Ajout analyse descriptive
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@ -772,6 +772,462 @@
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"plt.show()"
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]
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},
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{
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"cell_type": "markdown",
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"id": "82895dfc-e5ca-4be0-af24-93c1be8f6248",
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"metadata": {},
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"source": [
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"### Proportion de tickets de prix 0"
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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": 15,
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"id": "6e27dd83-f188-43a5-b595-618b4922a358",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"ticket_id 0.418220\n",
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"customer_id 0.418220\n",
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"purchase_id 0.418220\n",
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"event_type_id 0.418220\n",
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"supplier_name 0.418220\n",
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"purchase_date 0.418220\n",
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"type_of_ticket_name 0.418220\n",
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"amount 0.418220\n",
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"children 0.418220\n",
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"is_full_price 0.418220\n",
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"name_event_types 0.418220\n",
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"name_facilities 0.418220\n",
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"name_categories 0.402548\n",
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"name_events 0.175585\n",
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"name_seasons 0.418220\n",
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"dtype: float64"
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]
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},
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"execution_count": 15,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"purchases[purchases['amount'] == 0].count()/len(purchases)"
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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": 33,
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"id": "f663d68b-8a5c-4804-b31a-4477a03ca1e4",
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"metadata": {
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"scrolled": true
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},
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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",
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" 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>purchase_id</th>\n",
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" <th>ticket_id</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>count</th>\n",
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" <td>73518.000000</td>\n",
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" <td>7.351800e+04</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>mean</th>\n",
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" <td>10.096167</td>\n",
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" <td>2.484660e+01</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>std</th>\n",
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" <td>2367.702603</td>\n",
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" <td>4.636993e+03</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>min</th>\n",
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" <td>1.000000</td>\n",
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" <td>1.000000e+00</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>25%</th>\n",
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" <td>1.000000</td>\n",
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" <td>1.000000e+00</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>50%</th>\n",
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" <td>1.000000</td>\n",
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" <td>2.000000e+00</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>75%</th>\n",
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" <td>1.000000</td>\n",
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" <td>3.000000e+00</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>max</th>\n",
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" <td>641981.000000</td>\n",
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" <td>1.256574e+06</td>\n",
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" </tr>\n",
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" </tbody>\n",
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"</table>\n",
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"</div>"
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],
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"text/plain": [
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" purchase_id ticket_id\n",
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"count 73518.000000 7.351800e+04\n",
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"mean 10.096167 2.484660e+01\n",
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"std 2367.702603 4.636993e+03\n",
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"min 1.000000 1.000000e+00\n",
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"25% 1.000000 1.000000e+00\n",
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"50% 1.000000 2.000000e+00\n",
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"75% 1.000000 3.000000e+00\n",
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"max 641981.000000 1.256574e+06"
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]
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},
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"execution_count": 33,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"purchases.groupby('customer_id')[['purchase_id', 'ticket_id']].nunique().describe()"
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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": 16,
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"id": "d1212b10-3933-450a-b001-9e2cbf308f79",
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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",
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" 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>ticket_id</th>\n",
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" <th>customer_id</th>\n",
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" <th>purchase_id</th>\n",
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" <th>event_type_id</th>\n",
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" <th>supplier_name</th>\n",
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" <th>purchase_date</th>\n",
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" <th>type_of_ticket_name</th>\n",
