', '', '32_14', 172), ('IAM', 3266, 'iam', '', '', '32_14', 14), ('ARMATVS/2', 3267, 'armatos', '', '', '32_14', 2), ('CONTRA/2', 3268, 'contra', '', '', '32_14', 9), ('POPVLVS/1', 3269, 'populum', '', '', '32_14', 15), ('ROMANVS/A', 3270, 'Romanum', '', '', '32_14', 13), ('VIDEO', 3271, 'uidebat', '', '', '32_14', 24), ('BELLO', 3272, 'bellandum', '', '', '32_15', 1), ('SVM/1', 3273, 'esse', '', '', '32_15', 200), ('DVCO', 3274, 'duxit', '', '', 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17), ('CONSCRIBO', 3337, 'conscripti', '', '', '33_8', 15), ('CETERVS', 3338, 'ceterae', '', '', '33_8', 4), ('PARS', 3339, 'partes', '', '', '33_8', 2), ('AB', 3340, 'a', '', '', '33_8', 41), ('GENS', 3341, 'gentibus', '', '', '33_8', 8), ('AVT', 3342, 'aut', '', '', '33_8', 35), ('INIMICVS/2', 3343, 'inimicis', '', '', '33_9', 7), ('HIC/1', 3344, 'huic', '', '', '33_9', 69), ('IMPERIVM', 3345, 'imperio', '', '', '33_9', 18), ('AVT', 3346, 'aut', '', '', '33_9', 35), ('INFIDVS', 3347, 'infidis', '', '', '33_9', 1), ('AVT', 3348, 'aut', '', '', '33_9', 35), ('INCOGNITVS', 3349, 'incognitis', '', '', '33_9', 1), ('AVT', 3350, 'aut', '', '', '33_9', 35), ('CERTE', 3351, 'certe', '', '', '33_9', 4), ('IMMANIS', 3352, 'immanibus', '', '', '33_9', 3), ('ET/2', 3353, 'et', '', '', '33_10', 110), ('BARBARVS/2', 3354, 'barbaris', '', '', '33_10', 3), ('ET/2', 3355, 'et', '', '', '33_10', 110), ('BELLICOSVS', 3356, 'bellicosis', '', '', '33_10', 1), ('TENEO', 3357, 'tenebantur', '', '', 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'domicilium', '', '', '34_4', 1), ('AC/1', 3441, 'ac', '', '', '34_4', 26), ('SEDES', 3442, 'sedem', '', '', '34_4', 2), ('PRAEBEO', 3443, 'praebuisset', '', '', '34_5', 1), ('QVI/1', 3444, 'quae', '', '', '34_5', 172), ('IAM', 3445, 'iam', '', '', '34_5', 14), ('LICET/1', 3446, 'licet', '', '', '34_5', 8), ('CONSIDO', 3447, 'considant', '', '', '34_5', 1), ('NIHIL', 3448, 'nihil', '', '', '34_5', 16), ('SVM/1', 3449, 'est', '', '', '34_5', 200), ('ENIM/2', 3450, 'enim', '', '', '34_5', 10), ('VLTRA/2', 3451, 'ultra', '', '', '34_5', 1), ('ILLE', 3452, 'illam', '', '', '34_6', 96), ('ALTITVDO', 3453, 'altitudinem', '', '', '34_6', 1), ('MONS', 3454, 'montium', '', '', '34_6', 1), ('VSQVE', 3455, 'usque', '', '', '34_6', 3), ('AD/2', 3456, 'ad', '', '', '34_6', 35), ('OCEANVS/1', 3457, 'Oceanum', '', '', '34_6', 3), ('QVI/1', 3458, 'quod', '', '', '34_6', 172), ('SVM/1', 3459, 'sit', '', '', '34_6', 200), ('ITALIA/N', 3460, 'Italiae', '', '', '34_7', 4), ('PERTIMESCO', 3461, 'pertimescendum', '', '', '34_7', 3), ('SED', 3462, 'sed', '', '', '34_7', 42), ('TAMEN', 3463, 'tamen', '', '', '34_7', 16), ('VNVS', 3464, 'una', '', '', '34_7', 13), ('ATQVE/1', 3465, 'atque', '', '', '34_7', 36), ('ALTER', 3466, 'altera', '', '', '34_7', 10), ('AESTAS', 3467, 'aestas', '', '', '34_7', 1), ('VEL/1', 3468, 'uel', '', '', '34_8', 8), ('METVS', 3469, 'metu', '', '', '34_8', 3), ('VEL/1', 3470, 'uel', '', '', '34_8', 8), ('SPES', 3471, 'spe', '', '', '34_8', 1), ('VEL/1', 3472, 'uel', '', '', '34_8', 8), ('POENA', 3473, 'poena', '', '', '34_8', 3), ('VEL/1', 3474, 'uel', '', '', '34_8', 8), ('PRAEMIVM', 3475, 'praemiis', '', '', '34_8', 3), ('VEL/1', 3476, 'uel', '', '', '34_8', 8), ('ARMA', 3477, 'armis', '', '', '34_8', 2), ('VEL/1', 3478, 'uel', '', '', '34_8', 8), ('LEX', 3479, 'legibus', '', '', '34_8', 21), ('POSSVM/1', 3480, 'potest', '', '', '34_9', 40), ('TOTVS', 3481, 'totam', '', '', '34_9', 8), ('GALLIA/N', 3482, 'Galliam', '', '', '34_9', 12), ('SEMPITERNVS', 3483, 'sempiternis', '', '', '34_9', 1), ('VINCVLVM', 3484, 'uinculis', '', '', '34_9', 1), ('ASTRINGO', 3485, 'adstringere', '', '', '34_9', 1), ('IMPOLITVS', 3486, 'impolitae', '', '', '34_10', 1), ('VERO/3', 3487, 'uero', '', '', '34_10', 10), ('RES', 3488, 'res', '', '', '34_10', 18), ('ET/2', 3489, 'et', '', '', '34_10', 110), ('ACERBVS', 3490, 'acerbae', '', '', '34_10', 2), ('SI/2', 3491, 'si', '', '', '34_10', 62), ('SVM/1', 3492, 'erunt <relictae>', '', '', '34_10', 200), ('RELINQVO', 3493, '<erunt> relictae', '', '', '34_10', 4), ('QVAMQVAM/2', 3494, 'quamquam', '', '', '34_10', 2), ('SVM/1', 3495, 'sunt <accisae>', '', '', '34_10', 200), ('ACCIDO/2', 3496, '<sunt> accisae', '', '', '34_11', 1), ('TAMEN', 3497, 'tamen', '', '', '34_11', 16), ('EFFERO/2', 3498, 'efferent', '', '', '34_11', 1), ('SVI/1', 3499, 'se', '', '', '34_11', 26), ('ALIQVANDO', 3500, 'aliquando', '', '', '34_11', 2), ('ET/2', 3501, 'et', '', '', '34_11', 110), ('AD/2', 3502, 'ad', '', '', '34_11', 35), ('RENOVO', 3503, 'renouandum', '', '', '34_11', 2), ('BELLVM', 3504, 'bellum', '', '', '34_11', 23), ('REVIRESCO', 3505, 'reuirescent', '', '', '34_12', 1), ('QVARE/1', 3506, 'qua re', '', '', '35_1', 4), ('SVM/1', 3507, 'sit', '', '', '35_1', 200), ('IN', 3508, 'in', '', '', '35_1', 99), ('IS', 3509, 'eius', '', '', '35_1', 77), ('TVTELA', 3510, 'tutela', '', '', '35_1', 1), ('GALLIA/N', 3511, 'Gallia', '', '', '35_1', 12), ('QVI/1', 3512, 'cuius', '', '', '35_1', 172), ('FIDES/2', 3513, 'fidei', '', '', '35_1', 3), ('VIRTVS', 3514, 'uirtuti', '', '', '35_2', 5), ('FELICITAS', 3515, 'felicitati', '', '', '35_2', 1), ('COMMENDO', 3516, 'commendata <est>', '', '', '35_2', 2), ('SVM/1', 3517, '<commendata> est', '', '', '35_2', 200), ('QVI/1', 3518, 'qui', '', '', '35_2', 172), ('SI/2', 3519, 'si', '', '', '35_2', 62), ('FORTVNA', 3520, 'Fortunae', '', '', '35_2', 4), ('MVNVS', 3521, 'muneribus', '', '', '35_2', 2), ('AMPLVS', 3522, 'amplissimis', '', '', '35_3', 5), ('ORNO', 3523, 'ornatus', '', '', '35_3', 6), ('SAEPE', 3524, 'saepius', '', '', '35_3', 4), ('IS', 3525, 'eius', '', '', '35_3', 77), ('DEA', 3526, 'deae', '', '', '35_3', 1), ('PERICVLVM', 3527, 'periculum', '', '', '35_3', 6), ('FACIO', 3528, 'facere', '', '', '35_3', 16), ('NOLO', 3529, 'nollet', '', '', '35_3', 2), ('SI/2', 3530, 'si', '', '', '35_4', 62), ('IN', 3531, 'in', '', '', '35_4', 99), ('PATRIA', 3532, 'patriam', '', '', '35_4', 7), ('SI/2', 3533, 'si', '', '', '35_4', 62), ('AD/2', 3534, 'ad', '', '', '35_4', 35), ('DEVS', 3535, 'deos', '', '', '35_4', 4), ('PENATES/N', 3536, 'penatis', '', '', '35_4', 1), ('SI/2', 3537, 'si', '', '', '35_4', 62), ('AD/2', 3538, 'ad', '', '', '35_4', 35), ('IS', 3539, 'eam', '', '', '35_4', 77), ('DIGNITAS', 3540, 'dignitatem', '', '', '35_4', 13), ('QVI/1', 3541, 'quam', '', '', '35_4', 172), ('IN', 3542, 'in', '', '', '35_5', 99), ('CIVITAS', 3543, 'ciuitate', '', '', '35_5', 9), ('SVI/1', 3544, 'sibi', '', '', '35_5', 26), ('PROPONO', 3545, 'propositam', '', '', '35_5', 1), ('VIDEO', 3546, 'uidet', '', '', '35_5', 24), ('SI/2', 3547, 'si', '', '', '35_5', 62), ('AD/2', 3548, 'ad', '', '', '35_5', 35), ('IVCVNDVS', 3549, 'iucundissimos', '', '', '35_5', 1), ('LIBERI', 3550, 'liberos', '', '', '35_5', 1), ('SI/2', 3551, 'si', '', '', '35_6', 62), ('AD/2', 3552, 'ad', '', '', '35_6', 35), ('CLARVS', 3553, 'clarissimum', '', '', '35_6', 6), ('GENER', 3554, 'generum', '', '', '35_6', 4), ('REDEO/1', 3555, 'redire', '', '', '35_6', 6), ('PROPERO', 3556, 'properaret', '', '', '35_6', 3), ('SI/2', 3557, 'si', '', '', '35_6', 62), ('IN', 3558, 'in', '', '', '35_6', 99), ('CAPITOLIVM/N', 3559, 'Capitolium', '', '', '35_7', 2), ('INVEHO', 3560, 'inuehi', '', '', '35_7', 1), ('VICTOR', 3561, 'uictor', '', '', '35_7', 1), ('CVM/2', 3562, 'cum', '', '', '35_7', 33), ('ILLE', 3563, 'illa', '', '', '35_7', 96), ('INSIGNIS', 3564, 'insigni', '', '', '35_7', 5), ('LAVREA', 3565, 'laurea', '', '', '35_7', 2), ('GESTIO/2', 3566, 'gestiret', '', '', '35_7', 1), ('SI/2', 3567, 'si', '', '', '35_7', 62), ('DENIQVE', 3568, 'denique', '', '', '35_7', 5), ('TIMEO', 3569, 'timeret', '', '', '35_8', 2), ('CASVS', 3570, 'casum', '', '', '35_8', 2), ('ALIQVIS', 3571, 'aliquem', '', '', '35_8', 11), ('QVI/1', 3572, 'qui', '', '', '35_8', 172), ('ILLE', 3573, 'illi', '', '', '35_8', 96), ('TANTVM/2', 3574, 'tantum', '', '', '35_8', 4), ('ADDO', 3575, 'addere', '', '', '35_8', 1), ('IAM', 3576, 'iam', '', '', '35_8', 14), ('NON', 3577, 'non', '', '', '35_8', 106), ('POSSVM/1', 3578, 'potest', '', '', '35_8', 40), ('QVANTVM/3', 3579, 'quantum', '', '', '35_9', 3), ('AVFERO', 3580, 'auferre', '', '', '35_9', 2), ('NOS', 3581, 'nos', '', '', '35_9', 10), ('TAMEN', 3582, 'tamen', '', '', '35_9', 16), ('OPORTET', 3583, 'oporteret', '', '', '35_9', 6), ('AB', 3584, 'ab', '', '', '35_9', 41), ('IDEM', 3585, 'eodem', '', '', '35_9', 27), ('ILLE', 3586, 'illa', '', '', '35_9', 96), ('OMNIS', 3587, 'omnia', '', '', '35_9', 36), ('AB', 3588, 'a', '', '', '35_10', 41), ('QVI/1', 3589, 'quo', '', '', '35_10', 172), ('PROFLIGO', 3590, 'profligata <sunt>', '', '', '35_10', 1), ('SVM/1', 3591, '<profligata> sunt', '', '', '35_10', 200), ('CONFICIO', 3592, 'confici', '', '', '35_10', 7), ('VOLO/3', 3593, 'uelle', '', '', '35_10', 17), ('CVM/3', 3594, 'cum', '', '', '35_10', 29), ('VERO/3', 3595, 'uero', '', '', '35_10', 10), ('ILLE', 3596, 'ille', '', '', '35_10', 96), ('SVVS', 3597, 'suae', '', '', '35_10', 22), ('GLORIA', 3598, 'gloriae', '', '', '35_10', 4), ('IAMPRIDEM', 3599, 'iam pridem', '', '', '35_11', 1), ('RESPVBLICA', 3600, 'rei publicae', '', '', '35_11', 44), ('NONDVM', 3601, 'nondum', '', '', '35_11', 5), ('SATISFACIO', 3602, 'satis fecerit', '', '', '35_11', 1), ('ET/2', 3603, 'et', '', '', '35_11', 110), ('MALO', 3604, 'malit', '', '', '35_11', 3), ('TAMEN', 3605, 'tamen', '', '', '35_11', 16), ('TARDVS', 3606, 'tardius', '', '', '35_12', 1), ('AD/2', 3607, 'ad', '', '', '35_12', 35), ('SVVS', 3608, 'suorum', '', '', '35_12', 22), ('LABOR/1', 3609, 'laborum', '', '', '35_12', 4), ('FRVCTVS', 3610, 'fructus', '', '', '35_12', 1), ('PERVENIO', 3611, 'peruenire', '', '', '35_12', 3), ('QVAM/1', 3612, 'quam', '', '', '35_12', 19), ('NON', 3613, 'non', '', '', '35_12', 106), ('EXPLEO', 3614, 'explere', '', '', '35_13', 2), ('SVSCIPIO', 3615, 'susceptum', '', '', '35_13', 1), ('RESPVBLICA', 3616, 'rei publicae', '', '', '35_13', 44), ('MVNVS', 3617, 'munus', '', '', '35_13', 2), ('NEC/2', 3618, 'nec', '', '', '35_13', 7), ('IMPERATOR', 3619, 'imperatorem', '', '', '35_13', 14), ('INCENDO', 3620, 'incensum', '', '', '35_14', 2), ('AD/2', 3621, 'ad', '', '', '35_14', 35), ('RESPVBLICA', 3622, 'rem publicam', '', '', '35_14', 44), ('BENE', 3623, 'bene', '', '', '35_14', 6), ('GERO', 3624, 'gerendam', '', '', '35_14', 10), ('REVOCO', 3625, 'reuocare', '', '', '35_14', 3), ('NEC/2', 3626, 'nec', '', '', '35_14', 7), ('TOTVS', 3627, 'totam', '', '', '35_14', 8), ('GALLICVS/A', 3628, 'Gallici', '', '', '35_15', 5), ('BELLVM', 3629, 'belli', '', '', '35_15', 23), ('RATIO', 3630, 'rationem', '', '', '35_15', 11), ('PROPE/2', 3631, 'prope', '', '', '35_15', 6), ('IAM', 3632, 'iam', '', '', '35_15', 14), ('EXPLICO', 3633, 'explicatam', '', '', '35_15', 2), ('PERTVRBO/2', 3634, 'perturbare', '', '', '35_15', 2), ('ATQVE/1', 3635, 'atque', '', '', '35_15', 36), ('IMPEDIO', 3636, 'impedire', '', '', '35_16', 1), ('DEBEO', 3637, 'debemus', '', '', '35_16', 14), ('NAM', 3638, 'nam', '', '', '36_1', 9), ('ILLE', 3639, 'illae', '', '', '36_1', 96), ('SENTENTIA', 3640, 'sententiae', '', '', '36_1', 17), ('VIR', 3641, 'uirorum', '', '', '36_1', 14), ('CLARVS', 3642, 'clarissimorum', '', '', '36_1', 6), ('PARVM/2', 3643, 'minime', '', '', '36_1', 7), ('PROBO', 3644, 'probandae', '', '', '36_2', 5), ('SVM/1', 3645, 'sunt', '', '', '36_2', 200), ('QVI/1', 3646, 'quorum', '', '', '36_2', 172), ('ALTER', 3647, 'alter', '', '', '36_2', 10), ('VLTIMVS', 3648, 'ulteriorem', '', '', '36_2', 4), ('GALLIA/N', 3649, 'Galliam', '', '', '36_2', 12), ('DECERNO', 3650, 'decernit', '', '', '36_2', 23), ('CVM/2', 3651, 'cum', '', '', '36_2', 33), ('SYRIA/N', 3652, 'Syria', '', '', '36_3', 10), ('ALTER', 3653, 'alter', '', '', '36_3', 10), ('CITERIOR', 3654, 'citeriorem', '', '', '36_3', 2), ('QVI/1', 3655, 'qui', '', '', '36_3', 172), ('VLTIMVS', 3656, 'ulteriorem', '', '', '36_3', 4), ('OMNIS', 3657, 'omnia', '', '', '36_3', 36), ('ILLE', 3658, 'illa', '', '', '36_3', 96), ('DE', 3659, 'de', '', '', '36_3', 34), ('QVI/1', 3660, 'quibus', '', '', '36_3', 172), ('DISSERO/2', 3661, 'disserui', '', '', '36_4', 1), ('PAVLO', 3662, 'paulo', '', '', '36_4', 4), ('ANTE/2', 3663, 'ante', '', '', '36_4', 7), ('PERTVRBO/2', 3664, 'perturbat', '', '', '36_4', 2), ('SIMVL/1', 3665, 'simul', '', '', '36_4', 2), ('OSTENDO', 3666, 'ostendit', '', '', '36_4', 1), ('IS', 3667, 'eam', '', '', '36_4', 77), ('SVI/1', 3668, 'se', '', '', '36_4', 26), ('TENEO', 3669, 'tenere', '', '', '36_4', 9), ('LEX', 3670, 'legem', '', '', '36_5', 21), ('QVI/1', 3671, 'quam', '', '', '36_5', 172), ('SVM/1', 3672, 'esse', '', '', '36_5', 200), ('LEX', 3673, 'legem', '', '', '36_5', 21), ('NEGO', 3674, 'neget', '', '', '36_5', 4), ('ET/2', 3675, 'et', '', '', '36_5', 110), ('QVI/1', 3676, 'quae', '', '', '36_5', 172), ('PARS', 3677, 'pars', '', '', '36_5', 2), ('PROVINCIA', 3678, 'prouinciae', '', '', '36_5', 31), ('SVM/1', 3679, 'sit', '', '', '36_5', 200), ('QVI/1', 3680, 'cui', '', '', '36_6', 172), ('NON', 3681, 'non', '', '', '36_6', 106), ('POSSVM/1', 3682, 'possit', '', '', '36_6', 40), ('INTERCEDO/1', 3683, 'intercedi', '', '', '36_6', 4), ('HIC/1', 3684, 'hanc', '', '', '36_6', 69), ('SVI/1', 3685, 'se', '', '', '36_6', 26), ('AVELLO', 3686, 'auellere', '', '', '36_6', 1), ('QVI/1', 3687, 'quae', '', '', '36_6', 172), ('DEFENSOR', 3688, 'defensorem', '', '', '36_6', 1), ('HABEO', 3689, 'habeat', '', '', '36_7', 19), ('NON', 3690, 'non', '', '', '36_7', 106), ('TANGO', 3691, 'tangere', '', '', '36_7', 2), ('SIMVL/1', 3692, 'simul', '', '', '36_7', 2), ('ET/1', 3693, 'et', '', '', '36_7', 1), ('ILLE', 3694, 'illud', '', '', '36_7', 96), ('FACIO', 3695, 'facit', '', '', '36_7', 16), ('VT/4', 3696, 'ut', '', '', '36_7', 46), ('QVI/1', 3697, 'quod', '', '', '36_7', 172), ('ILLE', 3698, 'illi', '', '', '36_7', 96), ('AB', 3699, 'a', '', '', '36_7', 41), ('POPVLVS/1', 3700, 'populo', '', '', '36_8', 15), ('DO', 3701, 'datum <sit>', '', '', '36_8', 5), ('SVM/1', 3702, '<datum> sit', '', '', '36_8', 200), ('IS', 3703, 'id', '', '', '36_8', 77), ('NON', 3704, 'non', '', '', '36_8', 106), ('VIOLO', 3705, 'uiolet', '', '', '36_8', 3), ('QVI/1', 3706, 'quod', '', '', '36_8', 172), ('SENATVS', 3707, 'senatus', '', '', '36_8', 13), ('DO', 3708, 'dederit', '', '', '36_8', 5), ('IS', 3709, 'id', '', '', '36_8', 77), ('SENATOR', 3710, 'senator', '', '', '36_9', 5), ('PROPERO', 3711, 'properet', '', '', '36_9', 3), ('AVFERO', 3712, 'auferre', '', '', '36_9', 2), ('ALTER', 3713, 'alter', '', '', '36_9', 10), ('BELLVM', 3714, 'belli', '', '', '36_9', 23), ('GALLICVS/A', 3715, 'Gallici', '', '', '36_9', 5), ('RATIO', 3716, 'rationem', '', '', '36_9', 11), ('HABEO', 3717, 'habet', '', '', '36_9', 19), ('FVNGOR', 3718, 'fungitur', '', '', '36_10', 1), ('OFFICIVM', 3719, 'officio', '', '', '36_10', 3), ('BONVS', 3720, 'boni', '', '', '36_10', 7), ('SENATOR', 3721, 'senatoris', '', '', '36_10', 5), ('LEX', 3722, 'legem', '', '', '36_10', 21), ('QVI/1', 3723, 'quam', '', '', '36_10', 172), ('NON', 3724, 'non', '', '', '36_10', 106), ('PVTO', 3725, 'putat', '', '', '36_10', 15), ('IS', 3726, 'eam', '', '', '36_10', 77), ('QVOQVE', 3727, 'quoque', '', '', '36_11', 4), ('SERVO', 3728, 'seruat', '', '', '36_11', 5), ('PRAEFINIO', 3729, 'praefinit', '', '', '36_11', 1), ('ENIM/2', 3730, 'enim', '', '', '36_11', 10), ('SVCCESSOR', 3731, 'successori', '', '', '36_11', 1), ('DIES', 3732, 'diem', '', '', '36_11', 11), ('QVAMQVAM/2', 3733, 'quamquam', '', '', '36_11', 2), ('EGO', 3734, 'mihi', '', '', '36_12', 88), ('NIHIL', 3735, 'nihil', '', '', '36_12', 16), ('VIDEO', 3736, 'uidetur', '', '', '36_12', 24), ('ALIENVS/2', 3737, 'alienius', '', '', '36_12', 5), ('AB', 3738, 'a', '', '', '36_12', 41), ('DIGNITAS', 3739, 'dignitate', '', '', '36_12', 13), ('DISCIPLINA', 3740, 'disciplina', '', '', '36_12', 1), ('QVE', 3741, 'que', '', '', '36_12', 36), ('MAIORES', 3742, 'maiorum', '', '', '36_12', 2), ('QVAM/1', 3743, 'quam', '', '', '36_13', 19), ('VT/4', 3744, 'ut', '', '', '36_13', 46), ('QVI/1', 3745, 'qui', '', '', '36_13', 172), ('CONSVL', 3746, 'consul', '', '', '36_13', 15), ('KALENDAE', 3747, 'Kalendis', '', '', '36_13', 2), ('IANVARIVS/A', 3748, 'Ianuariis', '', '', '36_13', 2), ('HABEO', 3749, 'habere', '', '', '36_13', 19), ('PROVINCIA', 3750, 'prouinciam', '', '', '36_13', 31), ('DEBEO', 3751, 'debet', '', '', '36_14', 14), ('IS', 3752, 'is', '', '', '36_14', 77), ('VT/4', 3753, 'ut', '', '', '36_14', 46), ('IS', 3754, 'eam', '', '', '36_14', 77), ('DESPONDEO', 3755, 'desponsam', '', '', '36_14', 1), ('NON', 3756, 'non', '', '', '36_14', 106), ('DECERNO', 3757, 'decretam', '', '', '36_14', 23), ('HABEO', 3758, 'habere', '', '', '36_14', 19), ('VIDEO', 3759, 'uideatur', '', '', '36_14', 24), ('SVM/1', 3760, 'fuerit', '', '', '37_1', 200), ('TOTVS', 3761, 'toto', '', '', '37_1', 8), ('IN', 3762, 'in', '', '', '37_1', 99), ('CONSVLATVS', 3763, 'consulatu', '', '', '37_1', 1), ('SINE', 3764, 'sine', '', '', '37_1', 7), ('PROVINCIA', 3765, 'prouincia', '', '', '37_1', 31), ('QVI/1', 3766, 'cui', '', '', '37_1', 172), ('SVM/1', 3767, 'fuerit <decreta>', '', '', '37_1', 200), ('ANTEQVAM', 3768, 'ante quam', '', '', '37_1', 6), ('DESIGNO', 3769, 'designatus <est>', '', '', '37_2', 3), ('SVM/1', 3770, '<designatus> est', '', '', '37_2', 200), ('DECERNO', 3771, '<fuerit> decreta', '', '', '37_2', 23), ('PROVINCIA', 3772, 'prouincia', '', '', '37_2', 31), ('SORTIOR', 3773, 'sortietur', '', '', '37_2', 3), ('AN', 3774, 'an', '', '', '37_2', 11), ('NON', 3775, 'non', '', '', '37_2', 106), ('NAM', 3776, 'nam', '', '', '37_2', 9), ('ET/2', 3777, 'et', '', '', '37_3', 110), ('NON', 3778, 'non', '', '', '37_3', 106), ('SORTIOR', 3779, 'sortiri', '', '', '37_3', 3), ('ABSVRDVS', 3780, 'absurdum', '', '', '37_3', 1), ('SVM/1', 3781, 'est', '', '', '37_3', 200), ('ET/2', 3782, 'et', '', '', '37_3', 110), ('QVI/1', 3783, 'quod', '', '', '37_3', 172), ('SORTIOR', 3784, 'sortitus <sis>', '', '', '37_3', 3), ('SVM/1', 3785, '<sortitus> sis', '', '', '37_3', 200), ('NON', 3786, 'non', '', '', '37_3', 106), ('HABEO', 3787, 'habere', '', '', '37_3', 19), ('PROFICISCOR', 3788, 'proficiscetur', '', '', '37_4', 1), ('PALVDATVS', 3789, 'paludatus', '', '', '37_4', 1), ('QVO/2', 3790, 'quo', '', '', '37_4', 5), ('QVO/2', 3791, 'quo', '', '', '37_4', 5), ('PERVENIO', 3792, 'peruenire', '', '', '37_4', 3), ('ANTE/2', 3793, 'ante', '', '', '37_4', 7), ('CERTVS', 3794, 'certam', '', '', '37_4', 3), ('DIES', 3795, 'diem', '', '', '37_5', 11), ('NON', 3796, 'non', '', '', '37_5', 106), ('LICET/1', 3797, 'licebit', '', '', '37_5', 8), ('IANVARIVS/A', 3798, 'Ianuario', '', '', '37_5', 2), ('FEBRVARIVS/N', 3799, 'Februario', '', '', '37_5', 1), ('PROVINCIA', 3800, 'prouinciam', '', '', '37_5', 31), ('NON', 3801, 'non', '', '', '37_5', 106), ('HABEO', 3802, 'habebit', '', '', '37_6', 19), ('KALENDAE', 3803, 'Kalendis', '', '', '37_6', 2), ('IS', 3804, 'ei', '', '', '37_6', 77), ('DENIQVE', 3805, 'denique', '', '', '37_6', 5), ('MARTIVS/A', 3806, 'Martiis', '', '', '37_6', 1), ('NASCOR', 3807, 'nascetur', '', '', '37_6', 1), ('REPENTE', 3808, 'repente', '', '', '37_6', 2), ('PROVINCIA', 3809, 'prouincia', '', '', '37_7', 31), ('AC/1', 3810, 'ac', '', '', '38_1', 26), ('TAMEN', 3811, 'tamen', '', '', '38_1', 16), ('HIC/1', 3812, 'his', '', '', '38_1', 69), ('SENTENTIA', 3813, 'sententiis', '', '', '38_1', 17), ('PISO/N', 3814, 'Piso', '', '', '38_1', 7), ('IN', 3815, 'in', '', '', '38_1', 99), ('PROVINCIA', 3816, 'prouincia', '', '', '38_1', 31), ('PERMANEO', 3817, 'permanebit', '', '', '38_2', 1), ('QVI/1', 3818, 'quae', '', '', '38_2', 172), ('CVM/3', 3819, 'cum', '', '', '38_2', 29), ('GRAVIS', 3820, 'grauia', '', '', '38_2', 6), ('SVM/1', 3821, 'sunt', '', '', '38_2', 200), ('TVM', 3822, 'tum', '', '', '38_2', 12), ('NIHIL', 3823, 'nihil', '', '', '38_2', 16), ('GRAVIS', 3824, 'grauius', '', '', '38_2', 6), ('ILLE', 3825, 'illo', '', '', '38_2', 96), ('QVOD/1', 3826, 'quod', '', '', '38_2', 20), ('MVLTO/1', 3827, 'multari', '', '', '38_3', 1), ('IMPERATOR', 3828, 'imperatorem', '', '', '38_3', 14), ('DEMINVTIO', 3829, 'deminutione', '', '', '38_3', 1), ('PROVINCIA', 3830, 'prouinciae', '', '', '38_3', 31), ('CONTVMELIOSVS', 3831, 'contumeliosum', '', '', '38_3', 1), ('SVM/1', 3832, 'est', '', '', '38_4', 200), ('NEQVE', 3833, 'neque', '', '', '38_4', 3), ('SOLVM/2', 3834, 'solum', '', '', '38_4', 14), ('SVPERVS', 3835, 'summo', '', '', '38_4', 13), ('IN', 3836, 'in', '', '', '38_4', 99), ('VIR', 3837, 'uiro', '', '', '38_4', 14), ('SED', 3838, 'sed', '', '', '38_4', 42), ('ETIAM', 3839, 'etiam', '', '', '38_4', 28), ('MEDIOCRIS', 3840, 'mediocri', '', '', '38_4', 2), ('IN', 3841, 'in', '', '', '38_4', 99), ('HOMO', 3842, 'homine', '', '', '38_5', 30), ('NE/4', 3843, 'ne', '', '', '38_5', 14), ('ACCIDO/1', 3844, 'accidat', '', '', '38_5', 2), ('PROVIDEO', 3845, 'prouidendum', '', '', '38_5', 4), ('EGO', 3846, 'ego', '', '', '38_6', 88), ('VOS', 3847, 'uos', '', '', '38_6', 31), ('INTELLIGO', 3848, 'intellego', '', '', '38_6', 4), ('PATER', 3849, 'patres', '', '', '38_6', 17), ('CONSCRIBO', 3850, 'conscripti', '', '', '38_6', 15), ('MVLTVS', 3851, 'multos', '', '', '38_6', 10), ('DECERNO', 3852, 'decreuisse', '', '', '38_6', 23), ('EXIMIVS', 3853, 'eximios', '', '', '38_7', 5), ('HONOR', 3854, 'honores', '', '', '38_7', 10), ('GAIVS/N', 3855, 'C.', '', '', '38_7', 19), ('CAESAR/N', 3856, 'Caesari', '', '', '38_7', 25), ('ET/2', 3857, 'et', '', '', '38_7', 110), ('PROPE/2', 3858, 'prope', '', '', '38_7', 6), ('SINGVLARIS', 3859, 'singularis', '', '', '38_7', 2), ('SI/2', 3860, 'si', '', '', '38_7', 62), ('QVOD/1', 3861, 'quod', '', '', '38_7', 20), ('ITA', 3862, 'ita', '', '', '38_8', 14), ('MEREOR', 3863, 'meritus <erat>', '', '', '38_8', 1), ('SVM/1', 3864, '<meritus> erat', '', '', '38_8', 200), ('GRATVS', 3865, 'grati', '', '', '38_8', 4), ('SIN', 3866, 'sin', '', '', '38_8', 1), ('ETIAM', 3867, 'etiam', '', '', '38_8', 28), ('VT/4', 3868, 'ut', '', '', '38_8', 46), ('QVAM/1', 3869, 'quam', '', '', '38_8', 19), ('CONIVNGO', 3870, 'coniunctissimus', '', '', '38_8', 6), ('HIC/1', 3871, 'huic', '', '', '38_9', 69), ('ORDO', 3872, 'ordini', '', '', '38_9', 16), ('SVM/1', 3873, 'esset', '', '', '38_9', 200), ('SAPIENS/2', 3874, 'sapientes', '', '', '38_9', 2), ('AC/1', 3875, 'ac', '', '', '38_9', 26), ('DIVINVS/2', 3876, 'diuini', '', '', '38_9', 3), ('SVM/1', 3877, 'fuistis', '', '', '38_9', 200), ('NEMO', 3878, 'neminem', '', '', '38_9', 9), ('VMQVAM', 3879, 'umquam', '', '', '38_10', 4), ('SVM/1', 3880, 'est <complexus>', '', '', '38_10', 200), ('HIC/1', 3881, 'hic', '', '', '38_10', 69), ('ORDO', 3882, 'ordo', '', '', '38_10', 16), ('COMPLECTOR', 3883, '<est> complexus', '', '', '38_10', 1), ('HONOR', 3884, 'honoribus', '', '', '38_10', 10), ('ET/2', 3885, 'et', '', '', '38_10', 110), ('BENEFICIVM', 3886, 'beneficiis', '', '', '38_10', 7), ('SVVS', 3887, 'suis', '', '', '38_11', 22), ('QVI/1', 3888, 'qui', '', '', '38_11', 172), ('VLLVS', 3889, 'ullam', '', '', '38_11', 7), ('DIGNITAS', 3890, 'dignitatem', '', '', '38_11', 13), ('PRAESTABILIS', 3891, 'praestabiliorem', '', '', '38_11', 2), ('IS', 3892, 'ea', '', '', '38_11', 77), ('QVI/1', 3893, 'quam', '', '', '38_11', 172), ('PER', 3894, 'per', '', '', '38_11', 10), ('VOS', 3895, 'uos', '', '', '38_11', 31), ('SVM/1', 3896, 'esset <adeptus>', '', '', '38_12', 200), ('ADIPISCOR', 3897, '<esset> adeptus', '', '', '38_12', 3), ('PVTO', 3898, 'putarit', '', '', '38_12', 15), ('NEMO', 3899, 'nemo', '', '', '38_12', 9), ('VMQVAM', 3900, 'umquam', '', '', '38_12', 4), ('HIC/2', 3901, 'hic', '', '', '38_12', 1), ('POSSVM/1', 3902, 'potuit', '', '', '38_12', 40), ('SVM/1', 3903, 'esse', '', '', '38_12', 200), ('PRINCEPS/2', 3904, 'princeps', '', '', '38_13', 4), ('QVI/1', 3905, 'qui', '', '', '38_13', 172), ('MALO', 3906, 'maluerit', '', '', '38_13', 3), ('SVM/1', 3907, 'esse', '', '', '38_13', 200), ('POPVLARIS/2', 3908, 'popularis', '', '', '38_13', 5), ('SED', 3909, 'sed', '', '', '38_13', 42), ('HOMO', 3910, 'homines', '', '', '38_13', 30), ('AVT', 3911, 'aut', '', '', '38_13', 35), ('PROPTER/2', 3912, 'propter', '', '', '38_13', 10), ('INDIGNITAS', 3913, 'indignitatem', '', '', '38_14', 1), ('SVVS', 3914, 'suam', '', '', '38_14', 22), ('DIFFIDO', 3915, 'diffisi', '', '', '38_14', 1), ('IPSE', 3916, 'ipsi', '', '', '38_14', 33), ('SVI/1', 3917, 'sibi', '', '', '38_14', 26), ('AVT', 3918, 'aut', '', '', '38_14', 35), ('PROPTER/2', 3919, 'propter', '', '', '38_14', 10), ('RELIQVVS', 3920, 'reliquorum', '', '', '38_14', 4), ('OBTRECTATIO', 3921, 'obtrectationem', '', '', '38_15', 1), ('AB', 3922, 'ab', '', '', '38_15', 41), ('HIC/1', 3923, 'huius', '', '', '38_15', 69), ('ORDO', 3924, 'ordinis', '', '', '38_15', 16), ('CONIVNCTIO', 3925, 'coniunctione', '', '', '38_15', 2), ('DEPELLO', 3926, 'depulsi', '', '', '38_15', 2), ('SAEPE', 3927, 'saepe', '', '', '38_15', 4), ('EX', 3928, 'ex', '', '', '38_16', 16), ('HIC/1', 3929, 'hoc', '', '', '38_16', 69), ('PORTVS', 3930, 'portu', '', '', '38_16', 2), ('SVI/1', 3931, 'se', '', '', '38_16', 26), ('IN', 3932, 'in', '', '', '38_16', 99), ('ILLE', 3933, 'illos', '', '', '38_16', 96), ('FLVCTVS', 3934, 'fluctus', '', '', '38_16', 1), ('PROPE/2', 3935, 'prope', '', '', '38_16', 6), ('NECESSARIO', 3936, 'necessario', '', '', '38_16', 1), ('CONFERO', 3937, 'contulerunt', '', '', '38_16', 1), ('QVI/1', 3938, 'qui', '', '', '38_17', 172), ('SI/2', 3939, 'si', '', '', '38_17', 62), ('EX', 3940, 'ex', '', '', '38_17', 16), ('ILLE', 3941, 'illa', '', '', '38_17', 96), ('IACTATIO', 3942, 'iactatione', '', '', '38_17', 1), ('CVRSVS', 3943, 'cursu', '', '', '38_17', 2), ('QVE', 3944, 'que', '', '', '38_17', 36), ('POPVLARIS/2', 3945, 'populari', '', '', '38_17', 5), ('BENE', 3946, 'bene', '', '', '38_17', 6), ('GERO', 3947, 'gesta', '', '', '38_17', 10), ('RESPVBLICA', 3948, 're publica', '', '', '38_18', 44), ('REFERO', 3949, 'referunt', '', '', '38_18', 4), ('ASPECTVS', 3950, 'aspectum', '', '', '38_18', 1), ('IN', 3951, 'in', '', '', '38_18', 99), ('CVRIA', 3952, 'curiam', '', '', '38_18', 1), ('ATQVE/1', 3953, 'atque', '', '', '38_18', 36), ('HIC/1', 3954, 'huic', '', '', '38_18', 69), ('AMPLVS', 3955, 'amplissimae', '', '', '38_18', 5), ('DIGNITAS', 3956, 'dignitati', '', '', '38_19', 13), ('SVM/1', 3957, 'esse <commendati>', '', '', '38_19', 200), ('COMMENDO', 3958, '<esse> commendati', '', '', '38_19', 2), ('VOLO/3', 3959, 'uolunt', '', '', '38_19', 17), ('NON', 3960, 'non', '', '', '38_19', 106), ('MODO/1', 3961, 'modo', '', '', '38_19', 4), ('NON', 3962, 'non', '', '', '38_19', 106), ('REPELLO', 3963, 'repellendi', '', '', '38_19', 3), ('SVM/1', 3964, 'sunt', '', '', '38_20', 200), ('VERVM/4', 3965, 'uerum', '', '', '38_20', 3), ('ETIAM', 3966, 'etiam', '', '', '38_20', 28), ('EXPETO', 3967, 'expetendi', '', '', '38_20', 1), ('MONEO', 3968, 'monemur', '', '', '39_1', 2), ('AB', 3969, 'a', '', '', '39_1', 41), ('FORTIS', 3970, 'fortissimo', '', '', '39_1', 7), ('VIR', 3971, 'uiro', '', '', '39_1', 14), ('ATQVE/1', 3972, 'atque', '', '', '39_2', 36), ('BONVS', 3973, 'optimo', '', '', '39_2', 7), ('POST/2', 3974, 'post', '', '', '39_2', 4), ('HOMO', 3975, 'hominum', '', '', '39_2', 30), ('MEMORIA', 3976, 'memoriam', '', '', '39_2', 4), ('CONSVL', 3977, 'consule', '', '', '39_2', 15), ('VT/4', 3978, 'ut', '', '', '39_2', 46), ('PROVIDEO', 3979, 'prouideamus', '', '', '39_3', 4), ('NE/4', 3980, 'ne', '', '', '39_3', 14), ('CITERIOR', 3981, 'citerior', '', '', '39_3', 2), ('GALLIA/N', 3982, 'Gallia', '', '', '39_3', 12), ('NOS', 3983, 'nobis', '', '', '39_3', 10), ('INVITVS', 3984, 'inuitis', '', '', '39_3', 3), ('ALIQVIS', 3985, 'alicui', '', '', '39_3', 11), ('DECERNO', 3986, 'decernatur', '', '', '39_3', 23), ('POST/2', 3987, 'post', '', '', '39_3', 4), ('IS', 3988, 'eos', '', '', '39_3', 77), ('CONSVL', 3989, 'consules', '', '', '39_4', 15), ('QVI/1', 3990, 'qui', '', '', '39_4', 172), ('NVNC', 3991, 'nunc', '', '', '39_4', 12), ('SVM/1', 3992, 'erunt <designati>', '', '', '39_4', 200), ('DESIGNO', 3993, '<erunt> designati', '', '', '39_4', 3), ('PERPETVO/2', 3994, 'perpetuo', '', '', '39_4', 1), ('QVE', 3995, 'que', '', '', '39_4', 36), ('POSTHAC', 3996, 'posthac', '', '', '39_4', 1), ('AB', 3997, 'ab', '', '', '39_4', 41), ('IS', 3998, 'iis', '', '', '39_4', 77), ('QVI/1', 3999, 'qui', '', '', '39_5', 172), ('HIC/1', 4000, 'hunc', '', '', '39_5', 69), ('ORDO', 4001, 'ordinem', '', '', '39_5', 16), ('OPPVGNO', 4002, 'oppugnent', '', '', '39_5', 4), ('POPVLARIS/2', 4003, 'populari', '', '', '39_5', 5), ('AC/1', 4004, 'ac', '', '', '39_5', 26), ('TVRBVLENTVS', 4005, 'turbulenta', '', '', '39_5', 1), ('RATIO', 4006, 'ratione', '', '', '39_5', 11), ('TENEO', 4007, 'teneatur', '', '', '39_6', 9), ('QVI/1', 4008, 'quam', '', '', '39_6', 172), ('EGO', 4009, 'ego', '', '', '39_6', 88), ('PLAGA/1', 4010, 'plagam', '', '', '39_6', 2), ('ETSI/2', 4011, 'etsi', '', '', '39_6', 2), ('NON', 4012, 'non', '', '', '39_6', 106), ('CONTEMNO', 4013, 'contemno', '', '', '39_6', 1), ('PATER', 4014, 'patres', '', '', '39_6', 17), ('CONSCRIBO', 4015, 'conscripti', '', '', '39_7', 15), ('PRAESERTIM', 4016, 'praesertim', '', '', '39_7', 6), ('MONEO', 4017, 'monitus', '', '', '39_7', 2), ('AB', 4018, 'a', '', '', '39_7', 41), ('SAPIENS/2', 4019, 'sapientissimo', '', '', '39_7', 2), ('CONSVL', 4020, 'consule', '', '', '39_7', 15), ('ET/2', 4021, 'et', '', '', '39_7', 110), ('DILIGENS', 4022, 'diligentissimo', '', '', '39_8', 2), ('CVSTOS', 4023, 'custode', '', '', '39_8', 1), ('PAX', 4024, 'pacis', '', '', '39_8', 7), ('ATQVE/1', 4025, 'atque', '', '', '39_8', 36), ('OTIVM', 4026, 'oti', '', '', '39_8', 3), ('TAMEN', 4027, 'tamen', '', '', '39_8', 16), ('VEHEMENTER', 4028, 'uehementius', '', '', '39_8', 1), ('ARBITROR', 4029, 'arbitror', '', '', '39_9', 4), ('PERTIMESCO', 4030, 'pertimescendum', '', '', '39_9', 3), ('SI/2', 4031, 'si', '', '', '39_9', 62), ('HOMO', 4032, 'hominum', '', '', '39_9', 30), ('CLARVS', 4033, 'clarissimorum', '', '', '39_9', 6), ('AC/1', 4034, 'ac', '', '', '39_9', 26), ('POTENS', 4035, 'potentissimorum', '', '', '39_10', 2), ('AVT', 4036, 'aut', '', '', '39_10', 35), ('HONOR', 4037, 'honorem', '', '', '39_10', 10), ('MINVO', 4038, 'minuero', '', '', '39_10', 2), ('AVT', 4039, 'aut', '', '', '39_10', 35), ('STVDIVM', 4040, 'studium', '', '', '39_10', 1), ('ERGA', 4041, 'erga', '', '', '39_10', 2), ('HIC/1', 4042, 'hunc', '', '', '39_11', 69), ('ORDO', 4043, 'ordinem', '', '', '39_11', 16), ('REPVDIO', 4044, 'repudiaro', '', '', '39_11', 2), ('NAM', 4045, 'nam', '', '', '39_11', 9), ('VT/4', 4046, 'ut', '', '', '39_11', 46), ('GAIVS/N', 4047, 'C.', '', '', '39_11', 19), ('IVLIVS/N', 4048, 'Iulius', '', '', '39_11', 1), ('OMNIS', 4049, 'omnibus', '', '', '39_11', 36), ('AB', 4050, 'a', '', '', '39_11', 41), ('SENATVS', 4051, 'senatu', '', '', '39_12', 13), ('EXIMIVS', 4052, 'eximiis', '', '', '39_12', 5), ('AVT', 4053, 'aut', '', '', '39_12', 35), ('NOVVS', 4054, 'nouis', '', '', '39_12', 4), ('RES', 4055, 'rebus', '', '', '39_12', 18), ('ORNO', 4056, 'ornatus', '', '', '39_12', 6), ('PER', 4057, 'per', '', '', '39_12', 10), ('MANVS/1', 4058, 'manus', '', '', '39_12', 3), ('HIC/1', 4059, 'hanc', '', '', '39_12', 69), ('PROVINCIA', 4060, 'prouinciam', '', '', '39_13', 31), ('TRADO', 4061, 'tradat', '', '', '39_13', 4), ('IS', 4062, 'ei', '', '', '39_13', 77), ('QVI/1', 4063, 'cui', '', '', '39_13', 172), ('PARVM/2', 4064, 'minime', '', '', '39_13', 7), ('VOS', 4065, 'uos', '', '', '39_13', 31), ('VOLO/3', 4066, 'uelitis', '', '', '39_13', 17), ('PER', 4067, 'per', '', '', '39_13', 10), ('QVI/1', 4068, 'quem', '', '', '39_13', 172), ('ORDO', 4069, 'ordinem', '', '', '39_13', 16), ('IPSE', 4070, 'ipse', '', '', '39_14', 33), ('AMPLVS', 4071, 'amplissimam', '', '', '39_14', 5), ('SVM/1', 4072, 'sit <consecutus>', '', '', '39_14', 200), ('GLORIA', 4073, 'gloriam', '', '', '39_14', 4), ('CONSEQVOR', 4074, '<sit> consecutus', '', '', '39_14', 3), ('IS', 4075, 'ei', '', '', '39_14', 77), ('NE/4', 4076, 'ne', '', '', '39_14', 14), ('LIBERTAS', 4077, 'libertatem', '', '', '39_14', 1), ('QVIDEM', 4078, 'quidem', '', '', '39_15', 9), ('RELINQVO', 4079, 'relinquat', '', '', '39_15', 4), ('ADDVCO', 4080, 'adduci', '', '', '39_15', 1), ('AD/2', 4081, 'ad', '', '', '39_15', 35), ('SVSPICOR', 4082, 'suspicandum', '', '', '39_15', 2), ('NVLLVS', 4083, 'nullo', '', '', '39_15', 9), ('MODVS', 4084, 'modo', '', '', '39_15', 5), ('POSSVM/1', 4085, 'possum', '', '', '39_16', 40), ('POSTERIVS', 4086, 'postremo', '', '', '39_16', 2), ('QVIS/1', 4087, 'quo', '', '', '39_16', 31), ('QVISQVE/2', 4088, 'quisque', '', '', '39_16', 1), ('ANIMVS', 4089, 'animo', '', '', '39_16', 12), ('SVM/1', 4090, 'futurus', '', '', '39_16', 200), ('SVM/1', 4091, 'sit', '', '', '39_16', 200), ('NESCIO', 4092, 'nescio', '', '', '39_16', 1), ('QVIS/1', 4093, 'quid', '', '', '39_17', 31), ('SPERO', 4094, 'sperem', '', '', '39_17', 1), ('VIDEO', 4095, 'uideo', '', '', '39_17', 24), ('PRAESTO/1', 4096, 'praestare', '', '', '39_17', 2), ('HIC/1', 4097, 'hoc', '', '', '39_17', 69), ('SENATOR', 4098, 'senator', '', '', '39_17', 5), ('DEBEO', 4099, 'debeo', '', '', '39_17', 14), ('QVANTVM/3', 4100, 'quantum', '', '', '39_17', 3), ('POSSVM/1', 4101, 'possum', '', '', '39_18', 40), ('NE/4', 4102, 'ne', '', '', '39_18', 14), ('QVIS/2', 4103, 'quis', '', '', '39_18', 6), ('VIR', 4104, 'uir', '', '', '39_18', 14), ('CLARVS', 4105, 'clarus', '', '', '39_18', 6), ('AVT', 4106, 'aut', '', '', '39_18', 35), ('POTENS', 4107, 'potens', '', '', '39_18', 2), ('HIC/1', 4108, 'huic', '', '', '39_18', 69), ('ORDO', 4109, 'ordini', '', '', '39_18', 16), ('IVRE', 4110, 'iure', '', '', '39_18', 2), ('IRASCOR', 4111, 'irasci', '', '', '39_18', 1), ('POSSVM/1', 4112, 'posse', '', '', '39_19', 40), ('VIDEO', 4113, 'uideatur', '', '', '39_19', 24), ('ATQVE/1', 4114, 'atque', '', '', '40_1', 36), ('HIC/1', 4115, 'haec', '', '', '40_1', 69), ('SI/2', 4116, 'si', '', '', '40_1', 62), ('INIMICVS/2', 4117, 'inimicissimus', '', '', '40_1', 7), ('SVM/1', 4118, 'essem', '', '', '40_1', 200), ('GAIVS/N', 4119, 'C.', '', '', '40_1', 19), ('CAESAR/N', 4120, 'Caesari', '', '', '40_2', 25), ('SENTIO', 4121, 'sentirem', '', '', '40_2', 10), ('TAMEN', 4122, 'tamen', '', '', '40_2', 16), ('RESPVBLICA', 4123, 'rei publicae', '', '', '40_2', 44), ('CAVSA', 4124, 'causa', '', '', '40_2', 9), ('SED', 4125, 'sed', '', '', '40_3', 42), ('NON', 4126, 'non', '', '', '40_3', 106), ('ALIENVS/2', 4127, 'alienum', '', '', '40_3', 5), ('SVM/1', 4128, 'esse', '', '', '40_3', 