Update
This commit is contained in:
parent
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commit
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@ -29,7 +29,7 @@
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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": 2,
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"id": "5d83bb1a-d341-446e-91f6-1c428607f6d4",
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"metadata": {},
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"outputs": [],
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@ -51,7 +51,7 @@
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},
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{
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"cell_type": "code",
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"execution_count": 23,
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"execution_count": 3,
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"id": "699664b9-eee4-4f8d-a207-e524526560c5",
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"metadata": {},
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"outputs": [
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@ -87,7 +87,7 @@
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" 'bdc2324-data/2/2tickets.csv']"
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]
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},
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"execution_count": 23,
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"execution_count": 3,
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"metadata": {},
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"output_type": "execute_result"
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}
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@ -107,7 +107,7 @@
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},
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{
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"cell_type": "code",
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"execution_count": 10,
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"execution_count": 4,
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"id": "d22aa131-5069-43d4-a42e-24f38cc7240d",
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"metadata": {},
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"outputs": [
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@ -1551,6 +1551,472 @@
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"source": [
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"# But : lier les caractéristiques socio-demo et les comportements d'achat\n"
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]
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},
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{
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"cell_type": "markdown",
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"id": "b88808fe-3b4e-49ed-9885-d52910b6f211",
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"metadata": {},
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"source": [
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"## Types d'évenement et client"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 6,
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"id": "ecb03a47-1418-4fb1-8c78-cd222d38b7fd",
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"metadata": {},
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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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"Index(['id', 'created_at', 'updated_at', 'season_id', 'facility_id', 'name',\n",
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" 'event_type_id', 'manual_added', 'is_display', 'event_type_key_id',\n",
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" 'facility_key_id', 'identifier'],\n",
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" dtype='object')\n",
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"(403, 12)\n",
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"<class 'pandas.core.frame.DataFrame'>\n",
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"RangeIndex: 403 entries, 0 to 402\n",
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"Data columns (total 12 columns):\n",
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" # Column Non-Null Count Dtype \n",
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"--- ------ -------------- ----- \n",
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" 0 id 403 non-null int64 \n",
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" 1 created_at 403 non-null object\n",
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" 2 updated_at 403 non-null object\n",
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" 3 season_id 403 non-null int64 \n",
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" 4 facility_id 403 non-null int64 \n",
