ADD ID to fb.
This commit is contained in:
Sebastian Lenzlinger
parent
65bd9480e7
commit
94ee3cc3b0
@ -43,6 +43,7 @@ def process_foot_bike_data():
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days = dt_obj.dt.weekday
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fb_df_grouped['Weekday_en'] = days.map(lambda x: weekday_names[x])
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cleaned_fb_df = fb_df_grouped
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cleaned_fb_df['ID'] = cleaned_fb_df.index + 1
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return cleaned_fb_df
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@ -65,7 +66,7 @@ def process_miv_data():
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return cleaned_miv_df
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def process_accident_data(file_present: bool):
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def process_accident_data(file_present: bool = True):
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if not file_present:
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du.process_urls(data_dir, accident_file_url)
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acc_df_unified = du.load_dataframes_from_geojson_files(data_dir, accident_file_u_string)
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@ -74,10 +75,14 @@ def process_accident_data(file_present: bool):
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'AccidentInvolvingMotorcycle', 'RoadType', 'RoadType_en', 'AccidentLocation_CHLV95_E',
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'AccidentLocation_CHLV95_N', 'AccidentMonth', 'geometry']
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cleaned_acc_df = acc_df_unified[acc_cols_to_keep]
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cleaned_acc_df.rename(columns={
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'AccidentLocation_CHLV95_E': 'EKoord',
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'AccidentLocation_CHLV95_N': 'NKoord',
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}, inplace=True)
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return cleaned_acc_df
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if __name__ == '__main__':
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acc_df = process_accident_data(False)
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acc_df = process_accident_data(True)
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print(acc_df.dtypes)
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print(acc_df.head(100))
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@ -13,29 +13,16 @@
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"metadata": {
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"collapsed": false,
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"ExecuteTime": {
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"end_time": "2023-12-03T10:58:50.698090Z",
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"start_time": "2023-12-03T10:58:50.384352Z"
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"end_time": "2023-12-03T12:17:02.386525Z",
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"start_time": "2023-12-03T12:17:01.722469Z"
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}
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},
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"id": "be55b25929d95559"
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"outputs": [
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"/Users/seb/Projects/repos/group-1/src/integrate.py:55: SettingWithCopyWarning: \n",
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"A value is trying to be set on a copy of a slice from a DataFrame.\n",
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"Try using .loc[row_indexer,col_indexer] = value instead\n",
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"\n",
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"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
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" miv_df_cols_dropped['Weekday_en'] = days.map(lambda x: weekday_names[x])\n"
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]
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}
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],
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"execution_count": null,
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"outputs": [],
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"source": [
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"\n",
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"miv_df = intr.process_miv_data()\n",
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@ -43,129 +30,60 @@
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],
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"metadata": {
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"collapsed": false,
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"is_executing": true,
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"ExecuteTime": {
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"end_time": "2023-12-03T11:01:14.422749Z",
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"start_time": "2023-12-03T10:58:52.300667Z"
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"start_time": "2023-12-03T12:17:04.199209Z"
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}
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},
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"id": "dd3831953afdeb72"
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"execution_count": null,
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"outputs": [],
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"source": [