200), ('ARBITROR', 4129, 'arbitror', '', '', '40_3', 4), ('QVOMINVS', 4130, 'quo minus', '', '', '40_3', 1), ('SAEPE', 4131, 'saepe', '', '', '40_3', 4), ('AVT', 4132, 'aut', '', '', '40_3', 35), ('INTERPELLO', 4133, 'interpeller', '', '', '40_4', 2), ('AB', 4134, 'a', '', '', '40_4', 41), ('NONNVLLVS', 4135, 'non nullis', '', '', '40_4', 2), ('AVT', 4136, 'aut', '', '', '40_4', 35), ('TACITVS', 4137, 'tacitorum', '', '', '40_4', 1), ('EXISTIMATIO', 4138, 'existimatione', '', '', '40_4', 1), ('REPREHENDO', 4139, 'reprendar', '', '', '40_4', 5), ('EXPLICO', 4140, 'explicare', '', '', '40_5', 2), ('BREVIS', 4141, 'breuiter', '', '', '40_5', 2), ('QVIS/1', 4142, 'quae', '', '', '40_5', 31), ('EGO', 4143, 'mihi', '', '', '40_5', 88), ('SVM/1', 4144, 'sit', '', '', '40_5', 200), ('RATIO', 4145, 'ratio', '', '', '40_5', 11), ('ET/2', 4146, 'et', '', '', '40_5', 110), ('CAVSA', 4147, 'causa', '', '', '40_5', 9), ('CVM/2', 4148, 'cum', '', '', '40_5', 33), ('CAESAR/N', 4149, 'Caesare', '', '', '40_5', 25), ('AC/1', 4150, 'ac', '', '', '40_6', 26), ('PRIMVS', 4151, 'primum', '', '', '40_6', 2), ('ILLE', 4152, 'illud', '', '', '40_6', 96), ('TEMPVS/1', 4153, 'tempus', '', '', '40_6', 13), ('FAMILIARITAS', 4154, 'familiaritatis', '', '', '40_6', 1), ('ET/2', 4155, 'et', '', '', '40_6', 110), ('CONSVETVDO', 4156, 'consuetudinis', '', '', '40_6', 2), ('QVI/1', 4157, 'quae', '', '', '40_6', 172), ('EGO', 4158, 'mihi', '', '', '40_7', 88), ('CVM/2', 4159, 'cum', '', '', '40_7', 33), ('ILLE', 4160, 'illo', '', '', '40_7', 96), ('QVI/1', 4161, 'quae', '', '', '40_7', 172), ('FRATER', 4162, 'fratri', '', '', '40_7', 2), ('MEVS', 4163, 'meo', '', '', '40_7', 36), ('QVI/1', 4164, 'quae', '', '', '40_7', 172), ('GAIVS/N', 4165, 'C.', '', '', '40_7', 19), ('VARRO/N', 4166, 'Varroni', '', '', '40_7', 1), ('CONSOBRINVS', 4167, 'consobrino', '', '', '40_7', 1), ('NOSTER', 4168, 'nostro', '', '', '40_8', 17), ('AB', 4169, 'ab', '', '', '40_8', 41), ('OMNIS', 4170, 'omnium', '', '', '40_8', 36), ('NOS', 4171, 'nostrum', '', '', '40_8', 10), ('ADOLESCENTIA', 4172, 'adulescentia', '', '', '40_8', 1), ('SVM/1', 4173, 'fuit', '', '', '40_8', 200), ('PRAETERMITTO', 4174, 'praetermitto', '', '', '40_8', 2), ('POSTEAQVAM', 4175, 'postea quam', '', '', '40_9', 3), ('SVM/1', 4176, 'sum <ingressus>', '', '', '40_9', 200), ('PENITVS/2', 4177, 'penitus', '', '', '40_9', 1), ('IN', 4178, 'in', '', '', '40_9', 99), ('RESPVBLICA', 4179, 'rem publicam', '', '', '40_9', 44), ('INGREDIOR', 4180, '<sum> ingressus', '', '', '40_9', 1), ('ITA', 4181, 'ita', '', '', '40_9', 14), ('DISSENTIO', 4182, 'dissensi', '', '', '40_10', 4), ('AB', 4183, 'ab', '', '', '40_10', 41), ('ILLE', 4184, 'illo', '', '', '40_10', 96), ('VT/4', 4185, 'ut', '', '', '40_10', 46), ('IN', 4186, 'in', '', '', '40_10', 99), ('DISIVNCTIO', 4187, 'disiunctione', '', '', '40_10', 1), ('SENTENTIA', 4188, 'sententiae', '', '', '40_10', 17), ('CONIVNGO', 4189, 'coniuncti', '', '', '40_10', 6), ('TAMEN', 4190, 'tamen', '', '', '40_10', 16), ('AMICITIA', 4191, 'amicitia', '', '', '40_11', 4), ('MANEO', 4192, 'maneremus', '', '', '40_11', 3), ('CONSVL', 4193, 'consul', '', '', '41_1', 15), ('ILLE', 4194, 'ille', '', '', '41_1', 96), ('AGO', 4195, 'egit', '', '', '41_1', 9), ('IS', 4196, 'eas', '', '', '41_1', 77), ('RES', 4197, 'res', '', '', '41_1', 18), ('QVI/1', 4198, 'quarum', '', '', '41_1', 172), ('EGO', 4199, 'me', '', '', '41_1', 88), ('PARTICEPS/2', 4200, 'participem', '', '', '41_2', 2), ('SVM/1', 4201, 'esse', '', '', '41_2', 200), ('VOLO/3', 4202, 'uoluit', '', '', '41_2', 17), ('QVI/1', 4203, 'quibus', '', '', '41_2', 172), ('EGO', 4204, 'ego', '', '', '41_2', 88), ('SI/2', 4205, 'si', '', '', '41_2', 62), ('PARVM/2', 4206, 'minus', '', '', '41_2', 7), ('ASSENTIOR', 4207, 'adsentiebar', '', '', '41_2', 4), ('TAMEN', 4208, 'tamen', '', '', '41_3', 16), ('ILLE', 4209, 'illius', '', '', '41_3', 96), ('EGO', 4210, 'mihi', '', '', '41_3', 88), ('IVDICIVM', 4211, 'iudicium', '', '', '41_3', 4), ('GRATVS', 4212, 'gratum', '', '', '41_3', 4), ('SVM/1', 4213, 'esse', '', '', '41_3', 200), ('DEBEO', 4214, 'debebat', '', '', '41_3', 14), ('EGO', 4215, 'me', '', '', '41_3', 88), ('ILLE', 4216, 'ille', '', '', '41_3', 96), ('VT/4', 4217, 'ut', '', '', '41_4', 46), ('QVINQVEVIRATVS', 4218, 'quinqueuiratum', '', '', '41_4', 1), ('ACCIPIO', 4219, 'acciperem', '', '', '41_4', 5), ('ROGO', 4220, 'rogauit', '', '', '41_4', 5), ('EGO', 4221, 'me', '', '', '41_4', 88), ('IN', 4222, 'in', '', '', '41_4', 99), ('TRES', 4223, 'tribus', '', '', '41_4', 2), ('SVI/1', 4224, 'sibi', '', '', '41_4', 26), ('CONIVNGO', 4225, 'coniunctissimis', '', '', '41_5', 6), ('CONSVLARIS/2', 4226, 'consularibus', '', '', '41_5', 4), ('SVM/1', 4227, 'esse', '', '', '41_5', 200), ('VOLO/3', 4228, 'uoluit', '', '', '41_5', 17), ('EGO', 4229, 'mihi', '', '', '41_5', 88), ('LEGATIO', 4230, 'legationem', '', '', '41_5', 1), ('QVI/1', 4231, 'quam', '', '', '41_6', 172), ('VOLO/3', 4232, 'uellem', '', '', '41_6', 17), ('QVANTVS/1', 4233, 'quanto', '', '', '41_6', 1), ('CVM/2', 4234, 'cum', '', '', '41_6', 33), ('HONOR', 4235, 'honore', '', '', '41_6', 10), ('VOLO/3', 4236, 'uellem', '', '', '41_6', 17), ('DEFERO', 4237, 'detulit', '', '', '41_6', 1), ('QVI/1', 4238, 'quae', '', '', '41_6', 172), ('EGO', 4239, 'ego', '', '', '41_7', 88), ('OMNIS', 4240, 'omnia', '', '', '41_7', 36), ('NON', 4241, 'non', '', '', '41_7', 106), ('INGRATVS', 4242, 'ingrato', '', '', '41_7', 2), ('ANIMVS', 4243, 'animo', '', '', '41_7', 12), ('SED', 4244, 'sed', '', '', '41_7', 42), ('OBSTINATIO', 4245, 'obstinatione', '', '', '41_7', 1), ('QVIDAM', 4246, 'quadam', '', '', '41_7', 8), ('SENTENTIA', 4247, 'sententiae', '', '', '41_8', 17), ('REPVDIO', 4248, 'repudiaui', '', '', '41_8', 2), ('QVAM/1', 4249, 'quam', '', '', '41_8', 19), ('SAPIENTER', 4250, 'sapienter', '', '', '41_8', 2), ('NON', 4251, 'non', '', '', '41_8', 106), ('DISPVTO', 4252, 'disputo', '', '', '41_8', 4), ('MVLTI', 4253, 'multis', '', '', '41_8', 2), ('ENIM/2', 4254, 'enim', '', '', '41_9', 10), ('NON', 4255, 'non', '', '', '41_9', 106), ('PROBO', 4256, 'probabo', '', '', '41_9', 5), ('CONSTANS', 4257, 'constanter', '', '', '41_9', 1), ('QVIDEM', 4258, 'quidem', '', '', '41_9', 9), ('ET/2', 4259, 'et', '', '', '41_9', 110), ('FORTIS', 4260, 'fortiter', '', '', '41_9', 7), ('CERTE', 4261, 'certe', '', '', '41_9', 4), ('QVI/1', 4262, 'qui', '', '', '41_9', 172), ('CVM/3', 4263, 'cum', '', '', '41_10', 29), ('EGO', 4264, 'me', '', '', '41_10', 88), ('FIRMVS', 4265, 'firmissimis', '', '', '41_10', 2), ('OPS', 4266, 'opibus', '', '', '41_10', 2), ('CONTRA/2', 4267, 'contra', '', '', '41_10', 9), ('SCELVS', 4268, 'scelus', '', '', '41_10', 10), ('INIMICVS/1', 4269, 'inimicorum', '', '', '41_10', 12), ('MVNIO/2', 4270, 'munire', '', '', '41_10', 4), ('ET/2', 4271, 'et', '', '', '41_11', 110), ('POPVLARIS/2', 4272, 'popularis', '', '', '41_11', 5), ('IMPETVS', 4273, 'impetus', '', '', '41_11', 2), ('POPVLARIS/2', 4274, 'populari', '', '', '41_11', 5), ('PRAESIDIVM', 4275, 'praesidio', '', '', '41_11', 2), ('PROPVLSO', 4276, 'propulsare', '', '', '41_11', 1), ('POSSVM/1', 4277, 'possem', '', '', '41_11', 40), ('QVIVIS', 4278, 'quamuis', '', '', '41_12', 1), ('EXCIPIO', 4279, 'excipere', '', '', '41_12', 2), ('FORTVNA', 4280, 'fortunam', '', '', '41_12', 4), ('SVBEO/1', 4281, 'subire', '', '', '41_12', 3), ('VIS', 4282, 'uim', '', '', '41_12', 4), ('ATQVE/1', 4283, 'atque', '', '', '41_12', 36), ('INIVRIA', 4284, 'iniuriam', '', '', '41_12', 6), ('MALO', 4285, 'malui', '', '', '41_12', 3), ('QVAM/1', 4286, 'quam', '', '', '41_13', 19), ('AVT', 4287, 'aut', '', '', '41_13', 35), ('AB', 4288, 'a', '', '', '41_13', 41), ('VESTER', 4289, 'uestris', '', '', '41_13', 11), ('SANCTVS', 4290, 'sanctissimis', '', '', '41_13', 4), ('MENS', 4291, 'mentibus', '', '', '41_13', 3), ('DISSIDEO', 4292, 'dissidere', '', '', '41_13', 1), ('AVT', 4293, 'aut', '', 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'41_16', 200), ('EGO', 4315, 'ego', '', '', '41_16', 88), ('ILLE', 4316, 'illa', '', '', '41_16', 96), ('ORNAMENTVM', 4317, 'ornamenta', '', '', '41_16', 7), ('QVI/1', 4318, 'quibus', '', '', '41_16', 172), ('ILLE', 4319, 'ille', '', '', '41_16', 96), ('EGO', 4320, 'me', '', '', '41_16', 88), ('ORNO', 4321, 'ornabat', '', '', '41_16', 6), ('DECET', 4322, 'decere', '', '', '41_16', 1), ('EGO', 4323, 'me', '', '', '41_16', 88), ('ET/2', 4324, 'et', '', '', '41_17', 110), ('CONVENIO', 4325, 'conuenire', '', '', '41_17', 2), ('IS', 4326, 'iis', '', '', '41_17', 77), ('RES', 4327, 'rebus', '', '', '41_17', 18), ('QVI/1', 4328, 'quas', '', '', '41_17', 172), ('GERO', 4329, 'gesseram', '', '', '41_17', 10), ('NON', 4330, 'non', '', '', '41_17', 106), ('PVTO', 4331, 'putabam', '', '', '41_17', 15), ('ILLE', 4332, 'illum', '', '', '41_17', 96), ('QVIDEM', 4333, 'quidem', '', '', '41_18', 9), ('AMICVS/2', 4334, 'amico', '', '', '41_18', 8), ('ANIMVS', 4335, 'animo', '', '', '41_18', 12), ('EGO', 4336, 'me', '', '', '41_18', 88), ('HABEO', 4337, 'habere', '', '', '41_18', 19), ('IDEM', 4338, 'eodem', '', '', '41_18', 27), ('LOCVS', 4339, 'loco', '', '', '41_18', 5), ('QVI/1', 4340, 'quo', '', '', '41_18', 172), ('PRINCEPS/2', 4341, 'principem', '', '', '41_18', 4), ('CIVIS', 4342, 'ciuium', '', '', '41_19', 7), ('SVVS', 4343, 'suum', '', '', '41_19', 22), ('GENER', 4344, 'generum', '', '', '41_19', 4), ('SENTIO', 4345, 'sentiebam', '', '', '41_19', 10), ('TRADVCO', 4346, 'traduxit', '', '', '42_1', 2), ('AD/2', 4347, 'ad', '', '', '42_1', 35), ('PLEBS', 4348, 'plebem', '', '', '42_1', 5), ('INIMICVS/1', 4349, 'inimicum', '', '', '42_2', 12), ('MEVS', 4350, 'meum', '', '', '42_2', 36), ('SIVE/1', 4351, 'siue', '', '', '42_2', 2), ('IRATVS', 4352, 'iratus', '', '', '42_2', 1), ('EGO', 4353, 'mihi', '', '', '42_2', 88), ('QVOD/1', 4354, 'quod', '', '', '42_2', 20), ('EGO', 4355, 'me', '', '', '42_2', 88), ('SVI/1', 4356, 'se', '', '', '42_2', 26), ('CVM/2', 4357, 'cum', '', '', 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5049, 'hoc', '', '', '47_12', 69), ('VOLO/3', 5050, 'uelim', '', '', '47_12', 17), ('PROBO', 5051, 'probare', '', '', '47_12', 5), ('OMNIS', 5052, 'omnibus', '', '', '47_13', 36), ('PATER', 5053, 'patres', '', '', '47_13', 17), ('CONSCRIBO', 5054, 'conscripti', '', '', '47_13', 15), ('SED', 5055, 'sed', '', '', '47_13', 42), ('LEVITER', 5056, 'leuissime', '', '', '47_13', 1), ('FERO', 5057, 'feram', '', '', '47_13', 8), ('SI/2', 5058, 'si', '', '', '47_13', 62), ('FORTE', 5059, 'forte', '', '', '47_13', 1), ('AVT', 5060, 'aut', '', '', '47_13', 35), ('IS', 5061, 'iis', '', '', '47_14', 77), ('PARVM/2', 5062, 'minus', '', '', '47_14', 7), ('PROBO', 5063, 'probaro', '', '', '47_14', 5), ('QVI/1', 5064, 'qui', '', '', '47_14', 172), ('MEVS', 5065, 'meum', '', '', '47_14', 36), ('INIMICVS/1', 5066, 'inimicum', '', '', '47_14', 12), ('REPVGNO', 5067, 'repugnante', '', '', '47_14', 1), ('VESTER', 5068, 'uestra', '', '', '47_14', 11), ('AVCTORITAS', 5069, 'auctoritate', '', '', '47_15', 7), ('TEGO', 5070, 'texerunt', '', '', '47_15', 2), ('AVT', 5071, 'aut', '', '', '47_15', 35), ('IS', 5072, 'iis', '', '', '47_15', 77), ('SI/2', 5073, 'si', '', '', '47_15', 62), ('QVIS/2', 5074, 'qui', '', '', '47_15', 6), ('MEVS', 5075, 'meum', '', '', '47_15', 36), ('CVM/2', 5076, 'cum', '', '', '47_15', 33), ('INIMICVS/1', 5077, 'inimico', '', '', '47_15', 12), ('SVVS', 5078, 'suo', '', '', '47_15', 22), ('REDITVS', 5079, 'reditum', '', '', '47_16', 2), ('IN', 5080, 'in', '', '', '47_16', 99), ('GRATIA', 5081, 'gratiam', '', '', '47_16', 9), ('VITVPERO/2', 5082, 'uituperabunt', '', '', '47_16', 1), ('CVM/3', 5083, 'cum', '', '', '47_16', 29), ('IPSE', 5084, 'ipsi', '', '', '47_16', 33), ('ET/2', 5085, 'et', '', '', '47_16', 110), ('CVM/2', 5086, 'cum', '', '', '47_16', 33), ('MEVS', 5087, 'meo', '', '', '47_16', 36), ('ET/2', 5088, 'et', '', '', '47_16', 110), ('CVM/2', 5089, 'cum', '', '', '47_17', 33), ('SVVS', 5090, 'suo', '', '', '47_17', 22), ('INIMICVS/1', 5091, 'inimico', '', '', '47_17', 12), ('IN', 5092, 'in', '', '', '47_17', 99), ('GRATIA', 5093, 'gratiam', '', '', '47_17', 9), ('NON', 5094, 'non', '', '', '47_17', 106), ('DVBITO', 5095, 'dubitarint', '', '', '47_17', 3), ('REDEO/1', 5096, 'redire', '', '', '47_17', 6)] section_list ={'1.1': 'start', '1.2': '1.1', '1.3': '1.2', '1.4': '1.3', '1.5': '1.4', '1.6': '1.5', '1.7': '1.6', '1.8': '1.7', '1.9': '1.8', '1.10': '1.9', '1.11': '1.10', '1.12': '1.11', '1.13': '1.12', '1.14': '1.13', '2.1': '1.14', '2.2': '2.1', '2.3': '2.2', '2.4': '2.3', '2.5': '2.4', '2.6': '2.5', '2.7': '2.6', '2.8': '2.7', '2.9': '2.8', '2.10': '2.9', '2.11': '2.10', '2.12': '2.11', '2.13': '2.12', '2.14': '2.13', '3.1': '2.14', '3.2': '3.1', '3.3': '3.2', '3.4': '3.3', '3.5': '3.4', '3.6': '3.5', '3.7': '3.6', '3.8': '3.7', '3.9': '3.8', '3.10': '3.9', '3.11': '3.10', '3.12': '3.11', '4.1': '3.12', '4.2': '4.1', '4.3': '4.2', '4.4': '4.3', '4.5': '4.4', '4.6': '4.5', '4.7': '4.6', '4.8': '4.7', '4.9': '4.8', '4.10': '4.9', '4.11': '4.10', '4.12': '4.11', '4.13': '4.12', '4.14': '4.13', '4.15': '4.14', '4.16': '4.15', '5.1': '4.16', '5.2': '5.1', '5.3': '5.2', '5.4': '5.3', '5.5': '5.4', '5.6': '5.5', '5.7': '5.6', '5.8': '5.7', '5.9': '5.8', '5.10': '5.9', '5.11': '5.10', '5.12': '5.11', '5.13': '5.12', '5.14': '5.13', '5.15': '5.14', '5.16': '5.15', '5.17': '5.16', '5.18': '5.17', '5.19': '5.18', '5.20': '5.19', '5.21': '5.20', '6.1': '5.21', '6.2': '6.1', '6.3': '6.2', '6.4': '6.3', '6.5': '6.4', '6.6': '6.5', '6.7': '6.6', '6.8': '6.7', '6.9': '6.8', '6.10': '6.9', '6.11': '6.10', '6.12': '6.11', '6.13': '6.12', '6.14': '6.13', '6.15': '6.14', '7.1': '6.15', '7.2': '7.1', '7.3': '7.2', '7.4': '7.3', '7.5': '7.4', '7.6': '7.5', '7.7': '7.6', '7.8': '7.7', '7.9': '7.8', '7.10': '7.9', '7.11': '7.10', '7.12': '7.11', '7.13': '7.12', '7.14': '7.13', '8.1': '7.14', '8.2': '8.1', '8.3': '8.2', '8.4': '8.3', '8.5': '8.4', '8.6': '8.5', '8.7': '8.6', '8.8': '8.7', '8.9': '8.8', '8.10': '8.9', '8.11': '8.10', '8.12': '8.11', '8.13': '8.12', '9.1': '8.13', '9.2': '9.1', '9.3': '9.2', '9.4': '9.3', '9.5': '9.4', '9.6': '9.5', '9.7': '9.6', '9.8': '9.7', '9.9': '9.8', '9.10': '9.9', '9.11': '9.10', '10.1': '9.11', '10.2': '10.1', '10.3': '10.2', '10.4': '10.3', '10.5': '10.4', '10.6': '10.5', '10.7': '10.6', '10.8': '10.7', '10.9': '10.8', '10.10': '10.9', '10.11': '10.10', '11.1': '10.11', '11.2': '11.1', '11.3': '11.2', '11.4': '11.3', '11.5': '11.4', '11.6': '11.5', '11.7': '11.6', '11.8': '11.7', '11.9': '11.8', '11.10': '11.9', '12.1': '11.10', '12.2': '12.1', '12.3': '12.2', '12.4': '12.3', '12.5': '12.4', '12.6': '12.5', '12.7': '12.6', '12.8': '12.7', '12.9': '12.8', '12.10': '12.9', '12.11': '12.10', '12.12': '12.11', '12.13': '12.12', '13.1': '12.13', '13.2': '13.1', '13.3': '13.2', '13.4': '13.3', '13.5': '13.4', '13.6': '13.5', '13.7': '13.6', '13.8': '13.7', '13.9': '13.8', '13.10': '13.9', '14.1': '13.10', '14.2': '14.1', '14.3': '14.2', '14.4': '14.3', '14.5': '14.4', '14.6': '14.5', '14.7': '14.6', '14.8': '14.7', '14.9': '14.8', '14.10': '14.9', '14.11': '14.10', '14.12': '14.11', '14.13': '14.12', '14.14': '14.13', '14.15': '14.14', '14.16': '14.15', '14.17': '14.16', '15.1': '14.17', '15.2': '15.1', '15.3': '15.2', '15.4': '15.3', '15.5': '15.4', '15.6': '15.5', '15.7': '15.6', '15.8': '15.7', '15.9': '15.8', '15.10': '15.9', '15.11': '15.10', '15.12': '15.11', '15.13': '15.12', '15.14': '15.13', '16.1': '15.14', '16.2': '16.1', '16.3': '16.2', '16.4': '16.3', '16.5': '16.4', '16.6': '16.5', '17.1': '16.6', '17.2': '17.1', '17.3': '17.2', '17.4': '17.3', '17.5': '17.4', '17.6': '17.5', '17.7': '17.6', '17.8': '17.7', '17.9': '17.8', '17.10': '17.9', '17.11': '17.10', '17.12': '17.11', '17.13': '17.12', '17.14': '17.13', '17.15': '17.14', '17.16': '17.15', '18.1': '17.16', '18.2': '18.1', '18.3': '18.2', '18.4': '18.3', '18.5': '18.4', '18.6': '18.5', '18.7': '18.6', '18.8': '18.7', '18.9': '18.8', '18.10': '18.9', '18.11': '18.10', '18.12': '18.11', '18.13': '18.12', '18.14': '18.13', '18.15': '18.14', '18.16': '18.15', '18.17': '18.16', '18.18': '18.17', '19.1': '18.18', '19.2': '19.1', '19.3': '19.2', '19.4': '19.3', '19.5': '19.4', '19.6': '19.5', '19.7': '19.6', '19.8': '19.7', '19.9': '19.8', '19.10': '19.9', '19.11': '19.10', '19.12': '19.11', '19.13': '19.12', '19.14': '19.13', '20.1': '19.14', '20.2': '20.1', '20.3': '20.2', '20.4': '20.3', '20.5': '20.4', '20.6': '20.5', '20.7': '20.6', '20.8': '20.7', '20.9': '20.8', '20.10': '20.9', '20.11': '20.10', '21.1': '20.11', '21.2': '21.1', '21.3': '21.2', '21.4': '21.3', '22.1': '21.4', '22.2': '22.1', '22.3': '22.2', '22.4': '22.3', '22.5': '22.4', '22.6': '22.5', '22.7': '22.6', '22.8': '22.7', '22.9': '22.8', '22.10': '22.9', '22.11': '22.10', '22.12': '22.11', '22.13': '22.12', '23.1': '22.13', '23.2': '23.1', '23.3': '23.2', '23.4': '23.3', '23.5': '23.4', '23.6': '23.5', '23.7': '23.6', '23.8': '23.7', '23.9': '23.8', '24.1': '23.9', '24.2': '24.1', '24.3': '24.2', '24.4': '24.3', '24.5': '24.4', '24.6': '24.5', '24.7': '24.6', '24.8': '24.7', '24.9': '24.8', '24.10': '24.9', '24.11': '24.10', '24.12': '24.11', '24.13': '24.12', '24.14': '24.13', '25.1': '24.14', '25.2': '25.1', '25.3': '25.2', '25.4': '25.3', '25.5': '25.4', '25.6': '25.5', '25.7': '25.6', '25.8': '25.7', '25.9': '25.8', '25.10': '25.9', '25.11': '25.10', '25.12': '25.11', '25.13': '25.12', '25.14': '25.13', '25.15': '25.14', '25.16': '25.15', '25.17': '25.16', '26.1': '25.17', '26.2': '26.1', '26.3': '26.2', '26.4': '26.3', '26.5': '26.4', '26.6': '26.5', '26.7': '26.6', '26.8': '26.7', '27.1': '26.8', '27.2': '27.1', '27.3': '27.2', '27.4': '27.3', '27.5': '27.4', '27.6': '27.5', '27.7': '27.6', '27.8': '27.7', '27.9': '27.8', '27.10': '27.9', '27.11': '27.10', '27.12': '27.11', '27.13': '27.12', '27.14': '27.13', '28.1': '27.14', '28.2': '28.1', '28.3': '28.2', '28.4': '28.3', '28.5': '28.4', '28.6': '28.5', '28.7': '28.6', '28.8': '28.7', '28.9': '28.8', '28.10': '28.9', '28.11': '28.10', '28.12': '28.11', '28.13': '28.12', '29.1': '28.13', '29.2': '29.1', '29.3': '29.2', '29.4': '29.3', '29.5': '29.4', '29.6': '29.5', '29.7': '29.6', '29.8': '29.7', '29.9': '29.8', '29.10': '29.9', '29.11': '29.10', '29.12': '29.11', '29.13': '29.12', '29.14': '29.13', '29.15': '29.14', '29.16': '29.15', '29.17': '29.16', '29.18': '29.17', '29.19': '29.18', '29.20': '29.19', '30.1': '29.20', '30.2': '30.1', '30.3': '30.2', '30.4': '30.3', '30.5': '30.4', '30.6': '30.5', '30.7': '30.6', '30.8': '30.7', '30.9': '30.8', '31.1': '30.9', '31.2': '31.1', '31.3': '31.2', '31.4': '31.3', '31.5': '31.4', '31.6': '31.5', '31.7': '31.6', '31.8': '31.7', '31.9': '31.8', '31.10': '31.9', '31.11': '31.10', '31.12': '31.11', '32.1': '31.12', '32.2': '32.1', '32.3': '32.2', '32.4': '32.3', '32.5': '32.4', '32.6': '32.5', '32.7': '32.6', '32.8': '32.7', '32.9': '32.8', '32.10': '32.9', '32.11': '32.10', '32.12': '32.11', '32.13': '32.12', '32.14': '32.13', '32.15': '32.14', '32.16': '32.15', '33.1': '32.16', '33.2': '33.1', '33.3': '33.2', '33.4': '33.3', '33.5': '33.4', '33.6': '33.5', '33.7': '33.6', '33.8': '33.7', '33.9': '33.8', '33.10': '33.9', '33.11': '33.10', '33.12': '33.11', '33.13': '33.12', '33.14': '33.13', '33.15': '33.14', '33.16': '33.15', '33.17': '33.16', '34.1': '33.17', '34.2': '34.1', '34.3': '34.2', '34.4': '34.3', '34.5': '34.4', '34.6': '34.5', '34.7': '34.6', '34.8': '34.7', '34.9': '34.8', '34.10': '34.9', '34.11': '34.10', '34.12': '34.11', '35.1': '34.12', '35.2': '35.1', '35.3': '35.2', '35.4': '35.3', '35.5': '35.4', '35.6': '35.5', '35.7': '35.6', '35.8': '35.7', '35.9': '35.8', '35.10': '35.9', '35.11': '35.10', '35.12': '35.11', '35.13': '35.12', '35.14': '35.13', '35.15': '35.14', '35.16': '35.15', '36.1': '35.16', '36.2': '36.1', '36.3': '36.2', '36.4': '36.3', '36.5': '36.4', '36.6': '36.5', '36.7': '36.6', '36.8': '36.7', '36.9': '36.8', '36.10': '36.9', '36.11': '36.10', '36.12': '36.11', '36.13': '36.12', '36.14': '36.13', '37.1': '36.14', '37.2': '37.1', '37.3': '37.2', '37.4': '37.3', '37.5': '37.4', '37.6': '37.5', '37.7': '37.6', '38.1': '37.7', '38.2': '38.1', '38.3': '38.2', '38.4': '38.3', '38.5': '38.4', '38.6': '38.5', '38.7': '38.6', '38.8': '38.7', '38.9': '38.8', '38.10': '38.9', '38.11': '38.10', '38.12': '38.11', '38.13': '38.12', '38.14': '38.13', '38.15': '38.14', '38.16': '38.15', '38.17': '38.16', '38.18': '38.17', '38.19': '38.18', '38.20': '38.19', '39.1': '38.20', '39.2': '39.1', '39.3': '39.2', '39.4': '39.3', '39.5': '39.4', '39.6': '39.5', '39.7': '39.6', '39.8': '39.7', '39.9': '39.8', '39.10': '39.9', '39.11': '39.10', '39.12': '39.11', '39.13': '39.12', '39.14': '39.13', '39.15': '39.14', '39.16': '39.15', '39.17': '39.16', '39.18': '39.17', '39.19': '39.18', '40.1': '39.19', '40.2': '40.1', '40.3': '40.2', '40.4': '40.3', '40.5': '40.4', '40.6': '40.5', '40.7': '40.6', '40.8': '40.7', '40.9': '40.8', '40.10': '40.9', '40.11': '40.10', '41.1': '40.11', '41.2': '41.1', '41.3': '41.2', '41.4': '41.3', '41.5': '41.4', '41.6': '41.5', '41.7': '41.6', '41.8': '41.7', '41.9': '41.8', '41.10': '41.9', '41.11': '41.10', '41.12': '41.11', '41.13': '41.12', '41.14': '41.13', '41.15': '41.14', '41.16': '41.15', '41.17': '41.16', '41.18': '41.17', '41.19': '41.18', '42.1': '41.19', '42.2': '42.1', '42.3': '42.2', '42.4': '42.3', '42.5': '42.4', '42.6': '42.5', '42.7': '42.6', '42.8': '42.7', '42.9': '42.8', '42.10': '42.9', '43.1': '42.10', '43.2': '43.1', '43.3': '43.2', '43.4': '43.3', '43.5': '43.4', '43.6': '43.5', '43.7': '43.6', '43.8': '43.7', '43.9': '43.8', '43.10': '43.9', '43.11': '43.10', '43.12': '43.11', '43.13': '43.12', '43.14': '43.13', '43.15': '43.14', '43.16': '43.15', '43.17': '43.16', '43.18': '43.17', '43.19': '43.18', '44.1': '43.19', '44.2': '44.1', '44.3': '44.2', '44.4': '44.3', '44.5': '44.4', '44.6': '44.5', '44.7': '44.6', '44.8': '44.7', '44.9': '44.8', '44.10': '44.9', '44.11': '44.10', '44.12': '44.11', '44.13': '44.12', '45.1': '44.13', '45.2': '45.1', '45.3': '45.2', '45.4': '45.3', '45.5': '45.4', '45.6': '45.5', '45.7': '45.6', '45.8': '45.7', '45.9': '45.8', '45.10': '45.9', '45.11': '45.10', '45.12': '45.11', '45.13': '45.12', '45.14': '45.13', '45.15': '45.14', '45.16': '45.15', '45.17': '45.16', '45.18': '45.17', '45.19': '45.18', '46.1': '45.19', '46.2': '46.1', '46.3': '46.2', '46.4': '46.3', '46.5': '46.4', '46.6': '46.5', '46.7': '46.6', '46.8': '46.7', '46.9': '46.8', '46.10': '46.9', '46.11': '46.10', '46.12': '46.11', '46.13': '46.12', '46.14': '46.13', '47.1': '46.14', '47.2': '47.1', '47.3': '47.2', '47.4': '47.3', '47.5': '47.4', '47.6': '47.5', '47.7': '47.6', '47.8': '47.7', '47.9': '47.8', '47.10': '47.9', '47.11': '47.10', '47.12': '47.11', '47.13': '47.12', '47.14': '47.13', '47.15': '47.14', '47.16': '47.15', '47.17': '47.16', 'end': '47.17', 'start': 'start'} title = "Cicero, De Provinciis Consularibus" section_level = 2 language = "Latin" book = text.Text(title, section_words, the_text, section_list, section_level, language, False, False)
2627bc5bee346deeab204fa6ec44e5c9cc13abfc
8b9e9de996cedd31561c14238fe655c202692c39
/hackerrank/hackerrank_AntiPalindromic_Strings.py
e118373c79db90167cc964fa3d7cbc28599314dd
[]
no_license
monkeylyf/interviewjam
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refs/heads/master
2021-07-20T18:25:37.537856
2021-02-19T03:26:16
2021-02-19T03:26:16
6,741,986
59
31
null
null
null
null
UTF-8
Python
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py
"""hackerrank_AntiPalindromic_Strings.py https://www.hackerrank.com/contests/101hack19/challenges/antipalindromic-strings """ def main(): """if n == 1, then there is m antipalindromic string. if n == 2, then there is m * (m - 1) antipalindromic string if n >= 3, then there is m * (m - 1) * (m - 1)... Then all you need to do is to implement pow with mod and multi with mod. """ t = int(raw_input()) for _ in xrange(t): n, m = map(int, raw_input().split()) if n == 1: print m elif n == 2: print multi_mod(m, m - 1) else: print multi_mod(multi_mod(m, m - 1), pow_mod(m - 2, n - 2)) def multi_mod(a, b, mod=10**9+7): return ((a % mod) * (b % mod)) % mod def pow_mod(a, n, mod=10**9+7): if n == 0: return 1 base = a ret = 1 while n: if n % 2 == 1: ret = (ret *base) % mod base = (base * base) % mod n /= 2 return ret if __name__ == '__main__': main()
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list1 = [1, 342, 75, 23, 98] list2 = [75, 23, 98, 12, 78, 10, 1] index=0 new=[] while index<len(list1): if list1[index] in list2: new.append(list1[index]) index=index+1 new.sort() print new #"-------------------" # without in operator index=0 new=[] while index<len(list1): var1=0 while var1<len(list2): if list1[index]==list2[var1]: new.append(list1[index]) var1=var1+1 index=index+1 new.sort() print new
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import datetime import typing import kubernetes.client class V2beta2MetricTarget: average_utilization: typing.Optional[int] average_value: typing.Optional[str] type: str value: typing.Optional[str] def __init__( self, *, average_utilization: typing.Optional[int] = ..., average_value: typing.Optional[str] = ..., type: str, value: typing.Optional[str] = ... ) -> None: ... def to_dict(self) -> V2beta2MetricTargetDict: ... class V2beta2MetricTargetDict(typing.TypedDict, total=False): averageUtilization: typing.Optional[int] averageValue: typing.Optional[str] type: str value: typing.Optional[str]
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# import re # import json # sss = '{"testfan-token": "${neeo_001>data>data}$"}' # # find = re.findall('\${.*?}\$',sss) # # for i in find: # find = i # print(find) # # print(re.sub(find,'1',sss)) import requests # response = requests.request(method='get', url='http://www.neeo.cc:6002/pinter/bank/api/query2',params={"userName": "admin"},headers={"testfan-token": "c818ced87fb94411a5c1db99672ec3d7"}) # print(response.json()) response = requests.request(method='post', url='http://www.neeo.cc:6002/pinter/bank/api/login',data={"userName": "admin", "password": "1234"}) print(response.j)
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import logging from zentral.core.events import event_cls_from_type, register_event_type from zentral.core.events.base import BaseEvent logger = logging.getLogger('zentral.contrib.nagios.events') ALL_EVENTS_SEARCH_DICT = {"tag": "nagios"} class NagiosEvent(BaseEvent): tags = ["nagios"] class NagiosHostEvent(NagiosEvent): event_type = "nagios_host_event" register_event_type(NagiosHostEvent) class NagiosServiceEvent(NagiosEvent): event_type = "nagios_service_event" register_event_type(NagiosServiceEvent) def post_nagios_event(nagios_instance, user_agent, ip, data): event_type = data.pop("event_type", None) if not event_type: logger.warning("Missing event_type in nagios event payload") return elif event_type not in ['nagios_host_event', 'nagios_service_event']: logger.warning("Wrong event_type %s in nagios event payload", event_type) return data["nagios_instance"] = {"id": nagios_instance.id, "url": nagios_instance.url} event_cls = event_cls_from_type(event_type) event_cls.post_machine_request_payloads(None, user_agent, ip, [data])
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# coding: utf-8 """ Healthbot APIs API interface for Healthbot application # noqa: E501 OpenAPI spec version: 3.1.0 Contact: [email protected] Generated by: https://github.com/swagger-api/swagger-codegen.git """ from __future__ import absolute_import import unittest import swagger_client from swagger_client.models.topic_schema_variable import TopicSchemaVariable # noqa: E501 from swagger_client.rest import ApiException class TestTopicSchemaVariable(unittest.TestCase): """TopicSchemaVariable unit test stubs""" def setUp(self): pass def tearDown(self): pass def testTopicSchemaVariable(self): """Test TopicSchemaVariable""" # FIXME: construct object with mandatory attributes with example values # model = swagger_client.models.topic_schema_variable.TopicSchemaVariable() # noqa: E501 pass if __name__ == '__main__': unittest.main()
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#!/usr/bin/env python # -*- coding: utf-8 -*- import sys if sys.version_info.major == 3: from bincrafters_envy import bincrafters_envy else: import bincrafters_envy def run(): bincrafters_envy.main(sys.argv[1:]) if __name__ == '__main__': run()
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import requests import json import random import string from .config import base_url def generate_random_string(): choices = string.ascii_letters + string.digits string_ = '' for _ in range(20): string_ += random.choice(choices) return string_ url = "{}/test/transactions".format(base_url) def create_transaction(access_token, investor_id, instructions, trade_date_limit, trade_action, trade_price_limit, trade_effective_date, trade_units, stock_code): payload = { "investor_id":investor_id, "transaction_ref":"s-{}".format(generate_random_string()), "cscs_number": "67393940", "instructions": instructions, "trade_date_limit": trade_date_limit, "trade_effective_date": trade_effective_date, "trade_action": trade_action, "trade_price_limit": str(trade_price_limit), "trade_units": str(trade_units), "stock_code": stock_code, "trade_account_type":"INVESTOR" } headers = { 'authorization': 'Bearer {}'.format(access_token), 'content-type': 'application/json' } response = requests.request("POST", url, headers=headers, data = json.dumps(payload)) return response.json() """ b'{"status":200,"message":"success","trade_status":"Success","transaction_ref":"s-x12daeadvd"}' b'{"status":400,"errors":["This Investor does not exist"]}' """
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#!/usr/bin/env python3 # Copyright (c) Facebook, Inc. and its affiliates. # This source code is licensed under the MIT license found in the # LICENSE file in the root directory of this source tree. """ This is a simple question answering task on the MNIST dataset. In each episode, agents are presented with a number, which they are asked to identify. Useful for debugging and checking that one's image model is up and running. """ from parlai.core.teachers import DialogTeacher from parlai.utils.io import PathManager from .build import build import json import os def _path(opt): build(opt) dt = opt['datatype'].split(':')[0] labels_path = os.path.join(opt['datapath'], 'mnist', dt, 'labels.json') image_path = os.path.join(opt['datapath'], 'mnist', dt) return labels_path, image_path class MnistQATeacher(DialogTeacher): """ This version of MNIST inherits from the core Dialog Teacher, which just requires it to define an iterator over its data `setup_data` in order to inherit basic metrics, a `act` function, and enables Hogwild training with shared memory with no extra work. """ def __init__(self, opt, shared=None): self.datatype = opt['datatype'].split(':')[0] labels_path, self.image_path = _path(opt) opt['datafile'] = labels_path self.id = 'mnist_qa' self.num_strs = [ 'zero', 'one', 'two', 'three', 'four', 'five', 'six', 'seven', 'eight', 'nine', ] super().__init__(opt, shared) def label_candidates(self): return [str(x) for x in range(10)] + self.num_strs def setup_data(self, path): print('loading: ' + path) with PathManager.open(path) as labels_file: self.labels = json.load(labels_file) self.question = 'Which number is in the image?' episode_done = True for i in range(len(self.labels)): img_path = os.path.join(self.image_path, '%05d.bmp' % i) label = [self.labels[i], self.num_strs[int(self.labels[i])]] yield (self.question, label, None, None, img_path), episode_done class DefaultTeacher(MnistQATeacher): pass
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# solving the fibonaci sequence using recursion and dynamic programming # Recursion # Base case if n = 1 || n == 2 then fibo is 1 def fibo(n): if n == 1: result = 1
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#!/usr/bin/python import MySQLdb # connect db = MySQLdb.connect(host="rudisha.inf.ed.ac.uk", user="root", passwd="ammuma1234", db="gq_german") cursor = db.cursor() # execute SQL select statement cursor.execute("SELECT * FROM sentences") # commit your changes db.commit() # get the number of rows in the resultset numrows = int(cursor.rowcount) # get and display one row at a time. for x in range(0,numrows): row = cursor.fetchone() print row[0], "-->", row[1]
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# Lint as: python3 # Copyright 2019 Google LLC # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # https://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. """Composite Simpson's algorithm for numeric integration.""" import tensorflow.compat.v2 as tf def simpson(func, lower, upper, num_points=1001, dtype=None, name=None): """Evaluates definite integral using composite Simpson's 1/3 rule. Integrates `func` using composite Simpson's 1/3 rule [1]. Evaluates function at points of evenly spaced grid of `num_points` points, then uses obtained values to interpolate `func` with quadratic polynomials and integrates these polynomials. #### References [1] Weisstein, Eric W. "Simpson's Rule." From MathWorld - A Wolfram Web Resource. http://mathworld.wolfram.com/SimpsonsRule.html #### Example ```python f = lambda x: x*x a = tf.constant(0.0) b = tf.constant(3.0) integrate(f, a, b, num_points=1001) # 9.0 ``` Args: func: Python callable representing a function to be integrated. It must be a callable of a single `Tensor` parameter and return a `Tensor` of the same shape and dtype as its input. It will be called with a `Tesnor` of shape `lower.shape + [n]` (where n is integer number of points) and of the same `dtype` as `lower`. lower: `Tensor` or Python float representing the lower limits of integration. `func` will be integrated between each pair of points defined by `lower` and `upper`. upper: `Tensor` of the same shape and dtype as `lower` or Python float representing the upper limits of intergation. num_points: Scalar int32 `Tensor`. Number of points at which function `func` will be evaluated. Must be odd and at least 3. Default value: 1001. dtype: Optional `tf.Dtype`. If supplied, the dtype for the `lower` and `upper`. Result will have the same dtype. Default value: None which maps to dtype of `lower`. name: Python str. The name to give to the ops created by this function. Default value: None which maps to 'integrate_simpson_composite'. Returns: `Tensor` of shape `func_batch_shape + limits_batch_shape`, containing value of the definite integral. """ with tf.compat.v1.name_scope( name, default_name='integrate_simpson_composite', values=[lower, upper]): lower = tf.convert_to_tensor(lower, dtype=dtype, name='lower') dtype = lower.dtype upper = tf.convert_to_tensor(upper, dtype=dtype, name='upper') num_points = tf.convert_to_tensor( num_points, dtype=tf.int32, name='num_points') assertions = [ tf.debugging.assert_greater_equal(num_points, 3), tf.debugging.assert_equal(num_points % 2, 1), ] with tf.compat.v1.control_dependencies(assertions): dx = (upper - lower) / (tf.cast(num_points, dtype=dtype) - 1) dx_expand = tf.expand_dims(dx, -1) lower_exp = tf.expand_dims(lower, -1) grid = lower_exp + dx_expand * tf.cast(tf.range(num_points), dtype=dtype) weights_first = tf.constant([1.0], dtype=dtype) weights_mid = tf.tile( tf.constant([4.0, 2.0], dtype=dtype), [(num_points - 3) // 2]) weights_last = tf.constant([4.0, 1.0], dtype=dtype) weights = tf.concat([weights_first, weights_mid, weights_last], axis=0) return tf.reduce_sum(func(grid) * weights, axis=-1) * dx / 3