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" <th>amount</th>\n",
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" <th>children</th>\n",
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" <th>is_full_price</th>\n",
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" <th>name_event_types</th>\n",
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" <th>name_facilities</th>\n",
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" <th>name_categories</th>\n",
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" <th>name_events</th>\n",
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" <th>name_seasons</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>13070859</td>\n",
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" <td>48187</td>\n",
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" <td>5107462</td>\n",
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" <td>4</td>\n",
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" <td>vente en ligne</td>\n",
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" <td>2018-12-28 14:47:50+00:00</td>\n",
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" <td>Atelier</td>\n",
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" <td>8.0</td>\n",
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" <td>pricing_formula</td>\n",
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" <td>False</td>\n",
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" <td>spectacle vivant</td>\n",
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" <td>mucem</td>\n",
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" <td>indiv prog enfant</td>\n",
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" <td>l'école des magiciens</td>\n",
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" <td>2018</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>1</th>\n",
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" <td>13070860</td>\n",
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" <td>48187</td>\n",
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" <td>5107462</td>\n",
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" <td>4</td>\n",
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" <td>vente en ligne</td>\n",
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" <td>2018-12-28 14:47:50+00:00</td>\n",
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" <td>Atelier</td>\n",
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" <td>4.0</td>\n",
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" <td>pricing_formula</td>\n",
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" <td>False</td>\n",
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" <td>spectacle vivant</td>\n",
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" <td>mucem</td>\n",
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" <td>indiv prog enfant</td>\n",
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" <td>l'école des magiciens</td>\n",
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" <td>2018</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>2</th>\n",
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" <td>13070861</td>\n",
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" <td>48187</td>\n",
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" <td>5107462</td>\n",
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" <td>4</td>\n",
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" <td>vente en ligne</td>\n",
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" <td>2018-12-28 14:47:50+00:00</td>\n",
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" <td>Atelier</td>\n",
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" <td>4.0</td>\n",
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" <td>pricing_formula</td>\n",
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" <td>False</td>\n",
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" <td>spectacle vivant</td>\n",
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" <td>mucem</td>\n",
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" <td>indiv prog enfant</td>\n",
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" <td>l'école des magiciens</td>\n",
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" <td>2018</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>3</th>\n",
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" <td>13070862</td>\n",
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" <td>48187</td>\n",
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" <td>5107462</td>\n",
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" <td>4</td>\n",
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" <td>vente en ligne</td>\n",
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" <td>2018-12-28 14:47:50+00:00</td>\n",
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" <td>Atelier</td>\n",
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" <td>4.0</td>\n",
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" <td>pricing_formula</td>\n",
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" <td>False</td>\n",
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" <td>spectacle vivant</td>\n",
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" <td>mucem</td>\n",
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" <td>indiv prog enfant</td>\n",
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" <td>l'école des magiciens</td>\n",
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" <td>2018</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>4</th>\n",
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" <td>13070863</td>\n",
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" <td>48187</td>\n",
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" <td>5107462</td>\n",
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" <td>4</td>\n",
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" <td>vente en ligne</td>\n",
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" <td>2018-12-28 14:47:50+00:00</td>\n",
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" <td>Atelier</td>\n",
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" <td>4.0</td>\n",
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" <td>pricing_formula</td>\n",
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" <td>False</td>\n",
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" <td>spectacle vivant</td>\n",
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" <td>mucem</td>\n",
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" <td>indiv prog enfant</td>\n",
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" <td>l'école des magiciens</td>\n",
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" <td>2018</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>...</th>\n",
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" <td>...</td>\n",
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" <td>...</td>\n",
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" <td>...</td>\n",
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" <td>...</td>\n",
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" <td>...</td>\n",
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" <td>...</td>\n",
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" <td>...</td>\n",