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"test_df = miv_df\n"
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],
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"metadata": {
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"collapsed": false,
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"ExecuteTime": {
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"end_time": "2023-12-02T23:48:08.239957Z",
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"start_time": "2023-12-02T23:48:08.230590Z"
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}
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"collapsed": false
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},
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"id": "14471cd78389ce4d"
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"execution_count": null,
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"outputs": [],
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"source": [
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"test_df.dtypes\n",
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"date_object = pd.to_datetime(test_df['Date'])\n"
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],
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"metadata": {
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"collapsed": false,
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"ExecuteTime": {
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"end_time": "2023-12-02T23:48:09.754205Z",
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"start_time": "2023-12-02T23:48:08.232651Z"
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}
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"collapsed": false
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},
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"id": "c70d21adef38fd68"
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"outputs": [
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{
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"ename": "KeyError",
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"evalue": "'Weekday_Name'",
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"output_type": "error",
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"traceback": [
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"\u001B[0;31m---------------------------------------------------------------------------\u001B[0m",
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"\u001B[0;31mKeyError\u001B[0m Traceback (most recent call last)",
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"File \u001B[0;32m~/Projects/repos/group-1/db23-project-venv/lib/python3.11/site-packages/pandas/core/indexes/base.py:3790\u001B[0m, in \u001B[0;36mIndex.get_loc\u001B[0;34m(self, key)\u001B[0m\n\u001B[1;32m 3789\u001B[0m \u001B[38;5;28;01mtry\u001B[39;00m:\n\u001B[0;32m-> 3790\u001B[0m \u001B[38;5;28;01mreturn\u001B[39;00m \u001B[38;5;28;43mself\u001B[39;49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43m_engine\u001B[49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mget_loc\u001B[49m\u001B[43m(\u001B[49m\u001B[43mcasted_key\u001B[49m\u001B[43m)\u001B[49m\n\u001B[1;32m 3791\u001B[0m \u001B[38;5;28;01mexcept\u001B[39;00m \u001B[38;5;167;01mKeyError\u001B[39;00m \u001B[38;5;28;01mas\u001B[39;00m err:\n",
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"File \u001B[0;32mindex.pyx:152\u001B[0m, in \u001B[0;36mpandas._libs.index.IndexEngine.get_loc\u001B[0;34m()\u001B[0m\n",
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"File \u001B[0;32mindex.pyx:181\u001B[0m, in \u001B[0;36mpandas._libs.index.IndexEngine.get_loc\u001B[0;34m()\u001B[0m\n",
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"File \u001B[0;32mpandas/_libs/hashtable_class_helper.pxi:7080\u001B[0m, in \u001B[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001B[0;34m()\u001B[0m\n",
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"File \u001B[0;32mpandas/_libs/hashtable_class_helper.pxi:7088\u001B[0m, in \u001B[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001B[0;34m()\u001B[0m\n",
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"\u001B[0;31mKeyError\u001B[0m: 'Weekday_Name'",
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"\nThe above exception was the direct cause of the following exception:\n",
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"\u001B[0;31mKeyError\u001B[0m Traceback (most recent call last)",
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"Cell \u001B[0;32mIn[5], line 1\u001B[0m\n\u001B[0;32m----> 1\u001B[0m \u001B[43mtest_df\u001B[49m\u001B[43m[\u001B[49m\u001B[38;5;124;43m'\u001B[39;49m\u001B[38;5;124;43mWeekday_Name\u001B[39;49m\u001B[38;5;124;43m'\u001B[39;49m\u001B[43m]\u001B[49m\n",
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"File \u001B[0;32m~/Projects/repos/group-1/db23-project-venv/lib/python3.11/site-packages/pandas/core/frame.py:3893\u001B[0m, in \u001B[0;36mDataFrame.__getitem__\u001B[0;34m(self, key)\u001B[0m\n\u001B[1;32m 3891\u001B[0m \u001B[38;5;28;01mif\u001B[39;00m \u001B[38;5;28mself\u001B[39m\u001B[38;5;241m.\u001B[39mcolumns\u001B[38;5;241m.\u001B[39mnlevels \u001B[38;5;241m>\u001B[39m \u001B[38;5;241m1\u001B[39m:\n\u001B[1;32m 3892\u001B[0m \u001B[38;5;28;01mreturn\u001B[39;00m \u001B[38;5;28mself\u001B[39m\u001B[38;5;241m.\u001B[39m_getitem_multilevel(key)\n\u001B[0;32m-> 3893\u001B[0m indexer \u001B[38;5;241m=\u001B[39m \u001B[38;5;28;43mself\u001B[39;49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mcolumns\u001B[49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mget_loc\u001B[49m\u001B[43m(\u001B[49m\u001B[43mkey\u001B[49m\u001B[43m)\u001B[49m\n\u001B[1;32m 3894\u001B[0m \u001B[38;5;28;01mif\u001B[39;00m is_integer(indexer):\n\u001B[1;32m 3895\u001B[0m indexer \u001B[38;5;241m=\u001B[39m [indexer]\n",