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def create_full_root_hash(root_hash, pool_root_hash): """ Utility method for creating full root hash that then can be signed by multi signature """ return root_hash + pool_root_hash
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# Licensed to the Apache Software Foundation (ASF) under one # or more contributor license agreements. See the NOTICE file # distributed with this work for additional information # regarding copyright ownership. The ASF licenses this file # to you under the Apache License, Version 2.0 (the # "License"); you may not use this file except in compliance # with the License. You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, # software distributed under the License is distributed on an # "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY # KIND, either express or implied. See the License for the # specific language governing permissions and limitations # under the License. """ Example Airflow DAG that shows how to use Google Analytics 360. """ from __future__ import annotations import os from datetime import datetime from airflow import models from airflow.providers.google.marketing_platform.operators.analytics import ( GoogleAnalyticsDataImportUploadOperator, GoogleAnalyticsDeletePreviousDataUploadsOperator, GoogleAnalyticsGetAdsLinkOperator, GoogleAnalyticsListAccountsOperator, GoogleAnalyticsModifyFileHeadersDataImportOperator, GoogleAnalyticsRetrieveAdsLinksListOperator, ) ENV_ID = os.environ.get("SYSTEM_TESTS_ENV_ID") DAG_ID = "example_google_analytics" ACCOUNT_ID = os.environ.get("GA_ACCOUNT_ID", "123456789") BUCKET = os.environ.get("GMP_ANALYTICS_BUCKET", "test-airflow-analytics-bucket") BUCKET_FILENAME = "data.csv" WEB_PROPERTY_ID = os.environ.get("GA_WEB_PROPERTY", "UA-12345678-1") WEB_PROPERTY_AD_WORDS_LINK_ID = os.environ.get("GA_WEB_PROPERTY_AD_WORDS_LINK_ID", "rQafFTPOQdmkx4U-fxUfhj") DATA_ID = "kjdDu3_tQa6n8Q1kXFtSmg" with models.DAG( DAG_ID, schedule='@once', # Override to match your needs, start_date=datetime(2021, 1, 1), catchup=False, tags=["example", "analytics"], ) as dag: # [START howto_marketing_platform_list_accounts_operator] list_account = GoogleAnalyticsListAccountsOperator(task_id="list_account") # [END howto_marketing_platform_list_accounts_operator] # [START howto_marketing_platform_get_ads_link_operator] get_ad_words_link = GoogleAnalyticsGetAdsLinkOperator( web_property_ad_words_link_id=WEB_PROPERTY_AD_WORDS_LINK_ID, web_property_id=WEB_PROPERTY_ID, account_id=ACCOUNT_ID, task_id="get_ad_words_link", ) # [END howto_marketing_platform_get_ads_link_operator] # [START howto_marketing_platform_retrieve_ads_links_list_operator] list_ad_words_link = GoogleAnalyticsRetrieveAdsLinksListOperator( task_id="list_ad_link", account_id=ACCOUNT_ID, web_property_id=WEB_PROPERTY_ID ) # [END howto_marketing_platform_retrieve_ads_links_list_operator] upload = GoogleAnalyticsDataImportUploadOperator( task_id="upload", storage_bucket=BUCKET, storage_name_object=BUCKET_FILENAME, account_id=ACCOUNT_ID, web_property_id=WEB_PROPERTY_ID, custom_data_source_id=DATA_ID, ) delete = GoogleAnalyticsDeletePreviousDataUploadsOperator( task_id="delete", account_id=ACCOUNT_ID, web_property_id=WEB_PROPERTY_ID, custom_data_source_id=DATA_ID, ) transform = GoogleAnalyticsModifyFileHeadersDataImportOperator( task_id="transform", storage_bucket=BUCKET, storage_name_object=BUCKET_FILENAME, ) upload >> [delete, transform] from tests.system.utils import get_test_run # noqa: E402 # Needed to run the example DAG with pytest (see: tests/system/README.md#run_via_pytest) test_run = get_test_run(dag)
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# This file is part of Scapy # See http://www.secdev.org/projects/scapy for more information # Copyright (C) Philippe Biondi <[email protected]> # This program is published under a GPLv2 license """ Package of contrib modules that have to be loaded explicitly. """
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import array arr = ['one', 'two', 'three'] print(arr[0]) print(arr) # Lists are mutable: arr[1] = 'hello' print(arr) del arr[1] print(arr) # Lists can hold arbitrary data types: arr.append(23) print(arr) # Tuple - immutable containers arr = 'one', 'two', 'three' print(arr[0]) print(arr) # arr[1] = 'hello' # del arr[1] # Tuples can hold arbitrary data types: # Adding elements creates a copy of the tuple print(arr + (23,)) arr = array.array('f', (1.0, 1.5, 2.0, 2.5)) print(arr[1]) arr[1] = 23.9 print(arr) del arr[1] arr.append(42.94) # Arrays are "typed" # arr[1] = 'hello' # STR arr = 'abcd' # string are immutable print(list('abcd')) # bytes - immutable Arrays of Single Bytes arr_b = bytes((0, 1, 2, 3)) print(arr_b) # arr[1] = 23 # del arr[1]
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#coding: utf-8 n = int(input()) color = ["white" for i in range(n)] d = [[] for i in range(n)] global t t = 0 M = [[False for i in range(n)] for j in range(n)] for i in range(n): data = list(map(int,input().split())) u = data[0] k = data[1] if i == 0: start = u for v in data[2:2+k]: M[u-1][v-1] = True def search(u,t): t += 1 color[u-1] = "gray" d[u-1].append(t) for v in range(1,n+1): if M[u-1][v-1] and color[v-1] == "white": t = search(v,t) color[u-1] = "black" t += 1 d[u-1].append(t) return t t = search(start, t) for i in range(1,n+1): if color[i-1] == "white": t = search(i, t) for i in range(n): print(i+1, d[i][0], d[i][1])
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import threading from time import sleep from random import random counter = 0 randsleep = lambda: sleep(0.1 * random()) def incr(n): global counter for count in range(n): with incr_lock: current = counter randsleep() counter = current + 1 randsleep() n = 5 incr_lock = threading.Lock() t1 = threading.Thread(target=incr, args=(n, )) t2 = threading.Thread(target=incr, args=(n, )) t1.start() t2.start() t1.join() t2.join() print(f'Counter: {counter}') """ $ python race.py Counter: 10 # every time """
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# -*- coding: utf-8 -*- # # Copyright 2016 Google Inc. All Rights Reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. """Exceptions for the error-reporting surface.""" from __future__ import absolute_import from __future__ import division from __future__ import unicode_literals from googlecloudsdk.core import exceptions class CannotOpenFileError(exceptions.Error): """Cannot open file.""" def __init__(self, f, e): super(CannotOpenFileError, self).__init__( 'Failed to open file [{f}]: {e}'.format(f=f, e=e))
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# # This computer program is the confidential information and proprietary trade # secret of Anuta Networks, Inc. Possessions and use of this program must # conform strictly to the license agreement between the user and # Anuta Networks, Inc., and receipt or possession does not convey any rights # to divulge, reproduce, or allow others to use this program without specific # written authorization of Anuta Networks, Inc. # # Copyright (c) 2015-2016 Anuta Networks, Inc. All Rights Reserved. # # #DO NOT EDIT THIS FILE ITS AUTOGENERATED ONE #ALL THE CUSTOMIZATIONS REGARDING DATAPROCESSING SHOULD BE WRITTEN INTO service_customization.py FILE # """ Tree Structure of Handled XPATH: services | managed-cpe-services | customer | single-cpe-site | single-cpe-site-services | cpe-lan | end-points Schema Representation: /services/managed-cpe-services/customer/single-cpe-site/single-cpe-site-services/cpe-lan/end-points """ from servicemodel import util from servicemodel import yang from servicemodel import devicemgr from cpedeployment.cpedeployment_lib import getLocalObject from cpedeployment.cpedeployment_lib import getDeviceObject from cpedeployment.cpedeployment_lib import getCurrentObjectConfig from cpedeployment.cpedeployment_lib import getPreviousObjectConfig from cpedeployment.cpedeployment_lib import ServiceModelContext from cpedeployment.cpedeployment_lib import getParentObject from cpedeployment.cpedeployment_lib import log import service_customization class EndPoints(yang.AbstractYangServiceHandler): _instance = None def __init__(self): self.delete_pre_processor = service_customization.DeletePreProcessor() self.create_pre_processor = service_customization.CreatePreProcessor() def create(self, id, sdata): sdata.getSession().addYangSessionPreReserveProcessor(self.create_pre_processor) #Fetch Local Config Object config = getCurrentObjectConfig(id, sdata, 'end_points') #Fetch Service Model Context Object smodelctx = None #Fetch Parent Object parentobj = None dev = None devbindobjs={} inputdict = {} # START OF FETCHING THE LEAF PARAMETERS inputdict['profile_name'] = config.get_field_value('profile_name') inputdict['endpoint_name'] = config.get_field_value('endpoint_name') inputdict['device_ip'] = config.get_field_value('device_ip') inputdict['vrf'] = config.get_field_value('vrf') inputdict['interface_type'] = config.get_field_value('interface_type') inputdict['interface_name'] = config.get_field_value('interface_name') inputdict['vlan_id'] = config.get_field_value('vlan_id') inputdict['interface_ip'] = config.get_field_value('interface_ip') inputdict['interface_description'] = config.get_field_value('interface_description') inputdict['pbr_policy'] = config.get_field_value('pbr_policy') inputdict['dps'] = config.get_field_value('dps') inputdict['ospf'] = config.get_field_value('ospf') inputdict['priority'] = config.get_field_value('priority') inputdict['cost'] = config.get_field_value('cost') inputdict['fast_hello'] = config.get_field_value('fast_hello') inputdict['hello_multiplier'] = config.get_field_value('hello_multiplier') inputdict['hello_interval'] = config.get_field_value('hello_interval') inputdict['dead_interval'] = config.get_field_value('dead_interval') inputdict['ospf_id'] = config.get_field_value('ospf_id') inputdict['area'] = config.get_field_value('area') inputdict['inbound_acl'] = config.get_field_value('inbound_acl') inputdict['global_inbound_acl'] = config.get_field_value('global_inbound_acl') inputdict['site_inbound_acl'] = config.get_field_value('site_inbound_acl') inputdict['outbound_acl'] = config.get_field_value('outbound_acl') inputdict['global_outbound_acl'] = config.get_field_value('global_outbound_acl') inputdict['site_outbound_acl'] = config.get_field_value('site_outbound_acl') inputdict['nat_inside'] = config.get_field_value('nat_inside') inputdict['nat_outside'] = config.get_field_value('nat_outside') inputdict['delay'] = config.get_field_value('delay') inputdict['mace_enable'] = config.get_field_value('mace_enable') inputdict['tcp_mss'] = config.get_field_value('tcp_mss') inputdict['bandwidth'] = config.get_field_value('bandwidth') inputdict['bfd'] = config.get_field_value('bfd') inputdict['bfd_interval'] = config.get_field_value('bfd_interval') inputdict['bfd_min_rx'] = config.get_field_value('bfd_min_rx') inputdict['bfd_multiplier'] = config.get_field_value('bfd_multiplier') inputdict['nbar_discovery'] = config.get_field_value('nbar_discovery') # END OF FETCHING THE LEAF PARAMETERS #Fetch Device Object dev = getDeviceObject(config.get_field_value('device_ip'), sdata) inputkeydict = {} # START OF FETCHING THE PARENT KEY LEAF PARAMETERS inputkeydict['managed_cpe_services_customer_single_cpe_site_single_cpe_site_services_site_name'] = sdata.getRcPath().split('/')[-3].split('=')[1] inputkeydict['managed_cpe_services_customer_name'] = sdata.getRcPath().split('/')[-5].split('=')[1] # END OF FETCHING THE PARENT KEY LEAF PARAMETERS #Use the custom methods to process the data service_customization.ServiceDataCustomization.process_service_create_data(smodelctx, sdata, dev, parentobj=parentobj, inputdict=inputdict, config=config) #Use the custom method to process/create payload service_customization.ServiceDataCustomization.process_service_device_bindings(smodelctx, sdata, dev, inputdict=inputdict, parentobj=parentobj, config=config, devbindobjs=devbindobjs) def update(self, id, sdata): #Fetch Local Config Object config = getCurrentObjectConfig(id, sdata, 'end_points') pconfig = getPreviousObjectConfig(id, sdata, 'end_points') #Fetch Service Model Context Object smodelctx = None #Fetch Parent Object parentobj = None #Fetch Device Object prevconfig = util.parseXmlString(sdata.getPreviousPayload()) prevconfig = prevconfig.end_points inputdict = {} pinputdict = {} # START OF FETCHING THE LEAF PARAMETERS inputdict['profile_name'] = config.get_field_value('profile_name') inputdict['endpoint_name'] = config.get_field_value('endpoint_name') inputdict['device_ip'] = config.get_field_value('device_ip') inputdict['vrf'] = config.get_field_value('vrf') inputdict['interface_type'] = config.get_field_value('interface_type') inputdict['interface_name'] = config.get_field_value('interface_name') inputdict['vlan_id'] = config.get_field_value('vlan_id') inputdict['interface_ip'] = config.get_field_value('interface_ip') inputdict['interface_description'] = config.get_field_value('interface_description') inputdict['pbr_policy'] = config.get_field_value('pbr_policy') inputdict['dps'] = config.get_field_value('dps') inputdict['ospf'] = config.get_field_value('ospf') inputdict['priority'] = config.get_field_value('priority') inputdict['cost'] = config.get_field_value('cost') inputdict['fast_hello'] = config.get_field_value('fast_hello') inputdict['hello_multiplier'] = config.get_field_value('hello_multiplier') inputdict['hello_interval'] = config.get_field_value('hello_interval') inputdict['dead_interval'] = config.get_field_value('dead_interval') inputdict['ospf_id'] = config.get_field_value('ospf_id') inputdict['area'] = config.get_field_value('area') inputdict['inbound_acl'] = config.get_field_value('inbound_acl') inputdict['global_inbound_acl'] = config.get_field_value('global_inbound_acl') inputdict['site_inbound_acl'] = config.get_field_value('site_inbound_acl') inputdict['outbound_acl'] = config.get_field_value('outbound_acl') inputdict['global_outbound_acl'] = config.get_field_value('global_outbound_acl') inputdict['site_outbound_acl'] = config.get_field_value('site_outbound_acl') inputdict['nat_inside'] = config.get_field_value('nat_inside') inputdict['nat_outside'] = config.get_field_value('nat_outside') inputdict['delay'] = config.get_field_value('delay') inputdict['mace_enable'] = config.get_field_value('mace_enable') inputdict['tcp_mss'] = config.get_field_value('tcp_mss') inputdict['bandwidth'] = config.get_field_value('bandwidth') inputdict['bfd'] = config.get_field_value('bfd') inputdict['bfd_interval'] = config.get_field_value('bfd_interval') inputdict['bfd_min_rx'] = config.get_field_value('bfd_min_rx') inputdict['bfd_multiplier'] = config.get_field_value('bfd_multiplier') inputdict['nbar_discovery'] = config.get_field_value('nbar_discovery') # END OF FETCHING THE LEAF PARAMETERS # START OF FETCHING THE PREVIOUS LEAF PARAMETERS pinputdict['profile_name'] = pconfig.get_field_value('profile_name') pinputdict['endpoint_name'] = pconfig.get_field_value('endpoint_name') pinputdict['device_ip'] = pconfig.get_field_value('device_ip') pinputdict['vrf'] = pconfig.get_field_value('vrf') pinputdict['interface_type'] = pconfig.get_field_value('interface_type') pinputdict['interface_name'] = pconfig.get_field_value('interface_name') pinputdict['vlan_id'] = pconfig.get_field_value('vlan_id') pinputdict['interface_ip'] = pconfig.get_field_value('interface_ip') pinputdict['interface_description'] = pconfig.get_field_value('interface_description') pinputdict['pbr_policy'] = pconfig.get_field_value('pbr_policy') pinputdict['dps'] = pconfig.get_field_value('dps') pinputdict['ospf'] = pconfig.get_field_value('ospf') pinputdict['priority'] = pconfig.get_field_value('priority') pinputdict['cost'] = pconfig.get_field_value('cost') pinputdict['fast_hello'] = pconfig.get_field_value('fast_hello') pinputdict['hello_multiplier'] = pconfig.get_field_value('hello_multiplier') pinputdict['hello_interval'] = pconfig.get_field_value('hello_interval') pinputdict['dead_interval'] = pconfig.get_field_value('dead_interval') pinputdict['ospf_id'] = pconfig.get_field_value('ospf_id') pinputdict['area'] = pconfig.get_field_value('area') pinputdict['inbound_acl'] = pconfig.get_field_value('inbound_acl') pinputdict['global_inbound_acl'] = pconfig.get_field_value('global_inbound_acl') pinputdict['site_inbound_acl'] = pconfig.get_field_value('site_inbound_acl') pinputdict['outbound_acl'] = pconfig.get_field_value('outbound_acl') pinputdict['global_outbound_acl'] = pconfig.get_field_value('global_outbound_acl') pinputdict['site_outbound_acl'] = pconfig.get_field_value('site_outbound_acl') pinputdict['nat_inside'] = pconfig.get_field_value('nat_inside') pinputdict['nat_outside'] = pconfig.get_field_value('nat_outside') pinputdict['delay'] = pconfig.get_field_value('delay') pinputdict['mace_enable'] = pconfig.get_field_value('mace_enable') pinputdict['tcp_mss'] = pconfig.get_field_value('tcp_mss') pinputdict['bandwidth'] = pconfig.get_field_value('bandwidth') pinputdict['bfd'] = pconfig.get_field_value('bfd') pinputdict['bfd_interval'] = pconfig.get_field_value('bfd_interval') pinputdict['bfd_min_rx'] = pconfig.get_field_value('bfd_min_rx') pinputdict['bfd_multiplier'] = pconfig.get_field_value('bfd_multiplier') pinputdict['nbar_discovery'] = pconfig.get_field_value('nbar_discovery') # END OF FETCHING THE LEAF PARAMETERS dev = getDeviceObject(prevconfig.get_field_value('device_ip'), sdata) #Use the custom method to process the data service_customization.ServiceDataCustomization.process_service_update_data(smodelctx, sdata, dev=dev, parentobj=parentobj, config=config, inputdict=inputdict, pinputdict=pinputdict, pconfig=pconfig) def delete(self, id, sdata): sdata.getSession().addYangSessionPreReserveProcessor(self.delete_pre_processor) #Fetch Local Config Object config = getCurrentObjectConfig(id, sdata, 'end_points') #Fetch Service Model Context Object smodelctx = None #Fetch Parent Object parentobj = None inputdict = {} # START OF FETCHING THE LEAF PARAMETERS inputdict['profile_name'] = config.get_field_value('profile_name') inputdict['endpoint_name'] = config.get_field_value('endpoint_name') inputdict['device_ip'] = config.get_field_value('device_ip') inputdict['vrf'] = config.get_field_value('vrf') inputdict['interface_type'] = config.get_field_value('interface_type') inputdict['interface_name'] = config.get_field_value('interface_name') inputdict['vlan_id'] = config.get_field_value('vlan_id') inputdict['interface_ip'] = config.get_field_value('interface_ip') inputdict['interface_description'] = config.get_field_value('interface_description') inputdict['pbr_policy'] = config.get_field_value('pbr_policy') inputdict['dps'] = config.get_field_value('dps') inputdict['ospf'] = config.get_field_value('ospf') inputdict['priority'] = config.get_field_value('priority') inputdict['cost'] = config.get_field_value('cost') inputdict['fast_hello'] = config.get_field_value('fast_hello') inputdict['hello_multiplier'] = config.get_field_value('hello_multiplier') inputdict['hello_interval'] = config.get_field_value('hello_interval') inputdict['dead_interval'] = config.get_field_value('dead_interval') inputdict['ospf_id'] = config.get_field_value('ospf_id') inputdict['area'] = config.get_field_value('area') inputdict['inbound_acl'] = config.get_field_value('inbound_acl') inputdict['global_inbound_acl'] = config.get_field_value('global_inbound_acl') inputdict['site_inbound_acl'] = config.get_field_value('site_inbound_acl') inputdict['outbound_acl'] = config.get_field_value('outbound_acl') inputdict['global_outbound_acl'] = config.get_field_value('global_outbound_acl') inputdict['site_outbound_acl'] = config.get_field_value('site_outbound_acl') inputdict['nat_inside'] = config.get_field_value('nat_inside') inputdict['nat_outside'] = config.get_field_value('nat_outside') inputdict['delay'] = config.get_field_value('delay') inputdict['mace_enable'] = config.get_field_value('mace_enable') inputdict['tcp_mss'] = config.get_field_value('tcp_mss') inputdict['bandwidth'] = config.get_field_value('bandwidth') inputdict['bfd'] = config.get_field_value('bfd') inputdict['bfd_interval'] = config.get_field_value('bfd_interval') inputdict['bfd_min_rx'] = config.get_field_value('bfd_min_rx') inputdict['bfd_multiplier'] = config.get_field_value('bfd_multiplier') inputdict['nbar_discovery'] = config.get_field_value('nbar_discovery') # END OF FETCHING THE LEAF PARAMETERS #Fetch Device Object dev = getDeviceObject(config.get_field_value('device_ip'), sdata) #Use the custom method to process the data service_customization.ServiceDataCustomization.process_service_delete_data(smodelctx, sdata, dev=dev, parentobj=parentobj, config=config) @staticmethod def getInstance(): if(EndPoints._instance == None): EndPoints._instance = EndPoints() return EndPoints._instance #def rollbackCreate(self, id, sdata): # log('rollback: id = %s, sdata = %s' % (id, sdata)) # self.delete(id,sdata)
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#calss header class _GUNSLINGER(): def __init__(self,): self.name = "GUNSLINGER" self.definitions = [u'especially in the past in North America, someone who is good at shooting guns and is employed for protection or to kill people'] self.parents = [] self.childen = [] self.properties = [] self.jsondata = {} self.specie = 'nouns' def run(self, obj1 = [], obj2 = []): return self.jsondata
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class Solution(object): def longestValidParentheses(self, s): """ :type s: str :rtype: int """ if len(s) == 0: return 0 dp = [0] * len(s) for i in range(len(s)): if s[i] == "(": dp[i] = 0 else: if i - 1 >= 0 and i - 1 - dp[i - 1] >= 0 and s[i - 1 - dp[i - 1]] == "(": dp[i] = 2 + dp[i - 1] if i - 1 - dp[i - 1] - 1 >= 0: dp[i] += dp[i - 1 - dp[i - 1] - 1] print(dp) return max(dp)
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#객체를 처리하는 함수 def create_student(name, korean, math, english, science): return{ "name": name, "korean": korean, "math": math, "english": english, "science": science } def student_get_sum(student): return student["korean"] + student["math"] + student["english"] + student["science"] def student_get_average(student): return student_get_sum(student) / 4 def student_to_string(student): return "{}\t{}\t{}".format( student["name"], student_get_sum(student), student_get_average(student) ) students = [ create_student("윤인성", 87, 98, 88, 95), create_student("연하진", 92, 98, 96, 98), create_student("구지연", 76, 96, 94, 90), create_student("나선주", 98, 92, 96, 92), create_student("윤아린", 95, 98, 98, 98), create_student("윤명월", 94, 88, 92, 92) ] print ("이름", "총점", "평균", sep="\t") for student in students: print(student_to_string(student))
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#!/usr/bin/python # # Copyright (c) 2018 Yuwei Zhou, <[email protected]> # # GNU General Public License v3.0+ (see COPYING or https://www.gnu.org/licenses/gpl-3.0.txt) from __future__ import absolute_import, division, print_function __metaclass__ = type ANSIBLE_METADATA = {'metadata_version': '1.1', 'status': ['preview'], 'supported_by': 'community'} DOCUMENTATION = ''' --- module: azure_rm_routetable version_added: "2.7" short_description: Manage Azure route table resource. description: - Create, update or delete a route table. options: resource_group: description: - name of resource group. required: true name: description: - name of the route table. required: true state: description: - Assert the state of the route table. Use C(present) to create or update and C(absent) to delete. default: present choices: - absent - present disable_bgp_route_propagation: description: - Specified whether to disable the routes learned by BGP on that route table. type: bool default: False location: description: - Region of the resource. - Derived from C(resource_group) if not specified extends_documentation_fragment: - azure - azure_tags author: - "Yuwei Zhou (@yuwzho)" ''' EXAMPLES = ''' - name: Create a route table azure_rm_routetable: resource_group: myResourceGroup name: myRouteTable disable_bgp_route_propagation: False tags: purpose: testing - name: Delete a route table azure_rm_routetable: resource_group: myResourceGroup name: myRouteTable state: absent ''' RETURN = ''' changed: description: Whether the resource is changed. returned: always type: bool id: description: resource id. returned: success type: str ''' try: from msrestazure.azure_exceptions import CloudError except ImportError: # This is handled in azure_rm_common pass from ansible.module_utils.azure_rm_common import AzureRMModuleBase, normalize_location_name class AzureRMRouteTable(AzureRMModuleBase): def __init__(self): self.module_arg_spec = dict( resource_group=dict(type='str', required=True), name=dict(type='str', required=True), state=dict(type='str', default='present', choices=['present', 'absent']), location=dict(type='str'), disable_bgp_route_propagation=dict(type='bool', default=False) ) self.resource_group = None self.name = None self.state = None self.location = None self.tags = None self.disable_bgp_route_propagation = None self.results = dict( changed=False ) super(AzureRMRouteTable, self).__init__(self.module_arg_spec, supports_check_mode=True) def exec_module(self, **kwargs): for key in list(self.module_arg_spec.keys()) + ['tags']: setattr(self, key, kwargs[key]) resource_group = self.get_resource_group(self.resource_group) if not self.location: # Set default location self.location = resource_group.location self.location = normalize_location_name(self.location) result = dict() changed = False result = self.get_table() if self.state == 'absent' and result: changed = True if not self.check_mode: self.delete_table() elif self.state == 'present': if not result: changed = True # create new route table else: # check update update_tags, self.tags = self.update_tags(result.tags) if update_tags: changed = True if self.disable_bgp_route_propagation != result.disable_bgp_route_propagation: changed = True if changed: result = self.network_models.RouteTable(location=self.location, tags=self.tags, disable_bgp_route_propagation=self.disable_bgp_route_propagation) if not self.check_mode: result = self.create_or_update_table(result) self.results['id'] = result.id if result else None self.results['changed'] = changed return self.results def create_or_update_table(self, param): try: poller = self.network_client.route_tables.create_or_update(self.resource_group, self.name, param) return self.get_poller_result(poller) except Exception as exc: self.fail("Error creating or updating route table {0} - {1}".format(self.name, str(exc))) def delete_table(self): try: poller = self.network_client.route_tables.delete(self.resource_group, self.name) result = self.get_poller_result(poller) return result except Exception as exc: self.fail("Error deleting virtual network {0} - {1}".format(self.name, str(exc))) def get_table(self): try: return self.network_client.route_tables.get(self.resource_group, self.name) except CloudError as cloud_err: # Return None iff the resource is not found if cloud_err.status_code == 404: self.log('{0}'.format(str(cloud_err))) return None self.fail('Error: failed to get resource {0} - {1}'.format(self.name, str(cloud_err))) except Exception as exc: self.fail('Error: failed to get resource {0} - {1}'.format(self.name, str(exc))) def main(): AzureRMRouteTable() if __name__ == '__main__': main()
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#!/usr/bin/env python # # Copyright 2007 Google Inc. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. # """Map job package.""" from .map_job_config import JobConfig from .map_job_context import JobContext from .map_job_context import ShardContext from .map_job_context import SliceContext from .map_job_control import Job from .mapper import Mapper
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S = input() dp = [0]*(len(S)+1) cur = int(S[len(S)-1]) mod_10 = 1 count_num = [0]*2019 count_num[0] += 1 for i in range(len(S)): dp[len(S)-i-1] = cur count_num[cur] += 1 mod_10 = (mod_10*10)%2019 if i <= len(S)-2: cur = (cur+int(S[len(S)-i-2])*(mod_10))%2019 ans = 0 for i in range(2019): ans += (count_num[i]*(count_num[i]-1))//2 print(ans)
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mirfarzam/ArtificialIntelligence-HeuristicAlgorithm-TabuSearch
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import os import subprocess import re from datetime import datetime import time from statistics import mean numberOfTests = 10 tabuIteration = '10' tabuDuration = '0' numberOfCities = '50' final_solution = [] list_coverage = [] print(f"\n\nTest for Tabu Search with this config: \n\tIterations : {tabuIteration} \n\tDuration(Tabu Memory): {tabuDuration} \n\tNumber of Cities: {numberOfCities}") for i in range(0, numberOfTests): process = subprocess.Popen(['./algo_tabou.exe', tabuIteration, tabuDuration, numberOfCities, 'distances_entre_villes_{}.txt'.format(numberOfCities)],stdout=subprocess.PIPE,stderr=subprocess.PIPE) stdout, stderr = process.communicate() result = stdout result = re.sub(r'\s', ' ', str(result)) solution = (re.findall(r'([0-9]{4}) km', result))[-1] final_solution.append(int(solution)) coverage = re.findall(r'On est dans un minimum local a l\'iteration ([0-9]+) ->', result) if coverage != []: coverage = int(coverage[0])+ 1 else: coverage = 5 number_of_solution_before_coverage = coverage list_coverage.append(coverage) print('best found solution is {} and found in interation {}, number of solutions before coverage : {}'.format(solution, coverage, number_of_solution_before_coverage)) time.sleep( 1 ) print("Summery:") optimum_result = len(list(filter(lambda x: x == 5644, final_solution))) print(f'number of optimum solution found is {optimum_result}, so in {numberOfTests} runs of test we faced {(optimum_result/numberOfTests)*100}% coverage') print(f'in average this test shows that we found the global optimum solution in iteration {mean(list_coverage)}\nand in worst we found it in iteration {max(list_coverage)} \nand in best case in iteration {max(list_coverage)}') print(f'Totally, {sum(list_coverage)} cities visited before finding the global optimum in {numberOfTests} runs of this test\n\n\n')
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# -*- coding: utf-8 -*- from __future__ import print_function import os import stat import sys # find the import for catkin's python package - either from source space or from an installed underlay if os.path.exists(os.path.join('/opt/ros/kinetic/share/catkin/cmake', 'catkinConfig.cmake.in')): sys.path.insert(0, os.path.join('/opt/ros/kinetic/share/catkin/cmake', '..', 'python')) try: from catkin.environment_cache import generate_environment_script except ImportError: # search for catkin package in all workspaces and prepend to path for workspace in '/home/andrea/thesis_ws/devel;/opt/ros/kinetic'.split(';'): python_path = os.path.join(workspace, 'lib/python2.7/dist-packages') if os.path.isdir(os.path.join(python_path, 'catkin')): sys.path.insert(0, python_path) break from catkin.environment_cache import generate_environment_script code = generate_environment_script('/home/andrea/thesis_ws/devel/.private/orocos_kinematics_dynamics/env.sh') output_filename = '/home/andrea/thesis_ws/build/orocos_kinematics_dynamics/catkin_generated/setup_cached.sh' with open(output_filename, 'w') as f: # print('Generate script for cached setup "%s"' % output_filename) f.write('\n'.join(code)) mode = os.stat(output_filename).st_mode os.chmod(output_filename, mode | stat.S_IXUSR)
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#!/usr/bin/env python # _*_ coding:utf-8 _*_ from TreeNode import TreeNode def postorderTraversal(self, root): """ 记住得了= = 就访问当前root,然后左子树入栈,右子树入栈,最后逆序一下就好了,return output[::-1] 相当于是这么个思路: 目标:左右根 那么我就先求出来根右左,先根遍历是好访问的,根右左的话,因为是栈,所以先访问根,然后左孩子节点入栈, 再右孩子节点入栈,这样出栈的顺序就是跟右左了,其实可以联想一下,其实左右只是人为设定和规定的嘛,就像二分类要用10,也可以看成是01 一个道理,那就调换左右顺序呗,这样就可以根右左的访问 最后再将【根右左】遍历得到的结果逆序,不就是左右根了,比较讨巧 """ if root is None: return [] stack, output = [root, ], [] while stack: root = stack.pop() output.append(root.val) if root.left is not None: stack.append(root.left) if root.right is not None: stack.append(root.right) return output[::-1] def postorderTraversal2(self, root): """ :type root: TreeNode :rtype: List[int] """ if not root: return [] ans = [] visited = set() stack = [root] while stack: top = stack[-1] if top in visited: ans.append(stack.pop().val) else: if top.right: stack.append(top.right) if top.left: stack.append(top.left) visited.add(top) return ans def postorderTraversal1(self, root): """ 算法:递归遍历 """ return [] if root == None else self.postorderTraversal(root.left) + self.postorderTraversal(root.right) + [root.val] if __name__ == '__main__': #1,2,3,4,5,6,7 t1 = TreeNode(1) t2 = TreeNode(2) t3 = TreeNode(3) t4 = TreeNode(4) t5 = TreeNode(5) t6 = TreeNode(6) t7 = TreeNode(7) # t1.left = t2 # t1.right = t3 # t2.left = t4 # t2.right = t5 # t3.left = t6 # t3.right = t7 t1.right =t2 t2.left = t3 print(postorderTraversal(t1))
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# -*- coding: utf-8 -*- import socket client = socket.socket(socket.AF_INET, socket.SOCK_STREAM) client.connect(('192.168.43.240', 8083)) count = 0 while True: count += 1 data = input("请输入给服务器发送的数据:") client.send(data.encode("utf-8")) info = client.recv(1024) print("服务器说:", info.decode("utf-8"))
