diff --git a/Exploration_billet_AJ.ipynb b/Exploration_billet_AJ.ipynb
index 9a62b5b..cba1ee5 100644
--- a/Exploration_billet_AJ.ipynb
+++ b/Exploration_billet_AJ.ipynb
@@ -93,589 +93,6 @@
     "    return df"
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "id": "35da2e15-1e23-4653-a214-c6ff8f186e85",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "File path :  projet-bdc2324-team1/0_Input/Company_4/customerplus_cleaned.csv\n"
-     ]
-    },
-    {
-     "data": {
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-       "      <th></th>\n",
-       "      <th>customer_id</th>\n",
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-       "      <th>average_purchase_delay</th>\n",
-       "      <th>average_price_basket</th>\n",
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-       "      <th>total_price</th>\n",
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-       "      <td>fr</td>\n",
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-       "      <td>fr</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>320809 rows × 22 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "        customer_id  street_id  structure_id  mcp_contact_id  fidelity  \\\n",
-       "0            479734       3587           NaN        184801.0         0   \n",
-       "1              1537       1352           NaN             NaN         0   \n",
-       "2            504615       3587           NaN        152176.0         0   \n",
-       "3           3832780       3587           NaN             NaN         0   \n",
-       "4           3096540       3587           NaN             NaN         0   \n",
-       "...             ...        ...           ...             ...       ...   \n",
-       "320804      2637745     406842           NaN             NaN         1   \n",
-       "320805        23334      22677           NaN        185203.0         4   \n",
-       "320806      2641373     408068           NaN             NaN         1   \n",
-       "320807      2641469     408160           NaN             NaN         1   \n",
-       "320808      2641474     408165           NaN             NaN         1   \n",
-       "\n",
-       "        tenant_id  is_partner  deleted_at  gender  is_email_true  ...  \\\n",
-       "0            1342       False         NaN       0           True  ...   \n",
-       "1            1342       False         NaN       0           True  ...   \n",
-       "2            1342       False         NaN       0           True  ...   \n",
-       "3            1342       False         NaN       2           True  ...   \n",
-       "4            1342       False         NaN       2           True  ...   \n",
-       "...           ...         ...         ...     ...            ...  ...   \n",
-       "320804       1342       False         NaN       0           True  ...   \n",
-       "320805       1342       False         NaN       0           True  ...   \n",
-       "320806       1342       False         NaN       0           True  ...   \n",
-       "320807       1342       False         NaN       0           True  ...   \n",
-       "320808       1342       False         NaN       0           True  ...   \n",
-       "\n",
-       "        max_price ticket_sum  average_price  average_purchase_delay  \\\n",
-       "0             NaN          0            NaN                     NaN   \n",
-       "1             NaN          0            NaN                     NaN   \n",
-       "2             NaN          0            NaN                     NaN   \n",
-       "3             NaN          0            NaN                     NaN   \n",
-       "4             NaN          0            NaN                     NaN   \n",
-       "...           ...        ...            ...                     ...   \n",
-       "320804        0.0          2       0.000000                     2.0   \n",
-       "320805       13.0         13      11.692308                     0.0   \n",
-       "320806       12.0          4      12.000000                     0.0   \n",
-       "320807       12.0          1      12.000000                     0.0   \n",
-       "320808       12.0          1      12.000000                     0.0   \n",
-       "\n",
-       "        average_price_basket  average_ticket_basket  total_price  \\\n",
-       "0                        NaN                    NaN          0.0   \n",
-       "1                        NaN                    NaN          0.0   \n",
-       "2                        NaN                    NaN          0.0   \n",
-       "3                        NaN                    NaN          0.0   \n",
-       "4                        NaN                    NaN          0.0   \n",
-       "...                      ...                    ...          ...   \n",
-       "320804              0.000000               2.000000          0.0   \n",
-       "320805             25.333333               2.166667        152.0   \n",
-       "320806             48.000000               4.000000         48.0   \n",
-       "320807             12.000000               1.000000         12.0   \n",
-       "320808             12.000000               1.000000         12.0   \n",
-       "\n",
