diff --git a/0_Cleaning_and_merge.ipynb b/0_Cleaning_and_merge.ipynb
index 5077370..6c2d968 100644
--- a/0_Cleaning_and_merge.ipynb
+++ b/0_Cleaning_and_merge.ipynb
@@ -10,7 +10,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 208,
    "id": "15103481-8d74-404c-aa09-7601fe7730da",
    "metadata": {},
    "outputs": [],
@@ -33,7 +33,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 209,
    "id": "5d83bb1a-d341-446e-91f6-1c428607f6d4",
    "metadata": {},
    "outputs": [],
@@ -45,7 +45,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 210,
    "id": "a9b84234-d5df-4c43-a9cd-80cfe2f1e34d",
    "metadata": {},
    "outputs": [],
@@ -72,7 +72,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 211,
    "id": "699664b9-eee4-4f8d-a207-e524526560c5",
    "metadata": {},
    "outputs": [],
@@ -83,7 +83,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 212,
    "id": "dd6a3518-b752-4a1e-b77b-9e03e853c3ed",
    "metadata": {},
    "outputs": [],
@@ -114,7 +114,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 213,
    "id": "d237be96-8c86-4a91-b7a1-487e87a16c3d",
    "metadata": {},
    "outputs": [],
@@ -155,7 +155,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 214,
    "id": "7e7b90ce-da54-4f00-bc34-64c543b0858f",
    "metadata": {},
    "outputs": [],
@@ -177,7 +177,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 215,
    "id": "03329e32-00a5-42c8-9470-75f7b6216ccd",
    "metadata": {},
    "outputs": [],
@@ -195,7 +195,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 216,
    "id": "b95464b1-26bc-4aac-84b4-45da83b92251",
    "metadata": {},
    "outputs": [],
@@ -239,7 +239,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 217,
    "id": "3e1d2ba7-ff4f-48eb-93a8-2bb648c70396",
    "metadata": {},
    "outputs": [],
@@ -249,7 +249,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 218,
    "id": "4b18edfc-6450-4c6a-9e7b-ee5a5808c8c9",
    "metadata": {},
    "outputs": [
@@ -366,7 +366,7 @@
        "4             Atelier  pricing_formula 2018-12-28 14:47:50+00:00        48187  "
       ]
      },
-     "execution_count": 11,
+     "execution_count": 218,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -385,7 +385,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 219,
    "id": "baed146a-9d3a-4397-a812-3d50c9a2f038",
    "metadata": {},
    "outputs": [],
@@ -414,7 +414,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 220,
    "id": "5fbfd88b-b94c-489c-9201-670e96e453e7",
    "metadata": {},
    "outputs": [],
@@ -432,7 +432,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 221,
    "id": "d883cc7b-ac43-4485-b86f-eaf595fbad85",
    "metadata": {},
    "outputs": [],
@@ -457,7 +457,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 222,
    "id": "c8552dd6-52c5-4431-b43d-3cd6c578fd9f",
    "metadata": {},
    "outputs": [],
@@ -467,7 +467,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 223,
    "id": "c24457e7-3cad-451a-a65b-7373b656bd6e",
    "metadata": {
     "scrolled": true
@@ -587,7 +587,7 @@
        "4                  404 2021-03-27 23:00:00+00:00  "
       ]
      },
-     "execution_count": 16,
+     "execution_count": 223,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -614,7 +614,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 224,
    "id": "30488a40-1b38-4b9a-9d3b-26a0597c5e6d",
    "metadata": {},
    "outputs": [],
@@ -625,7 +625,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 225,
    "id": "607eb4b4-eed9-4b50-b823-f75c116dd37c",
    "metadata": {},
    "outputs": [],
@@ -696,7 +696,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 226,
    "id": "350b09b9-451f-4d47-81fe-f34b892db027",
    "metadata": {},
    "outputs": [],
@@ -784,7 +784,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 227,
    "id": "0fccc8ef-e575-4857-a401-94a7274394df",
    "metadata": {},
    "outputs": [
@@ -937,7 +937,7 @@
        "4   indiv entrées tp  "
       ]
      },
-     "execution_count": 20,
+     "execution_count": 227,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -949,7 +949,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 228,
    "id": "779d8aaf-6668-4f66-8852-847304407ea3",
    "metadata": {},
    "outputs": [
@@ -1119,7 +1119,7 @@
        "4          spectacle vivant           mucem  "
       ]
      },
-     "execution_count": 21,
+     "execution_count": 228,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1131,7 +1131,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 229,
    "id": "7714fa32-303b-4ea7-b174-3fd0fcab5af0",
    "metadata": {},
    "outputs": [
@@ -1230,7 +1230,7 @@
        "4        37                    383                269            1"
       ]
      },
-     "execution_count": 22,
+     "execution_count": 229,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1250,7 +1250,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 230,
    "id": "15a62ed6-35e4-4abc-aeef-a7daeec0a4ba",
    "metadata": {},
    "outputs": [],
@@ -1278,7 +1278,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 231,
    "id": "89dc9685-1de9-4ce3-a6c0-8d7f1931a951",
    "metadata": {},
    "outputs": [
@@ -1517,7 +1517,7 @@
        "[5 rows x 21 columns]"
       ]