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" <td>...</td>\n",
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" <td>...</td>\n",
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" <td>...</td>\n",
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" <td>...</td>\n",
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" <td>...</td>\n",
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" <td>...</td>\n",
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" <td>...</td>\n",
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" <td>...</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>1826667</th>\n",
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" <td>20662815</td>\n",
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" <td>1256135</td>\n",
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" <td>8007697</td>\n",
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" <td>5</td>\n",
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" <td>vente en ligne</td>\n",
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" <td>2023-11-08 17:23:54+00:00</td>\n",
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" <td>Atelier</td>\n",
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" <td>11.0</td>\n",
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" <td>pricing_formula</td>\n",
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" <td>False</td>\n",
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" <td>offre muséale groupe</td>\n",
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" <td>mucem</td>\n",
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" <td>indiv entrées tp</td>\n",
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" <td>NaN</td>\n",
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" <td>2023</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>1826668</th>\n",
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" <td>20662816</td>\n",
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" <td>1256136</td>\n",
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" <td>8007698</td>\n",
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" <td>5</td>\n",
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" <td>vente en ligne</td>\n",
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" <td>2023-11-08 18:32:18+00:00</td>\n",
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" <td>Atelier</td>\n",
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" <td>11.0</td>\n",
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" <td>pricing_formula</td>\n",
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" <td>False</td>\n",
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" <td>offre muséale groupe</td>\n",
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" <td>mucem</td>\n",
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" <td>indiv entrées tp</td>\n",
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" <td>NaN</td>\n",
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" <td>2023</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>1826669</th>\n",
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" <td>20662817</td>\n",
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" <td>1256136</td>\n",
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" <td>8007698</td>\n",
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" <td>5</td>\n",
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" <td>vente en ligne</td>\n",
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" <td>2023-11-08 18:32:18+00:00</td>\n",
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" <td>Atelier</td>\n",
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" <td>11.0</td>\n",
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" <td>pricing_formula</td>\n",
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" <td>False</td>\n",
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" <td>offre muséale groupe</td>\n",
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" <td>mucem</td>\n",
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" <td>indiv entrées tp</td>\n",
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" <td>NaN</td>\n",
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" <td>2023</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>1826670</th>\n",
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" <td>20662818</td>\n",
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" <td>1256137</td>\n",
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" <td>8007699</td>\n",
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" <td>5</td>\n",
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" <td>vente en ligne</td>\n",
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" <td>2023-11-08 19:30:28+00:00</td>\n",
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" <td>Atelier</td>\n",
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" <td>11.0</td>\n",
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" <td>pricing_formula</td>\n",
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" <td>False</td>\n",
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" <td>offre muséale groupe</td>\n",
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" <td>mucem</td>\n",
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" <td>indiv entrées tp</td>\n",
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" <td>NaN</td>\n",
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" <td>2023</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>1826671</th>\n",
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" <td>20662819</td>\n",
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" <td>1256137</td>\n",
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" <td>8007699</td>\n",
|
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" <td>5</td>\n",
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" <td>vente en ligne</td>\n",
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" <td>2023-11-08 19:30:28+00:00</td>\n",
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" <td>Atelier</td>\n",
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" <td>11.0</td>\n",
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" <td>pricing_formula</td>\n",
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" <td>False</td>\n",
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" <td>offre muséale groupe</td>\n",
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" <td>mucem</td>\n",
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" <td>indiv entrées tp</td>\n",
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" <td>NaN</td>\n",
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" <td>2023</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>1826672 rows × 15 columns</p>\n",
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"</div>"
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],
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"text/plain": [
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" ticket_id customer_id purchase_id event_type_id supplier_name \\\n",
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"0 13070859 48187 5107462 4 vente en ligne \n",
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"1 13070860 48187 5107462 4 vente en ligne \n",