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# coding: utf-8 from django.conf.urls import patterns, url urlpatterns = patterns( 'eventi.receipts.views', url(r'^$', 'receipt', name='receipt'), url(r'^(\d+)/$', 'detail', name='detail'), )
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#!/usr/bin/python # -*- coding: utf-8 -*- """Tests the multi-processing queue.""" import unittest from plaso.multi_processing import multi_process_queue from tests import test_lib as shared_test_lib from tests.engine import test_lib as engine_test_lib class MultiProcessingQueueTest(shared_test_lib.BaseTestCase): """Tests the multi-processing queue object.""" _ITEMS = frozenset([u'item1', u'item2', u'item3', u'item4']) def testPushPopItem(self): """Tests the PushItem and PopItem functions.""" # A timeout is used to prevent the multi processing queue to close and # stop blocking the current process test_queue = multi_process_queue.MultiProcessingQueue(timeout=0.1) for item in self._ITEMS: test_queue.PushItem(item) test_queue_consumer = engine_test_lib.TestQueueConsumer(test_queue) test_queue_consumer.ConsumeItems() self.assertEqual(test_queue_consumer.number_of_items, len(self._ITEMS)) if __name__ == '__main__': unittest.main()
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""" Argo Server API You can get examples of requests and responses by using the CLI with `--gloglevel=9`, e.g. `argo list --gloglevel=9` # noqa: E501 The version of the OpenAPI document: VERSION Generated by: https://openapi-generator.tech """ import re # noqa: F401 import sys # noqa: F401 from argo_workflows.model_utils import ( # noqa: F401 ApiTypeError, ModelComposed, ModelNormal, ModelSimple, cached_property, change_keys_js_to_python, convert_js_args_to_python_args, date, datetime, file_type, none_type, validate_get_composed_info, ) from ..model_utils import OpenApiModel from argo_workflows.exceptions import ApiAttributeError def lazy_import(): from argo_workflows.model.io_argoproj_events_v1alpha1_trigger_parameter import IoArgoprojEventsV1alpha1TriggerParameter from argo_workflows.model.secret_key_selector import SecretKeySelector globals()['IoArgoprojEventsV1alpha1TriggerParameter'] = IoArgoprojEventsV1alpha1TriggerParameter globals()['SecretKeySelector'] = SecretKeySelector class IoArgoprojEventsV1alpha1OpenWhiskTrigger(ModelNormal): """NOTE: This class is auto generated by OpenAPI Generator. Ref: https://openapi-generator.tech Do not edit the class manually. Attributes: allowed_values (dict): The key is the tuple path to the attribute and the for var_name this is (var_name,). The value is a dict with a capitalized key describing the allowed value and an allowed value. These dicts store the allowed enum values. attribute_map (dict): The key is attribute name and the value is json key in definition. discriminator_value_class_map (dict): A dict to go from the discriminator variable value to the discriminator class name. validations (dict): The key is the tuple path to the attribute and the for var_name this is (var_name,). The value is a dict that stores validations for max_length, min_length, max_items, min_items, exclusive_maximum, inclusive_maximum, exclusive_minimum, inclusive_minimum, and regex. additional_properties_type (tuple): A tuple of classes accepted as additional properties values. """ allowed_values = { } validations = { } @cached_property def additional_properties_type(): """ This must be a method because a model may have properties that are of type self, this must run after the class is loaded """ lazy_import() return (bool, date, datetime, dict, float, int, list, str, none_type,) # noqa: E501 _nullable = False @cached_property def openapi_types(): """ This must be a method because a model may have properties that are of type self, this must run after the class is loaded Returns openapi_types (dict): The key is attribute name and the value is attribute type. """ lazy_import() return { 'action_name': (str,), # noqa: E501 'auth_token': (SecretKeySelector,), # noqa: E501 'host': (str,), # noqa: E501 'namespace': (str,), # noqa: E501 'parameters': ([IoArgoprojEventsV1alpha1TriggerParameter],), # noqa: E501 'payload': ([IoArgoprojEventsV1alpha1TriggerParameter],), # noqa: E501 'version': (str,), # noqa: E501 } @cached_property def discriminator(): return None attribute_map = { 'action_name': 'actionName', # noqa: E501 'auth_token': 'authToken', # noqa: E501 'host': 'host', # noqa: E501 'namespace': 'namespace', # noqa: E501 'parameters': 'parameters', # noqa: E501 'payload': 'payload', # noqa: E501 'version': 'version', # noqa: E501 } read_only_vars = { } _composed_schemas = {} @classmethod @convert_js_args_to_python_args def _from_openapi_data(cls, *args, **kwargs): # noqa: E501 """IoArgoprojEventsV1alpha1OpenWhiskTrigger - a model defined in OpenAPI Keyword Args: _check_type (bool): if True, values for parameters in openapi_types will be type checked and a TypeError will be raised if the wrong type is input. Defaults to True _path_to_item (tuple/list): This is a list of keys or values to drill down to the model in received_data when deserializing a response _spec_property_naming (bool): True if the variable names in the input data are serialized names, as specified in the OpenAPI document. False if the variable names in the input data are pythonic names, e.g. snake case (default) _configuration (Configuration): the instance to use when deserializing a file_type parameter. If passed, type conversion is attempted If omitted no type conversion is done. _visited_composed_classes (tuple): This stores a tuple of classes that we have traveled through so that if we see that class again we will not use its discriminator again. When traveling through a discriminator, the composed schema that is is traveled through is added to this set. For example if Animal has a discriminator petType and we pass in "Dog", and the class Dog allOf includes Animal, we move through Animal once using the discriminator, and pick Dog. Then in Dog, we will make an instance of the Animal class but this time we won't travel through its discriminator because we passed in _visited_composed_classes = (Animal,) action_name (str): Name of the action/function.. [optional] # noqa: E501 auth_token (SecretKeySelector): [optional] # noqa: E501 host (str): Host URL of the OpenWhisk.. [optional] # noqa: E501 namespace (str): Namespace for the action. Defaults to \"_\". +optional.. [optional] # noqa: E501 parameters ([IoArgoprojEventsV1alpha1TriggerParameter]): [optional] # noqa: E501 payload ([IoArgoprojEventsV1alpha1TriggerParameter]): Payload is the list of key-value extracted from an event payload to construct the request payload.. [optional] # noqa: E501 version (str): [optional] # noqa: E501 """ _check_type = kwargs.pop('_check_type', True) _spec_property_naming = kwargs.pop('_spec_property_naming', False) _path_to_item = kwargs.pop('_path_to_item', ()) _configuration = kwargs.pop('_configuration', None) _visited_composed_classes = kwargs.pop('_visited_composed_classes', ()) self = super(OpenApiModel, cls).__new__(cls) if args: raise ApiTypeError( "Invalid positional arguments=%s passed to %s. Remove those invalid positional arguments." % ( args, self.__class__.__name__, ), path_to_item=_path_to_item, valid_classes=(self.__class__,), ) self._data_store = {} self._check_type = _check_type self._spec_property_naming = _spec_property_naming self._path_to_item = _path_to_item self._configuration = _configuration self._visited_composed_classes = _visited_composed_classes + (self.__class__,) for var_name, var_value in kwargs.items(): if var_name not in self.attribute_map and \ self._configuration is not None and \ self._configuration.discard_unknown_keys and \ self.additional_properties_type is None: # discard variable. continue setattr(self, var_name, var_value) return self required_properties = set([ '_data_store', '_check_type', '_spec_property_naming', '_path_to_item', '_configuration', '_visited_composed_classes', ]) @convert_js_args_to_python_args def __init__(self, *args, **kwargs): # noqa: E501 """IoArgoprojEventsV1alpha1OpenWhiskTrigger - a model defined in OpenAPI Keyword Args: _check_type (bool): if True, values for parameters in openapi_types will be type checked and a TypeError will be raised if the wrong type is input. Defaults to True _path_to_item (tuple/list): This is a list of keys or values to drill down to the model in received_data when deserializing a response _spec_property_naming (bool): True if the variable names in the input data are serialized names, as specified in the OpenAPI document. False if the variable names in the input data are pythonic names, e.g. snake case (default) _configuration (Configuration): the instance to use when deserializing a file_type parameter. If passed, type conversion is attempted If omitted no type conversion is done. _visited_composed_classes (tuple): This stores a tuple of classes that we have traveled through so that if we see that class again we will not use its discriminator again. When traveling through a discriminator, the composed schema that is is traveled through is added to this set. For example if Animal has a discriminator petType and we pass in "Dog", and the class Dog allOf includes Animal, we move through Animal once using the discriminator, and pick Dog. Then in Dog, we will make an instance of the Animal class but this time we won't travel through its discriminator because we passed in _visited_composed_classes = (Animal,) action_name (str): Name of the action/function.. [optional] # noqa: E501 auth_token (SecretKeySelector): [optional] # noqa: E501 host (str): Host URL of the OpenWhisk.. [optional] # noqa: E501 namespace (str): Namespace for the action. Defaults to \"_\". +optional.. [optional] # noqa: E501 parameters ([IoArgoprojEventsV1alpha1TriggerParameter]): [optional] # noqa: E501 payload ([IoArgoprojEventsV1alpha1TriggerParameter]): Payload is the list of key-value extracted from an event payload to construct the request payload.. [optional] # noqa: E501 version (str): [optional] # noqa: E501 """ _check_type = kwargs.pop('_check_type', True) _spec_property_naming = kwargs.pop('_spec_property_naming', False) _path_to_item = kwargs.pop('_path_to_item', ()) _configuration = kwargs.pop('_configuration', None) _visited_composed_classes = kwargs.pop('_visited_composed_classes', ()) if args: raise ApiTypeError( "Invalid positional arguments=%s passed to %s. Remove those invalid positional arguments." % ( args, self.__class__.__name__, ), path_to_item=_path_to_item, valid_classes=(self.__class__,), ) self._data_store = {} self._check_type = _check_type self._spec_property_naming = _spec_property_naming self._path_to_item = _path_to_item self._configuration = _configuration self._visited_composed_classes = _visited_composed_classes + (self.__class__,) for var_name, var_value in kwargs.items(): if var_name not in self.attribute_map and \ self._configuration is not None and \ self._configuration.discard_unknown_keys and \ self.additional_properties_type is None: # discard variable. continue setattr(self, var_name, var_value) if var_name in self.read_only_vars: raise ApiAttributeError(f"`{var_name}` is a read-only attribute. Use `from_openapi_data` to instantiate " f"class with read only attributes.")
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# http://scikit-learn.org/stable/modules/generated/sklearn.linear_model.ElasticNet.html#sklearn.linear_model.ElasticNet from sklearn import linear_model from sklearn.linear_model import ElasticNet import numpy as np from pandas import read_csv from sklearn.metrics import mean_squared_error from sklearn.model_selection import train_test_split from math import sqrt series = read_csv('../tests/shampoo-sales3.csv', header=0) raw_data = series.values X_train, X_test, y_train, y_test = train_test_split(raw_data[:, 0], raw_data[:, 1], test_size=0.33, random_state=9) X_train = X_train.reshape(X_train.shape[0], 1) X_test = X_test.reshape(X_test.shape[0], 1) regr = ElasticNet(random_state=0) regr.fit(X_train, y_train) print(regr.coef_) print(regr.intercept_) y_predicted = regr.predict(X_test) print('y_test: ') print(y_test) print('y_predicted: ') print(y_predicted) rmse = sqrt(mean_squared_error(y_test, y_predicted)) print('Test RMSE: %.7f' % (rmse))
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""" WSGI config for endlesshandsome project. It exposes the WSGI callable as a module-level variable named ``application``. For more information on this file, see https://docs.djangoproject.com/en/1.10/howto/deployment/wsgi/ """ import os from django.core.wsgi import get_wsgi_application os.environ.setdefault("DJANGO_SETTINGS_MODULE", "endlesshandsome.settings") application = get_wsgi_application()
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s= {"百",100,(0,1,2)} print(s) print(len(s)) s.add("二百") print(s) s.discard(100) print(s) s.pop() print(s) s.clear() print(s)
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def counting_element(li, li1): li3 = [] for i in range(len(li)): count = 0 for j in range(len(li1)): if li[i] >= li1[j]: count = count+1 li3.append(count) print(li3) n = int(input()) m = int(input()) li = [int(x) for x in input().split()] li1 = [int(x) for x in input().split()] counting_element(li, li1)
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#!/usr/bin/env python # encoding: utf-8 """ :Description:剑指Offer 21 :Author: 佳境Shmily :Create Time: 2020/4/29 11:59 :File: Solution21 :Site: shmily-qjj.top """ class Solution: def jumpFloor(self, number): # write code here pass if __name__ == '__main__': s = Solution()
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import os import shutil from collections import OrderedDict import torch import utils.logging as logging logger = logging.get_logger(__name__) def load_checkpoint(model, state_dict, data_parallel=False): """ Load the trained weights from the checkpoint. Args: model (model): model to load the weights from the checkpoint. state_dict (OrderedDict): checkpoint. data_parallel (bool): if true, model is wrapped by torch.nn.parallel.DistributedDataParallel. """ ms = model.module if data_parallel else model ms.load_state_dict(state_dict) def load_pretrained_checkpoint(model, state_dict, data_parallel=False): """ Load the pretrained weights from the checkpoint. Args: model (model): model to load the weights from the checkpoint. state_dict (OrderedDict): checkpoint. data_parallel (bool): if true, model is wrapped by torch.nn.parallel.DistributedDataParallel. """ ms = model.module if data_parallel else model model_dict = ms.state_dict() partial_dict = OrderedDict() for key in state_dict.keys(): if 'visual_conv' in key and 'head' not in key: partial_dict[key] = state_dict[key] if 'audio_conv' in key and 'head' not in key: partial_dict[key] = state_dict[key] update_dict = {k: v for k, v in partial_dict.items() if k in model_dict} ms.load_state_dict(update_dict, strict=False) def save_checkpoint(state, is_best=False, filename='checkpoint.pyth'): """ Save the model weights to the checkpoint. Args: state (Dict): model states is_best (bool): whether the model has achieved the best performance so far. filename (str): path to the checkpoint to save. """ torch.save(state, filename) if is_best: shutil.copyfile(filename, 'model_best.pyth')
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# n = 0: cnt = 0 # n = 1: 1 cnt = 1 # n = 2: 10 cnt = 1 # n = 3: 100, 101 cnt = 2 # n = 4: 1010, 1001, 1000 cnt =3 # n = 5: 10000, 10001, 10010, 10101, 10100 cnt =5 n = int(input()) dp = [0, 1, 1] for i in range(3, n+1): dp.append(dp[i-2] + dp[i-1]) print(dp[n])
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/CODE/experimentcode/Thesis/Forced/GaussianBumpoverPeriodicBed/o3fix/Run.py
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from scipy import * from pylab import plot, show, legend,xlim,ylim,savefig,title,xlabel,ylabel,clf, loglog import csv import os from Serre3 import * from numpy.linalg import norm from time import time from scipy.special import erf def copyarraytoC(a): n = len(a) b = mallocPy(n) for i in range(n): writetomem(b,i,a[i]) return b def copyarrayfromC(a,n): b = [0]*n for i in range(n): b[i] = readfrommem(a,i) return b def TDMApy(a,b,c,d): n = len(d) alpha = [] beta = [] x = [0]*n alpha.append((1.0*c[0])/b[0]) beta.append((1.0*d[0])/b[0] ) for i in range(1,n-1): m = 1.0 / (b[i] - a[i-1]*alpha[i-1]) alpha.append(c[i]* m) beta.append((d[i] - a[i-1]*beta[i-1]) * m) m = 1.0 / (b[n-1] - a[n-2]*alpha[n-2]) beta.append((d[n-1] - a[n-2]*beta[n-2]) * m) x[n-1] = beta[n-1] for i in range(n-2,-1,-1): x[i] = beta[i] - alpha[i]*x[i+1] return array(x) #Tested from CFD forum post def pentadiagsolve(e,a,d,c,f,B): n = len(d) X = zeros(n) for i in range(1,n-1): xmult = float(a[i-1]) / d[i-1] d[i] = d[i] - xmult*c[i-1] c[i] = c[i] - xmult*f[i-1] B[i] = B[i] - xmult*B[i-1] xmult = float(e[i-1]) /d[i-1] a[i] = a[i] - xmult*c[i-1] d[i+1] = d[i+1] - xmult*f[i-1] B[i+1] = B[i+1] - xmult*B[i-1] xmult = float(a[n-2]) / d[n-2] d[n-1] = d[n-1] - xmult*c[n-2] X[n-1] = (B[n-1] - xmult*B[n-2]) / float(d[n-1]) X[n-2] = (B[n-2] - c[n-2]*X[n-1]) / float(d[n-2]) for i in range(n-3,-1,-1): X[i] = (B[i] - f[i]*X[i+2] - c[i]*X[i+1])/float(d[i]) return X def makevar(sx,ex,dx,st,et,dt): x = arange(sx, ex, dx) t = arange(st, et, dt) return x,t def midpointtocellaverages(mq,dx): #no BC required, assumes that the averages and midpoints at the boundaries are the same idx = 1.0/dx i24 = 1.0 / 24.0 n = len(mq) a = zeros(n-1) b = zeros(n) c = zeros(n-1) for i in range(1,n-1): ai = -i24 bi = 26*i24 ci = -i24 a[i-1] = ai b[i] = bi c[i] = ci #i = 0 i = 0 ai =0.0 #-i24 bi =1.0 #26*i24 ci =0.0 #-i24 b[i] = bi c[i] = ci #mq[i] = mq[i] - ai*qbeg[0] #i = 0 i = n-1 ai =0.0# -i24 bi =1.0# 26*i24 ci =0.0# -i24 a[i-1] = ai b[i] = bi #mq[i] = mq[i] - ci*qend[0] q = TDMApy(a,b,c,mq) return q def cellaveragestomidpoints(q,dx): #no BC required, assumes that the averages and midpoints at the boundaries are the same i24 = 1.0 / 24.0 n = len(q) mq = zeros(n) for i in range(1,n-1): #iterate over the cell midpoints, there are 2 edge values for each (except the first and last cell) #variables #ai = (q[i+1] - 2*q[i] + q[i-1])*0.5*idx*idx #bi = (q[i+1] - q[i-1])*0.5*idx ci = i24*(-q[i+1] + 26*q[i] -q[i-1]) mq[i] = ci #i = 0 i = 0 ci = q[i] #i24*(-q[i+1] + 26*q[i] - qbeg[0]) mq[i] = ci #i = n-1 i = n-1 ci = q[i]#i24*(-qend[0] + 26*q[i] - q[i-1]) mq[i] = ci return mq def hI(x,t,a0,a1,a2,a3,a4,a5,a6,a7): return a0*x - a1*sqrt(a4)*sqrt(pi/2.)*erf((a3 + a2*t - x)/(sqrt(2)*sqrt(a4))) def hA(xi1,xi2,t,a0,a1,a2,a3,a4,a5,a6,a7): hxi1 = hI(xi1,t,a0,a1,a2,a3,a4,a5,a6,a7) hxi2 = hI(xi2,t,a0,a1,a2,a3,a4,a5,a6,a7) hAv = (hxi2 - hxi1)/(xi2 - xi1) return hAv def uI(x,t,a0,a1,a2,a3,a4,a5,a6,a7): return - a5*sqrt(a4)*sqrt(pi/2.)*erf((a3 + a2*t - x)/(sqrt(2)*sqrt(a4))) def uA(xi1,xi2,t,a0,a1,a2,a3,a4,a5,a6,a7): uxi1 = uI(xi1,t,a0,a1,a2,a3,a4,a5,a6,a7) uxi2 = uI(xi2,t,a0,a1,a2,a3,a4,a5,a6,a7) uAv = (uxi2 - uxi1)/(xi2 - xi1) return uAv def GI(x,t,a0,a1,a2,a3,a4,a5,a6,a7): return (a5*(2*pow(e,((a3 + a2*t)*x)/a4)*pow(a1*pow(e,((a3 + a2*t)*x)/a4) + a0*pow(e,(pow(a3,2) + 2*a2*a3*t + pow(a2,2)*pow(t,2) + pow(x,2))/(2.*a4)),3)*(-a3 - a2*t + x) + \ 3*a1*pow(a4,1.5)*pow(e,(2*(pow(a3,2) + 2*a2*a3*t + pow(a2,2)*pow(t,2) + pow(x,2)))/a4)*sqrt(pi)*erf((-a3 - a2*t + x)/sqrt(a4)) + \ 3*a0*pow(a4,1.5)*pow(e,(2*(pow(a3,2) + 2*a2*a3*t + pow(a2,2)*pow(t,2) + pow(x,2)))/a4)*sqrt(2*pi)*erf((-a3 - a2*t + x)/(sqrt(2)*sqrt(a4)))))/(6.*a4*pow(e,(2*(pow(a3 + a2*t,2) + pow(x,2)))/a4)) def GA(xi1,xi2,t,a0,a1,a2,a3,a4,a5,a6,a7): Gxi1 = GI(xi1,t,a0,a1,a2,a3,a4,a5,a6,a7) Gxi2 = GI(xi2,t,a0,a1,a2,a3,a4,a5,a6,a7) GAv = (Gxi2 - Gxi1)/ (xi2 - xi1) return GAv def ForcedbedA(x,t,a0,a1,a2,a3,a4,a5,a6,a7,g,dx): n = len(x) ha = zeros(n) ua = zeros(n) Ga = zeros(n) for i in range(n): xi1 = x[i] - 0.5*dx xi2 = x[i] + 0.5*dx ha[i] = hA(xi1,xi2,t,a0,a1,a2,a3,a4,a5,a6,a7) ua[i] = uA(xi1,xi2,t,a0,a1,a2,a3,a4,a5,a6,a7) Ga[i] = GA(xi1,xi2,t,a0,a1,a2,a3,a4,a5,a6,a7) return ha,ua,Ga def ForcedbedM(x,t,a0,a1,a2,a3,a4,a5,a6,a7,g,dx): n = len(x) h = zeros(n) u = zeros(n) G = zeros(n) for i in range(n): phi = x[i] - a2*t h[i] = a0 + a1*exp(-(phi - a3)**2/(2*a4)) u[i] = a5*exp(-(phi - a3)**2/(2*a4)) hxi = -a1/a4*(phi - a3)*exp(-(phi - a3)**2/(2*a4)) uxi = -a5/a4*(phi - a3)*exp(-(phi - a3)**2/(2*a4)) uxxi = -a5/(a4**2)*exp(-(phi - a3)**2/(2*a4))*(a4 - ((phi) - a3)**2) G[i] = u[i]*h[i] - h[i]*h[i]*hxi*uxi - h[i]*h[i]*h[i]/3.0*uxxi return h,u,G def solveGfromuh(u,h,hbeg,hend,ubeg,uend,dx): #takes midpoint values of u,h and gives midpoint values of G idx = 1.0 / dx i12 = 1.0 / 12.0 i3 = 1.0 / 3.0 n = len(u) G = zeros(n) for i in range(2,n-2): th = h[i] thx = i12*idx*(-h[i+2] + 8*h[i+1] - 8*h[i-1] + h[i-2] ) ai = -(i12*idx)*(th*th*thx) +(i12*idx*idx)*(i3*th*th*th) #ui-2 bi = (8*i12*idx)*(th*th*thx) - (16*i12*idx*idx)*(i3*th*th*th) #ui-1 ci = th + (30*i12*idx*idx)*(i3*th*th*th) di = -(8*i12*idx)*(th*th*thx) - (16*i12*idx*idx)*(i3*th*th*th) #ui+1 ei = (i12*idx)*(th*th*thx) + (i12*idx*idx)*(i3*th*th*th) #ui+2 G[i] = ai*u[i-2] + bi*u[i-1] + ci*u[i] + di*u[i+1] + ei*u[i+2] #boundary #i=0 i=0 th = h[i] thx = i12*idx*(-h[i+2] + 8*h[i+1] - 8*hbeg[-1] + hbeg[-2] ) ai = -(i12*idx)*(th*th*thx) +(i12*idx*idx)*(i3*th*th*th) #ui-2 bi = (8*i12*idx)*(th*th*thx) - (16*i12*idx*idx)*(i3*th*th*th) #ui-1 ci = th + (30*i12*idx*idx)*(i3*th*th*th) di = -(8*i12*idx)*(th*th*thx) - (16*i12*idx*idx)*(i3*th*th*th) #ui+1 ei = (i12*idx)*(th*th*thx) + (i12*idx*idx)*(i3*th*th*th) #ui+2 G[i] = ai*ubeg[-2] + bi*ubeg[-1] + ci*u[i] + di*u[i+1] + ei*u[i+2] #i=1 i=1 th = h[i] thx = i12*idx*(-h[i+2] + 8*h[i+1] - 8*h[i-1] + hbeg[-1] ) ai = -(i12*idx)*(th*th*thx) +(i12*idx*idx)*(i3*th*th*th) #ui-2 bi = (8*i12*idx)*(th*th*thx) - (16*i12*idx*idx)*(i3*th*th*th) #ui-1 ci = th + (30*i12*idx*idx)*(i3*th*th*th) di = -(8*i12*idx)*(th*th*thx) - (16*i12*idx*idx)*(i3*th*th*th) #ui+1 ei = (i12*idx)*(th*th*thx) + (i12*idx*idx)*(i3*th*th*th) #ui+2 G[i] = ai*ubeg[-1] + bi*u[i-1] + ci*u[i] + di*u[i+1] + ei*u[i+2] #boundary #i=n-2 i=n-2 th = h[i] thx = i12*idx*(-hend[0] + 8*h[i+1] - 8*h[i-1] + h[i-2] ) ai = -(i12*idx)*(th*th*thx) +(i12*idx*idx)*(i3*th*th*th) #ui-2 bi = (8*i12*idx)*(th*th*thx) - (16*i12*idx*idx)*(i3*th*th*th) #ui-1 ci = th + (30*i12*idx*idx)*(i3*th*th*th) di = -(8*i12*idx)*(th*th*thx) - (16*i12*idx*idx)*(i3*th*th*th) #ui+1 ei = (i12*idx)*(th*th*thx) + (i12*idx*idx)*(i3*th*th*th) #ui+2 G[i] = ai*u[i-2] + bi*u[i-1] + ci*u[i] + di*u[i+1] + ei*uend[0] #i=n-1 i=n-1 th = h[i] thx = i12*idx*(-hend[1] + 8*hend[0] - 8*h[i-1] + h[i-2] ) ai = -(i12*idx)*(th*th*thx) +(i12*idx*idx)*(i3*th*th*th) #ui-2 bi = (8*i12*idx)*(th*th*thx) - (16*i12*idx*idx)*(i3*th*th*th) #ui-1 ci = th + (30*i12*idx*idx)*(i3*th*th*th) di = -(8*i12*idx)*(th*th*thx) - (16*i12*idx*idx)*(i3*th*th*th) #ui+1 ei = (i12*idx)*(th*th*thx) + (i12*idx*idx)*(i3*th*th*th) #ui+2 G[i] = ai*u[i-2] + bi*u[i-1] + ci*u[i] + di*uend[0] + ei*uend[1] return G def sech2 (x): a = 2./(exp(x) + exp(-x)) return a*a def soliton (x,t,g,a0,a1): c = sqrt(g*(a0 + a1)) phi = x - c*t; k = sqrt(3.0*a1) / (2.0*a0 *sqrt(a0 + a1)) return a0 + a1*sech2(k*phi) def solitoninit(n,a0,a1,g,x,t0,dx): h = zeros(n) u = zeros(n) c = sqrt(g*(a0 + a1)) for i in range(n): h[i] = soliton(x[i],t0,g,a0,a1) u[i] = c* ((h[i] - a0) / h[i]) return h,u #Forcing Problem wdir = "../../../../../../../data/raw/Forced/FDVM3NoBed/GaussBedAll/EvotBest3/" if not os.path.exists(wdir): os.makedirs(wdir) for j in range(4,15): g =9.81 a0 = 1 a1 = 0.2 a2 = 1.3 a3 = 0.4 a4 = 1.5 a5 = 0.1 a6 = 0 a7 = 0.1 width = 20.0 g = 9.81 dx = width / (2.0)**(j) l = 0.5 / (a5 + sqrt(g*(a0 + a1))) dt = l*dx startx = -width/2 endx = width/2 startt = 0.0 endt = 1 t = startt #number of boundary conditions (one side) nfcBC = 4 #for flux calculation nGsBC = 2 #for solving G from u,h niBC = nGsBC + nfcBC #total #x,t = makevar(startx,endx +0.1*dx,dx,startt,endt,dt) x = arange(startx,endx +0.1*dx, dx) xmbeg = arange(startx - niBC*dx ,x[0], dx) xmend = arange(x[-1] + dx ,x[-1] + (niBC+ 0.1)*dx, dx) ts = [] n = len(x) theta = 2 gap = int(1.0/dt) hm,um,Gm = ForcedbedM(x,t,a0,a1,a2,a3,a4,a5,a6,a7,g,dx) #bM = cos(a5*x) print(t) hmbeg,umbeg,Gmbeg = ForcedbedM(xmbeg,t,a0,a1,a2,a3,a4,a5,a6,a7,g,dx) hmend,umend,Gmend = ForcedbedM(xmend,t,a0,a1,a2,a3,a4,a5,a6,a7,g,dx) cnBC = niBC - nGsBC umbc = concatenate([umbeg[-cnBC:],um,umend[:cnBC]]) hmbc = concatenate([hmbeg[-cnBC:],hm,hmend[:cnBC]]) Gmbc = concatenate([Gmbeg[-cnBC:],Gm,Gmend[:cnBC]]) #calculate averages Gabc = midpointtocellaverages(Gmbc,dx) habc = midpointtocellaverages(hmbc,dx) uabc = midpointtocellaverages(umbc,dx) Gabeg = Gabc[:cnBC] Ga = Gabc[cnBC:-cnBC] Gaend = Gabc[-cnBC:] habeg = habc[:cnBC] ha = habc[cnBC:-cnBC] haend = habc[-cnBC:] uabeg = uabc[:cnBC] ua = uabc[cnBC:-cnBC] uaend = uabc[-cnBC:] Ga_c = copyarraytoC(Ga) Gabeg_c = copyarraytoC(Gabeg) Gaend_c = copyarraytoC(Gaend) ha_c = copyarraytoC(ha) habeg_c = copyarraytoC(habeg) haend_c = copyarraytoC(haend) uabeg_c = copyarraytoC(uabeg) uaend_c = copyarraytoC(uaend) hmbeg_c = copyarraytoC(hmbeg) hmend_c = copyarraytoC(hmend) umbeg_c = copyarraytoC(umbeg) umend_c = copyarraytoC(umend) u_c = mallocPy(n) G_c = mallocPy(n) h_c = mallocPy(n) x_c = copyarraytoC(x) ts.append(t) #Just an FEM solve here while t < endt: evolvewrap(Ga_c,ha_c,Gabeg_c,Gaend_c,habeg_c,haend_c,hmbeg_c,hmend_c,uabeg_c,uaend_c,umbeg_c,umend_c,nfcBC,nGsBC,g,dx,dt,n,cnBC,niBC,x_c,t,a0,a1,a2,a3,a4,a5,a6,a7) t = t + dt ts.append(t) print(t) ca2midpt(ha_c,dx,n,h_c) ca2midpt(Ga_c,dx,n,G_c) GaC = copyarrayfromC(Ga_c,n) haC = copyarrayfromC(ha_c,n) GC = copyarrayfromC(G_c,n) hC = copyarrayfromC(h_c,n) ufromGh(G_c,h_c,hmbeg_c,hmend_c,umbeg_c,umend_c,dx,n,niBC, u_c) uC = copyarrayfromC(u_c,n) haA,uaA,GaA = ForcedbedA(x,t,a0,a1,a2,a3,a4,a5,a6,a7,g,dx) hmA,umA,GmA = ForcedbedM(x,t,a0,a1,a2,a3,a4,a5,a6,a7,g,dx) hnorm = norm(haC - haA, ord=2)/ norm(haA, ord=2) unorm = norm(uC - umA, ord=2)/ norm(umA, ord=2) Gnorm = norm(GaC - GaA, ord=2)/ norm(GaA, ord=2) s = wdir + "h.dat" with open(s,'a') as file1: s ="%3.8f%5s%1.20f\n" %(dx," ",hnorm) file1.write(s) s = wdir + "G.dat" with open(s,'a') as file1: s ="%3.8f%5s%1.20f\n" %(dx," ",Gnorm) file1.write(s) s = wdir + "u.dat" with open(s,'a') as file1: s ="%3.8f%5s%1.20f\n" %(dx," ",unorm) file1.write(s) deallocPy(ha_c) deallocPy(Ga_c) deallocPy(h_c) deallocPy(G_c) deallocPy(u_c) deallocPy(hmbeg_c) deallocPy(umbeg_c) deallocPy(hmend_c) deallocPy(umend_c) deallocPy(habeg_c) deallocPy(Gabeg_c) deallocPy(uabeg_c) deallocPy(haend_c) deallocPy(Gaend_c) deallocPy(uaend_c) """ ##Accuracy Test ### Soliton Accuracy ################ wdir = "../../../../../../../data/raw/Forced/FDVM3NoBed/GaussBedAll/Soliton1/" if not os.path.exists(wdir): os.makedirs(wdir) s = wdir + "savenorms.txt" with open(s,'a') as file1: writefile = csv.writer(file1, delimiter = ',', quotechar='|', quoting=csv.QUOTE_MINIMAL) writefile.writerow(['dx','Normalised L1-norm Difference Height', ' Normalised L1-norm Difference Velocity','Hamiltonian Difference']) for k in range(6,21): dx = 100.0 / (2**k) a0 = 1.0 a1 = 0.7 g = 9.81 #g = 1.0 Cr = 0.5 l = 1.0 / (sqrt(g*(a0 + a1))) dt = Cr*l*dx startx = -250.0 endx = 250.0 + dx startt = 0.0 endt = 1 + dt print(dx,dt) szoomx = startx ezoomx = endx #number of boundary conditions (one side) nfcBC = 4 #for flux calculation nGsBC = 2 #for solving G from u,h niBC = nGsBC + nfcBC #total wdatadir = wdir+ str(k) + "/" if not os.path.exists(wdatadir): os.makedirs(wdatadir) gap =int(10.0/dt) x,t = makevar(startx,endx,dx,startt,endt,dt) n = len(x) t0 = 0.0 hm,um = solitoninit(n,a0,a1,g,x,t0,dx) umbeg = um[0]*ones(niBC) umend = um[-1]*ones(niBC) hmbeg = hm[0]*ones(niBC) hmend = hm[-1]*ones(niBC) #calculate G midpoint cnBC = niBC - nGsBC umbc = concatenate([umbeg[-cnBC:],um,umend[0:cnBC]]) hmbc = concatenate([hmbeg[-cnBC:],hm,hmend[0:cnBC]]) Gmbc = solveGfromuh(umbc,hmbc,hmbeg[0:-cnBC],hmend[-cnBC:],umbeg[0:-cnBC],umend[-cnBC:],dx) #calculate averages Gabc = midpointtocellaverages(Gmbc,dx) habc = midpointtocellaverages(hmbc,dx) uabc = midpointtocellaverages(umbc,dx) #so we can just go from here with Ga ang ha? Gabeg = Gabc[0:cnBC] Ga = Gabc[cnBC:-cnBC] Gaend = Gabc[-cnBC:] habeg = habc[0:cnBC] ha = habc[cnBC:-cnBC] haend = habc[-cnBC:] uabeg = uabc[0:cnBC] ua = uabc[cnBC:-cnBC] uaend = uabc[-cnBC:] Ga_c = copyarraytoC(Ga) Gabeg_c = copyarraytoC(Gabeg) Gaend_c = copyarraytoC(Gaend) ha_c = copyarraytoC(ha) habeg_c = copyarraytoC(habeg) haend_c = copyarraytoC(haend) uabeg_c = copyarraytoC(uabeg) uaend_c = copyarraytoC(uaend) hmbeg_c = copyarraytoC(hmbeg) hmend_c = copyarraytoC(hmend) umbeg_c = copyarraytoC(umbeg) umend_c = copyarraytoC(umend) u_c = mallocPy(n) G_c = mallocPy(n) h_c = mallocPy(n) xbeg = arange(startx - niBC*dx,startx,dx) xend = arange(endx + dx,endx + (niBC+1)*dx) xbc = concatenate([xbeg,x,xend]) x_c = copyarraytoC(x) xbc_c = copyarraytoC(xbc) hbc_c = mallocPy(n + 2*niBC) ubc_c = mallocPy(n + 2*niBC) Evals = [] for i in range(1,len(t)): if(i % gap == 0 or i ==1): ca2midpt(ha_c,dx,n,h_c) ca2midpt(Ga_c,dx,n,G_c) ufromGh(G_c,h_c,hmbeg_c,hmend_c,umbeg_c,umend_c,dx,n,niBC, u_c) conc(hmbeg_c , h_c,hmend_c,niBC,n ,niBC , hbc_c) conc(umbeg_c , u_c,umend_c,niBC,n ,niBC , ubc_c) Eval =1 #Eval = HankEnergyall(xbc_c,hbc_c,ubc_c,g,n + 2*niBC,niBC,dx) Evals.append(Eval) u = copyarrayfromC(u_c,n) G = copyarrayfromC(G_c,n) h = copyarrayfromC(h_c,n) c = sqrt(g*(a0 + a1)) htrue = zeros(n) utrue = zeros(n) for j in range(n): he = soliton(x[j],t[i],g,a0,a1) htrue[j] = he utrue[j] = c* ((he - a0) / he) s = wdatadir + "saveoutputts" + str(i) + ".txt" print t[i] print(h[3],G[3]) with open(s,'a') as file2: writefile2 = csv.writer(file2, delimiter = ',', quotechar='|', quoting=csv.QUOTE_MINIMAL) writefile2.writerow(['dx' ,'dt','time','xi','Eval', 'height(m)', 'G' , 'u(m/s)','true height', 'true velocity' ]) for j in range(n): writefile2.writerow([str(dx),str(dt),str(t[i]),str(x[j]),str(Eval), str(h[j]) , str(G[j]) , str(u[j]), str(htrue[j]), str(utrue[j])]) evolvewrap(Ga_c,ha_c,Gabeg_c,Gaend_c,habeg_c,haend_c,hmbeg_c,hmend_c,uabeg_c,uaend_c,umbeg_c,umend_c,nfcBC,nGsBC,g,dx,dt,n,cnBC,niBC,x_c,t[i-1],0.0,0.0,1,1,1,0.0,1,1) #evolvewrap(Ga_c,ha_c,Gabeg_c,Gaend_c,habeg_c,haend_c,hmbeg_c,hmend_c,uabeg_c,uaend_c,umbeg_c,umend_c,nfcBC,nGsBC,g,dx,dt,n,cnBC,niBC) print t[i] print(h[3],G[3]) ca2midpt(ha_c,dx,n,h_c) ca2midpt(Ga_c,dx,n,G_c) ufromGh(G_c,h_c,hmbeg_c,hmend_c,umbeg_c,umend_c,dx,n,niBC, u_c) conc(hmbeg_c , h_c,hmend_c,niBC,n ,niBC , hbc_c) conc(umbeg_c , u_c,umend_c,niBC,n ,niBC , ubc_c) Eval = 1 Evals.append(Eval) u = copyarrayfromC(u_c,n) G = copyarrayfromC(G_c,n) h = copyarrayfromC(h_c,n) c = sqrt(g*(a0 + a1)) htrue = zeros(n) utrue = zeros(n) for j in range(n): he = soliton(x[j],t[i],g,a0,a1) htrue[j] = he utrue[j] = c* ((he - a0) / he) s = wdatadir + "saveoutputtslast.txt" with open(s,'a') as file2: writefile2 = csv.writer(file2, delimiter = ',', quotechar='|', quoting=csv.QUOTE_MINIMAL) writefile2.writerow(['dx' ,'dt','time','xi','Eval', 'height(m)', 'G' , 'u(m/s)','true height', 'true velocity' ]) for j in range(n): writefile2.writerow([str(dx),str(dt),str(t[i]),str(x[j]),str(Eval), str(h[j]) , str(G[j]) , str(u[j]), str(htrue[j]), str(utrue[j])]) normhdiffi = norm(h - htrue,ord=1) / norm(htrue,ord=1) normudiffi = norm(u -utrue,ord=1) / norm(utrue,ord=1) normHamdiff = (Evals[-1] - Evals[0])/ Evals[0] s = wdir + "savenorms.txt" with open(s,'a') as file1: writefile = csv.writer(file1, delimiter = ',', quotechar='|', quoting=csv.QUOTE_MINIMAL) writefile.writerow([str(dx),str(normhdiffi), str(normudiffi),str(normHamdiff)]) s = wdir + "h.dat" with open(s,'a') as file1: s ="%3.8f%5s%1.20f\n" %(dx," ",normhdiffi) file1.write(s) s = wdir + "u.dat" with open(s,'a') as file1: s ="%3.8f%5s%1.20f\n" %(dx," ",normudiffi) file1.write(s) """
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formatter = "%r %r %r %r" print formatter % (1, 2, 3, 4) print formatter % ("one", "two", "three", "four") print formatter % (True, False, False, True) print formatter % (formatter, formatter, formatter, formatter) print formatter % ( "I had this thing.", "That you could type up right.", "But it didn`t sing.", "So I said goodnight." )
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# -*- coding: utf-8 -*- # # Copyright 2015 Google Inc. All Rights Reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. """Command to list named configuration.""" from __future__ import absolute_import from __future__ import division from __future__ import unicode_literals from googlecloudsdk.calliope import base from googlecloudsdk.core import properties from googlecloudsdk.core.configurations import named_configs from googlecloudsdk.core.configurations import properties_file import six class List(base.ListCommand): """Lists existing named configurations.""" detailed_help = { 'DESCRIPTION': """\ {description} Run `$ gcloud topic configurations` for an overview of named configurations. """, 'EXAMPLES': """\ To list all available configurations, run: $ {command} """, } @staticmethod def Args(parser): base.PAGE_SIZE_FLAG.RemoveFromParser(parser) base.URI_FLAG.RemoveFromParser(parser) parser.display_info.AddFormat("""table( name, is_active, properties.core.account, properties.core.project, properties.compute.zone:label=DEFAULT_ZONE, properties.compute.region:label=DEFAULT_REGION) """) def Run(self, args): configs = named_configs.ConfigurationStore.AllConfigs() for _, config in sorted(six.iteritems(configs)): props = properties.VALUES.AllValues( list_unset=True, properties_file=properties_file.PropertiesFile([config.file_path]), only_file_contents=True) yield { 'name': config.name, 'is_active': config.is_active, 'properties': props, }