      },
-     "execution_count": 24,
+     "execution_count": 231,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1529,7 +1529,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 232,
    "id": "98f78cd5-b694-4cc6-b033-20170aa13e8d",
    "metadata": {},
    "outputs": [],
@@ -1538,7 +1538,7 @@
     "df1_products_purchased = pd.merge(df1_ticket_information, products_global, left_on = 'product_id', right_on = 'id_products', how = 'inner')\n",
     "\n",
     "# Selection des variables d'intérêts\n",
-    "df1_products_purchased_reduced = df1_products_purchased[['ticket_id', 'customer_id', 'purchase_id' ,'event_type_id', 'supplier_name', 'purchase_date', 'type_of_ticket_name', 'amount', 'children', 'is_full_price', 'name_event_types', 'name_facilities', 'name_categories', 'name_events', 'name_seasons']]"
+    "df1_products_purchased_reduced = df1_products_purchased[['ticket_id', 'customer_id', 'purchase_id' ,'event_type_id', 'category_id', 'supplier_name', 'purchase_date', 'type_of_ticket_name', 'amount', 'children', 'is_full_price', 'name_event_types', 'name_facilities', 'name_categories', 'name_events', 'name_seasons']]"
    ]
   },
   {
@@ -1559,7 +1559,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": 233,
    "id": "e2c88552-b863-47a2-be23-8d2898fb28bc",
    "metadata": {},
    "outputs": [],
@@ -1593,7 +1593,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": 234,
    "id": "24537647-bc29-4777-9848-ac4120a4aa60",
    "metadata": {},
    "outputs": [],
@@ -1603,7 +1603,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": 235,
    "id": "6be2a9a6-056b-4e19-8c26-a18ba3df36b3",
    "metadata": {},
    "outputs": [
@@ -1639,7 +1639,7 @@
        "      <th>0</th>\n",
        "      <td>2</td>\n",
        "      <td>4</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>NaT</td>\n",
        "    </tr>\n",
        "    <tr>\n",
@@ -1660,14 +1660,14 @@
        "      <th>3</th>\n",
        "      <td>5</td>\n",
        "      <td>4</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>NaT</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td>6</td>\n",
        "      <td>20</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>NaT</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
@@ -1676,14 +1676,14 @@
       ],
       "text/plain": [
        "   customer_id  nb_campaigns  nb_campaigns_opened              time_to_open\n",
-       "0            2             4                  0.0                       NaT\n",
+       "0            2             4                  NaN                       NaT\n",
        "1            3           222                124.0 1 days 00:28:30.169354838\n",
        "2            4             7                  7.0 1 days 04:31:01.428571428\n",
-       "3            5             4                  0.0                       NaT\n",
-       "4            6            20                  0.0                       NaT"
+       "3            5             4                  NaN                       NaT\n",
+       "4            6            20                  NaN                       NaT"
       ]
      },
-     "execution_count": 29,
+     "execution_count": 235,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1702,7 +1702,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 69,
+   "execution_count": 236,
    "id": "043303fe-e90f-4689-a2a9-5d690555a045",
    "metadata": {},
    "outputs": [],
@@ -1765,7 +1765,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 70,
+   "execution_count": 237,
    "id": "5882234a-1ed5-4269-87a6-0d75613476e3",
    "metadata": {},
    "outputs": [],
@@ -1775,7 +1775,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
+   "execution_count": 238,
    "id": "5f2046cf-ffde-4521-91e7-b727b8bc17f5",
    "metadata": {},
    "outputs": [
@@ -1811,6 +1811,8 @@
        "      <th>purchase_date_max</th>\n",
        "      <th>time_between_purchase</th>\n",
        "      <th>nb_tickets_internet</th>\n",
+       "      <th>name_event_types</th>\n",
+       "      <th>avg_amount</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
@@ -1827,6 +1829,8 @@
        "      <td>4.179306</td>\n",
        "      <td>3258.011562</td>\n",
        "      <td>51.0</td>\n",
+       "      <td>offre muséale individuel</td>\n",
+       "      <td>6.150659</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
@@ -1841,6 +1845,8 @@
        "      <td>5.221840</td>\n",
        "      <td>3692.976389</td>\n",
        "      <td>2988.0</td>\n",
+       "      <td>spectacle vivant</td>\n",
+       "      <td>7.762474</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
@@ -1855,6 +1861,8 @@
        "      <td>0.146331</td>\n",
        "      <td>3803.223461</td>\n",
        "      <td>9.0</td>\n",
+       "      <td>offre muséale groupe</td>\n",
+       "      <td>4.452618</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
@@ -1869,6 +1877,8 @@
        "      <td>1408.715532</td>\n",
        "      <td>1093.999977</td>\n",
        "      <td>5.0</td>\n",
+       "      <td>formule adhésion</td>\n",
+       "      <td>6.439463</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
@@ -1883,6 +1893,8 @@