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"2 13070861 48187 5107462 4 vente en ligne \n",
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"3 13070862 48187 5107462 4 vente en ligne \n",
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"4 13070863 48187 5107462 4 vente en ligne \n",
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"... ... ... ... ... ... \n",
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"1826667 20662815 1256135 8007697 5 vente en ligne \n",
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"1826668 20662816 1256136 8007698 5 vente en ligne \n",
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"1826669 20662817 1256136 8007698 5 vente en ligne \n",
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"1826670 20662818 1256137 8007699 5 vente en ligne \n",
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"1826671 20662819 1256137 8007699 5 vente en ligne \n",
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"\n",
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" purchase_date type_of_ticket_name amount \\\n",
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"0 2018-12-28 14:47:50+00:00 Atelier 8.0 \n",
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"1 2018-12-28 14:47:50+00:00 Atelier 4.0 \n",
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"2 2018-12-28 14:47:50+00:00 Atelier 4.0 \n",
|
||||
"3 2018-12-28 14:47:50+00:00 Atelier 4.0 \n",
|
||||
"4 2018-12-28 14:47:50+00:00 Atelier 4.0 \n",
|
||||
"... ... ... ... \n",
|
||||
"1826667 2023-11-08 17:23:54+00:00 Atelier 11.0 \n",
|
||||
"1826668 2023-11-08 18:32:18+00:00 Atelier 11.0 \n",
|
||||
"1826669 2023-11-08 18:32:18+00:00 Atelier 11.0 \n",
|
||||
"1826670 2023-11-08 19:30:28+00:00 Atelier 11.0 \n",
|
||||
"1826671 2023-11-08 19:30:28+00:00 Atelier 11.0 \n",
|
||||
"\n",
|
||||
" children is_full_price name_event_types name_facilities \\\n",
|
||||
"0 pricing_formula False spectacle vivant mucem \n",
|
||||
"1 pricing_formula False spectacle vivant mucem \n",
|
||||
"2 pricing_formula False spectacle vivant mucem \n",
|
||||
"3 pricing_formula False spectacle vivant mucem \n",
|
||||
"4 pricing_formula False spectacle vivant mucem \n",
|
||||
"... ... ... ... ... \n",
|
||||
"1826667 pricing_formula False offre muséale groupe mucem \n",
|
||||
"1826668 pricing_formula False offre muséale groupe mucem \n",
|
||||
"1826669 pricing_formula False offre muséale groupe mucem \n",
|
||||
"1826670 pricing_formula False offre muséale groupe mucem \n",
|
||||
"1826671 pricing_formula False offre muséale groupe mucem \n",
|
||||
"\n",
|
||||
" name_categories name_events name_seasons \n",
|
||||
"0 indiv prog enfant l'école des magiciens 2018 \n",
|
||||
"1 indiv prog enfant l'école des magiciens 2018 \n",
|
||||
"2 indiv prog enfant l'école des magiciens 2018 \n",
|
||||
"3 indiv prog enfant l'école des magiciens 2018 \n",
|
||||
"4 indiv prog enfant l'école des magiciens 2018 \n",
|
||||
"... ... ... ... \n",
|
||||
"1826667 indiv entrées tp NaN 2023 \n",
|
||||
"1826668 indiv entrées tp NaN 2023 \n",
|
||||
"1826669 indiv entrées tp NaN 2023 \n",
|
||||
"1826670 indiv entrées tp NaN 2023 \n",
|
||||
"1826671 indiv entrées tp NaN 2023 \n",
|
||||
"\n",
|
||||
"[1826672 rows x 15 columns]"
|
||||
]
|
||||
},
|
||||
"execution_count": 16,
|
||||
"metadata": {},
|
||||
"output_type": "execute_result"
|
||||
}
|
||||
],
|
||||
"source": [
|
||||
"purchases"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"id": "b8a90eaa-c383-4f73-9fd6-6fbbe8eeefb8",
|
||||
|
|
@ -782,7 +1238,7 @@
|
|||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 15,
|
||||
"execution_count": 17,
|
||||
"id": "dc45c1cd-2a78-48a6-aa2b-6a501254b6f2",
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
|
|
@ -1002,7 +1458,7 @@
|
|||
"[5 rows x 40 columns]"
|
||||
]
|
||||
},
|
||||
"execution_count": 15,
|
||||
"execution_count": 17,
|
||||
"metadata": {},
|
||||
"output_type": "execute_result"
|
||||
}
|
||||
|
|
@ -1022,7 +1478,7 @@
|
|||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 16,
|
||||
"execution_count": 18,
|
||||
"id": "89fcb455-efb4-4ad4-ab88-efd6c8a76287",
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
|
|
@ -1043,7 +1499,7 @@
|
|||
" dtype='object')"
|
||||
]
|
||||
},
|
||||
"execution_count": 16,
|
||||
"execution_count": 18,
|
||||
"metadata": {},
|
||||
"output_type": "execute_result"
|
||||
}
|
||||
|
|
@ -1054,7 +1510,7 @@
|
|||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 17,
|
||||
"execution_count": 19,
|
||||
"id": "d7b2356a-d5fc-4547-b3ff-fded0e304fb6",
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
|
|
@ -1178,7 +1634,7 @@
|
|||
"9 0.0 "
|
||||
]
|
||||
},
|
||||
"execution_count": 17,
|
||||
"execution_count": 19,
|
||||
"metadata": {},
|
||||
"output_type": "execute_result"
|
||||
}
|
||||
|
|
@ -1197,7 +1653,7 @@
|
|||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 18,
|
||||
"execution_count": 20,
|
||||
"id": "5559748f-1745-4651-a9f6-94702c7ee66f",
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
|
|
@ -1357,7 +1813,7 @@
|
|||
"max 434.000000 "
|
||||
]
|
||||
},
|
||||
"execution_count": 18,
|
||||
"execution_count": 20,
|
||||
"metadata": {},
|
||||
"output_type": "execute_result"
|
||||
}
|
||||
|
|
@ -1379,7 +1835,7 @@
|
|||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 19,
|
||||
"execution_count": 21,
|
||||
"id": "4971e35d-a762-4e18-9443-fd9571bd3f1e",
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
|
|
@ -1408,7 +1864,7 @@
|
|||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 20,
|
||||
"execution_count": 22,
|
||||
"id": "bc65a711-d172-4839-b487-3047280fc3a6",
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
|
|
@ -1438,7 +1894,7 @@
|
|||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 21,
|
||||
"execution_count": 23,
|
||||
"id": "c95cc35c-abfc-47c7-9b8a-ac69bfd60dd8",
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
|
|
@ -1466,7 +1922,7 @@
|
|||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 22,
|
||||
"execution_count": 24,
|
||||
"id": "49d5fd2d-9bc1-43ac-9270-1efd73759854",
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
|
|
@ -1511,7 +1967,7 @@
|
|||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 23,
|
||||
"execution_count": 25,
|
||||
"id": "e50e2583-4b8f-478e-87ac-591dde200af8",
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
|
|
@ -1532,7 +1988,7 @@
|
|||
" dtype='object')"
|
||||
]
|
||||
},
|
||||
"execution_count": 23,
|
||||
"execution_count": 25,
|
||||
"metadata": {},
|
||||
"output_type": "execute_result"
|
||||
}
|
||||
|
|
@ -1543,7 +1999,7 @@
|
|||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 24,
|
||||
"execution_count": 26,
|
||||
"id": "c724a315-9fe8-4874-be8f-a8115b17b5e2",
|
||||
"metadata": {},
|
||||
"outputs": [],
|
||||
|
|
@ -1565,7 +2021,7 @@
|
|||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 25,
|
||||
"execution_count": 27,
|
||||
"id": "58af5dcb-673e-4f4d-ad5c-f66ce1e8a22c",
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
|
|
@ -1586,7 +2042,7 @@
|
|||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 26,
|
||||
"execution_count": 28,
|
||||
"id": "cc3437f7-8b36-4398-9da6-ff15e8e4c8d7",
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
|
|
|
|||
File diff suppressed because one or more lines are too long
Loading…
Reference in New Issue
Block a user