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import tensorflow as tf import numpy as np from PIL import Image import os # Generate standard tfrecord of training or testing set image_train_path = './mnist_data_jpg/mnist_train_jpg_60000/' label_train_path = './mnist_data_jpg/mnist_train_jpg_60000.txt' image_test_path = './mnist_data_jpg/mnist_test_jpg_10000/' label_test_path = './mnist_data_jpg/mnist_test_jpg_10000.txt' data_path = './data/' tfRecord_train = './data/mnist_train.tfrecords' tfRecord_test = './data/mnist_test.tfrecords' resize_height = 28; resize_width = 28 # Generate tfRecord file def write_tfRecord(tfRecordName, image_path, label_path): writer = tf.python_io.TFRecordWriter(tfRecordName) # Create a writer with open(label_path, 'r') as label_file: picfile_label_pair = label_file.readlines() for num, content in enumerate(picfile_label_pair): # Construct picture path picfile, label = content.split() pic_path = image_path + picfile img = Image.open(pic_path) img_raw = img.tobytes() # Transfer image into bytes # One-hot encode: transfer label e.g. 3 -> 0001000000 labels = [0] * 10 labels[int(label)] = 1 # Create an example example = tf.train.Example(features=tf.train.Features(feature={ 'img_raw': tf.train.Feature(bytes_list=tf.train.BytesList(value=[img_raw])), 'label': tf.train.Feature(int64_list=tf.train.Int64List(value=labels)) })) # warp image and label data writer.write(example.SerializeToString()) # serialize the example #print("finish processing number of picture: ", num + 1) writer.close() #print("write tfRecord successfully") def generate_tfRecord(): if not os.path.exists(data_path): # if the folder doesn't exist then mkdir os.makedirs(data_path) else: print("Directory has already existed") # Generate training set print("Generating training set...") write_tfRecord(tfRecord_train, image_train_path, label_train_path) # Generate test set print("Generating test set...") write_tfRecord(tfRecord_test, image_test_path, label_test_path) def read_tfRecord(tfRecord_path): filename_queue = tf.train.string_input_producer([tfRecord_path]) # TFRecordReader has been deprecated reader = tf.TFRecordReader() # Create a reader serialized_example = reader.read(filename_queue)[1] # store samples features = tf.parse_single_example(serialized_example, features={ 'label': tf.FixedLenFeature([10], tf.int64), 'img_raw': tf.FixedLenFeature([], tf.string) }) img = tf.decode_raw(features['img_raw'], tf.uint8) # Decode img_raw into unsigned int img.set_shape([784]) # Reshape image into a row of 784 pixel img = tf.cast(img, tf.float32) * (1/255) # Normalize image into float label = tf.cast(features['label'], tf.float32) # Transfer label into float return img, label # Construct a batcher (generator) def get_tfRecord(num, getTrain=True): if getTrain: tfRecord_path = tfRecord_train else: tfRecord_path = tfRecord_test img, label = read_tfRecord(tfRecord_path) # Shuffle the image order img_batch, label_batch = tf.train.shuffle_batch([img, label], batch_size=num, num_threads=2, capacity=1000, min_after_dequeue=700) return img_batch, label_batch def main(): generate_tfRecord() if __name__ == '__main__': main()
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def longest_consecutive_sequence(arr: list): hashmap = dict() for num in arr: hashmap[num] = True for key in hashmap.keys(): if key - 1 in hashmap: hashmap[key] = False max_streak_start_point = 0 max_streak = 0 for key, value in hashmap.items(): if value: temp_streak_start_point = key temp_streak = 1 while temp_streak_start_point + temp_streak in hashmap: temp_streak += 1 if temp_streak > max_streak: max_streak = temp_streak max_streak_start_point = temp_streak_start_point return [ i for i in range(max_streak_start_point, max_streak_start_point + max_streak) ] if __name__ == "__main__": array = [ 12, 5, 1, 2, 10, 2, 13, 7, 11, 8, 9, 11, 8, 9, 5, 6, 11, ] print(longest_consecutive_sequence(array))
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# Copyright (c) 2019-2021, Manfred Moitzi # License: MIT License import ezdxf from ezdxf.math import Vec3 from ezdxf.tools.standards import linetypes doc = ezdxf.new("R2007", setup=True) msp = doc.modelspace() # How to change the global linetype scaling: doc.header["$LTSCALE"] = 0.5 p1 = Vec3(0, 0) p2 = Vec3(9, 0) delta = Vec3(0, -1) text_offset = Vec3(0, 0.1) for lt in linetypes(): name = lt[0] msp.add_line(p1, p2, dxfattribs={"linetype": name, "lineweight": 25}) msp.add_text( name, dxfattribs={"style": "OpenSansCondensed-Light", "height": 0.25} ).set_pos(p1 + text_offset) p1 += delta p2 += delta doc.set_modelspace_vport(25, center=(5, -10)) doc.saveas("all_std_line_types.dxf")
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# 피처 = 컬럼 = 열 from sklearn.tree import DecisionTreeClassifier, DecisionTreeRegressor from sklearn.datasets import load_iris, load_boston, load_diabetes from sklearn.ensemble import RandomForestClassifier, RandomForestRegressor from sklearn.model_selection import train_test_split import matplotlib.pyplot as plt import numpy as np # 1. 데이터 datasets = load_diabetes() x_train, x_test, y_train, y_test = train_test_split( datasets.data, datasets.target, train_size=0.8, random_state=66 ) # 2. 모델 # model = DecisionTreeRegressor(max_depth=3) model = RandomForestRegressor() # 3. 훈련 model.fit(x_train, y_train) # 4. 평가 예측 r2 = model.score(x_test, y_test) print('r2 : ', r2) print(model.feature_importances_) # [0.0125026 0. 0.53835801 0.44913938] # 트리계열에서는 모델 자체가 성능도 괜찮지만, feature importance라는 기능이 있다. 아이리스는 컬럼이 4개라서 4개 수치가 나온다. # 4개의 컬럼이 훈련에 대한 영향도 두번째 컬럼같은 경우는 0이 나왔기 때문에 크게 중요하지 않은 컬럼이다. => 절대적이지 않고 상대적 # '의사결정트리'에서 사용했을 때 2번째 컬럼이 크게 도움이 안된다는 얘기 def plot_feature_importances_datasets(model): n_features = datasets.data.shape[1] plt.barh(np.arange(n_features), model.feature_importances_, align='center') plt.yticks(np.arange(n_features), datasets.feature_names) plt.xlabel("Feature Importances") plt.ylabel("Features") plt.ylim(-1, n_features) plot_feature_importances_datasets(model) plt.show() # DecisionTreeRegressor # r2 : 0.3139678308823193 # # RandomForestRegressor # r2 : 0.38347482197285554
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class Lanche: def __init__(self, codigo, especificacao, preco): self.codigo = codigo self.especificacao = especificacao self.preco = preco def getCodigo(self): return self.codigo def totalPorQtde(self, qtde): return self.preco*qtde lanches = [ Lanche(1, 'Cachorro Quente', 4.00), Lanche(2, 'X-Salada', 4.50), Lanche(3, 'X-Bacon', 5.00), Lanche(4, 'Torrada simples', 2.00), Lanche(5, 'Refrigerante', 1.50) ] codigo, qtde = [int(x) for x in input().split()] for lanche in lanches: if codigo == lanche.getCodigo(): print(''.join(['Total: R$ ', "{:.2f}".format(lanche.totalPorQtde(qtde))])) break
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# Generated by Django 2.2.20 on 2021-07-07 06:12 from django.db import migrations, models import django.db.models.deletion class Migration(migrations.Migration): initial = True dependencies = [ ('taxi_profile', '0001_initial'), ] operations = [ migrations.CreateModel( name='UserWallet', fields=[ ('id', models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')), ('balance', models.FloatField()), ('expiration_date', models.DateTimeField()), ('user', models.OneToOneField(on_delete=django.db.models.deletion.CASCADE, related_name='userwallet_user', to='taxi_profile.UserProfile')), ], ), migrations.CreateModel( name='PaymentMethod', fields=[ ('id', models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')), ('account_token', models.CharField(max_length=255)), ('payment_account', models.CharField(max_length=10)), ('timestamp_created', models.DateTimeField(auto_now_add=True)), ('wallet', models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, related_name='paymentmethod_wallet', to='wallet.UserWallet')), ], ), migrations.CreateModel( name='DriverWallet', fields=[ ('id', models.AutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')), ('balance', models.FloatField()), ('expiration_date', models.DateTimeField()), ('driver', models.OneToOneField(on_delete=django.db.models.deletion.CASCADE, related_name='driverwallet_driver', to='taxi_profile.DriverProfile')), ], ), ]
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#!/usr/bin/env python # -*- coding: utf-8 -*- """ 使用input()函数获取键盘输入(字符串) 使用int()函数将输入的字符串转换成整数 使用print()函数输出带占位符的字符串 """ a = int(input('a = ')) b = int(input('b = ')) print('%d + %d = %d' % (a, b, a + b)) # 加 print('%d - %d = %d' % (a, b, a - b)) # 减 print('%d * %d = %d' % (a, b, a * b)) # 乘 print('%d / %d = %f' % (a, b, a / b)) # 除 print('%d // %d = %d' % (a, b, a // b)) # 取商 print('%d %% %d = %d' % (a, b, a % b)) # 取余 print('%d ** %d = %d' % (a, b, a ** b)) # a的b次方
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import inspect configurations = os.path.realpath(inspect.getfile(inspect.currentframe())) # this file configurations = os.path.dirname(configurations) # Full2017 configurations = os.path.dirname(configurations) # ggH configurations = os.path.dirname(configurations) # Configurations #aliases = {} bAlgo = 'DeepB' bWP = '0.4941' mc = [skey for skey in samples if skey not in ('Fake_lep_2016','Fake_lep_2017','Fake_lep_2018','Fake_lep','DATA_2016', 'DATA_2017', 'DATA_2018','DATA')] # fiducial aliases['wzinc'] = { 'linesToAdd': ['.L %s/ssww/wz_2016/wzinc.cc+' % configurations], 'class': 'Wzinc', } aliases['zz'] = { 'linesToAdd': ['.L %s/ssww/wz_2016/zz.cc+' % configurations], 'class': 'Zz', } aliases['gstarLow'] = { 'expr': 'Gen_ZGstar_mass >0 && Gen_ZGstar_mass < 4', 'samples': ['VgS','VgS1','VgS2'] } aliases['gstarHigh'] = { 'expr': 'Gen_ZGstar_mass <0 || Gen_ZGstar_mass > 4', 'samples': ['VgS','VgS1','VgS2'] } # tau veto aliases['softmuon_veto']={ 'expr':'(Sum$(abs(Muon_dxy)<0.02 && abs(Muon_dz)<0.1 && Muon_softId && Muon_pt>5 && abs(Muon_eta)<2.4 && sqrt( pow(Muon_eta - Lepton_eta[0], 2) + pow(abs(abs(Muon_phi - Lepton_phi[0])-pi)-pi, 2) ) >= 0.4 && sqrt( pow(Muon_eta - Lepton_eta[1], 2) + pow(abs(abs(Muon_phi - Lepton_phi[1])-pi)-pi, 2) ) >= 0.4 && sqrt( pow(Muon_eta - Lepton_eta[2], 2) + pow(abs(abs(Muon_phi - Lepton_phi[2])-pi)-pi, 2) ) >= 0.4)==0)' } # lepton sf #eleWP = 'mvaFall17V2Iso_WP90_SS' eleWP = 'cut_WP_Tight80X_SS' muWP = 'cut_Tight80x' aliases['LepWPCut'] = { 'expr': 'LepCut3l__ele_'+eleWP+'__mu_'+muWP, 'samples': mc + ['DATA'] } # Fake leptons transfer factor aliases['fakeW'] = { #'expr': 'fakeW2l_ele_'+eleWP+'_mu_'+muWP, 'expr': 'fakeW_ele_'+eleWP+'_mu_'+muWP+'_3l', 'samples': ['Fake_lep'] } # And variations - already divided by central values in formulas ! aliases['fakeWEleUp'] = { #'expr': 'fakeW2l_ele_'+eleWP+'_mu_'+muWP+'_EleUp', 'expr': 'fakeW_ele_'+eleWP+'_mu_'+muWP+'_3lElUp', 'samples': ['Fake_lep'] } aliases['fakeWEleDown'] = { #'expr': 'fakeW2l_ele_'+eleWP+'_mu_'+muWP+'_EleDown', 'expr': 'fakeW_ele_'+eleWP+'_mu_'+muWP+'_3lElDown', 'samples': ['Fake_lep'] } aliases['fakeWMuUp'] = { #'expr': 'fakeW2l_ele_'+eleWP+'_mu_'+muWP+'_MuUp', 'expr': 'fakeW_ele_'+eleWP+'_mu_'+muWP+'_3lMuUp', 'samples': ['Fake_lep'] } aliases['fakeWMuDown'] = { #'expr': 'fakeW2l_ele_'+eleWP+'_mu_'+muWP+'_MuDown', 'expr': 'fakeW_ele_'+eleWP+'_mu_'+muWP+'_3lMuDown', 'samples': ['Fake_lep'] } aliases['fakeWStatEleUp'] = { #'expr': 'fakeW2l_ele_'+eleWP+'_mu_'+muWP+'_statEleUp', 'expr': 'fakeW_ele_'+eleWP+'_mu_'+muWP+'_3lstatElUp', 'samples': ['Fake_lep'] } aliases['fakeWStatEleDown'] = { #'expr': 'fakeW2l_ele_'+eleWP+'_mu_'+muWP+'_statEleDown', 'expr': 'fakeW_ele_'+eleWP+'_mu_'+muWP+'_3lstatElDown', 'samples': ['Fake_lep'] } aliases['fakeWStatMuUp'] = { #'expr': 'fakeW2l_ele_'+eleWP+'_mu_'+muWP+'_statMuUp', 'expr': 'fakeW_ele_'+eleWP+'_mu_'+muWP+'_3lstatMuUp', 'samples': ['Fake_lep'] } aliases['fakeWStatMuDown'] = { #'expr': 'fakeW2l_ele_'+eleWP+'_mu_'+muWP+'_statMuDown', 'expr': 'fakeW_ele_'+eleWP+'_mu_'+muWP+'_3lstatMuDown', 'samples': ['Fake_lep'] } # gen-matching to prompt only (GenLepMatch2l matches to *any* gen lepton) aliases['PromptGenLepMatch3l'] = { 'expr': 'Alt$(Lepton_promptgenmatched[0]*Lepton_promptgenmatched[1]*Lepton_promptgenmatched[2], 0)', 'samples': mc } aliases['Top_pTrw'] = { 'expr': '(topGenPt * antitopGenPt > 0.) * (TMath::Sqrt(TMath::Exp(0.0615 - 0.0005 * topGenPt) * TMath::Exp(0.0615 - 0.0005 * antitopGenPt))) + (topGenPt * antitopGenPt <= 0.)', 'samples': ['top'] } #bjet # No jet with pt > 30 GeV aliases['zeroJet'] = { 'expr': 'Alt$(CleanJet_pt[0], 0) < 30.' } # ==1 jet with pt > 30 GeV aliases['oneJet'] = { 'expr': 'Alt$(CleanJet_pt[0], 0) >= 30. && Alt$(CleanJet_pt[1], 0) < 30.' } # ==2 jets with pt > 30 GeV aliases['twoJet'] = { 'expr': 'Alt$(CleanJet_pt[0], 0) >= 30. && Alt$(CleanJet_pt[1], 0) >= 30. && Alt$(CleanJet_pt[2], 0) < 30.' } # >=2 jets with pt > 30 GeV aliases['twoJetOrMore'] = { 'expr': 'Alt$(CleanJet_pt[0], 0) >= 30. && Alt$(CleanJet_pt[1], 0) >= 30.' } aliases['bVeto'] = { 'expr': 'Sum$(CleanJet_pt > 30. && abs(CleanJet_eta) < 2.5 && Jet_btagDeepB[CleanJet_jetIdx] > 0.6321) == 0' } aliases['bReq'] = { 'expr': 'Sum$(CleanJet_pt > 30. && abs(CleanJet_eta) < 2.5 && Jet_btagDeepB[CleanJet_jetIdx] > 0.8953) >= 1' } aliases['btag0'] = { 'expr': 'zeroJet && !bVeto' } aliases['btag1'] = { 'expr': 'oneJet && bReq' } aliases['btag2'] = { 'expr': 'twoJet && bReq' } # lepton eta range aliases['lep0eta']={ 'expr': '((abs(Alt$(Lepton_pdgId[0],-9999))==11 && abs(Alt$(Lepton_eta[0],-9999.)) <2.5) || (abs(Alt$(Lepton_pdgId[0],-9999))==13 && abs(Alt$(Lepton_eta[0],-9999.)) <2.4))' } aliases['lep1eta']={ 'expr': '((abs(Alt$(Lepton_pdgId[1],-9999))==11 && abs(Alt$(Lepton_eta[1],-9999.)) <2.5) || (abs(Alt$(Lepton_pdgId[1],-9999))==13 && abs(Alt$(Lepton_eta[1],-9999.)) <2.4))' } aliases['lep2eta']={ 'expr': '((abs(Alt$(Lepton_pdgId[2],-9999))==11 && abs(Alt$(Lepton_eta[2],-9999.)) <2.5) || (abs(Alt$(Lepton_pdgId[2],-9999))==13 && abs(Alt$(Lepton_eta[2],-9999.)) <2.4))' } aliases['lep3eta']={ 'expr': '((abs(Alt$(Lepton_pdgId[3],-9999))==11 && abs(Alt$(Lepton_eta[3],-9999.)) <2.5) || (abs(Alt$(Lepton_pdgId[3],-9999))==13 && abs(Alt$(Lepton_eta[3],-9999.)) <2.4))' } aliases['jetpt30']={ 'expr': 'Alt$(CleanJet_pt[0],-9999.) >30 && Alt$(CleanJet_pt[1],-9999.) >30' } aliases['jetpt50']={ 'expr': 'Alt$(CleanJet_pt[0],-9999.) >50 && Alt$(CleanJet_pt[1],-9999.) >50' } aliases['leppt0']={ 'expr': 'Alt$(Lepton_pt[0],-9999.) >25 && Alt$(Lepton_pt[1],-9999.) >20' } aliases['leppt30']={ 'expr': 'Alt$(Lepton_pt[0],-9999.) >30 && Alt$(Lepton_pt[1],-9999.) >30' } aliases['leppt25_wz']={ 'expr': 'Alt$(Lepton_pt[0],-9999.) >25 && Alt$(Lepton_pt[1],-9999.) >25 && Alt$(Lepton_pt[2],-9999.) >10 && Alt$(Lepton_pt[3],-9999.) <10'#Alt$(Lepton_pt[2],-9999.) >10' } aliases['leppt30_wz']={ 'expr': 'Alt$(Lepton_pt[0],-9999.) >30 && Alt$(Lepton_pt[1],-9999.) >30 && Alt$(Lepton_pt[2],-9999.) >10 && Alt$(Lepton_pt[3],-9999.) <10'#Alt$(Lepton_pt[2],-9999.) >10' } aliases['jet_cuts']={ 'expr': 'nCleanJet >1 && abs(detajj) > 2.5 && abs(Alt$(CleanJet_eta[0],-9999.)) < 4.7&& abs(Alt$(CleanJet_eta[1],-9999.)) < 4.7' } aliases['EEE']={ 'expr': 'abs(Alt$(Lepton_pdgId[0],0)*Alt$(Lepton_pdgId[1],0)*Alt$(Lepton_pdgId[2],0))==11*11*11' } aliases['MEE']={ 'expr': 'abs(Alt$(Lepton_pdgId[0],0)*Alt$(Lepton_pdgId[1],0)*Alt$(Lepton_pdgId[2],0))==13*11*11' } aliases['MME']={ 'expr': 'abs(Alt$(Lepton_pdgId[0],0)*Alt$(Lepton_pdgId[1],0)*Alt$(Lepton_pdgId[2],0))==13*13*11' } aliases['MMM']={ 'expr': 'abs(Alt$(Lepton_pdgId[0],0)*Alt$(Lepton_pdgId[1],0)*Alt$(Lepton_pdgId[2],0))==13*13*13' } # wz region aliases['ztag_wz']={ 'expr': '((Alt$(Lepton_pdgId[0],-9999) + Alt$(Lepton_pdgId[1],-9999)==0 && abs(mll-91.1876)<15)||(Alt$(Lepton_pdgId[0],-9999) + Alt$(Lepton_pdgId[2],-9999)==0 && abs(mllOneThree-91.1876)<15)||(Alt$(Lepton_pdgId[1],-9999) + Alt$(Lepton_pdgId[2],-9999)==0 && abs(mllTwoThree-91.1876)<15))' # bjet pt zlep } aliases['mll_cut_wz']={ 'expr': '((Alt$(Lepton_pdgId[0],-9999)*Alt$(Lepton_pdgId[1],-9999)>0 || mll>4)&&(Alt$(Lepton_pdgId[0],-9999)*Alt$(Lepton_pdgId[2],-9999)>0 || mllOneThree>4)&&(Alt$(Lepton_pdgId[1],-9999)*Alt$(Lepton_pdgId[2],-9999)>0|| mllTwoThree>4))' # bjet pt zlep } aliases['pid_wz']={ 'expr': 'abs(Alt$(Lepton_pdgId[0],-9999) + Alt$(Lepton_pdgId[1],-9999)+Alt$(Lepton_pdgId[2],-9999)) < 33' } aliases['zlep_wz']={ 'expr': 'abs((Alt$(Lepton_eta[0],-9999.) - (Alt$(CleanJet_eta[0],-9999.)+Alt$(CleanJet_eta[1],-9999.))/2)/detajj) < 0.75 && abs((Alt$(Lepton_eta[1],-9999.) - (Alt$(CleanJet_eta[0],-9999.)+Alt$(CleanJet_eta[1],-9999.))/2)/detajj) < 0.75'# && abs((Alt$(Lepton_eta[2],-9999.) - (Alt$(CleanJet_eta[0],-9999.)+Alt$(CleanJet_eta[1],-9999.))/2)/detajj) <0.5' } aliases['wz_region']={ 'expr': 'nLepton>2 && MET_pt>30 && lep0eta && lep1eta && lep2eta && ztag_wz && softmuon_veto' # bjet pt } # B tag scale factors btagSFSource = '%s/src/PhysicsTools/NanoAODTools/data/btagSF/DeepCSV_2016LegacySF_V1.csv' % os.getenv('CMSSW_BASE') aliases['Jet_btagSF_shapeFix'] = { 'linesToAdd': [ 'gSystem->Load("libCondFormatsBTauObjects.so");', 'gSystem->Load("libCondToolsBTau.so");', 'gSystem->AddIncludePath("-I%s/src");' % os.getenv('CMSSW_RELEASE_BASE'), '.L %s/patches/btagsfpatch.cc+' % configurations ], 'class': 'BtagSF', 'args': (btagSFSource,), 'samples': mc } aliases['bVetoSF'] = { #'expr': 'TMath::Exp(Sum$(TMath::Log((CleanJet_pt>20 && abs(CleanJet_eta)<2.5)*Jet_btagSF_shape[CleanJet_jetIdx]+1*(CleanJet_pt<20 || abs(CleanJet_eta)>2.5))))', 'expr': 'TMath::Exp(Sum$(TMath::Log((CleanJet_pt>20 && abs(CleanJet_eta)<2.5)*Jet_btagSF_shapeFix[CleanJet_jetIdx]+1*(CleanJet_pt<20 || abs(CleanJet_eta)>2.5))))', 'samples': mc } aliases['btag0SF'] = { #'expr': 'TMath::Exp(Sum$(TMath::Log((CleanJet_pt>20 && CleanJet_pt<30 && abs(CleanJet_eta)<2.5)*Jet_btagSF_shape[CleanJet_jetIdx]+1*(CleanJet_pt<20 || CleanJet_pt>30 || abs(CleanJet_eta)>2.5))))', 'expr': 'TMath::Exp(Sum$(TMath::Log((CleanJet_pt>20 && CleanJet_pt<30 && abs(CleanJet_eta)<2.5)*Jet_btagSF_shapeFix[CleanJet_jetIdx]+1*(CleanJet_pt<20 || CleanJet_pt>30 || abs(CleanJet_eta)>2.5))))', 'samples': mc } aliases['btagnSF'] = { #'expr': 'TMath::Exp(Sum$(TMath::Log((CleanJet_pt>30 && abs(CleanJet_eta)<2.5)*Jet_btagSF_shape[CleanJet_jetIdx] + (CleanJet_pt<30 || abs(CleanJet_eta)>2.5))))', 'expr': 'TMath::Exp(Sum$(TMath::Log((CleanJet_pt>30 && abs(CleanJet_eta)<2.5)*Jet_btagSF_shapeFix[CleanJet_jetIdx] + (CleanJet_pt<30 || abs(CleanJet_eta)>2.5))))', 'samples': mc } aliases['btagSF'] = { 'expr': 'bVetoSF*bVeto + btag0SF*btag0 + btagnSF*(btag1 + btag2) + (!bVeto && !btag0 && !btag1 && !btag2)', 'samples': mc } for shift in ['jes','lf','hf','lfstats1','lfstats2','hfstats1','hfstats2','cferr1','cferr2']: aliases['Jet_btagSF_shapeFix_up_%s' % shift] = { 'class': 'BtagSF', 'args': (btagSFSource, 'up_' + shift), 'samples': mc } aliases['Jet_btagSF_shapeFix_down_%s' % shift] = { 'class': 'BtagSF', 'args': (btagSFSource, 'down_' + shift), 'samples': mc } for targ in ['bVeto', 'btag0', 'btagn']: alias = aliases['%sSF%sup' % (targ, shift)] = copy.deepcopy(aliases['%sSF' % targ]) #alias['expr'] = alias['expr'].replace('btagSF_shape', 'btagSF_shape_up_%s' % shift) alias['expr'] = alias['expr'].replace('btagSF_shapeFix', 'btagSF_shapeFix_up_%s' % shift) alias = aliases['%sSF%sdown' % (targ, shift)] = copy.deepcopy(aliases['%sSF' % targ]) #alias['expr'] = alias['expr'].replace('btagSF_shape', 'btagSF_shape_down_%s' % shift) alias['expr'] = alias['expr'].replace('btagSF_shapeFix', 'btagSF_shapeFix_down_%s' % shift) aliases['btagSF%sup' % shift] = { 'expr': 'bVetoSF{shift}up*bVeto + btag0SF{shift}up*btag0 + btagnSF{shift}up*(btag1 + btag2) + (!bVeto && !btag0 && !btag1 && !btag2)'.format(shift = shift), 'samples': mc } aliases['btagSF%sdown' % shift] = { 'expr': 'bVetoSF{shift}down*bVeto + btag0SF{shift}down*btag0 + btagnSF{shift}down*(btag1 + btag2) + (!bVeto && !btag0 && !btag1 && !btag2)'.format(shift = shift), 'samples': mc } # data/MC scale factors aliases['SFweight'] = { #'expr': ' * '.join(['SFweight2l', 'LepSF2l__ele_' + eleWP + '__mu_' + muWP, 'LepWPCut', 'btagSF', 'PrefireWeight']), 'expr': ' * '.join(['SFweight3l','LepSF3l__ele_' + eleWP + '__mu_' + muWP, 'LepWPCut','PrefireWeight','XSWeight','METFilter_MC','btagSF']), #'expr': ' * '.join(['LepWPCut','XSWeight']), 'samples': mc } # variations aliases['SFweightEleUp'] = { 'expr': 'LepSF3l__ele_'+eleWP+'__Up', 'samples': mc } aliases['SFweightEleDown'] = { 'expr': 'LepSF3l__ele_'+eleWP+'__Do', 'samples': mc } aliases['SFweightMuUp'] = { 'expr': 'LepSF3l__mu_'+muWP+'__Up', 'samples': mc } aliases['SFweightMuDown'] = { 'expr': 'LepSF3l__mu_'+muWP+'__Do', 'samples': mc }
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# listbox.py micro-gui demo of Listbox class # Released under the MIT License (MIT). See LICENSE. # Copyright (c) 2021 Peter Hinch # hardware_setup must be imported before other modules because of RAM use. from hardware_setup import ssd # Create a display instance from gui.core.ugui import Screen from gui.core.writer import CWriter from gui.core.colors import * from gui.widgets.listbox import Listbox from gui.widgets.buttons import CloseButton import gui.fonts.freesans20 as font class BaseScreen(Screen): def __init__(self): def cb(lb, s): print('Gas', s) def cb_radon(lb, s): # Yeah, Radon is a gas too... print('Radioactive', s) super().__init__() wri = CWriter(ssd, font, GREEN, BLACK, verbose=False) els = (('Hydrogen', cb, ('H',)), ('Helium', cb, ('He',)), ('Neon', cb, ('Ne',)), ('Xenon', cb, ('Xe',)), ('Radon', cb_radon, ('Ra',)), ('Uranium', cb_radon, ('U',)), ('Plutonium', cb_radon, ('Pu',)), ('Actinium', cb_radon, ('Ac',)), ) Listbox(wri, 2, 2, elements = els, dlines=5, bdcolor=RED, value=1, also=Listbox.ON_LEAVE) #bdcolor = RED, fgcolor=RED, fontcolor = YELLOW, select_color=BLUE, value=1) CloseButton(wri) Screen.change(BaseScreen)
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py
# Copyright 2017 The TensorFlow Authors. All Rights Reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. # ============================================================================== """Linear Estimators.""" from __future__ import absolute_import from __future__ import division from __future__ import print_function import math import six from tensorflow.python.feature_column import feature_column from tensorflow.python.feature_column import feature_column_lib from tensorflow.python.framework import constant_op from tensorflow.python.framework import dtypes from tensorflow.python.framework import ops from tensorflow.python.ops import array_ops from tensorflow.python.ops import control_flow_ops from tensorflow.python.ops import math_ops from tensorflow.python.ops import nn from tensorflow.python.ops import partitioned_variables from tensorflow.python.ops import resource_variable_ops from tensorflow.python.ops import variable_scope from tensorflow.python.ops import variables as variable_ops from tensorflow.python.ops.losses import losses from tensorflow.python.summary import summary from tensorflow.python.training import ftrl from tensorflow.python.training import session_run_hook from tensorflow.python.training import training from tensorflow.python.util import nest from tensorflow.python.util.tf_export import estimator_export from tensorflow_estimator.python.estimator import estimator from tensorflow_estimator.python.estimator import model_fn from tensorflow_estimator.python.estimator.canned import head as head_lib from tensorflow_estimator.python.estimator.canned import optimizers from tensorflow_estimator.python.estimator.canned.linear_optimizer.python.utils import sdca_ops from tensorflow_estimator.python.estimator.head import regression_head # The default learning rate of 0.2 is a historical artifact of the initial # implementation, but seems a reasonable choice. _LEARNING_RATE = 0.2 @estimator_export('estimator.experimental.LinearSDCA') class LinearSDCA(object): """Stochastic Dual Coordinate Ascent helper for linear estimators. Objects of this class are intended to be provided as the optimizer argument (though LinearSDCA objects do not implement the tf.train.Optimizer interface) when creating tf.estimator.LinearClassifier or tf.estimator.LinearRegressor. SDCA can only be used with LinearClassifier and LinearRegressor under the following conditions: - Feature columns are of type V2. - Multivalent categorical columns are not normalized. In other words the `sparse_combiner` argument in the estimator constructor should be "sum". - For classification: binary label. - For regression: one-dimensional label. Example usage: ```python real_feature_column = numeric_column(...) sparse_feature_column = categorical_column_with_hash_bucket(...) linear_sdca = tf.estimator.experimental.LinearSDCA( example_id_column='example_id', num_loss_partitions=1, num_table_shards=1, symmetric_l2_regularization=2.0) classifier = tf.estimator.LinearClassifier( feature_columns=[real_feature_column, sparse_feature_column], weight_column=..., optimizer=linear_sdca) classifier.train(input_fn_train, steps=50) classifier.evaluate(input_fn=input_fn_eval) ``` Here the expectation is that the `input_fn_*` functions passed to train and evaluate return a pair (dict, label_tensor) where dict has `example_id_column` as `key` whose value is a `Tensor` of shape [batch_size] and dtype string. num_loss_partitions defines sigma' in eq (11) of [3]. Convergence of (global) loss is guaranteed if `num_loss_partitions` is larger or equal to the product `(#concurrent train ops/per worker) x (#workers)`. Larger values for `num_loss_partitions` lead to slower convergence. The recommended value for `num_loss_partitions` in `tf.estimator` (where currently there is one process per worker) is the number of workers running the train steps. It defaults to 1 (single machine). `num_table_shards` defines the number of shards for the internal state table, typically set to match the number of parameter servers for large data sets. The SDCA algorithm was originally introduced in [1] and it was followed by the L1 proximal step [2], a distributed version [3] and adaptive sampling [4]. [1] www.jmlr.org/papers/volume14/shalev-shwartz13a/shalev-shwartz13a.pdf [2] https://arxiv.org/pdf/1309.2375.pdf [3] https://arxiv.org/pdf/1502.03508.pdf [4] https://arxiv.org/pdf/1502.08053.pdf Details specific to this implementation are provided in: https://github.com/tensorflow/estimator/tree/master/tensorflow_estimator/python/estimator/canned/linear_optimizer/doc/sdca.ipynb """ def __init__(self, example_id_column, num_loss_partitions=1, num_table_shards=None, symmetric_l1_regularization=0.0, symmetric_l2_regularization=1.0, adaptive=False): """Construct a new SDCA optimizer for linear estimators. Args: example_id_column: The column name contraining the example ids. num_loss_partitions: Number of workers. num_table_shards: Number of shards of the internal state table, typically set to match the number of parameter servers. symmetric_l1_regularization: A float value, must be greater than or equal to zero. symmetric_l2_regularization: A float value, must be greater than zero and should typically be greater than 1. adaptive: A boolean indicating whether to use adaptive sampling. """ self._example_id_column = example_id_column self._num_loss_partitions = num_loss_partitions self._num_table_shards = num_table_shards self._symmetric_l1_regularization = symmetric_l1_regularization self._symmetric_l2_regularization = symmetric_l2_regularization self._adaptive = adaptive def _prune_and_unique_sparse_ids(self, id_weight_pair): """Remove duplicate and negative ids in a sparse tendor.""" id_tensor = id_weight_pair.id_tensor if id_weight_pair.weight_tensor: weight_tensor = id_weight_pair.weight_tensor.values else: weight_tensor = array_ops.ones( [array_ops.shape(id_tensor.indices)[0]], dtypes.float32) example_ids = array_ops.reshape(id_tensor.indices[:, 0], [-1]) flat_ids = math_ops.to_int64(array_ops.reshape(id_tensor.values, [-1])) # Prune invalid IDs (< 0) from the flat_ids, example_ids, and # weight_tensor. These can come from looking up an OOV entry in the # vocabulary (default value being -1). is_id_valid = math_ops.greater_equal(flat_ids, 0) flat_ids = array_ops.boolean_mask(flat_ids, is_id_valid) example_ids = array_ops.boolean_mask(example_ids, is_id_valid) weight_tensor = array_ops.boolean_mask(weight_tensor, is_id_valid) projection_length = math_ops.reduce_max(flat_ids) + 1 # project ids based on example ids so that we can dedup ids that # occur multiple times for a single example. projected_ids = projection_length * example_ids + flat_ids # Remove any redundant ids. ids, idx = array_ops.unique(projected_ids) # Keep only one example id per duplicated ids. example_ids_filtered = math_ops.unsorted_segment_min( example_ids, idx, array_ops.shape(ids)[0]) # reproject ids back feature id space. reproject_ids = (ids - projection_length * example_ids_filtered) weights = array_ops.reshape( math_ops.unsorted_segment_sum(weight_tensor, idx, array_ops.shape(ids)[0]), [-1]) return sdca_ops._SparseFeatureColumn( # pylint: disable=protected-access example_ids_filtered, reproject_ids, weights) def get_train_step(self, state_manager, weight_column_name, loss_type, feature_columns, features, targets, bias_var, global_step): """Returns the training operation of an SdcaModel optimizer.""" batch_size = array_ops.shape(targets)[0] cache = feature_column_lib.FeatureTransformationCache(features) # Iterate over all feature columns and create appropriate lists for dense # and sparse features as well as dense and sparse weights (variables) for # SDCA. dense_features, dense_feature_weights = [], [] sparse_feature_with_values, sparse_feature_with_values_weights = [], [] for column in sorted(feature_columns, key=lambda x: x.name): if isinstance(column, feature_column_lib.CategoricalColumn): id_weight_pair = column.get_sparse_tensors(cache, state_manager) sparse_feature_with_values.append( self._prune_and_unique_sparse_ids(id_weight_pair)) # If a partitioner was used during variable creation, we will have a # list of Variables here larger than 1. sparse_feature_with_values_weights.append( state_manager.get_variable(column, 'weights')) elif isinstance(column, feature_column_lib.DenseColumn): if column.variable_shape.ndims != 1: raise ValueError('Column %s has rank %d, larger than 1.' % ( type(column).__name__, column.variable_shape.ndims)) dense_features.append(column.get_dense_tensor(cache, state_manager)) # For real valued columns, the variables list contains exactly one # element. dense_feature_weights.append( state_manager.get_variable(column, 'weights')) else: raise ValueError('LinearSDCA does not support column type %s.' % type(column).