        "      <td>1340.308160</td>\n",
        "      <td>700.966389</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>offre muséale individuel</td>\n",
+       "      <td>6.150659</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -1903,15 +1915,22 @@
        "3             5                   1        2502.715509        1408.715532   \n",
        "4             1                   0        2041.274549        1340.308160   \n",
        "\n",
-       "   time_between_purchase  nb_tickets_internet  \n",
-       "0            3258.011562                 51.0  \n",
-       "1            3692.976389               2988.0  \n",
-       "2            3803.223461                  9.0  \n",
-       "3            1093.999977                  5.0  \n",
-       "4             700.966389                  0.0  "
+       "   time_between_purchase  nb_tickets_internet          name_event_types  \\\n",
+       "0            3258.011562                 51.0  offre muséale individuel   \n",
+       "1            3692.976389               2988.0          spectacle vivant   \n",
+       "2            3803.223461                  9.0      offre muséale groupe   \n",
+       "3            1093.999977                  5.0          formule adhésion   \n",
+       "4             700.966389                  0.0  offre muséale individuel   \n",
+       "\n",
+       "   avg_amount  \n",
+       "0    6.150659  \n",
+       "1    7.762474  \n",
+       "2    4.452618  \n",
+       "3    6.439463  \n",
+       "4    6.150659  "
       ]
      },
-     "execution_count": 36,
+     "execution_count": 238,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1922,7 +1941,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 37,
+   "execution_count": 239,
    "id": "a4a2311d-8a72-4030-afd5-218004d5d2a5",
    "metadata": {},
    "outputs": [],
@@ -1946,7 +1965,476 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 43,
+   "execution_count": 240,
+   "id": "484becad-0390-48a8-923b-b03a4facc7ae",
+   "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",
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+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>ticket_id</th>\n",
+       "      <th>customer_id</th>\n",
+       "      <th>purchase_id</th>\n",
+       "      <th>event_type_id</th>\n",
+       "      <th>category_id</th>\n",
+       "      <th>supplier_name</th>\n",
+       "      <th>purchase_date</th>\n",
+       "      <th>type_of_ticket_name</th>\n",
+       "      <th>amount</th>\n",
+       "      <th>children</th>\n",
+       "      <th>is_full_price</th>\n",
+       "      <th>name_event_types</th>\n",
+       "      <th>name_facilities</th>\n",
+       "      <th>name_categories</th>\n",
+       "      <th>name_events</th>\n",
+       "      <th>name_seasons</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>13070859</td>\n",
+       "      <td>48187</td>\n",
+       "      <td>5107462</td>\n",
+       "      <td>4</td>\n",
+       "      <td>13</td>\n",
+       "      <td>vente en ligne</td>\n",
+       "      <td>2018-12-28 14:47:50+00:00</td>\n",
+       "      <td>Atelier</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>pricing_formula</td>\n",
+       "      <td>False</td>\n",
+       "      <td>spectacle vivant</td>\n",
+       "      <td>mucem</td>\n",
+       "      <td>indiv prog enfant</td>\n",
+       "      <td>l'école des magiciens</td>\n",
+       "      <td>2018</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>13070860</td>\n",
+       "      <td>48187</td>\n",
+       "      <td>5107462</td>\n",
+       "      <td>4</td>\n",
+       "      <td>13</td>\n",
+       "      <td>vente en ligne</td>\n",
+       "      <td>2018-12-28 14:47:50+00:00</td>\n",
+       "      <td>Atelier</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>pricing_formula</td>\n",
+       "      <td>False</td>\n",
+       "      <td>spectacle vivant</td>\n",
+       "      <td>mucem</td>\n",
+       "      <td>indiv prog enfant</td>\n",
+       "      <td>l'école des magiciens</td>\n",
+       "      <td>2018</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>13070861</td>\n",
+       "      <td>48187</td>\n",
+       "      <td>5107462</td>\n",
+       "      <td>4</td>\n",
+       "      <td>13</td>\n",
+       "      <td>vente en ligne</td>\n",
+       "      <td>2018-12-28 14:47:50+00:00</td>\n",
+       "      <td>Atelier</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>pricing_formula</td>\n",
+       "      <td>False</td>\n",
+       "      <td>spectacle vivant</td>\n",
+       "      <td>mucem</td>\n",
+       "      <td>indiv prog enfant</td>\n",
+       "      <td>l'école des magiciens</td>\n",
+       "      <td>2018</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>13070862</td>\n",
+       "      <td>48187</td>\n",
+       "      <td>5107462</td>\n",
+       "      <td>4</td>\n",
+       "      <td>13</td>\n",
+       "      <td>vente en ligne</td>\n",
+       "      <td>2018-12-28 14:47:50+00:00</td>\n",
+       "      <td>Atelier</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>pricing_formula</td>\n",
+       "      <td>False</td>\n",