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" 5 name 403 non-null object\n",
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" 6 event_type_id 403 non-null int64 \n",
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" 7 manual_added 403 non-null bool \n",
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" 8 is_display 403 non-null bool \n",
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" 9 event_type_key_id 403 non-null int64 \n",
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" 10 facility_key_id 403 non-null int64 \n",
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" 11 identifier 403 non-null object\n",
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"dtypes: bool(2), int64(6), object(4)\n",
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"memory usage: 32.4+ KB\n"
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]
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}
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],
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"source": [
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"# Evenement = events.csv\n",
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"FILE_PATH_S3 = 'bdc2324-data/11/11events.csv'\n",
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"\n",
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"with fs.open(FILE_PATH_S3, mode=\"rb\") as file_in:\n",
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" events = pd.read_csv(file_in, sep=\",\")\n",
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"\n",
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"print(events.columns)\n",
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"print(events.shape)\n",
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"events.info()"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 7,
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"id": "19706610-9e90-4e6f-8bd0-da124b87cff7",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/html": [
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"<div>\n",
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||||
"<style scoped>\n",
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||||
" .dataframe tbody tr th:only-of-type {\n",
|
||||
" vertical-align: middle;\n",
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||||
" }\n",
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"\n",
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" .dataframe tbody tr th {\n",
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||||
" vertical-align: top;\n",
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" }\n",
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"\n",
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" .dataframe thead th {\n",
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||||
" text-align: right;\n",
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" }\n",
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"</style>\n",
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||||
"<table border=\"1\" class=\"dataframe\">\n",
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" <thead>\n",
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" <tr style=\"text-align: right;\">\n",
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" <th></th>\n",
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" <th>id</th>\n",
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" <th>created_at</th>\n",
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" <th>updated_at</th>\n",
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" <th>season_id</th>\n",
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" <th>facility_id</th>\n",
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" <th>name</th>\n",
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" <th>event_type_id</th>\n",
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" <th>manual_added</th>\n",
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" <th>is_display</th>\n",
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" <th>event_type_key_id</th>\n",
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" <th>facility_key_id</th>\n",
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" <th>identifier</th>\n",
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" </tr>\n",
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" </thead>\n",
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" <tbody>\n",
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||||
" <tr>\n",
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||||
" <th>0</th>\n",
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||||
" <td>20367</td>\n",
|
||||
" <td>2023-09-13 03:42:45.214293+02:00</td>\n",
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||||
" <td>2023-09-13 03:54:30.086969+02:00</td>\n",
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||||
" <td>1865</td>\n",
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||||
" <td>1054</td>\n",
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||||