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"File \u001B[0;32m~/Projects/repos/group-1/db23-project-venv/lib/python3.11/site-packages/pandas/core/indexes/base.py:3797\u001B[0m, in \u001B[0;36mIndex.get_loc\u001B[0;34m(self, key)\u001B[0m\n\u001B[1;32m 3792\u001B[0m \u001B[38;5;28;01mif\u001B[39;00m \u001B[38;5;28misinstance\u001B[39m(casted_key, \u001B[38;5;28mslice\u001B[39m) \u001B[38;5;129;01mor\u001B[39;00m (\n\u001B[1;32m 3793\u001B[0m \u001B[38;5;28misinstance\u001B[39m(casted_key, abc\u001B[38;5;241m.\u001B[39mIterable)\n\u001B[1;32m 3794\u001B[0m \u001B[38;5;129;01mand\u001B[39;00m \u001B[38;5;28many\u001B[39m(\u001B[38;5;28misinstance\u001B[39m(x, \u001B[38;5;28mslice\u001B[39m) \u001B[38;5;28;01mfor\u001B[39;00m x \u001B[38;5;129;01min\u001B[39;00m casted_key)\n\u001B[1;32m 3795\u001B[0m ):\n\u001B[1;32m 3796\u001B[0m \u001B[38;5;28;01mraise\u001B[39;00m InvalidIndexError(key)\n\u001B[0;32m-> 3797\u001B[0m \u001B[38;5;28;01mraise\u001B[39;00m \u001B[38;5;167;01mKeyError\u001B[39;00m(key) \u001B[38;5;28;01mfrom\u001B[39;00m \u001B[38;5;21;01merr\u001B[39;00m\n\u001B[1;32m 3798\u001B[0m \u001B[38;5;28;01mexcept\u001B[39;00m \u001B[38;5;167;01mTypeError\u001B[39;00m:\n\u001B[1;32m 3799\u001B[0m \u001B[38;5;66;03m# If we have a listlike key, _check_indexing_error will raise\u001B[39;00m\n\u001B[1;32m 3800\u001B[0m \u001B[38;5;66;03m# InvalidIndexError. Otherwise we fall through and re-raise\u001B[39;00m\n\u001B[1;32m 3801\u001B[0m \u001B[38;5;66;03m# the TypeError.\u001B[39;00m\n\u001B[1;32m 3802\u001B[0m \u001B[38;5;28mself\u001B[39m\u001B[38;5;241m.\u001B[39m_check_indexing_error(key)\n",
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"\u001B[0;31mKeyError\u001B[0m: 'Weekday_Name'"
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]
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}
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],
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"execution_count": null,
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"outputs": [],
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"source": [
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"test_df['Weekday_Name']"
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],
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"metadata": {
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"collapsed": false,
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"ExecuteTime": {
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"end_time": "2023-12-02T23:48:10.103198Z",
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"start_time": "2023-12-02T23:48:09.756006Z"
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}
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"collapsed": false
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},
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"id": "d0df3c0ef49e8061"
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"u_string RoadTrafficAccidentLocations.json\n",
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"Filename: 2017_verkehrszaehlungen_werte_fussgaenger_velo.csv\n",
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"Filename: RoadTrafficAccidentLocations.json\n",
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"Filepath: datasets/RoadTrafficAccidentLocations.json\n",
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"Filename: 2016_verkehrszaehlungen_werte_fussgaenger_velo.csv\n",
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"Filename: 2022_verkehrszaehlungen_werte_fussgaenger_velo.csv\n",
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"Filename: 2015_verkehrszaehlungen_werte_fussgaenger_velo.csv\n",
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"Filename: 2019_verkehrszaehlungen_werte_fussgaenger_velo.csv\n",
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"Filename: sid_dav_verkehrszaehlung_miv_OD2031_2013.csv\n",
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"Filename: 2021_verkehrszaehlungen_werte_fussgaenger_velo.csv\n",
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"Filename: sid_dav_verkehrszaehlung_miv_OD2031_2012.csv\n",
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"Filename: sid_dav_verkehrszaehlung_miv_OD2031_2016.csv\n",
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"Filename: 2014_verkehrszaehlungen_werte_fussgaenger_velo.csv\n",
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"Filename: 2018_verkehrszaehlungen_werte_fussgaenger_velo.csv\n",
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"Filename: sid_dav_verkehrszaehlung_miv_OD2031_2017.csv\n",
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"Filename: sid_dav_verkehrszaehlung_miv_OD2031_2015.csv\n",
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"Filename: 2020_verkehrszaehlungen_werte_fussgaenger_velo.csv\n",
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"Filename: sid_dav_verkehrszaehlung_miv_OD2031_2014.csv\n",
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"Filename: sid_dav_verkehrszaehlung_miv_OD2031_2019.csv\n",
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"Filename: sid_dav_verkehrszaehlung_miv_OD2031_2018.csv\n",
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"Filename: 2013_verkehrszaehlungen_werte_fussgaenger_velo.csv\n",
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"Filename: sid_dav_verkehrszaehlung_miv_OD2031_2022.csv\n",
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"Filename: sid_dav_verkehrszaehlung_miv_OD2031_2020.csv\n",
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"Filename: 2012_verkehrszaehlungen_werte_fussgaenger_velo.csv\n",
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"Filename: sid_dav_verkehrszaehlung_miv_OD2031_2021.csv\n"