+       "      <td>spectacle vivant</td>\n",
+       "      <td>mucem</td>\n",
+       "      <td>indiv prog enfant</td>\n",
+       "      <td>l'école des magiciens</td>\n",
+       "      <td>2018</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>13070863</td>\n",
+       "      <td>48187</td>\n",
+       "      <td>5107462</td>\n",
+       "      <td>4</td>\n",
+       "      <td>13</td>\n",
+       "      <td>vente en ligne</td>\n",
+       "      <td>2018-12-28 14:47:50+00:00</td>\n",
+       "      <td>Atelier</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>pricing_formula</td>\n",
+       "      <td>False</td>\n",
+       "      <td>spectacle vivant</td>\n",
+       "      <td>mucem</td>\n",
+       "      <td>indiv prog enfant</td>\n",
+       "      <td>l'école des magiciens</td>\n",
+       "      <td>2018</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",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1826667</th>\n",
+       "      <td>20662815</td>\n",
+       "      <td>1256135</td>\n",
+       "      <td>8007697</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>vente en ligne</td>\n",
+       "      <td>2023-11-08 17:23:54+00:00</td>\n",
+       "      <td>Atelier</td>\n",
+       "      <td>11.0</td>\n",
+       "      <td>pricing_formula</td>\n",
+       "      <td>False</td>\n",
+       "      <td>offre muséale groupe</td>\n",
+       "      <td>mucem</td>\n",
+       "      <td>indiv entrées tp</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2023</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1826668</th>\n",
+       "      <td>20662816</td>\n",
+       "      <td>1256136</td>\n",
+       "      <td>8007698</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>vente en ligne</td>\n",
+       "      <td>2023-11-08 18:32:18+00:00</td>\n",
+       "      <td>Atelier</td>\n",
+       "      <td>11.0</td>\n",
+       "      <td>pricing_formula</td>\n",
+       "      <td>False</td>\n",
+       "      <td>offre muséale groupe</td>\n",
+       "      <td>mucem</td>\n",
+       "      <td>indiv entrées tp</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2023</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1826669</th>\n",
+       "      <td>20662817</td>\n",
+       "      <td>1256136</td>\n",
+       "      <td>8007698</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>vente en ligne</td>\n",
+       "      <td>2023-11-08 18:32:18+00:00</td>\n",
+       "      <td>Atelier</td>\n",
+       "      <td>11.0</td>\n",
+       "      <td>pricing_formula</td>\n",
+       "      <td>False</td>\n",
+       "      <td>offre muséale groupe</td>\n",
+       "      <td>mucem</td>\n",
+       "      <td>indiv entrées tp</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2023</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1826670</th>\n",
+       "      <td>20662818</td>\n",
+       "      <td>1256137</td>\n",
+       "      <td>8007699</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>vente en ligne</td>\n",
+       "      <td>2023-11-08 19:30:28+00:00</td>\n",
+       "      <td>Atelier</td>\n",
+       "      <td>11.0</td>\n",
+       "      <td>pricing_formula</td>\n",
+       "      <td>False</td>\n",
+       "      <td>offre muséale groupe</td>\n",
+       "      <td>mucem</td>\n",
+       "      <td>indiv entrées tp</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2023</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1826671</th>\n",
+       "      <td>20662819</td>\n",
+       "      <td>1256137</td>\n",
+       "      <td>8007699</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>vente en ligne</td>\n",
+       "      <td>2023-11-08 19:30:28+00:00</td>\n",
+       "      <td>Atelier</td>\n",
+       "      <td>11.0</td>\n",
+       "      <td>pricing_formula</td>\n",
+       "      <td>False</td>\n",
+       "      <td>offre muséale groupe</td>\n",
+       "      <td>mucem</td>\n",
+       "      <td>indiv entrées tp</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2023</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1826672 rows × 16 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "         ticket_id  customer_id  purchase_id  event_type_id  category_id  \\\n",
+       "0         13070859        48187      5107462              4           13   \n",
+       "1         13070860        48187      5107462              4           13   \n",
+       "2         13070861        48187      5107462              4           13   \n",
+       "3         13070862        48187      5107462              4           13   \n",
+       "4         13070863        48187      5107462              4           13   \n",
+       "...            ...          ...          ...            ...          ...   \n",
+       "1826667   20662815      1256135      8007697              5            1   \n",
+       "1826668   20662816      1256136      8007698              5            1   \n",
+       "1826669   20662817      1256136      8007698              5            1   \n",
+       "1826670   20662818      1256137      8007699              5            1   \n",
+       "1826671   20662819      1256137      8007699              5            1   \n",