" <td>marelle</td>\n",
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" <td>1055</td>\n",
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" <td>False</td>\n",
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||||
" <td>True</td>\n",
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||||
" <td>1055</td>\n",
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||||
" <td>1054</td>\n",
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||||
" <td>26d1e9a4acad18b9cf79244334c86c93</td>\n",
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||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>1</th>\n",
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||||
" <td>20371</td>\n",
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||||
" <td>2023-09-13 03:42:45.218728+02:00</td>\n",
|
||||
" <td>2023-09-13 03:54:30.103943+02:00</td>\n",
|
||||
" <td>1865</td>\n",
|
||||
" <td>1054</td>\n",
|
||||
" <td>dialogues</td>\n",
|
||||
" <td>1055</td>\n",
|
||||
" <td>False</td>\n",
|
||||
" <td>True</td>\n",
|
||||
" <td>1055</td>\n",
|
||||
" <td>1054</td>\n",
|
||||
" <td>60356fc5e8ed6c9c1be9c5ec67e77766</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>2</th>\n",
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||||
" <td>20570</td>\n",
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||||
" <td>2023-10-05 04:48:29.374504+02:00</td>\n",
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||||
" <td>2023-10-05 04:48:36.562528+02:00</td>\n",
|
||||
" <td>1865</td>\n",
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||||
" <td>1054</td>\n",
|
||||
" <td>les grandes epopees</td>\n",
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" <td>1055</td>\n",
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||||
" <td>False</td>\n",
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||||
" <td>True</td>\n",
|
||||
" <td>1055</td>\n",
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||||
" <td>1054</td>\n",
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||||
" <td>f8ab088e06252bf34e1b12ad2ce1a403</td>\n",
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||||
" </tr>\n",
|
||||
" <tr>\n",
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||||
" <th>3</th>\n",
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" <td>20757</td>\n",
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" <td>2023-11-01 03:55:20.846196+01:00</td>\n",
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||||
" <td>2023-11-01 03:55:28.412457+01:00</td>\n",
|
||||
" <td>1865</td>\n",
|
||||
" <td>1054</td>\n",
|
||||
" <td>scolaire marelle</td>\n",
|
||||
" <td>1055</td>\n",
|
||||
" <td>False</td>\n",
|
||||
" <td>True</td>\n",
|
||||
" <td>1055</td>\n",
|
||||
" <td>1054</td>\n",
|
||||
" <td>447fa80f9a793b7587bb85ebbda6442c</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>4</th>\n",
|
||||
" <td>20364</td>\n",
|
||||
" <td>2023-09-13 03:42:45.196791+02:00</td>\n",
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||||
" <td>2023-09-13 03:54:30.075456+02:00</td>\n",
|
||||
" <td>1865</td>\n",
|
||||
" <td>1054</td>\n",
|
||||
" <td>le couronnement de poppee</td>\n",
|
||||
" <td>1055</td>\n",
|
||||
" <td>False</td>\n",
|
||||
" <td>True</td>\n",
|
||||
" <td>1055</td>\n",
|
||||
" <td>1054</td>\n",
|
||||
" <td>3b37f5d2cd354cbc422868621ac7ebc2</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>...</th>\n",
|
||||
" <td>...</td>\n",
|
||||
" <td>...</td>\n",
|
||||
" <td>...</td>\n",
|
||||
" <td>...</td>\n",
|
||||
" <td>...</td>\n",
|
||||
" <td>...</td>\n",
|
||||
" <td>...</td>\n",
|
||||
" <td>...</td>\n",
|
||||
" <td>...</td>\n",
|
||||
" <td>...</td>\n",
|
||||
" <td>...</td>\n",
|
||||
" <td>...</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>398</th>\n",
|
||||
" <td>15603</td>\n",
|
||||
" <td>2023-09-12 17:42:25.327618+02:00</td>\n",
|
||||
" <td>2023-09-12 19:00:00.893400+02:00</td>\n",
|
||||
" <td>1706</td>\n",
|
||||
" <td>1054</td>\n",
|
||||
" <td>marelle</td>\n",
|
||||
" <td>1055</td>\n",
|
||||
" <td>False</td>\n",
|
||||
" <td>True</td>\n",
|
||||
" <td>1055</td>\n",
|
||||
" <td>1054</td>\n",
|
||||
" <td>fde88b72fb82b1fe42fbbfbfc3d6b4d3</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>399</th>\n",
|
||||
" <td>15621</td>\n",
|
||||
" <td>2023-09-12 17:42:25.335792+02:00</td>\n",
|
||||
" <td>2023-09-12 19:00:00.899622+02:00</td>\n",
|
||||
" <td>1708</td>\n",
|
||||
" <td>1054</td>\n",
|
||||
" <td>cartes d'adhesion</td>\n",
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||||
" <td>1055</td>\n",
|
||||
" <td>False</td>\n",
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||||
" <td>True</td>\n",
|
||||
" <td>1055</td>\n",
|
||||
" <td>1054</td>\n",
|
||||
" <td>051b96aad2b720bad4450a59ed7dfbf6</td>\n",
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||||
" </tr>\n",
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||||
" <tr>\n",
|
||||
" <th>400</th>\n",
|
||||
" <td>15740</td>\n",
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||||