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]
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}
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],
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"execution_count": null,
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"outputs": [],
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"source": [
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"acc_df = intr.process_accident_data()"
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"acc_df = intr.process_accident_data(True)"
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],
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"metadata": {
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"collapsed": false,
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"ExecuteTime": {
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"end_time": "2023-12-03T11:15:51.051154Z",
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"start_time": "2023-12-03T11:15:36.154717Z"
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}
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"is_executing": true
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},
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"id": "f86bc612060b17a4"
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},
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@ -175,15 +93,12 @@
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"outputs": [],
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"source": [
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"acc_df.head()\n",
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"acc_df['AccidentWeekDay'].unique()\n",
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"acc_df['AccidentWeekDay_en'].unique()\n",
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"#acc_df.dtypes\n",
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"date_obj = dt.strptime(acc_df[''])\n"
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"\n"
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],
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"metadata": {
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"collapsed": false,
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"ExecuteTime": {
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"start_time": "2023-12-02T23:48:10.101387Z"
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}
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"collapsed": false
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},
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"id": "6affbeea6c7cf3ef"
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},
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@ -203,9 +118,7 @@
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],
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"metadata": {
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"collapsed": false,
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"ExecuteTime": {
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"start_time": "2023-12-02T23:48:10.102789Z"
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}
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"is_executing": true
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},
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"id": "242041cd369d8454"
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},
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@ -213,12 +126,12 @@
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"cell_type": "code",
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"execution_count": null,
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"outputs": [],
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"source": [],
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"source": [
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"acc_df['ID'] = acc_df.index +1\n",
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"acc_df[('ID')]"
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],
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"metadata": {
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"collapsed": false,
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"ExecuteTime": {
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"start_time": "2023-12-02T23:48:10.103954Z"
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}
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"collapsed": false
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},
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"id": "1841925ee109a417"
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},
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@ -232,60 +145,26 @@
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"print(\"FB unique: \", fb_data['OST'].unique())\n"
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],
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"metadata": {
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"collapsed": false,
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"ExecuteTime": {
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"start_time": "2023-12-02T23:48:10.104894Z"
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}
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"collapsed": false
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},
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"id": "f6d752ea17eda341"
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},
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{
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"cell_type": "code",
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"execution_count": 9,