-       "        purchase_count          first_buying_date  country  \n",
-       "0                    0                        NaN       fr  \n",
-       "1                    0                        NaN       fr  \n",
-       "2                    0                        NaN       fr  \n",
-       "3                    0                        NaN       fr  \n",
-       "4                    0                        NaN       fr  \n",
-       "...                ...                        ...      ...  \n",
-       "320804               1  2021-12-08 20:30:11+00:00       fr  \n",
-       "320805               6  2018-05-02 07:47:40+00:00       fr  \n",
-       "320806               1  2021-12-09 11:46:23+00:00       fr  \n",
-       "320807               1  2021-12-09 18:50:55+00:00       fr  \n",
-       "320808               1  2021-12-09 19:02:42+00:00       fr  \n",
-       "\n",
-       "[320809 rows x 22 columns]"
-      ]
-     },
-     "execution_count": 7,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "display_databases(\"4\", \"customerplus_cleaned\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 26,
-   "id": "6c8ad8c3-25df-4fe4-9ad0-ee5f9498bc14",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "pd.reset_option('display.max_rows')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 27,
-   "id": "c897916c",
-   "metadata": {},
-   "outputs": [
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-       "      <th></th>\n",
-       "      <th>id</th>\n",
-       "      <th>name</th>\n",
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-       "      <th>created_at</th>\n",
-       "      <th>updated_at</th>\n",
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-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>101</td>\n",
-       "      <td>hongrie</td>\n",
-       "      <td>hu</td>\n",
-       "      <td>2023-06-13 11:17:40.600622+02:00</td>\n",
-       "      <td>2023-06-13 11:17:40.600622+02:00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>2</td>\n",
-       "      <td>albanie</td>\n",
-       "      <td>al</td>\n",
-       "      <td>2023-06-13 11:17:40.540652+02:00</td>\n",
-       "      <td>2023-06-13 11:17:40.540652+02:00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>3</td>\n",
-       "      <td>antarctique</td>\n",
-       "      <td>aq</td>\n",
-       "      <td>2023-06-13 11:17:40.541315+02:00</td>\n",
-       "      <td>2023-06-13 11:17:40.541315+02:00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>12</td>\n",
-       "      <td>autriche</td>\n",
-       "      <td>at</td>\n",
-       "      <td>2023-06-13 11:17:40.546711+02:00</td>\n",
-       "      <td>2023-06-13 11:17:40.546711+02:00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>5</td>\n",
-       "      <td>samoa américaines</td>\n",
-       "      <td>as</td>\n",
-       "      <td>2023-06-13 11:17:40.542569+02:00</td>\n",
-       "      <td>2023-06-13 11:17:40.542569+02:00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
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-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>238</th>\n",
-       "      <td>228</td>\n",
-       "      <td>royaume-uni</td>\n",
-       "      <td>gb</td>\n",
-       "      <td>2023-06-13 11:17:40.678023+02:00</td>\n",
-       "      <td>2023-06-13 11:17:40.678023+02:00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>239</th>\n",
-       "      <td>25</td>\n",
-       "      <td>brésil</td>\n",
-       "      <td>br</td>\n",
-       "      <td>2023-06-13 11:17:40.554209+02:00</td>\n",
-       "      <td>2023-06-13 11:17:40.554209+02:00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>240</th>\n",
-       "      <td>10</td>\n",
-       "      <td>argentine</td>\n",
-       "      <td>ar</td>\n",
-       "      <td>2023-06-13 11:17:40.545489+02:00</td>\n",
-       "      <td>2023-06-13 11:17:40.545489+02:00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>241</th>\n",
-       "      <td>203</td>\n",
-       "      <td>espagne</td>\n",
-       "      <td>es</td>\n",
-       "      <td>2023-06-13 11:17:40.662472+02:00</td>\n",
-       "      <td>2023-06-13 11:17:40.662472+02:00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>242</th>\n",
-       "      <td>192</td>\n",
-       "      <td>arabie saoudite</td>\n",
-       "      <td>sa</td>\n",
-       "      <td>2023-06-13 11:17:40.656154+02:00</td>\n",
-       "      <td>2023-06-13 11:17:40.656154+02:00</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>243 rows × 5 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "      id               name code                        created_at  \\\n",
-       "0    101            hongrie   hu  2023-06-13 11:17:40.600622+02:00   \n",
-       "1      2            albanie   al  2023-06-13 11:17:40.540652+02:00   \n",
-       "2      3        antarctique   aq  2023-06-13 11:17:40.541315+02:00   \n",
-       "3     12           autriche   at  2023-06-13 11:17:40.546711+02:00   \n",
-       "4      5  samoa américaines   as  2023-06-13 11:17:40.542569+02:00   \n",
-       "..   ...                ...  ...                               ...   \n",
-       "238  228        royaume-uni   gb  2023-06-13 11:17:40.678023+02:00   \n",
