initial

app.py

@@ -4,7 +4,7 @@ import plotly.express as px
 from datasets import load_dataset
 import os
 
-@st.cache()
+# @st.cache()
 def bar_chart(counts_df):
     fig = px.bar(counts_df, x = 'car', y = 'large_vehicle')
 
@@ -14,6 +14,23 @@ def bar_chart(counts_df):
     #                             )
     return fig
 
+def daily_average(counts_df):
+    
+    filtered_views_list = ['View_from_Second_Link_at_Tuas_to_sg',
+                        'View_from_Second_Link_at_Tuas_to_jh',
+                        'View_from_Tuas_Checkpoint_to_sg',
+                        'View_from_Tuas_Checkpoint_to_jh',
+                        'View_from_Woodlands_Causeway_Towards_Johor_to_sg',
+                        'View_from_Woodlands_Causeway_Towards_Johor_to_jh',
+                        'View_from_Woodlands_Checkpoint_Towards_BKE_to_sg',
+                        'View_from_Woodlands_Checkpoint_Towards_BKE_to_jh']
+
+    counts_df_filter_views = counts_df[counts_df['view'].isin(filtered_views_list)]
+    counts_df_filter_views['date'] = pd.to_datetime(counts_df_filter_views['date'])
+    counts_df_filter_views['day_of_week'] = counts_df_filter_views['date'].dt.day_of_week
+    date_view_group = counts_df_filter_views.groupby(by=['view', 'day_of_week']).mean()
+    date_view_group = date_view_group.reset_index()
+
 
 def main():
 

poc.ipynb

@@ -0,0 +1,84 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Using custom data configuration tappyness1--causion-800e18f416d7678b\n",
+      "Found cached dataset parquet (C:/Users/neoce/.cache/huggingface/datasets/tappyness1___parquet/tappyness1--causion-800e18f416d7678b/0.0.0/2a3b91fbd88a2c90d1dbbb32b460cf621d31bd5b05b934492fdef7d8d6f236ec)\n",
+      "100%|██████████| 1/1 [00:00<00:00, 937.90it/s]\n"
+     ]
+    }
+   ],
+   "source": [
+    "from datasets import load_dataset\n",
+    "import pandas as pd\n",
+    "import os\n",
+    "import yaml\n",
+    "\n",
+    "token_file = open(\"token_secret.yaml\")\n",
+    "token_obj = yaml.load(token_file, Loader=yaml.FullLoader)\n",
+    "dataset = load_dataset(\"tappyness1/causion\", use_auth_token=token_obj['TOKEN'])\n",
+    "counts_df = pd.DataFrame(dataset['train'])\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\neoce\\AppData\\Local\\Temp\\ipykernel_18912\\643665856.py:1: FutureWarning: The default value of numeric_only in DataFrameGroupBy.mean is deprecated. In a future version, numeric_only will default to False. Either specify numeric_only or select only columns which should be valid for the function.\n",
+      "  date_view_group = counts_df_filter_views.groupby(by=['view', 'day_of_week']).mean()\n"
+     ]
+    }
+   ],
+   "source": [
+    "filtered_views_list = ['View_from_Second_Link_at_Tuas_to_sg',\n",
+    "                        'View_from_Second_Link_at_Tuas_to_jh',\n",
+    "                        'View_from_Tuas_Checkpoint_to_sg',\n",
+    "                        'View_from_Tuas_Checkpoint_to_jh',\n",
+    "                        'View_from_Woodlands_Causeway_Towards_Johor_to_sg',\n",
+    "                        'View_from_Woodlands_Causeway_Towards_Johor_to_jh',\n",
+    "                        'View_from_Woodlands_Checkpoint_Towards_BKE_to_sg',\n",
+    "                        'View_from_Woodlands_Checkpoint_Towards_BKE_to_jh']\n",
+    "\n",
+    "counts_df_filter_views = counts_df[counts_df['view'].isin(filtered_views_list)]\n",
+    "counts_df_filter_views['date'] = pd.to_datetime(counts_df_filter_views['date'])\n",
+    "counts_df_filter_views['day_of_week'] = counts_df_filter_views['date'].dt.day_of_week\n",
+    "date_view_group = counts_df_filter_views.groupby(by=['view', 'day_of_week']).mean()\n",
+    "date_view_group = date_view_group.reset_index()"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "6242_hw1_q1",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.8.16"
+  },
+  "orig_nbformat": 4
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}

token_secret.yaml

@@ -0,0 +1 @@
+TOKEN: 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