__name__) # Add the bias column dense_features.append(array_ops.ones([batch_size, 1])) dense_feature_weights.append(bias_var) example_weights = array_ops.reshape( features[weight_column_name], shape=[-1]) if weight_column_name else array_ops.ones([batch_size]) example_ids = features[self._example_id_column] training_examples = dict( sparse_features=sparse_feature_with_values, dense_features=dense_features, example_labels=math_ops.to_float( array_ops.reshape(targets, shape=[-1])), example_weights=example_weights, example_ids=example_ids) training_variables = dict( sparse_features_weights=sparse_feature_with_values_weights, dense_features_weights=dense_feature_weights) sdca_model = sdca_ops._SDCAModel( # pylint: disable=protected-access examples=training_examples, variables=training_variables, options=dict( symmetric_l1_regularization=self._symmetric_l1_regularization, symmetric_l2_regularization=self._symmetric_l2_regularization, adaptive=self._adaptive, num_loss_partitions=self._num_loss_partitions, num_table_shards=self._num_table_shards, loss_type=loss_type)) train_op = sdca_model.minimize(global_step=global_step) return sdca_model, train_op def _get_default_optimizer(feature_columns): learning_rate = min(_LEARNING_RATE, 1.0 / math.sqrt(len(feature_columns))) return ftrl.FtrlOptimizer(learning_rate=learning_rate) def _get_expanded_variable_list(var_list): """Given an iterable of variables, expands them if they are partitioned. Args: var_list: An iterable of variables. Returns: A list of variables where each partitioned variable is expanded to its components. """ returned_list = [] for variable in var_list: if (isinstance(variable, variable_ops.Variable) or resource_variable_ops.is_resource_variable(variable)): returned_list.append(variable) # Single variable case. else: # Must be a PartitionedVariable, so convert into a list. returned_list.extend(list(variable)) return returned_list # TODO(rohanj): Consider making this a public utility method. def _compute_fraction_of_zero(variables): """Given a linear variables list, compute the fraction of zero weights. Args: variables: A list or list of list of variables Returns: The fraction of zeros (sparsity) in the linear model. """ with ops.name_scope('zero_fraction'): variables = nest.flatten(variables) with ops.name_scope('total_size'): sizes = [array_ops.size(x, out_type=dtypes.int64) for x in variables] total_size_int64 = math_ops.add_n(sizes) with ops.name_scope('total_zero'): total_zero_float32 = math_ops.add_n([ control_flow_ops.cond( math_ops.equal(size, constant_op.constant(0, dtype=dtypes.int64)), true_fn=lambda: constant_op.constant(0, dtype=dtypes.float32), false_fn=lambda: nn.zero_fraction(x) * math_ops.to_float(size), name='zero_count') for x, size in zip(variables, sizes) ]) with ops.name_scope('compute'): total_size_float32 = math_ops.cast( total_size_int64, dtype=dtypes.float32, name='float32_size') zero_fraction_or_nan = total_zero_float32 / total_size_float32 zero_fraction_or_nan = array_ops.identity( zero_fraction_or_nan, name='zero_fraction_or_nan') return zero_fraction_or_nan @estimator_export('estimator.experimental.linear_logit_fn_builder') def linear_logit_fn_builder(units, feature_columns, sparse_combiner='sum'): """Function builder for a linear logit_fn. Args: units: An int indicating the dimension of the logit layer. feature_columns: An iterable containing all the feature columns used by the model. sparse_combiner: A string specifying how to reduce if a categorical column is multivalent. One of "mean", "sqrtn", and "sum". Returns: A logit_fn (see below). """ def linear_logit_fn(features): """Linear model logit_fn. Args: features: This is the first item returned from the `input_fn` passed to `train`, `evaluate`, and `predict`. This should be a single `Tensor` or `dict` of same. Returns: A `Tensor` representing the logits. """ if feature_column_lib.is_feature_column_v2(feature_columns): linear_model = feature_column_lib.LinearModel( feature_columns=feature_columns, units=units, sparse_combiner=sparse_combiner, name='linear_model') logits = linear_model(features) bias = linear_model.bias # We'd like to get all the non-bias variables associated with this # LinearModel. # TODO(rohanj): Figure out how to get shared embedding weights variable # here. variables = linear_model.variables variables.remove(bias) # Expand (potential) Partitioned variables bias = _get_expanded_variable_list([bias]) else: linear_model = feature_column._LinearModel( # pylint: disable=protected-access feature_columns=feature_columns, units=units, sparse_combiner=sparse_combiner, name='linear_model') logits = linear_model(features) cols_to_vars = linear_model.cols_to_vars() bias = cols_to_vars.pop('bias') variables = cols_to_vars.values() variables = _get_expanded_variable_list(variables) if units > 1: summary.histogram('bias', bias) else: # If units == 1, the bias value is a length-1 list of a scalar Tensor, # so we should provide a scalar summary. summary.scalar('bias', bias[0][0]) summary.scalar('fraction_of_zero_weights', _compute_fraction_of_zero(variables)) return logits return linear_logit_fn def _sdca_model_fn(features, labels, mode, head, feature_columns, optimizer): """A model_fn for linear models that use the SDCA optimizer. Args: features: dict of `Tensor`. labels: `Tensor` of shape `[batch_size]`. mode: Defines whether this is training, evaluation or prediction. See `ModeKeys`. head: A `Head` instance. feature_columns: An iterable containing all the feature columns used by the model. optimizer: a `LinearSDCA` instance. Returns: An `EstimatorSpec` instance. Raises: ValueError: mode or params are invalid, or features has the wrong type. """ assert feature_column_lib.is_feature_column_v2(feature_columns) if isinstance(head, head_lib._BinaryLogisticHeadWithSigmoidCrossEntropyLoss): # pylint: disable=protected-access loss_type = 'logistic_loss' elif isinstance(head, regression_head.RegressionHead): # pylint: disable=protected-access assert head.logits_dimension == 1 loss_type = 'squared_loss' else: raise ValueError('Unsupported head type: {}'.format(head)) linear_model = feature_column_lib.LinearModel( feature_columns=feature_columns, units=1, sparse_combiner='sum') logits = linear_model(features) bias = linear_model.bias # We'd like to get all the non-bias variables associated with this # LinearModel. # TODO(rohanj): Figure out how to get shared embedding weights variable # here. variables = linear_model.variables variables.remove(bias) # Expand (potential) Partitioned variables bias = _get_expanded_variable_list([bias]) variables = _get_expanded_variable_list(variables) summary.scalar('bias', bias[0][0]) summary.scalar('fraction_of_zero_weights', _compute_fraction_of_zero(variables)) if mode == model_fn.ModeKeys.TRAIN: sdca_model, train_op = optimizer.get_train_step( linear_model.layer._state_manager, # pylint: disable=protected-access head._weight_column, # pylint: disable=protected-access loss_type, feature_columns, features, labels, linear_model.bias, training.get_global_step()) update_weights_hook = _SDCAUpdateWeightsHook(sdca_model, train_op) model_fn_ops = head.create_estimator_spec( features=features, mode=mode, labels=labels, train_op_fn=lambda unused_loss_fn: train_op, logits=logits) return model_fn_ops._replace(training_chief_hooks=( model_fn_ops.training_chief_hooks + (update_weights_hook,))) else: return head.create_estimator_spec( features=features, mode=mode, labels=labels, logits=logits) class _SDCAUpdateWeightsHook(session_run_hook.SessionRunHook): """SessionRunHook to update and shrink SDCA model weights.""" def __init__(self, sdca_model, train_op): self._sdca_model = sdca_model self._train_op = train_op def begin(self): """Construct the update_weights op. The op is implicitly added to the default graph. """ self._update_op = self._sdca_model.update_weights(self._train_op) def before_run(self, run_context): """Return the update_weights op so that it is executed during this run.""" return session_run_hook.SessionRunArgs(self._update_op) def _linear_model_fn(features, labels, mode, head, feature_columns, optimizer, partitioner, config, sparse_combiner='sum'): """A model_fn for linear models that use a gradient-based optimizer. Args: features: dict of `Tensor`. labels: `Tensor` of shape `[batch_size, logits_dimension]`. mode: Defines whether this is training, evaluation or prediction. See `ModeKeys`. head: A `Head` instance. feature_columns: An iterable containing all the feature columns used by the model. optimizer: string, `Optimizer` object, or callable that defines the optimizer to use for training. If `None`, will use a FTRL optimizer. partitioner: Partitioner for variables. config: `RunConfig` object to configure the runtime settings. sparse_combiner: A string specifying how to reduce if a categorical column is multivalent. One of "mean", "sqrtn", and "sum". Returns: An `EstimatorSpec` instance. Raises: ValueError: mode or params are invalid, or features has the wrong type. """ if not isinstance(features, dict): raise ValueError('features should be a dictionary of `Tensor`s. ' 'Given type: {}'.format(type(features))) num_ps_replicas = config.num_ps_replicas if config else 0 partitioner = partitioner or ( partitioned_variables.min_max_variable_partitioner( max_partitions=num_ps_replicas, min_slice_size=64 << 20)) with variable_scope.variable_scope( 'linear', values=tuple(six.itervalues(features)), partitioner=partitioner): if isinstance(optimizer, LinearSDCA): assert sparse_combiner == 'sum' return _sdca_model_fn( features, labels, mode, head, feature_columns, optimizer) else: logit_fn = linear_logit_fn_builder( units=head.logits_dimension, feature_columns=feature_columns, sparse_combiner=sparse_combiner, ) logits = logit_fn(features=features) optimizer = optimizers.get_optimizer_instance( optimizer or _get_default_optimizer(feature_columns), learning_rate=_LEARNING_RATE) return head.create_estimator_spec( features=features, mode=mode, labels=labels, optimizer=optimizer, logits=logits) def _init_linear_classifier( feature_columns, n_classes, weight_column, label_vocabulary, optimizer, partitioner, loss_reduction, sparse_combiner): """Helper function for the initialization of LinearClassifier.""" if isinstance(optimizer, LinearSDCA): if sparse_combiner != 'sum': raise ValueError('sparse_combiner must be "sum" when optimizer ' 'is a LinearSDCA object.') if not feature_column_lib.is_feature_column_v2(feature_columns): raise ValueError('V2 feature columns required when optimizer ' 'is a LinearSDCA object.') if n_classes > 2: raise ValueError('LinearSDCA cannot be used in a multi-class setting.') if n_classes == 2: head = head_lib._binary_logistic_head_with_sigmoid_cross_entropy_loss( # pylint: disable=protected-access weight_column=weight_column, label_vocabulary=label_vocabulary, loss_reduction=loss_reduction) else: head = head_lib._multi_class_head_with_softmax_cross_entropy_loss( # pylint: disable=protected-access n_classes, weight_column=weight_column, label_vocabulary=label_vocabulary, loss_reduction=loss_reduction) def _model_fn(features, labels, mode, config): """Call the defined shared _linear_model_fn.""" return _linear_model_fn( features=features, labels=labels, mode=mode, head=head, feature_columns=tuple(feature_columns or []), optimizer=optimizer, partitioner=partitioner, config=config, sparse_combiner=sparse_combiner) return _model_fn @estimator_export('estimator.LinearClassifier', v1=[]) class LinearClassifierV2(estimator.EstimatorV2): """Linear classifier model. Train a linear model to classify instances into one of multiple possible classes. When number of possible classes is 2, this is binary classification. Example: ```python categorical_column_a = categorical_column_with_hash_bucket(...) categorical_column_b = categorical_column_with_hash_bucket(...) categorical_feature_a_x_categorical_feature_b = crossed_column(...) # Estimator using the default optimizer. estimator = LinearClassifier( feature_columns=[categorical_column_a, categorical_feature_a_x_categorical_feature_b]) # Or estimator using the FTRL optimizer with regularization. estimator = LinearClassifier( feature_columns=[categorical_column_a, categorical_feature_a_x_categorical_feature_b], optimizer=tf.train.FtrlOptimizer( learning_rate=0.1, l1_regularization_strength=0.001 )) # Or estimator using an optimizer with a learning rate decay. estimator = LinearClassifier( feature_columns=[categorical_column_a, categorical_feature_a_x_categorical_feature_b], optimizer=lambda: tf.train.FtrlOptimizer( learning_rate=tf.exponential_decay( learning_rate=0.1, global_step=tf.get_global_step(), decay_steps=10000, decay_rate=0.96)) # Or estimator with warm-starting from a previous checkpoint. estimator = LinearClassifier( feature_columns=[categorical_column_a, categorical_feature_a_x_categorical_feature_b], warm_start_from="/path/to/checkpoint/dir") # Input builders def input_fn_train: # Returns tf.data.Dataset of (x, y) tuple where y represents label's class # index. pass def input_fn_eval: # Returns tf.data.Dataset of (x, y) tuple where y represents label's class # index. pass def input_fn_predict: # Returns tf.data.Dataset of (x, None) tuple. pass estimator.train(input_fn=input_fn_train) metrics = estimator.evaluate(input_fn=input_fn_eval) predictions = estimator.predict(input_fn=input_fn_predict) ``` Input of `train` and `evaluate` should have following features, otherwise there will be a `KeyError`: * if `weight_column` is not `None`, a feature with `key=weight_column` whose value is a `Tensor`. * for each `column` in `feature_columns`: - if `column` is a `SparseColumn`, a feature with `key=column.name` whose `value` is a `SparseTensor`. - if `column` is a `WeightedSparseColumn`, two features: the first with `key` the id column name, the second with `key` the weight column name. Both features' `value` must be a `SparseTensor`. - if `column` is a `RealValuedColumn`, a feature with `key=column.name` whose `value` is a `Tensor`. Loss is calculated by using softmax cross entropy. @compatibility(eager) Estimators can be used while eager execution is enabled. Note that `input_fn` and all hooks are executed inside a graph context, so they have to be written to be compatible with graph mode. Note that `input_fn` code using `tf.data` generally works in both graph and eager modes. @end_compatibility """ def __init__(self, feature_columns, model_dir=None, n_classes=2, weight_column=None, label_vocabulary=None, optimizer='Ftrl', config=None, partitioner=None, warm_start_from=None, loss_reduction=losses.Reduction.SUM_OVER_BATCH_SIZE, sparse_combiner='sum'): """Construct a `LinearClassifier` estimator object. Args: feature_columns: An iterable containing all the feature columns used by the model. All items in the set should be instances of classes derived from `FeatureColumn`. model_dir: Directory to save model parameters, graph and etc. This can also be used to load checkpoints from the directory into a estimator to continue training a previously saved model. n_classes: number of label classes. Default is binary classification. Note that class labels are integers representing the class index (i.e. values from 0 to n_classes-1). For arbitrary label values (e.g. string labels), convert to class indices first. weight_column: A string or a `_NumericColumn` created by `tf.feature_column.numeric_column` defining feature column representing weights. It is used to down weight or boost examples during training. It will be multiplied by the loss of the example. If it is a string, it is used as a key to fetch weight tensor from the `features`. If it is a `_NumericColumn`, raw tensor is fetched by key `weight_column.key`, then weight_column.normalizer_fn is applied on it to get weight tensor. label_vocabulary: A list of strings represents possible label values. If given, labels must be string type and have any value in `label_vocabulary`. If it is not given, that means labels are already encoded as integer or float within [0, 1] for `n_classes=2` and encoded as integer values in {0, 1,..., n_classes-1} for `n_classes`>2 . Also there will be errors if vocabulary is not provided and labels are string. optimizer: An instance of `tf.Optimizer` or `tf.estimator.experimental.LinearSDCA` used to train the model. Can also be a string (one of 'Adagrad', 'Adam', 'Ftrl', 'RMSProp', 'SGD'), or callable. Defaults to FTRL optimizer. config: `RunConfig` object to configure the runtime settings. partitioner: Optional. Partitioner for input layer. warm_start_from: A string filepath to a checkpoint to warm-start from, or a `WarmStartSettings` object to fully configure warm-starting. If the string filepath is provided instead of a `WarmStartSettings`, then all weights and biases are warm-started, and it is assumed that vocabularies and Tensor names are unchanged. loss_reduction: One of `tf.losses.Reduction` except `NONE`. Describes how to reduce training loss over batch. Defaults to `SUM_OVER_BATCH_SIZE`. sparse_combiner: A string specifying how to reduce if a categorical column is multivalent. One of "mean", "sqrtn", and "sum" -- these are effectively different ways to do example-level normalization, which can be useful for bag-of-words features. for more details, see `tf.feature_column.linear_model`. Returns: A `LinearClassifier` estimator. Raises: ValueError: if n_classes < 2. """ linear_classifier_model_fn = _init_linear_classifier( feature_columns=feature_columns, n_classes=n_classes, weight_column=weight_column, label_vocabulary=label_vocabulary, optimizer=optimizer, partitioner=partitioner, loss_reduction=loss_reduction, sparse_combiner=sparse_combiner) super(LinearClassifierV2, self).__init__( model_fn=linear_classifier_model_fn, model_dir=model_dir, config=config, warm_start_from=warm_start_from) @estimator_export(v1=['estimator.LinearClassifier']) # pylint: disable=missing-docstring class LinearClassifier(estimator.Estimator): __doc__ = LinearClassifierV2.__doc__.replace('SUM_OVER_BATCH_SIZE', 'SUM') def __init__(self, feature_columns, model_dir=None, n_classes=2, weight_column=None, label_vocabulary=None, optimizer='Ftrl', config=None, partitioner=None, warm_start_from=None, loss_reduction=losses.Reduction.SUM, sparse_combiner='sum'): linear_classifier_model_fn = _init_linear_classifier( feature_columns=feature_columns, n_classes=n_classes, weight_column=weight_column, label_vocabulary=label_vocabulary, optimizer=optimizer, partitioner=partitioner, loss_reduction=loss_reduction, sparse_combiner=sparse_combiner) super(LinearClassifier, self).__init__( model_fn=linear_classifier_model_fn, model_dir=model_dir, config=config, warm_start_from=warm_start_from) # TODO(b/117517419): Update these contrib references once head moves to core. # Also references to the "_Head" class need to be replaced with "Head". @estimator_export('estimator.LinearEstimator', v1=[]) class LinearEstimatorV2(estimator.EstimatorV2): """An estimator for TensorFlow linear models with user-specified head. Example: ```python categorical_column_a = categorical_column_with_hash_bucket(...) categorical_column_b = categorical_column_with_hash_bucket(...) categorical_feature_a_x_categorical_feature_b = crossed_column(...) # Estimator using the default optimizer. estimator = LinearEstimator( head=tf.contrib.estimator.multi_label_head(n_classes=3), feature_columns=[categorical_column_a, categorical_feature_a_x_categorical_feature_b]) # Or estimator using an optimizer with a learning rate decay. estimator = LinearEstimator( head=tf.contrib.estimator.multi_label_head(n_classes=3), feature_columns=[categorical_column_a, categorical_feature_a_x_categorical_feature_b], optimizer=lambda: tf.train.FtrlOptimizer( learning_rate=tf.exponential_decay( learning_rate=0.1, global_step=tf.get_global_step(), decay_steps=10000, decay_rate=0.96)) # Or estimator using the FTRL optimizer with regularization. estimator = LinearEstimator( head=tf.contrib.estimator.multi_label_head(n_classes=3), feature_columns=[categorical_column_a, categorical_feature_a_x_categorical_feature_b]) optimizer=tf.train.FtrlOptimizer( learning_rate=0.1, l1_regularization_strength=0.001 )) def input_fn_train: # Returns tf.data.Dataset of (x, y) tuple where y represents label's class # index. pass def input_fn_eval: # Returns tf.data.Dataset of (x, y) tuple where y represents label's class # index. pass def input_fn_predict: # Returns tf.data.Dataset of (x, None) tuple. pass estimator.train(input_fn=input_fn_train, steps=100) metrics = estimator.evaluate(input_fn=input_fn_eval, steps=10) predictions = estimator.predict(input_fn=input_fn_predict) ``` Input of `train` and `evaluate` should have following features, otherwise there will be a `KeyError`: * if `weight_column` is not `None`, a feature with `key=weight_column` whose value is a `Tensor`. * for each `column` in `feature_columns`: - if `column` is a `_CategoricalColumn`, a feature with `key=column.name` whose `value` is a `SparseTensor`. - if `column` is a `_WeightedCategoricalColumn`, two features: the first with `key` the id column name, the second with `key` the weight column name. Both features' `value` must be a `SparseTensor`. - if `column` is a `_DenseColumn`, a feature with `key=column.name` whose `value` is a `Tensor`. Loss and predicted output are determined by the specified head. @compatibility(eager) Estimators can be used while eager execution is enabled. Note that `input_fn` and all hooks are executed inside a graph context, so they have to be written to be compatible with graph mode. Note that `input_fn` code using `tf.data` generally works in both graph and eager modes. @end_compatibility """ def __init__(self, head, feature_columns, model_dir=None, optimizer='Ftrl', config=None, partitioner=None, sparse_combiner='sum'): """Initializes a `LinearEstimator` instance. Args: head: A `_Head` instance constructed with a method such as `tf.contrib.estimator.multi_label_head`. feature_columns: An iterable containing all the feature columns used by the model. All items in the set should be instances of classes derived from `FeatureColumn`. model_dir: Directory to save model parameters, graph and etc. This can also be used to load checkpoints from the directory into a estimator to continue training a previously saved model. optimizer: An instance of `tf.Optimizer` used to train the model. Can also be a string (one of 'Adagrad', 'Adam', 'Ftrl', 'RMSProp', 'SGD'), or callable. Defaults to FTRL optimizer. config: `RunConfig` object to configure the runtime settings. partitioner: Optional. Partitioner for input layer. sparse_combiner: A string specifying how to reduce if a categorical column is multivalent. One of "mean", "sqrtn", and "sum" -- these are effectively different ways to do example-level normalization, which can be useful for bag-of-words features. for more details, see `tf.feature_column.linear_model`. """ def _model_fn(features, labels, mode, config): return _linear_model_fn( features=features, labels=labels, mode=mode, head=head, feature_columns=tuple(feature_columns or []), optimizer=optimizer, partitioner=partitioner, config=config, sparse_combiner=sparse_combiner) super(LinearEstimatorV2, self).__init__( model_fn=_model_fn, model_dir=model_dir, config=config) @estimator_export(v1=['estimator.LinearEstimator']) # pylint: disable=missing-docstring class LinearEstimator(estimator.Estimator): __doc__ = LinearEstimatorV2.__doc__ def __init__(self, head, feature_columns, model_dir=None, optimizer='Ftrl', config=None, partitioner=None, sparse_combiner='sum'): """Initializes a `LinearEstimator` instance. Args: head: A `_Head` instance constructed with a method such as `tf.contrib.estimator.multi_label_head`. feature_columns: An iterable containing all the feature columns used by the model. All items in the set should be instances of classes derived from `FeatureColumn`. model_dir: Directory to save model parameters, graph and etc. This can also be used to load checkpoints from the directory into a estimator to continue training a previously saved model. optimizer: An instance of `tf.Optimizer` used to train the model. Can also be a string (one of 'Adagrad', 'Adam', 'Ftrl', 'RMSProp', 'SGD'), or callable. Defaults to FTRL optimizer. config: `RunConfig` object to configure the runtime settings. partitioner: Optional. Partitioner for input layer. sparse_combiner: A string specifying how to reduce if a categorical column is multivalent. One of "mean", "sqrtn", and "sum" -- these are effectively different ways to do example-level normalization, which can be useful for bag-of-words features. for more details, see `tf.feature_column.linear_model`. """ def _model_fn(features, labels, mode, config): return _linear_model_fn( features=features, labels=labels, mode=mode, head=head, feature_columns=tuple(feature_columns or []), optimizer=optimizer, partitioner=partitioner, config=config, sparse_combiner=sparse_combiner) super(LinearEstimator, self).__init__( model_fn=_model_fn, model_dir=model_dir, config=config) def _validate_linear_sdca_optimizer( feature_columns, label_dimension, optimizer, sparse_combiner): """Helper function for the initialization of LinearRegressor.""" if isinstance(optimizer, LinearSDCA): if sparse_combiner != 'sum': raise ValueError('sparse_combiner must be "sum" when optimizer ' 'is a LinearSDCA object.') if not feature_column_lib.is_feature_column_v2(feature_columns): raise ValueError('V2 feature columns required when optimizer ' 'is a LinearSDCA object.') if label_dimension > 1: raise ValueError('LinearSDCA can only be used with one-dimensional ' 'label.') @estimator_export('estimator.LinearRegressor', v1=[]) class LinearRegressorV2(estimator.EstimatorV2): """An estimator for TensorFlow Linear regression problems. Train a linear regression model to predict label value given observation of feature values. Example: ```python categorical_column_a = categorical_column_with_hash_bucket(...) categorical_column_b = categorical_column_with_hash_bucket(...) categorical_feature_a_x_categorical_feature_b = crossed_column(...) # Estimator using the default optimizer. estimator = LinearRegressor( feature_columns=[categorical_column_a, categorical_feature_a_x_categorical_feature_b]) # Or estimator using the FTRL optimizer with regularization. estimator = LinearRegressor( feature_columns=[categorical_column_a, categorical_feature_a_x_categorical_feature_b], optimizer=tf.train.FtrlOptimizer( learning_rate=0.1, l1_regularization_strength=0.001 )) # Or estimator using an optimizer with a learning rate decay. estimator = LinearRegressor( feature_columns=[categorical_column_a, categorical_feature_a_x_categorical_feature_b], optimizer=lambda: tf.train.FtrlOptimizer( learning_rate=tf.exponential_decay( learning_rate=0.1, global_step=tf.get_global_step(), decay_steps=10000, decay_rate=0.96)) # Or estimator with warm-starting from a previous checkpoint. estimator = LinearRegressor( feature_columns=[categorical_column_a, categorical_feature_a_x_categorical_feature_b], warm_start_from="/path/to/checkpoint/dir") # Input builders def input_fn_train: # Returns tf.data.Dataset of (x, y) tuple where y represents label's class # index. pass def input_fn_eval: # Returns tf.data.Dataset of (x, y) tuple where y represents label's class # index. pass def input_fn_predict: # Returns tf.data.Dataset of (x, None) tuple. pass estimator.train(input_fn=input_fn_train) metrics = estimator.evaluate(input_fn=input_fn_eval) predictions = estimator.predict(input_fn=input_fn_predict) ``` Input of `train` and `evaluate` should have following features, otherwise there will be a KeyError: * if `weight_column` is not `None`, a feature with `key=weight_column` whose value is a `Tensor`. * for each `column` in `feature_columns`: - if `column` is a `SparseColumn`, a feature with `key=column.name` whose `value` is a `SparseTensor`. - if `column` is a `WeightedSparseColumn`, two features: the first with `key` the id column name, the second with `key` the weight column name. Both features' `value` must be a `SparseTensor`. - if `column` is a `RealValuedColumn`, a feature with `key=column.name` whose `value` is a `Tensor`. Loss is calculated by using mean squared error. @compatibility(eager) Estimators can be used while eager execution is enabled. Note that `input_fn` and all hooks are executed inside a graph context, so they have to be written to be compatible with graph mode. Note that `input_fn` code using `tf.data` generally works in both graph and eager modes. @end_compatibility """ def __init__(self, feature_columns, model_dir=None, label_dimension=1, weight_column=None, optimizer='Ftrl', config=None, partitioner=None, warm_start_from=None, loss_reduction=losses.Reduction.SUM_OVER_BATCH_SIZE, sparse_combiner='sum'): """Initializes a `LinearRegressor` instance. Args: feature_columns: An iterable containing all the feature columns used by the model. All items in the set should be instances of classes derived from `FeatureColumn`. model_dir: Directory to save model parameters, graph and etc. This can also be used to load checkpoints from the directory into a estimator to continue training a previously saved model. label_dimension: Number of regression targets per example. This is the size of the last dimension of the labels and logits `Tensor` objects (typically, these have shape `[batch_size, label_dimension]`). weight_column: A string or a `_NumericColumn` created by `tf.feature_column.numeric_column` defining feature column representing weights. It is used to down weight or boost examples during training. It will be multiplied by the loss of the example. If it is a string, it is used as a key to fetch weight tensor from the `features`. If it is a `_NumericColumn`, raw tensor is fetched by key `weight_column.key`, then weight_column.normalizer_fn is applied on it to get weight tensor. optimizer: An instance of `tf.Optimizer` or `tf.estimator.experimental.LinearSDCA` used to train the model. Can also be a string (one of 'Adagrad', 'Adam', 'Ftrl', 'RMSProp', 'SGD'), or callable. Defaults to FTRL optimizer. config: `RunConfig` object to configure the runtime settings. partitioner: Optional. Partitioner for input layer. warm_start_from: A string filepath to a checkpoint to warm-start from, or a `WarmStartSettings` object to fully configure warm-starting. If the string filepath is provided instead of a `WarmStartSettings`, then all weights and biases are warm-started, and it is assumed that vocabularies and Tensor names are unchanged. loss_reduction: One of `tf.losses.Reduction` except `NONE`. Describes how to reduce training loss over batch. Defaults to `SUM`. sparse_combiner: A string specifying how to reduce if a categorical column is multivalent. One of "mean", "sqrtn", and "sum" -- these are effectively different ways to do example-level normalization, which can be useful for bag-of-words features. for more details, see `tf.feature_column.linear_model`. """ _validate_linear_sdca_optimizer( feature_columns=feature_columns, label_dimension=label_dimension, optimizer=optimizer, sparse_combiner=sparse_combiner) head = regression_head.RegressionHead( label_dimension=label_dimension, weight_column=weight_column, loss_reduction=loss_reduction) def _model_fn(features, labels, mode, config): """Call the defined shared _linear_model_fn.""" return _linear_model_fn( features=features, labels=labels, mode=mode, head=head, feature_columns=tuple(feature_columns or []), optimizer=optimizer, partitioner=partitioner, config=config, sparse_combiner=sparse_combiner) super(LinearRegressorV2, self).__init__( model_fn=_model_fn, model_dir=model_dir, config=config, warm_start_from=warm_start_from) @estimator_export(v1=['estimator.LinearRegressor']) # pylint: disable=missing-docstring class LinearRegressor(estimator.Estimator): __doc__ = LinearRegressorV2.__doc__.replace('SUM_OVER_BATCH_SIZE', 'SUM') def __init__(self, feature_columns, model_dir=None, label_dimension=1, weight_column=None, optimizer='Ftrl', config=None, partitioner=None, warm_start_from=None, loss_reduction=losses.Reduction.SUM, sparse_combiner='sum'): _validate_linear_sdca_optimizer( feature_columns=feature_columns, label_dimension=label_dimension, optimizer=optimizer, sparse_combiner=sparse_combiner) head = head_lib._regression_head( # pylint: disable=protected-access label_dimension=label_dimension, weight_column=weight_column, loss_reduction=loss_reduction) def _model_fn(features, labels, mode, config): """Call the defined shared _linear_model_fn.""" return _linear_model_fn( features=features, labels=labels, mode=mode, head=head, feature_columns=tuple(feature_columns or []), optimizer=optimizer, partitioner=partitioner, config=config, sparse_combiner=sparse_combiner) super(LinearRegressor, self).__init__( model_fn=_model_fn, model_dir=model_dir, config=config, warm_start_from=warm_start_from)
0cc430d7621bfaae1f6b6a655566642dd758c4bf
1333a965058e926649652ea55154bd73b6f05edd
/4_advanced/modules/userinput.py
bf7135098c2c79a045d6ce0bbf207f42b97ecacc
[ "MIT" ]
permissive
grecoe/teals
42ebf114388b9f3f1580a41d5d03da39eb083082
ea00bab4e90d3f71e3ec2d202ce596abcf006f37
refs/heads/main
2021-06-21T20:12:03.108427
2021-05-10T19:34:40
2021-05-10T19:34:40
223,172,099
0
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''' This file allows you to hide all of the implementation details of asking a user for input for your program. It will verify that the correct data is returned. Externally, we want to expose the getUserInput(). ''' ''' __parseInt Parameters userInput : Input string from user error : Error to display if not a int Returns: Int if non error, None otherwise ''' def __parseInt(userInput, error): returnVal = None try: returnVal = int(userInput) except Exception as ex: returnVal = None print(error) return returnVal ''' __parseFloat Parameters userInput : Input string from user error : Error to display if not a float Returns: Float if non error, None otherwise ''' def __parseFloat(userInput, error): returnVal = None try: returnVal = float(userInput) except Exception as ex: returnVal = None print(error) return returnVal ''' getUserInput: Parameters: prompt : Prompt to show to the user error: Error to show to the user if expected type not input. classInfo: Class info of type to collect retries: Number of times to allow user to get it right. Returns: Expected value type if retries isn't exceeded ''' def getUserInput(prompt, retries, error, classInfo): userValue = None className = classInfo.__name__ currentRetries = 0 while True: currentRetries += 1 userInput = input(prompt) if className == 'int': userValue = __parseInt(userInput, error) elif className == 'float': userValue = __parseFloat(userInput, error) else: userValue = userInput # If we have a value, get out if userValue is not None: break # If we've exhausted our retries, get out. if currentRetries >= retries: print("You have exhausted your attempts to enter a ", className) break return userValue
1ebb7382e258c4abf52348f5f8cdcbf3ae69437d
1500fe9ea062152becc85a01577cced0465cde52
/landacademy/urls.py
d6983faca141d85dce6130a0e3056d9ab11c126d
[]
no_license
Xednom/gpg-ams
afe4da92384f2de1b7b69ce28e13becb103009b3
7c87ab639b140873dfc90ac43c7aec349aec6436
refs/heads/master
2022-11-06T15:22:34.761321
2021-05-11T03:48:08
2021-05-11T03:48:08
239,904,632
0
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null
2022-11-03T02:21:18
2020-02-12T01:50:16
JavaScript
UTF-8
Python
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false
465
py
from django.urls import path from . import views app_name="landacademy" urlpatterns = [ path('add-land-academy-inventory', views.AddLandAcademyView.as_view(), name="add_landacademy"), path('view-land-academy-inventory', views.LandAcademyView.as_view(), name="view_landacademy"), path('view-o2o-smart-pricing', views.SmartPricingView.as_view(), name="view_o2o"), path('add-o2o-smart-pricing', views.AddSmartPricingView.as_view(), name="add_o2o"), ]
27104a744c874c71d5916e37b398277acf2b845a
0c427b2b8b7960bf3c1e727984532c6731328066
/APP/forms.py
1e073b90096a2c7b3a8ab029ca583f02c05bf928
[]
no_license
Master-cai/flask_library
c7c3910c6f989b7f0f90a3b32eb53d421b7f431d
ebc86cbfbac67b199d06a3ec1e789b0d3fec1488
refs/heads/master
2020-11-24T03:34:42.063453
2019-12-20T09:30:01
2019-12-20T09:30:01
227,948,428
1
0
null
null
null
null
UTF-8
Python
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2,996
py
from flask_wtf import FlaskForm from wtforms import StringField, SubmitField, SelectField, TextAreaField, ValidationError, HiddenField, \ BooleanField, PasswordField, IntegerField, DateTimeField, DateField from wtforms.validators import DataRequired, Email, Length, Optional, URL, EqualTo class LoginForm(FlaskForm): ReaderID = StringField('ReaderID', validators=[DataRequired(), Length(1, 20)]) password = PasswordField('Password', validators=[DataRequired(), Length(6, 20)]) remember = BooleanField('Remember me') submit = SubmitField('Log in') class RegisterForm(FlaskForm): RID = StringField('RID', validators=[DataRequired(), Length(1, 20)]) rName = StringField('readerName', validators=[DataRequired()]) password = PasswordField('Password', validators=[DataRequired(), Length(1, 20), EqualTo('password_confirm', message='password doesn`t match')]) password_confirm = PasswordField('Password_confirm', validators=[DataRequired()]) department = StringField('Department', validators=[DataRequired(), Length(1, 20)]) major = StringField('Department', validators=[DataRequired(), Length(1, 20)]) submit = SubmitField('Register') class SearchInfo(FlaskForm): # SearchType = StringField('SearchType', validators=[DataRequired(), Length(1, 20)]) typeChoices = ['BID', 'BookName', 'Category', 'Press', 'Author'] SearchType = SelectField('SearchType', choices=[(t, t) for t in typeChoices]) SearchInfo = StringField('SearchInfo', validators=[DataRequired(), Length(1, 20)]) submit = SubmitField('Search') class newBookForm(FlaskForm): BID = StringField('BID', validators=[DataRequired(), Length(1, 20)]) bName = StringField('bName', validators=[DataRequired()]) Category = StringField('Category', validators=[DataRequired(), Length(1, 20)]) ISBN = StringField('ISBN', validators=[DataRequired(), Length(1, 20)]) author = StringField('author', validators=[DataRequired(), Length(1, 20)]) publicationDate = DateField('publicationDate', validators=[DataRequired()]) press = StringField('press', validators=[DataRequired(), Length(1, 40)]) sum = IntegerField('sum', validators=[DataRequired()]) currNum = IntegerField('currNum', validators=[DataRequired()]) submit = SubmitField('submit') class ReturnBookForm(FlaskForm): RID = StringField('RID', validators=[DataRequired(), Length(1, 20)]) BID = StringField('BID', validators=[DataRequired(), Length(1, 20)]) submit = SubmitField('Return') class ReaderInfoForm(FlaskForm): # SearchType = StringField('SearchType', validators=[DataRequired(), Length(1, 20)]) typeChoices = ['RID', 'rName', 'department'] SearchType = SelectField('SearchType', choices=[(t, t) for t in typeChoices]) SearchInfo = StringField('SearchInfo', validators=[DataRequired(), Length(1, 20)]) submit = SubmitField('Search')
dc93b89f7e841b512d47ecff109941a4fd9c59cb
a7a13ca32072bb27ce2dceb87c414767b3751ec5