+       "\n",
+       "          supplier_name             purchase_date type_of_ticket_name  amount  \\\n",
+       "0        vente en ligne 2018-12-28 14:47:50+00:00             Atelier     8.0   \n",
+       "1        vente en ligne 2018-12-28 14:47:50+00:00             Atelier     4.0   \n",
+       "2        vente en ligne 2018-12-28 14:47:50+00:00             Atelier     4.0   \n",
+       "3        vente en ligne 2018-12-28 14:47:50+00:00             Atelier     4.0   \n",
+       "4        vente en ligne 2018-12-28 14:47:50+00:00             Atelier     4.0   \n",
+       "...                 ...                       ...                 ...     ...   \n",
+       "1826667  vente en ligne 2023-11-08 17:23:54+00:00             Atelier    11.0   \n",
+       "1826668  vente en ligne 2023-11-08 18:32:18+00:00             Atelier    11.0   \n",
+       "1826669  vente en ligne 2023-11-08 18:32:18+00:00             Atelier    11.0   \n",
+       "1826670  vente en ligne 2023-11-08 19:30:28+00:00             Atelier    11.0   \n",
+       "1826671  vente en ligne 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 16 columns]"
+      ]
+     },
+     "execution_count": 240,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Look at categories\n",
+    "df1_products_purchased_reduced\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 241,
+   "id": "abb171a5-145f-40d0-91af-c51db4593d04",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([  13,   16,   10,    1,    3,    2,    4, 6982,    5,   28,    8,\n",
+       "         41,   15,   39,   17,    9,   26, 2252,    6,    7, 1108, 2395,\n",
+       "         30, 2450,   14,   11])"
+      ]
+     },
+     "execution_count": 241,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df1_products_purchased_reduced['category_id'].unique()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 242,
+   "id": "750c5753-ea45-4deb-a934-994568185013",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array(['indiv prog enfant', 'indiv activité enfant', 'indiv entrées fa',\n",
+       "       'indiv entrées tp', 'indiv prog tp', 'indiv entrées gr',\n",
+       "       'indiv prog tr', nan, 'indiv entrées tr', 'indiv activité tp',\n",
+       "       'indiv prog gr', 'indiv activité tr', 'groupe autonome entrées tp',\n",
+       "       'indiv activité gr', 'groupe forfait scolaire',\n",
+       "       'groupe forfait entrées gr', 'en nb entrées tp',\n",
+       "       'groupe autonome gr', 'groupe forfait entrées tr',\n",
+       "       'groupe autonome entrées gr', 'groupe forfait adulte',\n",
+       "       'groupe autonome adulte', 'en nb entrées gr',\n",
+       "       'groupe forfait etudiant', 'en nb entrées tr',\n",
+       "       'groupe autonome entrées tr'], dtype=object)"
+      ]
+     },
+     "execution_count": 242,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df1_products_purchased_reduced['name_categories'].unique()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 243,
+   "id": "7a2c3124-26d0-49e1-9bb4-d7ff58053454",
+   "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>customer_id</th>\n",
+       "      <th>event_type_id</th>\n",
+       "      <th>nb_categories</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>14</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1</td>\n",
+       "      <td>4</td>\n",
+       "      <td>9</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>1</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>1</td>\n",
+       "      <td>6</td>\n",
+       "      <td>9</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   customer_id  event_type_id  nb_categories\n",
+       "0            1              2             14\n",
+       "1            1              4              9\n",
+       "2            1              5              5\n",
+       "3            1              6              9\n",
+       "4            2              2              1"
+      ]
+     },
+     "execution_count": 243,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "nb_cat = (df1_products_purchased_reduced.groupby(by=['customer_id', 'event_type_id'])\n",
+    "          .agg({'category_id' : 'nunique'}).reset_index()\n",
+    "         .rename(columns = {'category_id' : 'nb_categories'}))\n",
+    "\n",
+    "nb_cat.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 244,
    "id": "83230baa-9a8a-4614-b629-e99c2505c696",
    "metadata": {},
    "outputs": [
@@ -1982,7 +2470,6 @@
        "      <th>profession</th>\n",
        "      <th>language</th>\n",
        "      <th>...</th>\n",
-       "      <th>nb_purchases</th>\n",
        "      <th>total_amount</th>\n",
        "      <th>nb_suppliers</th>\n",
        "      <th>vente_internet_max</th>\n",
@@ -1992,11 +2479,12 @@
        "      <th>nb_tickets_internet</th>\n",
        "      <th>name_event_types</th>\n",
        "      <th>avg_amount</th>\n",
+       "      <th>nb_categories</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>59897</th>\n",
+       "      <th>0</th>\n",
        "      <td>1</td>\n",
        "      <td>NaN</td>\n",
        "      <td>2</td>\n",