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"outputs": [
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{
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"data": {
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"text/plain": " AccidentUID AccidentHour AccidentYear \\\n0 A2D2677533867004E0430A865E337004 00 2011 \n1 9FD6441F802C20A6E0430A865E3320A6 01 2011 \n2 9FDA0DC4856A6094E0430A865E336094 02 2011 \n3 A3B66E42396E6000E0430A865E336000 02 2011 \n4 9FDA0DBE8CCE9096E0430A865E339096 03 2011 \n\n AccidentWeekDay_en AccidentType AccidentSeverityCategory \\\n0 Saturday at0 as4 \n1 Saturday at0 as3 \n2 Saturday at0 as4 \n3 Saturday at5 as3 \n4 Saturday at0 as4 \n\n AccidentInvolvingPedestrian AccidentInvolvingBicycle \\\n0 false false \n1 false true \n2 false false \n3 false false \n4 false false \n\n AccidentInvolvingMotorcycle RoadType RoadType_en AccidentLocation_CHLV95_E \\\n0 false rt433 Minor road 2684605 \n1 false rt433 Minor road 2682382 \n2 false rt439 Other 2682791 \n3 false rt433 Minor road 2681199 \n4 false rt433 Minor road 2682479 \n\n AccidentLocation_CHLV95_N geometry \n0 1245194 POINT(8.55841025 47.3521677) \n1 1246980 POINT(8.52932024 47.36851152) \n2 1247749 POINT(8.5348767 47.37537618) \n3 1247102 POINT(8.51368203 47.36975554) \n4 1250690 POINT(8.53128819 47.40186473) ",
|
||||
"text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>AccidentUID</th>\n <th>AccidentHour</th>\n <th>AccidentYear</th>\n <th>AccidentWeekDay_en</th>\n <th>AccidentType</th>\n <th>AccidentSeverityCategory</th>\n <th>AccidentInvolvingPedestrian</th>\n <th>AccidentInvolvingBicycle</th>\n <th>AccidentInvolvingMotorcycle</th>\n <th>RoadType</th>\n <th>RoadType_en</th>\n <th>AccidentLocation_CHLV95_E</th>\n <th>AccidentLocation_CHLV95_N</th>\n <th>geometry</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>A2D2677533867004E0430A865E337004</td>\n <td>00</td>\n <td>2011</td>\n <td>Saturday</td>\n <td>at0</td>\n <td>as4</td>\n <td>false</td>\n <td>false</td>\n <td>false</td>\n <td>rt433</td>\n <td>Minor road</td>\n <td>2684605</td>\n <td>1245194</td>\n <td>POINT(8.55841025 47.3521677)</td>\n </tr>\n <tr>\n <th>1</th>\n <td>9FD6441F802C20A6E0430A865E3320A6</td>\n <td>01</td>\n <td>2011</td>\n <td>Saturday</td>\n <td>at0</td>\n <td>as3</td>\n <td>false</td>\n <td>true</td>\n <td>false</td>\n <td>rt433</td>\n <td>Minor road</td>\n <td>2682382</td>\n <td>1246980</td>\n <td>POINT(8.52932024 47.36851152)</td>\n </tr>\n <tr>\n <th>2</th>\n <td>9FDA0DC4856A6094E0430A865E336094</td>\n <td>02</td>\n <td>2011</td>\n <td>Saturday</td>\n <td>at0</td>\n <td>as4</td>\n <td>false</td>\n <td>false</td>\n <td>false</td>\n <td>rt439</td>\n <td>Other</td>\n <td>2682791</td>\n <td>1247749</td>\n <td>POINT(8.5348767 47.37537618)</td>\n </tr>\n <tr>\n <th>3</th>\n <td>A3B66E42396E6000E0430A865E336000</td>\n <td>02</td>\n <td>2011</td>\n <td>Saturday</td>\n <td>at5</td>\n <td>as3</td>\n <td>false</td>\n <td>false</td>\n <td>false</td>\n <td>rt433</td>\n <td>Minor road</td>\n <td>2681199</td>\n <td>1247102</td>\n <td>POINT(8.51368203 47.36975554)</td>\n </tr>\n <tr>\n <th>4</th>\n <td>9FDA0DBE8CCE9096E0430A865E339096</td>\n <td>03</td>\n <td>2011</td>\n <td>Saturday</td>\n <td>at0</td>\n <td>as4</td>\n <td>false</td>\n <td>false</td>\n <td>false</td>\n <td>rt433</td>\n <td>Minor road</td>\n <td>2682479</td>\n <td>1250690</td>\n <td>POINT(8.53128819 47.40186473)</td>\n </tr>\n </tbody>\n</table>\n</div>"
|
||||
},
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||||
"execution_count": 9,
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||||
"metadata": {},
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"output_type": "execute_result"
|
||||
}
|
||||
],
|
||||
"execution_count": null,
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"acc_df.head()"
|
||||
],
|
||||
"metadata": {
|
||||
"collapsed": false,
|
||||
"ExecuteTime": {
|
||||
"end_time": "2023-12-02T23:53:22.460557Z",
|
||||
"start_time": "2023-12-02T23:53:22.453434Z"
|
||||
}
|
||||
"collapsed": false
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||||
},
|
||||
"id": "a159cafa9c227b88"
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 21,
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stderr",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"/var/folders/s3/8bc7ys2d24lgqhdlpttvp70r0000gn/T/ipykernel_59953/958527375.py:15: UserWarning: Geometry column does not contain geometry.\n",
|
||||
" acc_df['geometry'] = acc_df['geometry'].apply(lambda geom: WKTElement(geom.wkt, srid=4326))\n"
|
||||
]
|
||||
},
|
||||
{
|
||||
"data": {
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||||
"text/plain": "826"
|
||||
},
|
||||
"execution_count": 21,
|
||||
"metadata": {},
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||||
"output_type": "execute_result"
|
||||
}
|
||||
],
|
||||
"execution_count": null,
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"from sqlalchemy import create_engine\n",
|
||||
"from geoalchemy2 import Geometry, WKTElement\n",
|
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@ -307,27 +186,19 @@
|
||||
"\n"
|
||||
],
|
||||
"metadata": {
|
||||
"collapsed": false,
|
||||
"ExecuteTime": {
|
||||
"end_time": "2023-12-03T00:00:35.257439Z",
|
||||
"start_time": "2023-12-03T00:00:32.802219Z"
|
||||
}
|
||||
"collapsed": false
|
||||
},
|
||||
"id": "fa76af8343443d7a"
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 22,
|
||||
"execution_count": null,
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"engine.dispose()"
|
||||
],
|
||||
"metadata": {
|
||||
"collapsed": false,
|
||||
"ExecuteTime": {
|
||||
"end_time": "2023-12-03T00:00:40.409019Z",
|
||||
"start_time": "2023-12-03T00:00:40.406193Z"
|
||||
}
|
||||
"collapsed": false
|
||||
},
|
||||
"id": "bc0a23a5126e76c2"
|
||||
}
|
||||
|
||||
Reference in New Issue
Block a user