" <td>2023-09-12 17:47:05.112101+02:00</td>\n",
|
||||
" <td>2023-09-12 19:00:00.906123+02:00</td>\n",
|
||||
" <td>1711</td>\n",
|
||||
" <td>1054</td>\n",
|
||||
" <td>repetition le medecin malgre lui</td>\n",
|
||||
" <td>1055</td>\n",
|
||||
" <td>False</td>\n",
|
||||
" <td>True</td>\n",
|
||||
" <td>1055</td>\n",
|
||||
" <td>1054</td>\n",
|
||||
" <td>addd6885bea5ddf60ec3539dfc3e79e8</td>\n",
|
||||
" </tr>\n",
|
||||
" <tr>\n",
|
||||
" <th>401</th>\n",
|
||||
" <td>15520</td>\n",
|
||||
" <td>2023-09-12 17:42:25.290280+02:00</td>\n",
|
||||
" <td>2023-09-12 19:00:00.835625+02:00</td>\n",
|
||||
" <td>1708</td>\n",
|
||||
" <td>1054</td>\n",
|
||||
" <td>opera au village</td>\n",
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||||
" <td>1055</td>\n",
|
||||
" <td>False</td>\n",
|
||||
" <td>True</td>\n",
|
||||
" <td>1055</td>\n",
|
||||
" <td>1054</td>\n",
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||||
" <td>94f250d10d4a56358ceab23b384439ff</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>402</th>\n",
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||||
" <td>15439</td>\n",
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" <td>2023-09-12 17:42:25.252747+02:00</td>\n",
|
||||
" <td>2023-09-12 19:00:00.735990+02:00</td>\n",
|
||||
" <td>1708</td>\n",
|
||||
" <td>1054</td>\n",
|
||||
" <td>florilege</td>\n",
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" <td>1055</td>\n",
|
||||
" <td>False</td>\n",
|
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" <td>True</td>\n",
|
||||
" <td>1055</td>\n",
|
||||
" <td>1054</td>\n",
|
||||
" <td>4f015946bcbd856aa573cadb7ac42b9f</td>\n",
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" </tr>\n",
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||||
" </tbody>\n",
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"</table>\n",
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"<p>403 rows × 12 columns</p>\n",
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"</div>"
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],
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"text/plain": [
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" id created_at \\\n",
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"0 20367 2023-09-13 03:42:45.214293+02:00 \n",
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"1 20371 2023-09-13 03:42:45.218728+02:00 \n",
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"2 20570 2023-10-05 04:48:29.374504+02:00 \n",
|
||||
"3 20757 2023-11-01 03:55:20.846196+01:00 \n",
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"4 20364 2023-09-13 03:42:45.196791+02:00 \n",
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||||
".. ... ... \n",
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"398 15603 2023-09-12 17:42:25.327618+02:00 \n",
|
||||
"399 15621 2023-09-12 17:42:25.335792+02:00 \n",
|
||||
"400 15740 2023-09-12 17:47:05.112101+02:00 \n",
|
||||
"401 15520 2023-09-12 17:42:25.290280+02:00 \n",
|
||||
"402 15439 2023-09-12 17:42:25.252747+02:00 \n",
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"\n",
|
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" updated_at season_id facility_id \\\n",
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"0 2023-09-13 03:54:30.086969+02:00 1865 1054 \n",
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||||
"1 2023-09-13 03:54:30.103943+02:00 1865 1054 \n",
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||||
"2 2023-10-05 04:48:36.562528+02:00 1865 1054 \n",
|
||||
"3 2023-11-01 03:55:28.412457+01:00 1865 1054 \n",
|
||||
"4 2023-09-13 03:54:30.075456+02:00 1865 1054 \n",
|
||||
".. ... ... ... \n",
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"398 2023-09-12 19:00:00.893400+02:00 1706 1054 \n",
|
||||
"399 2023-09-12 19:00:00.899622+02:00 1708 1054 \n",
|
||||
"400 2023-09-12 19:00:00.906123+02:00 1711 1054 \n",
|
||||
"401 2023-09-12 19:00:00.835625+02:00 1708 1054 \n",
|
||||
"402 2023-09-12 19:00:00.735990+02:00 1708 1054 \n",
|
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"\n",
|
||||
" name event_type_id manual_added \\\n",
|
||||
"0 marelle 1055 False \n",
|
||||
"1 dialogues 1055 False \n",
|
||||
"2 les grandes epopees 1055 False \n",
|
||||
"3 scolaire marelle 1055 False \n",
|
||||
"4 le couronnement de poppee 1055 False \n",
|
||||
".. ... ... ... \n",
|
||||
"398 marelle 1055 False \n",
|
||||
"399 cartes d'adhesion 1055 False \n",
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"400 repetition le medecin malgre lui 1055 False \n",
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"401 opera au village 1055 False \n",
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"402 florilege 1055 False \n",
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"\n",
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" is_display event_type_key_id facility_key_id \\\n",
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"0 True 1055 1054 \n",
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"1 True 1055 1054 \n",