@@ -2008,7 +2496,6 @@
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>...</td>\n",
-       "      <td>194790.0</td>\n",
        "      <td>2686540.5</td>\n",
        "      <td>7.0</td>\n",
        "      <td>1.0</td>\n",
@@ -2018,9 +2505,10 @@
        "      <td>51.0</td>\n",
        "      <td>offre muséale individuel</td>\n",
        "      <td>6.150659</td>\n",
+       "      <td>14.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>59900</th>\n",
+       "      <th>1</th>\n",
        "      <td>1</td>\n",
        "      <td>NaN</td>\n",
        "      <td>2</td>\n",
@@ -2032,7 +2520,6 @@
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>...</td>\n",
-       "      <td>111786.0</td>\n",
        "      <td>1435871.5</td>\n",
        "      <td>5.0</td>\n",
        "      <td>1.0</td>\n",
@@ -2042,9 +2529,10 @@
        "      <td>5.0</td>\n",
        "      <td>formule adhésion</td>\n",
        "      <td>6.439463</td>\n",
+       "      <td>9.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>59898</th>\n",
+       "      <th>2</th>\n",
        "      <td>1</td>\n",
        "      <td>NaN</td>\n",
        "      <td>2</td>\n",
@@ -2056,7 +2544,6 @@
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>...</td>\n",
-       "      <td>228945.0</td>\n",
        "      <td>3248965.5</td>\n",
        "      <td>6.0</td>\n",
        "      <td>1.0</td>\n",
@@ -2066,9 +2553,10 @@
        "      <td>2988.0</td>\n",
        "      <td>spectacle vivant</td>\n",
        "      <td>7.762474</td>\n",
+       "      <td>9.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>59899</th>\n",
+       "      <th>3</th>\n",
        "      <td>1</td>\n",
        "      <td>NaN</td>\n",
        "      <td>2</td>\n",
@@ -2080,7 +2568,6 @@
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>...</td>\n",
-       "      <td>107110.0</td>\n",
        "      <td>1459190.0</td>\n",
        "      <td>6.0</td>\n",
        "      <td>1.0</td>\n",
@@ -2090,9 +2577,10 @@
        "      <td>9.0</td>\n",
        "      <td>offre muséale groupe</td>\n",
        "      <td>4.452618</td>\n",
+       "      <td>5.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>134695</th>\n",
+       "      <th>4</th>\n",
        "      <td>2</td>\n",
        "      <td>NaN</td>\n",
        "      <td>2</td>\n",
@@ -2104,7 +2592,6 @@
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>...</td>\n",
-       "      <td>164.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
@@ -2114,52 +2601,53 @@
        "      <td>0.0</td>\n",
        "      <td>formule adhésion</td>\n",
        "      <td>6.439463</td>\n",
+       "      <td>1.0</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>5 rows × 37 columns</p>\n",
+       "<p>5 rows × 38 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "        customer_id birthdate  street_id  is_partner  gender  is_email_true  \\\n",
-       "59897             1       NaN          2       False       2           True   \n",
-       "59900             1       NaN          2       False       2           True   \n",
-       "59898             1       NaN          2       False       2           True   \n",
-       "59899             1       NaN          2       False       2           True   \n",
-       "134695            2       NaN          2       False       1           True   \n",
+       "   customer_id birthdate  street_id  is_partner  gender  is_email_true  \\\n",
+       "0            1       NaN          2       False       2           True   \n",
+       "1            1       NaN          2       False       2           True   \n",
+       "2            1       NaN          2       False       2           True   \n",
+       "3            1       NaN          2       False       2           True   \n",
+       "4            2       NaN          2       False       1           True   \n",
        "\n",
-       "        opt_in  structure_id profession language  ...  nb_purchases  \\\n",
-       "59897    False           NaN        NaN      NaN  ...      194790.0   \n",
-       "59900    False           NaN        NaN      NaN  ...      111786.0   \n",
-       "59898    False           NaN        NaN      NaN  ...      228945.0   \n",
-       "59899    False           NaN        NaN      NaN  ...      107110.0   \n",
-       "134695    True           NaN        NaN      NaN  ...         164.0   \n",
+       "   opt_in  structure_id profession language  ...  total_amount nb_suppliers  \\\n",
+       "0   False           NaN        NaN      NaN  ...     2686540.5          7.0   \n",
+       "1   False           NaN        NaN      NaN  ...     1435871.5          5.0   \n",
+       "2   False           NaN        NaN      NaN  ...     3248965.5          6.0   \n",
+       "3   False           NaN        NaN      NaN  ...     1459190.0          6.0   \n",
+       "4    True           NaN        NaN      NaN  ...           0.0          1.0   \n",
        "\n",
-       "       total_amount  nb_suppliers  vente_internet_max  purchase_date_min  \\\n",
-       "59897     2686540.5           7.0                 1.0        3262.190868   \n",