/src/gthnk/__init__.py
f8ee1ab5a2ed24607ff10461411e9f764b139904
[]
no_license
SocioProphet/gthnk
36e50338d5f3df19f84620ff9a337f3cf8e9e362
fc3d21090c2de10cfd74650436536999e5c65d7c
refs/heads/master
2022-12-13T18:55:00.610073
2020-09-14T14:50:21
2020-09-14T14:50:21
null
0
0
null
null
null
null
UTF-8
Python
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py
from flask_sqlalchemy import SQLAlchemy from flask_login import LoginManager from flask_bcrypt import Bcrypt db = SQLAlchemy() login_manager = LoginManager() bcrypt = Bcrypt()
5ad1c174ef11481211eccd3c9a071aaebf6e217e
15f321878face2af9317363c5f6de1e5ddd9b749
/solutions_python/Problem_200/1268.py
9e45fefd2245fc74e784ff57dba4a16de3dd55a5
[]
no_license
dr-dos-ok/Code_Jam_Webscraper
c06fd59870842664cd79c41eb460a09553e1c80a
26a35bf114a3aa30fc4c677ef069d95f41665cc0
refs/heads/master
2020-04-06T08:17:40.938460
2018-10-14T10:12:47
2018-10-14T10:12:47
null
0
0
null
null
null
null
UTF-8
Python
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py
def read_case(line): return int(line) def read_input(path): f = open(path, 'r') g = open(path + '_res.txt', 'w') T = int(f.readline()) for i in xrange(T): line = f.readline() g.write('Case #%d: ' % (i+1)) n = read_case(line) g.write(str(solve(n))) g.write('\n') g.close() f.close() def first_untidy(n): res = 0 while n > 0: if n%10 < (n/10)%10: return res res += 1 n /= 10 return -1 def is_units_tidy(n): u = n % 10 while n > 0: n /= 10 if n % 10 > u: return False return True def solve_after_first(n): if n < 10: return n if not is_units_tidy(n): n -= n % 10 + 1 return solve_after_first(n/10)*10 + n%10 def solve(n): k = first_untidy(n) if k == -1: return n n -= n % 10**(k+1) + 1 return solve_after_first(n) read_input('B-small-attempt1.in')
00a7d4bb8e564e8e4d36756ce801d18ce4fdfecc
b87389aa0d6595c8b649ac899e8ade4226309739
/manage.py
f53d707f83062edaaf89cd56b7fde370fb63af16
[]
no_license
bussiere/ImageIp
be3797d2fdd57b78d35de2111eb67b269f7df104
bc3e7b3d4edabde5353f9fadfc46253b7407ba5a
refs/heads/master
2020-12-24T15:23:03.255370
2013-08-23T10:52:46
2013-08-23T10:52:46
null
0
0
null
null
null
null
UTF-8
Python
false
false
250
py
#!/usr/bin/env python import os import sys if __name__ == "__main__": os.environ.setdefault("DJANGO_SETTINGS_MODULE", "imageip.settings") from django.core.management import execute_from_command_line execute_from_command_line(sys.argv)
b22c006c066846d679904ece442ff35ffce2ff2c
0e114f7df2b112511785e21626bb6bdb220b5a6c
/ModelImporter/readers.py
53245dcc930049f51e32b8c1183b280b6d1439f3
[]
no_license
monkeyman192/NMSDK
020c580bc7b0517bdef5b28d167924fde51dfa7f
c94bb9071e576fd16650f0b26fc5d681181976af
refs/heads/master
2023-08-09T09:08:40.453170
2023-07-26T23:28:53
2023-07-26T23:28:53
73,231,820
25
6
null
2023-07-26T23:10:29
2016-11-08T22:13:48
Python
UTF-8
Python
false
false
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from collections import namedtuple import struct from typing import Tuple # TODO: move to the serialization folder? from ..serialization.utils import (read_list_header, read_string, # noqa pylint: disable=relative-beyond-top-level bytes_to_quat, read_bool) from ..serialization.list_header import ListHeader # noqa pylint: disable=relative-beyond-top-level from ..NMS.LOOKUPS import DIFFUSE, MASKS, NORMAL # noqa pylint: disable=relative-beyond-top-level from ..utils.utils import exml_to_dict # noqa pylint: disable=relative-beyond-top-level gstream_info = namedtuple( 'gstream_info', ['vert_size', 'vert_off', 'idx_size', 'idx_off', 'dbl_buff'] ) gstream_info_old = namedtuple( 'gstream_info', ['vert_size', 'vert_off', 'idx_size', 'idx_off'] ) def read_anim(fname): """ Reads an anim file. """ anim_data = dict() with open(fname, 'rb') as f: f.seek(0x60) # get the counts and offsets of all the info frame_count, node_count = struct.unpack('<II', f.read(0x8)) anim_data['FrameCount'] = frame_count anim_data['NodeCount'] = node_count anim_data['NodeData'] = list() # NodeData with ListHeader(f) as node_data: for _ in range(node_data.count): node_name = read_string(f, 0x40) # Skip 'can_compress' f.seek(0x4, 1) rot_index, trans_index, scale_index = struct.unpack( '<III', f.read(0xC)) data = {'Node': node_name, 'RotIndex': rot_index, 'TransIndex': trans_index, 'ScaleIndex': scale_index} anim_data['NodeData'].append(data) # AnimFrameData anim_data['AnimFrameData'] = list() with ListHeader(f) as anim_frame_data: for _ in range(anim_frame_data.count): frame_data = dict() with ListHeader(f) as rot_data: rot_data_lst = list() for _ in range(int(rot_data.count // 3)): rot_data_lst.append(bytes_to_quat(f)) frame_data['Rotation'] = rot_data_lst # reads 0x6 bytes with ListHeader(f) as trans_data: trans_data_lst = list() for _ in range(trans_data.count): trans_data_lst.append( struct.unpack('<ffff', f.read(0x10))) frame_data['Translation'] = trans_data_lst with ListHeader(f) as scale_data: scale_data_lst = list() for _ in range(scale_data.count): scale_data_lst.append( struct.unpack('<ffff', f.read(0x10))) frame_data['Scale'] = scale_data_lst anim_data['AnimFrameData'].append(frame_data) # StillFrameData still_frame_data = dict() with ListHeader(f) as rot_data: rot_data_lst = list() for _ in range(int(rot_data.count // 3)): rot_data_lst.append(bytes_to_quat(f)) # reads 0x6 bytes still_frame_data['Rotation'] = rot_data_lst with ListHeader(f) as trans_data: trans_data_lst = list() for _ in range(trans_data.count): trans_data_lst.append( struct.unpack('<ffff', f.read(0x10))) still_frame_data['Translation'] = trans_data_lst with ListHeader(f) as scale_data: scale_data_lst = list() for _ in range(scale_data.count): scale_data_lst.append( struct.unpack('<ffff', f.read(0x10))) still_frame_data['Scale'] = scale_data_lst anim_data['StillFrameData'] = still_frame_data return anim_data def read_entity_animation_data(fname: str) -> dict: """ Read an entity file. This will currently only support reading the animation data from the entity file as it's all we care about right now... Returns ------- anim_data List of dictionaries containing the path and name of the contained animation data. """ anim_data = dict() with open(fname, 'rb') as f: f.seek(0x60) has_anims = False # Scan the list of components to see if we have a # TkAnimationComponentData struct present. with ListHeader(f) as components: for _ in range(components.count): return_offset = f.tell() offset = struct.unpack('<Q', f.read(0x8))[0] struct_name = read_string(f, 0x40) if struct_name == 'cTkAnimationComponentData': has_anims = True break # Read the nameHash but ignore it... f.read(0x8) # If no animation data is found, return. if not has_anims: return anim_data # Jump to the start of the struct f.seek(return_offset + offset) _anim_data = read_TkAnimationData(f) idle_anim_name = _anim_data.pop('Anim') or 'IDLE' anim_data[idle_anim_name] = _anim_data with ListHeader(f) as anims: for _ in range(anims.count): _anim_data = read_TkAnimationData(f) anim_data[_anim_data.pop('Anim')] = _anim_data return anim_data def read_material(fname): """ Reads the textures and types from a material file. Returns ------- data : dict Mapping between the texture type (one of DIFFUSE, MASKS, NORMAL) and the path to the texture """ data = dict() # Read the data directly from the mbin with open(fname, 'rb') as f: f.seek(0x60) # get name data['Name'] = read_string(f, 0x80) # get metamaterial, introduced in 2.61 data['Metamaterial'] = read_string(f, 0x100) # get class data['Class'] = read_string(f, 0x20) # get whether it casts a shadow f.seek(0x4, 1) data['CastShadow'] = read_bool(f) # save pointer for Flags Uniforms Samplers list headers list_header_first = f.tell() + 0x1 + 0x80 + 0x80 + 0x2 # get material flags data['Flags'] = list() f.seek(list_header_first) list_offset, list_count = read_list_header(f) f.seek(list_offset, 1) for i in range(list_count): data['Flags'].append(struct.unpack('<I', f.read(0x4))[0]) # get uniforms data['Uniforms'] = dict() f.seek(list_header_first + 0x10) list_offset, list_count = read_list_header(f) f.seek(list_offset, 1) for i in range(list_count): name = read_string(f, 0x20) value = struct.unpack('<ffff', f.read(0x10)) data['Uniforms'][name] = value f.seek(0x10, 1) # get samplers (texture paths) data['Samplers'] = dict() f.seek(list_header_first + 0x20) list_offset, list_count = read_list_header(f) f.seek(list_offset, 1) for i in range(list_count): name = read_string(f, 0x20) Map = read_string(f, 0x80) data['Samplers'][name] = Map if i != list_count - 1: f.seek(0x38, 1) return data def read_mesh_binding_data(fname): """ Read the data relating to mesh/joint bindings from the geometry file. Returns ------- data : dict All the relevant data from the geometry file """ data = dict() with open(fname, 'rb') as f: # First, check that there is data to read. If not, then return nothing f.seek(0x78) if struct.unpack('<I', f.read(0x4))[0] == 0: return # Read joint binding data f.seek(0x70) data['JointBindings'] = list() with ListHeader(f) as JointBindings: for _ in range(JointBindings.count): jb_data = dict() fmt = '<' + 'f' * 0x10 jb_data['InvBindMatrix'] = struct.unpack(fmt, f.read(0x40)) jb_data['BindTranslate'] = struct.unpack('<fff', f.read(0xC)) jb_data['BindRotate'] = struct.unpack('<ffff', f.read(0x10)) jb_data['BindScale'] = struct.unpack('<fff', f.read(0xC)) data['JointBindings'].append(jb_data) # skip to the skin matrix layout data f.seek(0xB0) with ListHeader(f) as SkinMatrixLayout: fmt = '<' + 'I' * SkinMatrixLayout.count data_size = 4 * SkinMatrixLayout.count data['SkinMatrixLayout'] = struct.unpack(fmt, f.read(data_size)) # skip to the MeshBaseSkinMat data f.seek(0x100) with ListHeader(f) as MeshBaseSkinMat: fmt = '<' + 'I' * MeshBaseSkinMat.count data_size = 4 * MeshBaseSkinMat.count data['MeshBaseSkinMat'] = struct.unpack(fmt, f.read(data_size)) return data def read_metadata(fname): """ Reads all the metadata from the gstream file. Returns ------- data : dict (str: namedtuple) Mapping between the names of the meshes and their metadata """ data = dict() old_fmt = False with open(fname, 'rb') as f: # Let's get the GUID to see what version we are looking at. f.seek(0x10) guid = struct.unpack('<Q', f.read(0x8))[0] # Let's check what it is. The current is 0x71E36E603CED2E6E # Ones before this we will consider "old format". if guid == 0xCD49AC37B4729513: old_fmt = True # move to the start of the StreamMetaDataArray header f.seek(0x190) # find how far to jump list_offset, list_count = read_list_header(f) f.seek(list_offset, 1) for _ in range(list_count): # read the ID in and strip it to be just the string and no padding. string = read_string(f, 0x80).upper() # skip the hash f.seek(0x8, 1) # read in the actual data we want if not old_fmt: read_data = struct.unpack('<IIII?', f.read(0x11)) # Skip the last 7 padding bytes (0xFE's) f.seek(0x7, 1) gstream_info_ = gstream_info else: read_data = struct.unpack('<IIII', f.read(0x10)) gstream_info_ = gstream_info_old if string not in data: data[string] = gstream_info_(*read_data) else: data[string] = [data[string]] data[string].append(gstream_info_(*read_data)) return data def read_gstream(fname: str, info: namedtuple) -> Tuple[bytes, bytes]: """ Read the requested info from the gstream file. Parameters ---------- fname File path to the ~.GEOMETRY.DATA.MBIN.PC file. info namedtupled containing the vertex sizes and offset, and index sizes and offsets. Returns ------- verts Raw vertex data. indexes Raw index data. """ with open(fname, 'rb') as f: f.seek(info.vert_off) verts = f.read(info.vert_size) f.seek(info.idx_off) indexes = f.read(info.idx_size) return verts, indexes def read_TkAnimationData(f) -> dict: """ Extract the animation name and path from the entity file. """ data = dict() data['Anim'] = read_string(f, 0x10) data['Filename'] = read_string(f, 0x80) # Move the pointer to the end of the TkAnimationComponentData struct f.seek(0xA8, 1) return data def read_TkModelDescriptorList(data: dict) -> dict: """ Take a dictionary of the model descriptor data and extract recursively just the useful info. """ ret_data = dict() for d in data: desc_data = [] for desc in d['Descriptors']: sub_desc_data = { 'Id': desc['Id'], 'Name': desc['Name'], 'ReferencePaths': desc['ReferencePaths'], 'Children': [read_TkModelDescriptorList( x['List']) for x in desc['Children']]} desc_data.append(sub_desc_data) ret_data[d['TypeId']] = desc_data return ret_data def read_descriptor(fname: str) -> dict: """ Take a file path to a descriptor and process it, returning a dict containing the necessary data. Parameters ---------- fname Full path to the descriptor file to be parsed. Returns ------- data A dictionary with the required data. """ with open(fname) as f: # The top level is always a list, let's just extract it immediately. data = exml_to_dict(f)['List'] data = read_TkModelDescriptorList(data) return data
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/inference/infer_with_pb_1capture.py
83e9ad60c4b8ca47ef4676152e1dd42c7059bd70
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andreiqv/github_detector_scale
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#!/usr/bin/env python # -*- coding: utf-8 -*- # Using TF for inference, and TensorRT for compress a graph. import sys import os import argparse import tensorflow as tf import numpy as np from tensorflow.python.platform import gfile from PIL import Image import timer from time import sleep import io from picamera import PiCamera camera = PiCamera() stream = io.BytesIO() #import tensorflow.contrib.tensorrt as trt use_hub_model = False if True: FROZEN_FPATH = '/home/pi/work/pb/model_first_3-60-1.000-1.000[0.803].pb' #FROZEN_FPATH = '/home/pi/work/pb/model_resnet50-97-0.996-0.996[0.833].pb' ENGINE_FPATH = 'saved_model_full_2.plan' INPUT_SIZE = [3, 128, 128] INPUT_NODE = 'input_1' OUTPUT_NODE = 'dense_1/Sigmoid' #OUTPUT_NODE = 'dense/Sigmoid' input_output_placeholders = [INPUT_NODE + ':0', OUTPUT_NODE + ':0'] def get_image_as_array(image_file): # Read the image & get statstics image = Image.open(image_file) #img.show() #shape = [299, 299] shape = tuple(INPUT_SIZE[1:]) #image = tf.image.resize_images(img, shape, method=tf.image.ResizeMethod.BICUBIC) image = image.resize(shape, Image.ANTIALIAS) image_arr = np.array(image, dtype=np.float32) / 255.0 return image_arr def get_labels(labels_file): with open(labels_file) as f: labels = f.readlines() labels = [x.strip() for x in labels] print(labels) #sys.exit(0) return labels def get_frozen_graph(pb_file): # We load the protobuf file from the disk and parse it to retrive the unserialized graph_drf with gfile.FastGFile(pb_file,'rb') as f: graph_def = tf.GraphDef() graph_def.ParseFromString(f.read()) #sess.graph.as_default() #new line return graph_def def compress_graph_with_trt(graph_def, precision_mode): output_node = input_output_placeholders[1] if precision_mode==0: return graph_def trt_graph = trt.create_inference_graph( graph_def, [output_node], max_batch_size=1, max_workspace_size_bytes=2<<20, precision_mode=precision_mode) return trt_graph def inference_with_graph(graph_def, image): """ Predict for single images """ with tf.Graph().as_default() as graph: with tf.Session() as sess: # Import a graph_def into the current default Graph print("import graph") input_, predictions = tf.import_graph_def(graph_def, name='', return_elements=input_output_placeholders) camera.start_preview() camera.resolution = (640, 480) camera.framerate = 32 timer.timer('predictions.eval') time_res = [] for i in range(10): camera.capture(stream, format='jpeg') stream.seek(0) image = Image.open(stream) shape = tuple(INPUT_SIZE[1:]) image = image.resize(shape, Image.ANTIALIAS) image_arr = np.array(image, dtype=np.float32) / 255.0 pred_val = predictions.eval(feed_dict={input_: [image_arr]}) print(pred_val) timer.timer() #time_res.append(0) #print('index={0}, label={1}'.format(index, label)) camera.stop_preview() print(camera.resolution) #print('mean time = {0}'.format(np.mean(time_res))) #return index def inference_images_with_graph(graph_def, filenames): """ Process list of files of images. """ images = [get_image_as_array(filename) for filename in filenames] with tf.Graph().as_default() as graph: with tf.Session() as sess: # Import a graph_def into the current default Graph print("import graph") input_, predictions = tf.import_graph_def(graph_def, name='', return_elements=input_output_placeholders) camera.start_preview() for i in range(len(filenames)): filename = filenames[i] image = images[i] p_val = predictions.eval(feed_dict={input_: [image]}) index = np.argmax(p_val) label = labels[index] print('{0}: prediction={1}'.format(filename, label)) camera.stop_preview() def createParser (): """ArgumentParser """ parser = argparse.ArgumentParser() parser.add_argument('-i', '--input', default=None, type=str,\ help='input') parser.add_argument('-dir', '--dir', default="../images", type=str,\ help='input') parser.add_argument('-pb', '--pb', default="saved_model.pb", type=str,\ help='input') parser.add_argument('-o', '--output', default="logs/1/", type=str,\ help='output') return parser if __name__ == '__main__': parser = createParser() arguments = parser.parse_args(sys.argv[1:]) pb_file = arguments.pb if arguments.input is not None: filenames = [arguments.input] #image = get_image_as_array(filename) #images = [(image] else: filenames = [] src_dir = arguments.dir listdir = os.listdir(src_dir) for f in listdir: filenames.append(src_dir + '/' + f) assert type(filenames) is list and filenames != [] #labels = get_labels('labels.txt') pb_file = FROZEN_FPATH graph_def = get_frozen_graph(pb_file) #modes = ['FP32', 'FP16', 0] #precision_mode = modes[2] #pb_file_name = 'saved_model.pb' # output_graph.pb # no compress image_file = '/home/pi/work/images/img_1_0_2018-08-04-09-37-300672_5.jpg' image = get_image_as_array(image_file) inference_with_graph(graph_def, image) #inference_images_with_graph(graph_def, filenames) """ for mode in modes*2: print('\nMODE: {0}'.format(mode)) graph_def = compress_graph_with_trt(graph_def, mode) inference_with_graph(graph_def, images, labels) """ """ 0.0701 sec. (total time 1.72) - model_first_3-60-1.000-1.000[0.803].pb 0.7628 sec. -- model_resnet50-97-0.996-0.996[0.833].pb --- capture pict from cam: 1024x768 (def.) - 0.7612 sec. """
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/stampede_results/efficiency.py
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[]
no_license
bd-j/cetus
cfbb46aa2d94fdf982a7906bc8bdcbe9375df67c
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refs/heads/master
2021-05-01T00:06:10.518322
2015-02-17T16:49:46
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import sys, os, glob import numpy as np import matplotlib.pyplot as pl import bsfh.read_results as bread def process_run(mcmc_file, model_file): result, pr, model = bread.read_pickles(mcmc_file, model_file=model_file) nburn = np.sum(result['run_params']['nburn']) nw, niter, ndim = result['chain'].shape time = result['sampling_duration'] free_params = model.theta_labels() return [nw, nburn, niter], time, free_params mcfiles = glob.glob('*dmock*_mcmc') speed, ncpu, hasgp = [], [], [] for i,f in enumerate(mcfiles): dims, dur, params = process_run(f, f.replace('_mcmc','_model')) print(f+'\n') s = dims[0] * (dims[1] + dims[2]) / dur speed += [s] nc = dims[0]/2 + 1 ncpu += [nc] print(dims[0], dims[2], dur, s, nc, 'gp_jitter' in params) hasgp += ['gp_jitter' in params] color = ['b','r'] fig, axes = pl.subplots() clr =np.array(color)[np.array(hasgp).astype(int)] axes.scatter(ncpu, speed/ncpu, marker ='o', c=clr) axes.set_xlabel('cores') axes.set_ylabel('Likelihood calculations/sec/core')
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/trakt_tools/tasks/profile/backup/create/handlers/playback.py
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[]
no_license
fuzeman/trakt-tools
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8bdcb117b6092733cc50f87d4f943fc23340da90
refs/heads/master
2023-01-07T06:16:46.716517
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from __future__ import print_function import logging log = logging.getLogger(__name__) class PlaybackHandler(object): def run(self, backup, profile): print('Playback Progress') # Request ratings response = profile.get('/sync/playback') if response.status_code != 200: print('Invalid response returned') return False # Retrieve items items = response.json() print(' - Received %d item(s)' % len(items)) # Write playback progress to disk print(' - Writing to "playback.json"...') try: return backup.write('playback.json', items) except Exception as ex: log.error('Unable to write playback progress to disk: %s', ex, exc_info=True) return False
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/adminasto/adminasto/tongji.py
698ac53c3172a4fe3beefb1a1fcf538a722beb21
[]
no_license
snamper/zzpython
71bf70ec3762289bda4bba80525c15a63156a3ae
20415249fa930ccf66849abb5edca8ae41c81de6
refs/heads/master
2021-12-21T16:12:22.190085
2017-09-30T06:26:05
2017-09-30T06:26:05
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from sphinxapi import * import os import MySQLdb import datetime nowpath=os.path.dirname(__file__) execfile("conn.py") #产品数量 def getproductnum(nowday): format="%Y-%m-%d"; nowday=strtodatetime(nowday,format) oneday=datetime.timedelta(days=1) sql="select count(0) from products where gmt_created>'"+str(nowday)+"' and gmt_created<='"+str(nowday+oneday)+"'" cursor.execute(sql) offerlist=cursor.fetchone() if offerlist: return offerlist[0] else: return 0 #数据统计 def tongji(request): fromday="2013-8-1"; format="%Y-%m-%d"; fromday=strtodatetime(fromday,format) oneday=datetime.timedelta(days=1) num=30 listall=[] for i in range(0,num): fromday=fromday-oneday postnum=0 postnum=getproductnum(datetostr(fromday)) leavewordsnum=0 #leavewordsnum=getleavewordsnum(datetostr(fromday)) list={'date':datetostr(fromday),'postnum':postnum,'leavewordsnum':leavewordsnum} listall.append(list) return render_to_response('tongji.html',locals()) closeconn()
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/tests/apis/test_htmls.py
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permissive
ninoseki/uzen
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2a0065aa57fe3891c46e1174c1dc9aab673e52a8
refs/heads/master
2023-09-02T01:59:18.893712
2022-08-28T09:49:12
2022-08-28T09:49:12
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from typing import List from fastapi.testclient import TestClient from app import models def test_html(client: TestClient, snapshots: List[models.Snapshot]): id_ = snapshots[0].id response = client.get(f"/api/snapshots/{id_}") snapshot = response.json() sha256 = snapshot.get("html", {}).get("sha256", "") response = client.get(f"/api/htmls/{sha256}") assert response.status_code == 200 sha256 = snapshot.get("html", {}).get("sha256", "") response = client.get(f"/api/htmls/{sha256}/text") assert response.status_code == 200
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/P.O.R.-master/pirates/effects/ShipSinkSplashes.py
4efffec5639f34902279a1a506fbbbf5ba52d62c
[]
no_license
BrandonAlex/Pirates-Online-Retribution
7f881a64ec74e595aaf62e78a39375d2d51f4d2e
980b7448f798e255eecfb6bd2ebb67b299b27dd7
refs/heads/master
2020-04-02T14:22:28.626453
2018-10-24T15:33:17
2018-10-24T15:33:17
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from pandac.PandaModules import * from direct.interval.IntervalGlobal import * from direct.particles import ParticleEffect from direct.particles import Particles from direct.particles import ForceGroup from EffectController import EffectController from PooledEffect import PooledEffect import random class ShipSinkSplashes(PooledEffect, EffectController): card2Scale = 64.0 cardScale = 64.0 def __init__(self, parent = None): PooledEffect.__init__(self) EffectController.__init__(self) self.setDepthWrite(0) self.setLightOff() self.setBin('fixed', 50) self.effectScale = 1.0 self.f = ParticleEffect.ParticleEffect('ShipSinkSplashes') self.f.reparentTo(self) model = loader.loadModel('models/effects/particleMaps') self.card = model.find('**/particleWhiteSteam') self.card2 = model.find('**/particleSplash') self.p0 = Particles.Particles('particles-1') self.p0.setFactory('PointParticleFactory') self.p0.setRenderer('SpriteParticleRenderer') self.p0.setEmitter('DiscEmitter') self.p1 = Particles.Particles('particles-2') self.p1.setFactory('PointParticleFactory') self.p1.setRenderer('SpriteParticleRenderer') self.p1.setEmitter('DiscEmitter') self.f.addParticles(self.p1) self.p0.setPoolSize(128) self.p0.setBirthRate(0.14999999999999999) self.p0.setLitterSize(10) self.p0.setLitterSpread(0) self.p0.setSystemLifespan(0.0) self.p0.setLocalVelocityFlag(1) self.p0.setSystemGrowsOlderFlag(0) self.p0.factory.setLifespanBase(2.5) self.p0.factory.setLifespanSpread(0.5) self.p0.factory.setMassBase(1.0) self.p0.factory.setMassSpread(0.0) self.p0.factory.setTerminalVelocityBase(400.0) self.p0.factory.setTerminalVelocitySpread(0.0) self.p0.renderer.setAlphaMode(BaseParticleRenderer.PRALPHAINOUT) self.p0.renderer.setUserAlpha(0.5) self.p0.renderer.setFromNode(self.card) self.p0.renderer.setColor(Vec4(1.0, 1.0, 1.0, 1.0)) self.p0.renderer.setXScaleFlag(1) self.p0.renderer.setYScaleFlag(1) self.p0.renderer.setAnimAngleFlag(0) self.p0.renderer.setNonanimatedTheta(0.0) self.p0.renderer.setAlphaBlendMethod(BaseParticleRenderer.PPBLENDLINEAR) self.p0.renderer.setAlphaDisable(0) self.p0.renderer.getColorInterpolationManager().addLinear(0.25, 1.0, Vec4(1.0, 1.0, 1.0, 1.0), Vec4(1.0, 1.0, 1.0, 0.0), 1) self.p0.emitter.setEmissionType(BaseParticleEmitter.ETRADIATE) self.p0.emitter.setAmplitude(1.0) self.p0.emitter.setAmplitudeSpread(0.0) self.p0.emitter.setOffsetForce(Vec3(0.0, -2.0, 10.0)) self.p0.emitter.setExplicitLaunchVector(Vec3(1.0, 0.0, 0.0)) self.p0.emitter.setRadiateOrigin(Point3(0.0, 0.0, 0.0)) self.p1.setPoolSize(128) self.p1.setBirthRate(0.01) self.p1.setLitterSize(3) self.p1.setLitterSpread(1) self.p1.setSystemLifespan(0.0) self.p1.setLocalVelocityFlag(1) self.p1.setSystemGrowsOlderFlag(0) self.p1.setFloorZ(-50) self.p1.factory.setLifespanBase(0.5) self.p1.factory.setLifespanSpread(0.14999999999999999) self.p1.factory.setMassBase(1.0) self.p1.factory.setMassSpread(0.0) self.p1.factory.setTerminalVelocityBase(400.0) self.p1.factory.setTerminalVelocitySpread(0.0) self.p1.renderer.setAlphaMode(BaseParticleRenderer.PRALPHAOUT) self.p1.renderer.setUserAlpha(0.25) self.p1.renderer.setFromNode(self.card2) self.p1.renderer.setColor(Vec4(1.0, 1.0, 1.0, 1.0)) self.p1.renderer.setXScaleFlag(1) self.p1.renderer.setYScaleFlag(1) self.p1.renderer.setAnimAngleFlag(0) self.p1.renderer.setNonanimatedTheta(0.0) self.p1.renderer.setAlphaBlendMethod(BaseParticleRenderer.PPBLENDLINEAR) self.p1.renderer.setAlphaDisable(0) self.p1.emitter.setEmissionType(BaseParticleEmitter.ETRADIATE) self.p1.emitter.setAmplitude(0.0) self.p1.emitter.setAmplitudeSpread(0.5) self.p1.emitter.setExplicitLaunchVector(Vec3(1.0, 0.0, 0.0)) self.p1.emitter.setRadiateOrigin(Point3(0.0, 0.0, 0.0)) def createTrack(self): self.setEffectScale(self.effectScale) shrink = LerpFunctionInterval(self.resize, 2.5, fromData = 1.0, toData = 0.25) self.startEffect = Sequence(Func(self.p0.setBirthRate, 0.10000000000000001), Func(self.p0.clearToInitial), Func(self.p1.setBirthRate, 0.01), Func(self.p1.clearToInitial), Func(self.f.start, self, self.particleDummy), Func(self.f.reparentTo, self)) self.endEffect = Sequence(shrink, Func(self.p0.setBirthRate, 100.0), Func(self.p1.setBirthRate, 100.0), Wait(2.0), Func(self.cleanUpEffect)) self.track = Sequence(self.startEffect, Wait(7.0), self.endEffect) def setEffectScale(self, scale): self.effectScale = scale self.p0.renderer.setInitialXScale(0.14999999999999999 * self.cardScale * scale) self.p0.renderer.setFinalXScale(0.40000000000000002 * self.cardScale * scale) self.p0.renderer.setInitialYScale(0.14999999999999999 * self.cardScale * scale) self.p0.renderer.setFinalYScale(0.40000000000000002 * self.cardScale * scale) self.p0.emitter.setRadius(20.0 * scale) self.p1.renderer.setInitialXScale(0.050000000000000003 * self.card2Scale * scale) self.p1.renderer.setFinalXScale(0.20000000000000001 * self.card2Scale * scale) self.p1.renderer.setInitialYScale(0.10000000000000001 * self.card2Scale * scale) self.p1.renderer.setFinalYScale(0.14999999999999999 * self.card2Scale * scale) self.p1.emitter.setOffsetForce(Vec3(0.0, 0.0, 16.0 * scale)) self.p1.emitter.setRadius(20.0 * scale) def resize(self, t): self.setEffectScale(self.effectScale * t) def cleanUpEffect(self): EffectController.cleanUpEffect(self) self.checkInEffect(self) def destroy(self): EffectController.destroy(self) PooledEffect.destroy(self)
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/develop/analyse_2D_matrix/analyse_2D_matrix.py
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from numpy import mean,sqrt,var import sys from collections import defaultdict from collections import OrderedDict import os,shutil,sys,argparse class Analyse2D: def __init__(self): self.scores = defaultdict(list) self.scores_position_two = {} self.aa = ['ALA','ARG','ASN','ASP','CYS','GLN','GLU','GLY','HIS','ILE','LEU','LYS','MET','PHE','PRO','SER','THR','TRP','TYR','VAL'] self.aa_single_letter = ['A','R','N','D','C','Q','E','G','H','I','L','K','M','F','P','S','T','W','Y','V'] self.aa_values = [] # times above mean self.factor = 1 self.score_term = "total_score" self.score_term_position = 0 # A_D_resfile_scores self.baseline_value = -552.660 def get_sorted_hashtable(self, hashtable): return OrderedDict(sorted(hashtable.items(), key=lambda x: x[1],reverse=True)) #[0:maxvalue]) def set_matrix(self,filename): tmp_variable = True tmp_variable2 = False with open(filename,'r') as f: for line in f: tmp_line = line.split() if( line[0:4] == "SEQU" ): continue elif ( line[0:4] == "SCOR" and tmp_variable == True): for t in range( len(tmp_line) ): if (tmp_line[t] == self.score_term): self.score_term_position = t tmp_variable = False elif( tmp_variable == False): aa_tmp = filename.split('_') tmp_value = round(float( tmp_line[self.score_term_position] ) - self.baseline_value,3) self.scores[ str(aa_tmp[0]) ].append( (aa_tmp[1], str( tmp_value ) ) ) # works #self.scores[ str(aa_tmp[0]) ].append( (aa_tmp[1], tmp_line[self.score_term_position] - self.baseline_value) ) ##print aa_tmp[1] , tmp_line[self.score_term_position] ##self.scores[ str(aa_tmp[0]) ].append( scores_position_two[ aa_tmp[1] ] = tmp_line[self.score_term_position] ) #self.scores_position_two = { aa_tmp[1] : tmp_line[self.score_term_position] } #tmp_variable2 = True #elif( tmp_variable2 == True): #self.scores[ str(aa_tmp[0]) ].append( self.scores_position_two ) def write_matrix_to_file(self): with open("2Dscan.csv",'w') as f: f.write("AA(203/233),") for key in self.aa_single_letter: f.write(key+",") f.write("\n") #assert 1 == 0 # print self.scores for key in self.aa_single_letter: f.write(key+",") ##print key ##assert 1 == 0 tmp_dic = self.scores[ key ] for key in self.aa_single_letter: for i in range(len(tmp_dic) ): if(key == tmp_dic[i][0]): # continue # print key, tmp_dic[i] f.write(tmp_dic[i][1]+",") f.write("\n") def main(self): parser = argparse.ArgumentParser(description="Generate 2D matrix from multiple rosetta output files") # get the initial rosetta design as input parser.add_argument("-s","--score_term", dest="score_term", help="Which score term to analyse (Default total_score )", default="total_score") # parser.add_argument("-b", "--bundles", dest="helical_bundle", help="Four chains helical bundle with four chains is set to true", action="store_true", default=False ) path = "./" files = os.listdir( path ) args_dict = vars( parser.parse_args() ) for item in args_dict: setattr(self, item, args_dict[item]) for fl in files: # assumes that the pachdock file ends with .out if( os.path.isfile(fl) and fl.endswith("scores") ): self.set_matrix( fl ) self.write_matrix_to_file() if __name__ == "__main__": run = Analyse2D() run.main()
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/tests/schemas/users/snapshots/snap_test_queries.py
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telephoneorg/orka-api
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# -*- coding: utf-8 -*- # snapshottest: v1 - https://goo.gl/zC4yUc from __future__ import unicode_literals from snapshottest import Snapshot snapshots = Snapshot() snapshots['test_get_me_query 1'] = { 'data': { 'me': { 'cellPhone': '+14153334444', 'contexts': { 'count': 2, 'edges': [ { 'cursor': 'YXJyYXljb25uZWN0aW9uOjA=', 'node': { '__typename': 'ParticipantContext', 'id': 'UGFydGljaXBhbnRDb250ZXh0OjE=', 'profile': { 'avatar': 'https://example.com/images/me.jpg', 'bio': '''Hey! What are you looking at?''', 'displayName': 'Johnny', 'id': 'UHJvZmlsZTox' }, 'status': 'CREATED' } }, { 'cursor': 'YXJyYXljb25uZWN0aW9uOjE=', 'node': { '__typename': 'FacilitatorContext', 'availability': '[{"isoWeekDay": 1, "start": "14:49:31.947740", "end": "22:49:31.947749"}, {"isoWeekDay": 2, "start": "14:49:31.947758", "end": "22:49:31.947760"}, {"isoWeekDay": 3, "start": "14:49:31.947765", "end": "22:49:31.947766"}, {"isoWeekDay": 4, "start": "14:49:31.947770", "end": "22:49:31.947772"}, {"isoWeekDay": 5, "start": "14:49:31.947776", "end": "22:49:31.947777"}, {"isoWeekDay": 6, "start": "14:49:31.947781", "end": "22:49:31.947782"}, {"isoWeekDay": 7, "start": "14:49:31.947786", "end": "22:49:31.947788"}]', 'id': 'RmFjaWxpdGF0b3JDb250ZXh0OjI=', 'licenses': { 'edges': [ { 'cursor': 'YXJyYXljb25uZWN0aW9uOjA=', 'node': { 'expiry': '2022-02-08', 'id': 'RmFjaWxpdGF0b3JMaWNlbnNlOjE=', 'number': 'xpii23420e90', 'type': 'TBD', 'usState': 'NY' } }, { 'cursor': 'YXJyYXljb25uZWN0aW9uOjE=', 'node': { 'expiry': None, 'id': 'RmFjaWxpdGF0b3JMaWNlbnNlOjI=', 'number': 'xpn342300309e8', 'type': 'TBD', 'usState': None } }, { 'cursor': 'YXJyYXljb25uZWN0aW9uOjI=', 'node': { 'expiry': '2016-02-08', 'id': 'RmFjaWxpdGF0b3JMaWNlbnNlOjM=', 'number': 'expired', 'type': 'TBD', 'usState': 'NY' } } ], 'pageInfo': { 'endCursor': 'YXJyYXljb25uZWN0aW9uOjI=', 'hasNextPage': False, 'hasPreviousPage': False, 'startCursor': 'YXJyYXljb25uZWN0aW9uOjA=' } }, 'npi': 'nc2394jt98ddeesd', 'profile': { 'avatar': 'https://dr-smith.com/photos/dr-smith.jpg', 'bio': '''I don't know how to put this but I'm kind of a big deal. People know me. I'm very important. I have many leather-bound books and my apartment smells of rich mahogany.''', 'displayName': 'Dr. Smith', 'id': 'UHJvZmlsZToy' }, 'status': 'CREATED' } } ], 'pageInfo': { 'endCursor': 'YXJyYXljb25uZWN0aW9uOjE=', 'hasNextPage': False, 'hasPreviousPage': False, 'startCursor': 'YXJyYXljb25uZWN0aW9uOjA=' } }, 'dob': '1980-01-04', 'email': '[email protected]', 'firstName': 'John', 'id': 'VXNlcjox', 'lastName': 'Smith', 'notificationPolicy': { 'allowEmail': True, 'allowMarketing': False, 'allowSms': True, 'id': 'Tm90aWZpY2F0aW9uUG9saWN5OjE=' } } } } snapshots['test_get_profile_query 1'] = { 'data': { 'profile': { 'avatar': 'https://example.com/images/me.jpg', 'bio': '''Hey! What are you looking at?''', 'displayName': 'Johnny', 'id': 'UHJvZmlsZTox' } } }