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"2 True 1055 1054 \n",
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"3 True 1055 1054 \n",
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"4 True 1055 1054 \n",
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".. ... ... ... \n",
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"398 True 1055 1054 \n",
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"399 True 1055 1054 \n",
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"400 True 1055 1054 \n",
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"401 True 1055 1054 \n",
|
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"402 True 1055 1054 \n",
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"\n",
|
||||
" identifier \n",
|
||||
"0 26d1e9a4acad18b9cf79244334c86c93 \n",
|
||||
"1 60356fc5e8ed6c9c1be9c5ec67e77766 \n",
|
||||
"2 f8ab088e06252bf34e1b12ad2ce1a403 \n",
|
||||
"3 447fa80f9a793b7587bb85ebbda6442c \n",
|
||||
"4 3b37f5d2cd354cbc422868621ac7ebc2 \n",
|
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".. ... \n",
|
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"398 fde88b72fb82b1fe42fbbfbfc3d6b4d3 \n",
|
||||
"399 051b96aad2b720bad4450a59ed7dfbf6 \n",
|
||||
"400 addd6885bea5ddf60ec3539dfc3e79e8 \n",
|
||||
"401 94f250d10d4a56358ceab23b384439ff \n",
|
||||
"402 4f015946bcbd856aa573cadb7ac42b9f \n",
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"\n",
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"[403 rows x 12 columns]"
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||||
]
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||||
},
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"execution_count": 7,
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"metadata": {},
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||||
"output_type": "execute_result"
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||||
}
|
||||
],
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||||
"source": [
|
||||
"events"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": null,
|
||||
"id": "a52b0973-be86-4661-86f3-f433d0987f00",
|
||||
"metadata": {},
|
||||
"outputs": [],
|
||||
"source": []
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 10,
|
||||
"id": "c10297e8-a8f9-45f9-8553-17e3fdb6f8c1",
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Index(['id', 'name', 'created_at', 'updated_at', 'fidelity_delay',\n",
|
||||
" 'identifier'],\n",
|
||||
" dtype='object')\n",
|
||||
"(1, 6)\n",
|
||||
"<class 'pandas.core.frame.DataFrame'>\n",
|
||||
"RangeIndex: 1 entries, 0 to 0\n",
|
||||
"Data columns (total 6 columns):\n",
|
||||
" # Column Non-Null Count Dtype \n",
|
||||
"--- ------ -------------- ----- \n",
|
||||
" 0 id 1 non-null int64 \n",
|
||||
" 1 name 0 non-null float64\n",
|
||||
" 2 created_at 1 non-null object \n",
|
||||
" 3 updated_at 1 non-null object \n",
|
||||
" 4 fidelity_delay 1 non-null int64 \n",
|
||||
" 5 identifier 1 non-null object \n",
|
||||
"dtypes: float64(1), int64(2), object(3)\n",
|
||||
"memory usage: 176.0+ bytes\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"source": [
|
||||
"# Type d'évenement = representation_types.csv\n",
|
||||
"FILE_PATH_S3 = 'bdc2324-data/11/11representation_types.csv'\n",
|
||||
"\n",
|
||||
"with fs.open(FILE_PATH_S3, mode=\"rb\") as file_in:\n",
|
||||
" representation_types = pd.read_csv(file_in, sep=\",\")\n",
|
||||
"\n",
|
||||
"print(representation_types.columns)\n",
|
||||
"print(representation_types.shape)\n",
|
||||
"representation_types.info()"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 11,
|
||||
"id": "41ef6a1b-e99e-4c73-a2ae-ba7d438d90c2",
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"data": {
|
||||
"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>id</th>\n",
|
||||
" <th>name</th>\n",
|
||||
" <th>created_at</th>\n",
|
||||
" <th>updated_at</th>\n",
|
||||
" <th>fidelity_delay</th>\n",
|
||||
" <th>identifier</th>\n",
|
||||
" </tr>\n",
|
||||
" </thead>\n",
|
||||
" <tbody>\n",
|
||||
" <tr>\n",
|
||||
" <th>0</th>\n",
|
||||
" <td>1055</td>\n",
|
||||
" <td>NaN</td>\n",
|
||||
" <td>2023-09-12 17:42:25.216901+02:00</td>\n",
|
||||
" <td>2023-09-12 17:42:25.216901+02:00</td>\n",
|
||||
" <td>36</td>\n",
|
||||
" <td>d41d8cd98f00b204e9800998ecf8427e</td>\n",
|
||||
" </tr>\n",
|
||||
" </tbody>\n",
|
||||
"</table>\n",
|
||||
"</div>"
|
||||
],
|
||||
"text/plain": [
|
||||
" id name created_at \\\n",
|
||||
"0 1055 NaN 2023-09-12 17:42:25.216901+02:00 \n",
|
||||
"\n",
|
||||
" updated_at fidelity_delay \\\n",
|
||||
"0 2023-09-12 17:42:25.216901+02:00 36 \n",
|
||||
"\n",
|
||||
" identifier \n",
|
||||
"0 d41d8cd98f00b204e9800998ecf8427e "
|
||||
]
|
||||
},
|
||||
"execution_count": 11,
|
||||
"metadata": {},
|
||||
"output_type": "execute_result"
|
||||
}
|
||||
],
|
||||
"source": [
|
||||
"event_types"
|
||||
]
|
||||
}
|
||||
],
|
||||
"metadata": {
|
||||
|
|
|
|||
Loading…
Reference in New Issue
Block a user