-       "59900     1435871.5           5.0                 1.0        2502.715509   \n",
-       "59898     3248965.5           6.0                 1.0        3698.198229   \n",
-       "59899     1459190.0           6.0                 1.0        3803.369792   \n",
-       "134695          0.0           1.0                 0.0        1705.261192   \n",
+       "   vente_internet_max  purchase_date_min  purchase_date_max  \\\n",
+       "0                 1.0        3262.190868           4.179306   \n",
+       "1                 1.0        2502.715509        1408.715532   \n",
+       "2                 1.0        3698.198229           5.221840   \n",
+       "3                 1.0        3803.369792           0.146331   \n",
+       "4                 0.0        1705.261192        1456.333715   \n",
        "\n",
-       "        purchase_date_max  time_between_purchase  nb_tickets_internet  \\\n",
-       "59897            4.179306            3258.011562                 51.0   \n",
-       "59900         1408.715532            1093.999977                  5.0   \n",
-       "59898            5.221840            3692.976389               2988.0   \n",
-       "59899            0.146331            3803.223461                  9.0   \n",
-       "134695        1456.333715             248.927477                  0.0   \n",
+       "   time_between_purchase  nb_tickets_internet          name_event_types  \\\n",
+       "0            3258.011562                 51.0  offre muséale individuel   \n",
+       "1            1093.999977                  5.0          formule adhésion   \n",
+       "2            3692.976389               2988.0          spectacle vivant   \n",
+       "3            3803.223461                  9.0      offre muséale groupe   \n",
+       "4             248.927477                  0.0          formule adhésion   \n",
        "\n",
-       "                name_event_types  avg_amount  \n",
-       "59897   offre muséale individuel    6.150659  \n",
-       "59900           formule adhésion    6.439463  \n",
-       "59898           spectacle vivant    7.762474  \n",
-       "59899       offre muséale groupe    4.452618  \n",
-       "134695          formule adhésion    6.439463  \n",
+       "   avg_amount  nb_categories  \n",
+       "0    6.150659           14.0  \n",
+       "1    6.439463            9.0  \n",
+       "2    7.762474            9.0  \n",
+       "3    4.452618            5.0  \n",
+       "4    6.439463            1.0  \n",
        "\n",
-       "[5 rows x 37 columns]"
+       "[5 rows x 38 columns]"
       ]
      },
-     "execution_count": 43,
+     "execution_count": 244,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2168,12 +2656,14 @@
     "## Add customer information\n",
     "df1_customer = (df1_customerplus_clean.merge(df1_tickets_kpi, how = \"left\", on='customer_id')\n",
     "                .sort_values(by='customer_id', ascending=True))\n",
+    "\n",
+    "df1_customer = df1_customer.merge(nb_cat, how='left', on=['customer_id', 'event_type_id'])\n",
     "df1_customer.head()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 44,
+   "execution_count": 245,
    "id": "433921de-03ad-4024-9462-ecd267db1756",
    "metadata": {},
    "outputs": [
@@ -2209,13 +2699,13 @@
        "      <th>profession</th>\n",
        "      <th>language</th>\n",
        "      <th>...</th>\n",
-       "      <th>vente_internet_max</th>\n",
        "      <th>purchase_date_min</th>\n",
        "      <th>purchase_date_max</th>\n",
        "      <th>time_between_purchase</th>\n",
        "      <th>nb_tickets_internet</th>\n",
        "      <th>name_event_types</th>\n",
        "      <th>avg_amount</th>\n",
+       "      <th>nb_categories</th>\n",
        "      <th>nb_campaigns</th>\n",
        "      <th>nb_campaigns_opened</th>\n",
        "      <th>time_to_open</th>\n",
@@ -2235,13 +2725,13 @@
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>...</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>3262.190868</td>\n",
        "      <td>4.179306</td>\n",
        "      <td>3258.011562</td>\n",
        "      <td>51.0</td>\n",
        "      <td>offre muséale individuel</td>\n",
        "      <td>6.150659</td>\n",
+       "      <td>14.0</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaT</td>\n",
@@ -2259,13 +2749,13 @@
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>...</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>2502.715509</td>\n",
        "      <td>1408.715532</td>\n",
        "      <td>1093.999977</td>\n",
        "      <td>5.0</td>\n",
        "      <td>formule adhésion</td>\n",
        "      <td>6.439463</td>\n",
+       "      <td>9.0</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaT</td>\n",
@@ -2283,13 +2773,13 @@
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>...</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>3698.198229</td>\n",
        "      <td>5.221840</td>\n",
        "      <td>3692.976389</td>\n",
        "      <td>2988.0</td>\n",
        "      <td>spectacle vivant</td>\n",
        "      <td>7.762474</td>\n",
+       "      <td>9.0</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaT</td>\n",