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import os from sys import platform print("sys.platform: " + platform) print("os.name: " + os.name)
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# -*- coding: utf-8 -*- from __future__ import division import math print('não sei de nada)
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__all__ = [ 'KernelTimeout', 'call_with_kernel', 'get_kernel', 'run', 'with_kernel', ] import contextlib import contextvars import functools import logging from . import contexts from . import kernels # Re-export errors. from .errors import KernelTimeout logging.getLogger(__name__).addHandler(logging.NullHandler()) def with_kernel(func): """Wrap ``func`` that it is called within a kernel context.""" @functools.wraps(func) def wrapper(*args, **kwargs): return call_with_kernel(func, *args, **kwargs) return wrapper def call_with_kernel(func, *args, **kwargs): """Call ``func`` within a kernel context. The kernel object is closed on return. """ def caller(): # Do not create nested kernels; this seems to make more sense. # In general, I think it is easier to work with when there is # always at most one global kernel object per thread. if contexts.get_kernel(None) is None: kernel = kernels.Kernel() contexts.set_kernel(kernel) cm = contextlib.closing(kernel) else: cm = contextlib.nullcontext() with cm: return func(*args, **kwargs) return contextvars.copy_context().run(caller) def run(awaitable=None, timeout=None): return contexts.get_kernel().run(awaitable, timeout) def get_kernel(): return contexts.get_kernel(None)
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/algorithms/find-and-replace-pattern/src/Solution2.py
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class Solution: def findAndReplacePattern(self, words: list, pattern: str) -> list: def match(word, pattern): word_map = {} pattern_map = {} for i in range(len(pattern)): if pattern[i] not in pattern_map: pattern_map[pattern[i]] = word[i] if word[i] not in word_map: word_map[word[i]] = pattern[i] if (pattern_map[pattern[i]], word_map[word[i]]) != (word[i], pattern[i]): return False return True res = [] for word in words: if match(word, pattern): res.append(word) return res
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from django import forms from operations.models import UserAsk class UserAskForm(forms.ModelForm): class Meta: model = UserAsk fields = ['name', 'mobile', 'coursename']
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/chat/forms.py
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from django import forms from django.core.exceptions import ValidationError from django.contrib.auth.models import User from django.contrib.auth.password_validation import validate_password class RegisterForm(forms.Form): username = forms.CharField(label='Имя пользователя', required=True) password = forms.CharField(label='Пароль', widget=forms.PasswordInput, required=True) def clean_password(self): password = self.cleaned_data['password'] validate_password(password) return password def clean_username(self): username = self.cleaned_data['username'] user_exists = User.objects.filter(username=username).exists() if user_exists: raise ValidationError('Пользователь с таким именем уже существует') return username
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/dstore/engine/procedures/im_SearchProductTreeNodes_Pu_pb2.py
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dstore-io/dstore-sdk-python
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# Generated by the protocol buffer compiler. DO NOT EDIT! # source: dstore/engine/procedures/im_SearchProductTreeNodes_Pu.proto import sys _b=sys.version_info[0]<3 and (lambda x:x) or (lambda x:x.encode('latin1')) from google.protobuf import descriptor as _descriptor from google.protobuf import message as _message from google.protobuf import reflection as _reflection from google.protobuf import symbol_database as _symbol_database from google.protobuf import descriptor_pb2 # @@protoc_insertion_point(imports) _sym_db = _symbol_database.Default() from dstore import values_pb2 as dstore_dot_values__pb2 from dstore.engine import engine_pb2 as dstore_dot_engine_dot_engine__pb2 DESCRIPTOR = _descriptor.FileDescriptor( name='dstore/engine/procedures/im_SearchProductTreeNodes_Pu.proto', package='dstore.engine.im_SearchProductTreeNodes_Pu', syntax='proto3', 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dependencies=[dstore_dot_values__pb2.DESCRIPTOR,dstore_dot_engine_dot_engine__pb2.DESCRIPTOR,]) _sym_db.RegisterFileDescriptor(DESCRIPTOR) _PARAMETERS = _descriptor.Descriptor( name='Parameters', full_name='dstore.engine.im_SearchProductTreeNodes_Pu.Parameters', filename=None, file=DESCRIPTOR, containing_type=None, fields=[ _descriptor.FieldDescriptor( name='domain_tree_node_id', full_name='dstore.engine.im_SearchProductTreeNodes_Pu.Parameters.domain_tree_node_id', index=0, number=1, type=11, cpp_type=10, label=1, has_default_value=False, default_value=None, message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, options=None), _descriptor.FieldDescriptor( name='domain_tree_node_id_null', full_name='dstore.engine.im_SearchProductTreeNodes_Pu.Parameters.domain_tree_node_id_null', index=1, number=1001, type=8, cpp_type=7, label=1, has_default_value=False, default_value=False, message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, options=None), _descriptor.FieldDescriptor( name='node_characteristic_ids', full_name='dstore.engine.im_SearchProductTreeNodes_Pu.Parameters.node_characteristic_ids', index=2, number=2, type=11, cpp_type=10, label=1, has_default_value=False, default_value=None, message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, options=None), _descriptor.FieldDescriptor( name='node_characteristic_ids_null', full_name='dstore.engine.im_SearchProductTreeNodes_Pu.Parameters.node_characteristic_ids_null', index=3, number=1002, type=8, cpp_type=7, label=1, has_default_value=False, default_value=False, message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, options=None), _descriptor.FieldDescriptor( name='value', full_name='dstore.engine.im_SearchProductTreeNodes_Pu.Parameters.value', index=4, number=3, type=11, cpp_type=10, label=1, has_default_value=False, default_value=None, message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, options=None), _descriptor.FieldDescriptor( name='value_null', full_name='dstore.engine.im_SearchProductTreeNodes_Pu.Parameters.value_null', index=5, number=1003, type=8, cpp_type=7, label=1, has_default_value=False, default_value=False, message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, options=None), _descriptor.FieldDescriptor( name='is_like', full_name='dstore.engine.im_SearchProductTreeNodes_Pu.Parameters.is_like', index=6, number=4, type=11, cpp_type=10, label=1, has_default_value=False, default_value=None, message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, options=None), _descriptor.FieldDescriptor( name='is_like_null', full_name='dstore.engine.im_SearchProductTreeNodes_Pu.Parameters.is_like_null', index=7, number=1004, type=8, cpp_type=7, label=1, has_default_value=False, default_value=False, message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, options=None), _descriptor.FieldDescriptor( name='include_inherited', full_name='dstore.engine.im_SearchProductTreeNodes_Pu.Parameters.include_inherited', index=8, number=5, type=11, cpp_type=10, label=1, has_default_value=False, default_value=None, message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, options=None), _descriptor.FieldDescriptor( name='include_inherited_null', full_name='dstore.engine.im_SearchProductTreeNodes_Pu.Parameters.include_inherited_null', index=9, number=1005, type=8, cpp_type=7, label=1, has_default_value=False, default_value=False, message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, options=None), _descriptor.FieldDescriptor( name='start_at_row_no', full_name='dstore.engine.im_SearchProductTreeNodes_Pu.Parameters.start_at_row_no', index=10, number=6, type=11, cpp_type=10, label=1, has_default_value=False, default_value=None, message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, options=None), _descriptor.FieldDescriptor( name='start_at_row_no_null', full_name='dstore.engine.im_SearchProductTreeNodes_Pu.Parameters.start_at_row_no_null', index=11, number=1006, type=8, cpp_type=7, label=1, has_default_value=False, default_value=False, message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, options=None), _descriptor.FieldDescriptor( name='row_count', full_name='dstore.engine.im_SearchProductTreeNodes_Pu.Parameters.row_count', index=12, number=7, type=11, cpp_type=10, label=1, has_default_value=False, default_value=None, message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, options=None), _descriptor.FieldDescriptor( name='row_count_null', full_name='dstore.engine.im_SearchProductTreeNodes_Pu.Parameters.row_count_null', index=13, number=1007, type=8, cpp_type=7, label=1, has_default_value=False, default_value=False, message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, options=None), _descriptor.FieldDescriptor( name='include_value_details', full_name='dstore.engine.im_SearchProductTreeNodes_Pu.Parameters.include_value_details', index=14, number=8, type=11, cpp_type=10, label=1, has_default_value=False, default_value=None, message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, options=None), _descriptor.FieldDescriptor( name='include_value_details_null', full_name='dstore.engine.im_SearchProductTreeNodes_Pu.Parameters.include_value_details_null', index=15, number=1008, type=8, cpp_type=7, label=1, has_default_value=False, default_value=False, message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, options=None), _descriptor.FieldDescriptor( name='include_variants', full_name='dstore.engine.im_SearchProductTreeNodes_Pu.Parameters.include_variants', index=16, number=9, type=11, cpp_type=10, label=1, has_default_value=False, default_value=None, message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, options=None), _descriptor.FieldDescriptor( name='include_variants_null', full_name='dstore.engine.im_SearchProductTreeNodes_Pu.Parameters.include_variants_null', index=17, number=1009, type=8, cpp_type=7, label=1, has_default_value=False, default_value=False, message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, options=None), _descriptor.FieldDescriptor( name='maintain_search_item_lacks', full_name='dstore.engine.im_SearchProductTreeNodes_Pu.Parameters.maintain_search_item_lacks', index=18, number=10, type=11, cpp_type=10, label=1, 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full_name='dstore.engine.im_SearchProductTreeNodes_Pu.Parameters.binary_characteristic_value_id_null', index=21, number=1011, type=8, cpp_type=7, label=1, has_default_value=False, default_value=False, message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, options=None), _descriptor.FieldDescriptor( name='filter_by_characteristic_id', full_name='dstore.engine.im_SearchProductTreeNodes_Pu.Parameters.filter_by_characteristic_id', index=22, number=12, type=11, cpp_type=10, label=1, has_default_value=False, default_value=None, message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, options=None), _descriptor.FieldDescriptor( name='filter_by_characteristic_id_null', full_name='dstore.engine.im_SearchProductTreeNodes_Pu.Parameters.filter_by_characteristic_id_null', index=23, number=1012, type=8, cpp_type=7, label=1, has_default_value=False, default_value=False, message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, options=None), _descriptor.FieldDescriptor( name='filter_by_charac_value', full_name='dstore.engine.im_SearchProductTreeNodes_Pu.Parameters.filter_by_charac_value', index=24, number=13, type=11, cpp_type=10, label=1, has_default_value=False, default_value=None, message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, options=None), _descriptor.FieldDescriptor( name='filter_by_charac_value_null', full_name='dstore.engine.im_SearchProductTreeNodes_Pu.Parameters.filter_by_charac_value_null', index=25, number=1013, type=8, cpp_type=7, label=1, has_default_value=False, default_value=False, message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, options=None), _descriptor.FieldDescriptor( name='country', full_name='dstore.engine.im_SearchProductTreeNodes_Pu.Parameters.country', index=26, number=14, type=11, cpp_type=10, label=1, has_default_value=False, default_value=None, message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, options=None), _descriptor.FieldDescriptor( name='country_null', full_name='dstore.engine.im_SearchProductTreeNodes_Pu.Parameters.country_null', index=27, number=1014, type=8, cpp_type=7, label=1, has_default_value=False, default_value=False, message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, options=None), _descriptor.FieldDescriptor( name='negate_filter_by_params', full_name='dstore.engine.im_SearchProductTreeNodes_Pu.Parameters.negate_filter_by_params', index=28, number=15, type=11, cpp_type=10, label=1, has_default_value=False, default_value=None, message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, options=None), _descriptor.FieldDescriptor( name='negate_filter_by_params_null', 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_descriptor.FieldDescriptor( name='sort_by_characteristic_id_list', full_name='dstore.engine.im_SearchProductTreeNodes_Pu.Parameters.sort_by_characteristic_id_list', index=32, number=17, type=11, cpp_type=10, label=1, has_default_value=False, default_value=None, message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, options=None), _descriptor.FieldDescriptor( name='sort_by_characteristic_id_list_null', full_name='dstore.engine.im_SearchProductTreeNodes_Pu.Parameters.sort_by_characteristic_id_list_null', index=33, number=1017, type=8, cpp_type=7, label=1, has_default_value=False, default_value=False, message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, options=None), _descriptor.FieldDescriptor( name='sort_option_list', full_name='dstore.engine.im_SearchProductTreeNodes_Pu.Parameters.sort_option_list', index=34, number=18, type=11, cpp_type=10, label=1, has_default_value=False, default_value=None, message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, options=None), _descriptor.FieldDescriptor( name='sort_option_list_null', full_name='dstore.engine.im_SearchProductTreeNodes_Pu.Parameters.sort_option_list_null', index=35, number=1018, type=8, cpp_type=7, label=1, has_default_value=False, default_value=False, message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, options=None), _descriptor.FieldDescriptor( name='inherit_depth_option_list', full_name='dstore.engine.im_SearchProductTreeNodes_Pu.Parameters.inherit_depth_option_list', index=36, number=19, type=11, cpp_type=10, label=1, has_default_value=False, default_value=None, message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, options=None), _descriptor.FieldDescriptor( name='inherit_depth_option_list_null', 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enum_type=None, containing_type=None, is_extension=False, extension_scope=None, options=None), _descriptor.FieldDescriptor( name='get_values_for_sort_by_characs', full_name='dstore.engine.im_SearchProductTreeNodes_Pu.Parameters.get_values_for_sort_by_characs', index=40, number=21, type=11, cpp_type=10, label=1, has_default_value=False, default_value=None, message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, options=None), _descriptor.FieldDescriptor( name='get_values_for_sort_by_characs_null', full_name='dstore.engine.im_SearchProductTreeNodes_Pu.Parameters.get_values_for_sort_by_characs_null', index=41, number=1021, type=8, cpp_type=7, label=1, has_default_value=False, default_value=False, message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, options=None), _descriptor.FieldDescriptor( name='output_into_one_id', full_name='dstore.engine.im_SearchProductTreeNodes_Pu.Parameters.output_into_one_id', index=42, number=22, type=11, cpp_type=10, label=1, has_default_value=False, default_value=None, message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, options=None), _descriptor.FieldDescriptor( name='output_into_one_id_null', full_name='dstore.engine.im_SearchProductTreeNodes_Pu.Parameters.output_into_one_id_null', index=43, number=1022, type=8, cpp_type=7, label=1, has_default_value=False, default_value=False, message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, options=None), ], extensions=[ ], nested_types=[], enum_types=[ ], options=None, is_extendable=False, syntax='proto3', extension_ranges=[], oneofs=[ ], serialized_start=157, serialized_end=2217, ) _RESPONSE_ROW = _descriptor.Descriptor( name='Row', full_name='dstore.engine.im_SearchProductTreeNodes_Pu.Response.Row', filename=None, file=DESCRIPTOR, containing_type=None, fields=[ _descriptor.FieldDescriptor( name='row_id', full_name='dstore.engine.im_SearchProductTreeNodes_Pu.Response.Row.row_id', index=0, number=10000, type=5, cpp_type=1, label=1, has_default_value=False, default_value=0, message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, options=None), _descriptor.FieldDescriptor( name='value2', full_name='dstore.engine.im_SearchProductTreeNodes_Pu.Response.Row.value2', index=1, number=10001, type=11, cpp_type=10, label=1, has_default_value=False, default_value=None, message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, options=None), _descriptor.FieldDescriptor( name='value3', full_name='dstore.engine.im_SearchProductTreeNodes_Pu.Response.Row.value3', index=2, number=10002, type=11, cpp_type=10, label=1, has_default_value=False, default_value=None, message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, options=None), _descriptor.FieldDescriptor( name='value1', full_name='dstore.engine.im_SearchProductTreeNodes_Pu.Response.Row.value1', index=3, number=10003, type=11, cpp_type=10, label=1, has_default_value=False, default_value=None, message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, options=None), _descriptor.FieldDescriptor( name='matching_value', full_name='dstore.engine.im_SearchProductTreeNodes_Pu.Response.Row.matching_value', index=4, number=10004, type=11, cpp_type=10, label=1, has_default_value=False, default_value=None, message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, options=None), _descriptor.FieldDescriptor( name='binary_code_id', full_name='dstore.engine.im_SearchProductTreeNodes_Pu.Response.Row.binary_code_id', index=5, number=10005, type=11, cpp_type=10, label=1, has_default_value=False, default_value=None, message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, options=None), _descriptor.FieldDescriptor( name='tree_node_id', full_name='dstore.engine.im_SearchProductTreeNodes_Pu.Response.Row.tree_node_id', index=6, number=10006, type=11, cpp_type=10, label=1, has_default_value=False, default_value=None, message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, options=None), _descriptor.FieldDescriptor( name='node_id', full_name='dstore.engine.im_SearchProductTreeNodes_Pu.Response.Row.node_id', index=7, number=10007, type=11, cpp_type=10, label=1, has_default_value=False, default_value=None, message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, options=None), _descriptor.FieldDescriptor( name='pre_predecessors_description', full_name='dstore.engine.im_SearchProductTreeNodes_Pu.Response.Row.pre_predecessors_description', index=8, number=10008, type=11, cpp_type=10, label=1, has_default_value=False, default_value=None, message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, options=None), _descriptor.FieldDescriptor( name='product', full_name='dstore.engine.im_SearchProductTreeNodes_Pu.Response.Row.product', index=9, number=10009, type=11, cpp_type=10, label=1, has_default_value=False, default_value=None, message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, options=None), _descriptor.FieldDescriptor( name='pre_predecessors_tree_node_id', full_name='dstore.engine.im_SearchProductTreeNodes_Pu.Response.Row.pre_predecessors_tree_node_id', index=10, number=10010, type=11, cpp_type=10, label=1, has_default_value=False, default_value=None, message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, options=None), _descriptor.FieldDescriptor( name='predecessors_tree_node_id', full_name='dstore.engine.im_SearchProductTreeNodes_Pu.Response.Row.predecessors_tree_node_id', index=11, number=10011, type=11, cpp_type=10, label=1, has_default_value=False, default_value=None, message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, options=None), _descriptor.FieldDescriptor( name='predecessors_description', full_name='dstore.engine.im_SearchProductTreeNodes_Pu.Response.Row.predecessors_description', index=12, number=10012, type=11, cpp_type=10, label=1, has_default_value=False, default_value=None, message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, options=None), ], extensions=[ ], nested_types=[], enum_types=[ ], options=None, is_extendable=False, syntax='proto3', extension_ranges=[], oneofs=[ ], serialized_start=2447, serialized_end=3120, ) _RESPONSE = _descriptor.Descriptor( name='Response', full_name='dstore.engine.im_SearchProductTreeNodes_Pu.Response', filename=None, file=DESCRIPTOR, containing_type=None, fields=[ _descriptor.FieldDescriptor( name='meta_information', full_name='dstore.engine.im_SearchProductTreeNodes_Pu.Response.meta_information', index=0, number=2, type=11, cpp_type=10, label=3, has_default_value=False, default_value=[], message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, options=None), _descriptor.FieldDescriptor( name='message', full_name='dstore.engine.im_SearchProductTreeNodes_Pu.Response.message', index=1, number=3, type=11, cpp_type=10, label=3, has_default_value=False, default_value=[], message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, options=None), _descriptor.FieldDescriptor( name='row', full_name='dstore.engine.im_SearchProductTreeNodes_Pu.Response.row', index=2, number=4, type=11, cpp_type=10, label=3, has_default_value=False, default_value=[], message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, options=None), _descriptor.FieldDescriptor( name='count', full_name='dstore.engine.im_SearchProductTreeNodes_Pu.Response.count', index=3, number=101, type=11, cpp_type=10, label=1, has_default_value=False, default_value=None, message_type=None, enum_type=None, containing_type=None, is_extension=False, extension_scope=None, options=None), ], extensions=[ ], nested_types=[_RESPONSE_ROW, ], enum_types=[ ], options=None, is_extendable=False, syntax='proto3', extension_ranges=[], oneofs=[ ], serialized_start=2220, serialized_end=3120, ) _PARAMETERS.fields_by_name['domain_tree_node_id'].message_type = dstore_dot_values__pb2._INTEGERVALUE _PARAMETERS.fields_by_name['node_characteristic_ids'].message_type = dstore_dot_values__pb2._STRINGVALUE _PARAMETERS.fields_by_name['value'].message_type = dstore_dot_values__pb2._STRINGVALUE _PARAMETERS.fields_by_name['is_like'].message_type = dstore_dot_values__pb2._BOOLEANVALUE _PARAMETERS.fields_by_name['include_inherited'].message_type = dstore_dot_values__pb2._BOOLEANVALUE _PARAMETERS.fields_by_name['start_at_row_no'].message_type = dstore_dot_values__pb2._INTEGERVALUE _PARAMETERS.fields_by_name['row_count'].message_type = dstore_dot_values__pb2._INTEGERVALUE _PARAMETERS.fields_by_name['include_value_details'].message_type = dstore_dot_values__pb2._BOOLEANVALUE _PARAMETERS.fields_by_name['include_variants'].message_type = dstore_dot_values__pb2._BOOLEANVALUE _PARAMETERS.fields_by_name['maintain_search_item_lacks'].message_type = dstore_dot_values__pb2._BOOLEANVALUE _PARAMETERS.fields_by_name['binary_characteristic_value_id'].message_type = dstore_dot_values__pb2._INTEGERVALUE _PARAMETERS.fields_by_name['filter_by_characteristic_id'].message_type = dstore_dot_values__pb2._INTEGERVALUE _PARAMETERS.fields_by_name['filter_by_charac_value'].message_type = dstore_dot_values__pb2._STRINGVALUE _PARAMETERS.fields_by_name['country'].message_type = dstore_dot_values__pb2._STRINGVALUE _PARAMETERS.fields_by_name['negate_filter_by_params'].message_type = dstore_dot_values__pb2._BOOLEANVALUE _PARAMETERS.fields_by_name['count'].message_type = dstore_dot_values__pb2._INTEGERVALUE _PARAMETERS.fields_by_name['sort_by_characteristic_id_list'].message_type = dstore_dot_values__pb2._STRINGVALUE _PARAMETERS.fields_by_name['sort_option_list'].message_type = dstore_dot_values__pb2._STRINGVALUE _PARAMETERS.fields_by_name['inherit_depth_option_list'].message_type = dstore_dot_values__pb2._STRINGVALUE _PARAMETERS.fields_by_name['recursive_evaluation_option_list'].message_type = dstore_dot_values__pb2._STRINGVALUE _PARAMETERS.fields_by_name['get_values_for_sort_by_characs'].message_type = dstore_dot_values__pb2._BOOLEANVALUE _PARAMETERS.fields_by_name['output_into_one_id'].message_type = dstore_dot_values__pb2._INTEGERVALUE _RESPONSE_ROW.fields_by_name['value2'].message_type = dstore_dot_values__pb2._STRINGVALUE _RESPONSE_ROW.fields_by_name['value3'].message_type = dstore_dot_values__pb2._STRINGVALUE _RESPONSE_ROW.fields_by_name['value1'].message_type = dstore_dot_values__pb2._STRINGVALUE _RESPONSE_ROW.fields_by_name['matching_value'].message_type = dstore_dot_values__pb2._STRINGVALUE _RESPONSE_ROW.fields_by_name['binary_code_id'].message_type = dstore_dot_values__pb2._INTEGERVALUE _RESPONSE_ROW.fields_by_name['tree_node_id'].message_type = dstore_dot_values__pb2._INTEGERVALUE _RESPONSE_ROW.fields_by_name['node_id'].message_type = dstore_dot_values__pb2._INTEGERVALUE _RESPONSE_ROW.fields_by_name['pre_predecessors_description'].message_type = dstore_dot_values__pb2._STRINGVALUE _RESPONSE_ROW.fields_by_name['product'].message_type = dstore_dot_values__pb2._STRINGVALUE _RESPONSE_ROW.fields_by_name['pre_predecessors_tree_node_id'].message_type = dstore_dot_values__pb2._INTEGERVALUE _RESPONSE_ROW.fields_by_name['predecessors_tree_node_id'].message_type = dstore_dot_values__pb2._INTEGERVALUE _RESPONSE_ROW.fields_by_name['predecessors_description'].message_type = dstore_dot_values__pb2._STRINGVALUE _RESPONSE_ROW.containing_type = _RESPONSE _RESPONSE.fields_by_name['meta_information'].message_type = dstore_dot_engine_dot_engine__pb2._METAINFORMATION _RESPONSE.fields_by_name['message'].message_type = dstore_dot_engine_dot_engine__pb2._MESSAGE _RESPONSE.fields_by_name['row'].message_type = _RESPONSE_ROW _RESPONSE.fields_by_name['count'].message_type = dstore_dot_values__pb2._INTEGERVALUE DESCRIPTOR.message_types_by_name['Parameters'] = _PARAMETERS DESCRIPTOR.message_types_by_name['Response'] = _RESPONSE Parameters = _reflection.GeneratedProtocolMessageType('Parameters', (_message.Message,), dict( DESCRIPTOR = _PARAMETERS, __module__ = 'dstore.engine.procedures.im_SearchProductTreeNodes_Pu_pb2' # @@protoc_insertion_point(class_scope:dstore.engine.im_SearchProductTreeNodes_Pu.Parameters) )) _sym_db.RegisterMessage(Parameters) Response = _reflection.GeneratedProtocolMessageType('Response', (_message.Message,), dict( Row = _reflection.GeneratedProtocolMessageType('Row', (_message.Message,), dict( DESCRIPTOR = _RESPONSE_ROW, __module__ = 'dstore.engine.procedures.im_SearchProductTreeNodes_Pu_pb2' # @@protoc_insertion_point(class_scope:dstore.engine.im_SearchProductTreeNodes_Pu.Response.Row) )) , DESCRIPTOR = _RESPONSE, __module__ = 'dstore.engine.procedures.im_SearchProductTreeNodes_Pu_pb2' # @@protoc_insertion_point(class_scope:dstore.engine.im_SearchProductTreeNodes_Pu.Response) )) _sym_db.RegisterMessage(Response) _sym_db.RegisterMessage(Response.Row) DESCRIPTOR.has_options = True DESCRIPTOR._options = _descriptor._ParseOptions(descriptor_pb2.FileOptions(), _b('\n\033io.dstore.engine.proceduresZ>gosdk.dstore.de/engine/procedures/im_SearchProductTreeNodes_Pu')) import grpc from grpc.beta import implementations as beta_implementations from grpc.beta import interfaces as beta_interfaces from grpc.framework.common import cardinality from grpc.framework.interfaces.face import utilities as face_utilities # @@protoc_insertion_point(module_scope)
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/pygraphc/similarity/LogTextSimilarity.py
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from pygraphc.preprocess.PreprocessLog import PreprocessLog from pygraphc.similarity.StringSimilarity import StringSimilarity from itertools import combinations import csv import multiprocessing class LogTextSimilarity(object): """A class for calculating cosine similarity between a log pair. This class is intended for non-graph based clustering method. """ def __init__(self, mode, logtype, logs, clusters, cosine_file=''): """The constructor of class LogTextSimilarity. Parameters ---------- mode : str Mode of operation, i.e., text and text-h5 logtype : str Type for event log, e.g., auth, syslog, etc. logs : list List of every line of original logs. clusters : dict Dictionary of clusters. Key: cluster_id, value: list of log line id. """ self.mode = mode self.logtype = logtype self.logs = logs self.clusters = clusters self.events = {} self.cosine_file = cosine_file def __call__(self, node): return self.__write_cosine_csv(node) def __write_cosine_csv(self, node): csv_file = self.cosine_file + str(node) + '.csv' f = open(csv_file, 'wb') writer = csv.writer(f) for cluster_id, cluster in self.clusters.iteritems(): row = [] for c in cluster: if node != c: similarity = StringSimilarity.get_cosine_similarity(self.events[node]['tf-idf'], self.events[c]['tf-idf'], self.events[node]['length'], self.events[c]['length']) if similarity > 0: row.append(1 - similarity) if row: row.append(cluster_id) writer.writerow(row) f.close() def get_cosine_similarity(self): """Get cosine similarity from a pair of log lines in a file. Returns ------- cosine_similarity : dict Dictionary of cosine similarity in non-graph clustering. Key: (log_id1, log_id2), value: cosine similarity distance. """ preprocess = PreprocessLog(self.logtype) preprocess.preprocess_text(self.logs) self.events = preprocess.events_text cosines_similarity = {} if self.mode == 'text': # calculate cosine similarity for log_pair in combinations(range(preprocess.loglength), 2): cosines_similarity[log_pair] = \ StringSimilarity.get_cosine_similarity(self.events[log_pair[0]]['tf-idf'], self.events[log_pair[1]]['tf-idf'], self.events[log_pair[0]]['length'], self.events[log_pair[1]]['length']) return cosines_similarity elif self.mode == 'text-csv': # write cosine similarity to csv files nodes = range(preprocess.loglength) pool = multiprocessing.Pool(processes=3) pool.map(self, nodes) pool.close() pool.join()
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[]
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daniel-reich/turbo-robot
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""" Create a function that calculates what percentage of the box is filled in. Give your answer as a string percentage rounded to the nearest integer. ### Examples percent_filled([ "####", "# #", "#o #", "####" ]) ➞ "25%" # One element out of four spaces. percent_filled([ "#######", "#o oo #", "#######" ]) ➞ "60%" # Three elements out of five spaces. percent_filled([ "######", "#ooo #", "#oo #", "# #", "# #", "######" ]) ➞ "31%" # Five elements out of sixteen spaces. ### Notes * Only "o" will fill the box and also "o" will not be found outside of the box. * Don't focus on how much physical space an element takes up, pretend that each element occupies one whole unit (which you can judge according to the number of "#" on the sides). """ def percent_filled(box): frase = ''.join(box) a = frase.count(' ') b = frase.count('o') return str(int((b / (a + b)) * 100)) + '%'
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edu-athensoft/stem1401python_student
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""" Date: 2021-03-08 1. Write a GUI program of clock Requirements: (Function) Show current time in the pattern of HH:mm:ss.aaa i.e. 10:12:45.369 (UI) Display a title, main area for clock, and footer for the date Due date: by the end of next Friday Hint: import datetime strftime """ """ score: perfect """ # tkinter module from tkinter import * from tkinter.ttk import Separator import datetime # function def run_clock(): current_time.configure(text=datetime.datetime.now().strftime("%H:%M:%S.%f")[:12]) current_time.after(1, run_clock) # widget root = Tk() root.title('Python GUI - pack fill') w_width = 640 w_height = 450 sw = root.winfo_screenwidth(); sh = root.winfo_screenheight() top_left_x = int(sw/2 - w_width/2); top_left_y = int(sh/2 - w_height/2) root.geometry(f"{w_width}x{w_height}+{top_left_x}+{top_left_y}") # header header = Label(text="System Time", fg="Black", font=("Helvetica", 28)) header.pack(padx=15, pady=15) # separator 1 sep = Separator(root, orient=HORIZONTAL) sep.pack(fill=X) # current time label time = datetime.datetime.now().strftime("%H:%M:%S.%f")[:-3] current_time = Label(text=time, bg="green", fg="White", font=("Helvetica", 36), width=15, height=5) current_time.pack(padx=15, pady=15) # separator 2 sep2 = Separator(root, orient=HORIZONTAL) sep2.pack(fill=X) # footer footer = Label(text="Version 1, Kevin Liu, 12 March 2021", fg="Black", font=("Helvetica", 28)) footer.pack(padx=15, pady=15) # main program run_clock() root.mainloop()
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/Atividade E/fabio01_q06.py
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[]
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Isaias301/IFPI-ads2018.1
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""" Questão: Lista E 06 Descrição: Leia uma velocidade em km/h, calcule e escreva esta velocidade em m/s. """ def main(): # entrada velocidade_em_km = float(input("Digite uma uma velocidade em Km/h: ")) # calculos, operacoes, processamento velocidade_em_ms = velocidade_em_km * 3.6 # saida print('Resultado: %.2f m/s' % velocidade_em_ms) if __name__ == '__main__': main()