-       "239   25             brésil   br  2023-06-13 11:17:40.554209+02:00   \n",
-       "240   10          argentine   ar  2023-06-13 11:17:40.545489+02:00   \n",
-       "241  203            espagne   es  2023-06-13 11:17:40.662472+02:00   \n",
-       "242  192    arabie saoudite   sa  2023-06-13 11:17:40.656154+02:00   \n",
-       "\n",
-       "                           updated_at  \n",
-       "0    2023-06-13 11:17:40.600622+02:00  \n",
-       "1    2023-06-13 11:17:40.540652+02:00  \n",
-       "2    2023-06-13 11:17:40.541315+02:00  \n",
-       "3    2023-06-13 11:17:40.546711+02:00  \n",
-       "4    2023-06-13 11:17:40.542569+02:00  \n",
-       "..                                ...  \n",
-       "238  2023-06-13 11:17:40.678023+02:00  \n",
-       "239  2023-06-13 11:17:40.554209+02:00  \n",
-       "240  2023-06-13 11:17:40.545489+02:00  \n",
-       "241  2023-06-13 11:17:40.662472+02:00  \n",
-       "242  2023-06-13 11:17:40.656154+02:00  \n",
-       "\n",
-       "[243 rows x 5 columns]"
-      ]
-     },
-     "execution_count": 27,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "\n",
-    "load_dataset_2(\"7\", \"countries\")"
-   ]
-  },
   {
    "cell_type": "markdown",
    "id": "ca2c8b6a-4965-422e-ba7c-66423a464fc1",
@@ -1058,7 +475,9 @@
   {
    "cell_type": "markdown",
    "id": "605cced5-052f-4a99-ac26-020c5d2ab633",
-   "metadata": {},
+   "metadata": {
+    "jp-MarkdownHeadingCollapsed": true
+   },
    "source": [
     "## KPI sur tags"
    ]
@@ -2098,6 +1517,374 @@
     "tags_information(\"101\", 20)"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "87d131cd-ead0-4ef4-a8ee-b09022d08ffa",
+   "metadata": {},
+   "source": [
+    "## KPI product"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "26582be9-cfd1-48ea-a0a7-31101fdeb9d1",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "File path :  projet-bdc2324-team1/0_Input/Company_1/products_purchased_reduced.csv\n"
+     ]
+    },
+    {
+     "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>ticket_id</th>\n",
+       "      <th>customer_id</th>\n",
+       "      <th>purchase_id</th>\n",
+       "      <th>event_type_id</th>\n",
+       "      <th>supplier_name</th>\n",
+       "      <th>purchase_date</th>\n",
+       "      <th>amount</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",
+       "      <th>start_date_time</th>\n",
+       "      <th>end_date_time</th>\n",
+       "      <th>open</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>vente en ligne</td>\n",
+       "      <td>2018-12-28 14:47:50+00:00</td>\n",
+       "      <td>8.0</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",
+       "      <td>2018-12-31 14:15:00+01:00</td>\n",
+       "      <td>1901-01-01 00:09:21+00:09</td>\n",
+       "      <td>True</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>vente en ligne</td>\n",
+       "      <td>2018-12-28 14:47:50+00:00</td>\n",
+       "      <td>4.0</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",
+       "      <td>2018-12-31 14:15:00+01:00</td>\n",
+       "      <td>1901-01-01 00:09:21+00:09</td>\n",
+       "      <td>True</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>vente en ligne</td>\n",
+       "      <td>2018-12-28 14:47:50+00:00</td>\n",
+       "      <td>4.0</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",
+       "      <td>2018-12-31 14:15:00+01:00</td>\n",
+       "      <td>1901-01-01 00:09:21+00:09</td>\n",
+       "      <td>True</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>vente en ligne</td>\n",
+       "      <td>2018-12-28 14:47:50+00:00</td>\n",
+       "      <td>4.0</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",
+       "      <td>2018-12-31 14:15:00+01:00</td>\n",
+       "      <td>1901-01-01 00:09:21+00:09</td>\n",
+       "      <td>True</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>vente en ligne</td>\n",
+       "      <td>2018-12-28 14:47:50+00:00</td>\n",
+       "      <td>4.0</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",
+       "      <td>2018-12-31 14:15:00+01:00</td>\n",
+       "      <td>1901-01-01 00:09:21+00:09</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   ticket_id  customer_id  purchase_id  event_type_id   supplier_name  \\\n",
+       "0   13070859        48187      5107462              4  vente en ligne   \n",
+       "1   13070860        48187      5107462              4  vente en ligne   \n",
+       "2   13070861        48187      5107462              4  vente en ligne   \n",
+       "3   13070862        48187      5107462              4  vente en ligne   \n",
+       "4   13070863        48187      5107462              4  vente en ligne   \n",
+       "\n",
+       "              purchase_date  amount  is_full_price  name_event_types  \\\n",
+       "0 2018-12-28 14:47:50+00:00     8.0          False  spectacle vivant   \n",
+       "1 2018-12-28 14:47:50+00:00     4.0          False  spectacle vivant   \n",
+       "2 2018-12-28 14:47:50+00:00     4.0          False  spectacle vivant   \n",
+       "3 2018-12-28 14:47:50+00:00     4.0          False  spectacle vivant   \n",
+       "4 2018-12-28 14:47:50+00:00     4.0          False  spectacle vivant   \n",