@@ -2307,13 +2797,13 @@
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>...</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>3803.369792</td>\n",
        "      <td>0.146331</td>\n",
        "      <td>3803.223461</td>\n",
        "      <td>9.0</td>\n",
        "      <td>offre muséale groupe</td>\n",
        "      <td>4.452618</td>\n",
+       "      <td>5.0</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaT</td>\n",
@@ -2331,20 +2821,20 @@
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>1705.261192</td>\n",
        "      <td>1456.333715</td>\n",
        "      <td>248.927477</td>\n",
        "      <td>0.0</td>\n",
        "      <td>formule adhésion</td>\n",
        "      <td>6.439463</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>4.0</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>NaT</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>5 rows × 40 columns</p>\n",
+       "<p>5 rows × 41 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
@@ -2355,38 +2845,38 @@
        "3            1       NaN          2       False       2           True   \n",
        "4            2       NaN          2       False       1           True   \n",
        "\n",
-       "   opt_in  structure_id profession language  ...  vente_internet_max  \\\n",
-       "0   False           NaN        NaN      NaN  ...                 1.0   \n",
-       "1   False           NaN        NaN      NaN  ...                 1.0   \n",
-       "2   False           NaN        NaN      NaN  ...                 1.0   \n",
-       "3   False           NaN        NaN      NaN  ...                 1.0   \n",
-       "4    True           NaN        NaN      NaN  ...                 0.0   \n",
+       "   opt_in  structure_id profession language  ...  purchase_date_min  \\\n",
+       "0   False           NaN        NaN      NaN  ...        3262.190868   \n",
+       "1   False           NaN        NaN      NaN  ...        2502.715509   \n",
+       "2   False           NaN        NaN      NaN  ...        3698.198229   \n",
+       "3   False           NaN        NaN      NaN  ...        3803.369792   \n",
+       "4    True           NaN        NaN      NaN  ...        1705.261192   \n",
        "\n",
-       "  purchase_date_min  purchase_date_max  time_between_purchase  \\\n",
-       "0       3262.190868           4.179306            3258.011562   \n",
-       "1       2502.715509        1408.715532            1093.999977   \n",
-       "2       3698.198229           5.221840            3692.976389   \n",
-       "3       3803.369792           0.146331            3803.223461   \n",
-       "4       1705.261192        1456.333715             248.927477   \n",
+       "  purchase_date_max  time_between_purchase  nb_tickets_internet  \\\n",
+       "0          4.179306            3258.011562                 51.0   \n",
+       "1       1408.715532            1093.999977                  5.0   \n",
+       "2          5.221840            3692.976389               2988.0   \n",
+       "3          0.146331            3803.223461                  9.0   \n",
+       "4       1456.333715             248.927477                  0.0   \n",
        "\n",
-       "   nb_tickets_internet          name_event_types  avg_amount  nb_campaigns  \\\n",
-       "0                 51.0  offre muséale individuel    6.150659           NaN   \n",
-       "1                  5.0          formule adhésion    6.439463           NaN   \n",
-       "2               2988.0          spectacle vivant    7.762474           NaN   \n",
-       "3                  9.0      offre muséale groupe    4.452618           NaN   \n",
-       "4                  0.0          formule adhésion    6.439463           4.0   \n",
+       "           name_event_types  avg_amount  nb_categories  nb_campaigns  \\\n",
+       "0  offre muséale individuel    6.150659           14.0           NaN   \n",
+       "1          formule adhésion    6.439463            9.0           NaN   \n",
+       "2          spectacle vivant    7.762474            9.0           NaN   \n",
+       "3      offre muséale groupe    4.452618            5.0           NaN   \n",
+       "4          formule adhésion    6.439463            1.0           4.0   \n",
        "\n",
        "   nb_campaigns_opened  time_to_open  \n",
        "0                  NaN           NaT  \n",
        "1                  NaN           NaT  \n",
        "2                  NaN           NaT  \n",
        "3                  NaN           NaT  \n",
-       "4                  0.0           NaT  \n",
+       "4                  NaN           NaT  \n",
        "\n",
-       "[5 rows x 40 columns]"
+       "[5 rows x 41 columns]"
       ]
      },
-     "execution_count": 44,
+     "execution_count": 245,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2400,7 +2890,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 45,
+   "execution_count": 246,
    "id": "25e54131-6835-4e94-86d3-1a78520ed7bc",
    "metadata": {},
    "outputs": [],
@@ -2778,7 +3268,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.13"
+   "version": "3.11.6"
   }
  },
  "nbformat": 4,