+       "\n",
+       "  name_facilities    name_categories            name_events  name_seasons  \\\n",
+       "0           mucem  indiv prog enfant  l'école des magiciens          2018   \n",
+       "1           mucem  indiv prog enfant  l'école des magiciens          2018   \n",
+       "2           mucem  indiv prog enfant  l'école des magiciens          2018   \n",
+       "3           mucem  indiv prog enfant  l'école des magiciens          2018   \n",
+       "4           mucem  indiv prog enfant  l'école des magiciens          2018   \n",
+       "\n",
+       "             start_date_time              end_date_time  open  \n",
+       "0  2018-12-31 14:15:00+01:00  1901-01-01 00:09:21+00:09  True  \n",
+       "1  2018-12-31 14:15:00+01:00  1901-01-01 00:09:21+00:09  True  \n",
+       "2  2018-12-31 14:15:00+01:00  1901-01-01 00:09:21+00:09  True  \n",
+       "3  2018-12-31 14:15:00+01:00  1901-01-01 00:09:21+00:09  True  \n",
+       "4  2018-12-31 14:15:00+01:00  1901-01-01 00:09:21+00:09  True  "
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "tenant_id = \"1\"\n",
+    "\n",
+    "df_product = display_databases(tenant_id, file_name = \"products_purchased_reduced\", datetime_col = ['purchase_date'])\n",
+    "\n",
+    "df_product.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "id": "533bf499-dd56-4d29-b261-ca1e4928c9c7",
+   "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>name_event_types</th>\n",
+       "      <th>name_events</th>\n",
+       "      <th>ticket_id</th>\n",
+       "      <th>prop_tickets</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>118</th>\n",
+       "      <td>offre muséale groupe</td>\n",
+       "      <td>visite générale du mucem (1h30)</td>\n",
+       "      <td>43814</td>\n",
+       "      <td>0.024</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>212</th>\n",
+       "      <td>offre muséale individuel</td>\n",
+       "      <td>visite autonome scolaires (2h00)</td>\n",
+       "      <td>34423</td>\n",
+       "      <td>0.019</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>68</th>\n",
+       "      <td>offre muséale groupe</td>\n",
+       "      <td>visite autonome exposition (1h30)</td>\n",
+       "      <td>26489</td>\n",
+       "      <td>0.015</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>210</th>\n",
+       "      <td>offre muséale individuel</td>\n",
+       "      <td>visite autonome adultes (2h00)</td>\n",
+       "      <td>22065</td>\n",
+       "      <td>0.012</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>160</th>\n",
+       "      <td>offre muséale groupe</td>\n",
+       "      <td>visites des exterieurs scolaires</td>\n",
+       "      <td>15595</td>\n",
+       "      <td>0.009</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>364</th>\n",
+       "      <td>spectacle vivant</td>\n",
+       "      <td>kay ! lettres à un poète disparu</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>443</th>\n",
+       "      <td>spectacle vivant</td>\n",
+       "      <td>mauvais genre</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>375</th>\n",
+       "      <td>spectacle vivant</td>\n",
+       "      <td>la madre que parió a la música</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>260</th>\n",
+       "      <td>spectacle vivant</td>\n",
+       "      <td>ali a les yeux bleus (dès 12 ans)</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>484</th>\n",
+       "      <td>spectacle vivant</td>\n",
+       "      <td>rengaine (dès 12 ans)</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>544 rows × 4 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "             name_event_types                        name_events  ticket_id  \\\n",
+       "118      offre muséale groupe    visite générale du mucem (1h30)      43814   \n",
+       "212  offre muséale individuel   visite autonome scolaires (2h00)      34423   \n",
+       "68       offre muséale groupe  visite autonome exposition (1h30)      26489   \n",
+       "210  offre muséale individuel     visite autonome adultes (2h00)      22065   \n",
+       "160      offre muséale groupe   visites des exterieurs scolaires      15595   \n",
+       "..                        ...                                ...        ...   \n",
+       "364          spectacle vivant   kay ! lettres à un poète disparu          1   \n",
+       "443          spectacle vivant                      mauvais genre          1   \n",
+       "375          spectacle vivant     la madre que parió a la música          1   \n",
+       "260          spectacle vivant  ali a les yeux bleus (dès 12 ans)          1   \n",
+       "484          spectacle vivant              rengaine (dès 12 ans)          1   \n",
+       "\n",
+       "     prop_tickets  \n",
+       "118         0.024  \n",
+       "212         0.019  \n",
+       "68          0.015  \n",
+       "210         0.012  \n",
+       "160         0.009  \n",
+       "..            ...  \n",
+       "364         0.000  \n",
+       "443         0.000  \n",
+       "375         0.000  \n",
+       "260         0.000  \n",
+       "484         0.000  \n",
+       "\n",
+       "[544 rows x 4 columns]"
+      ]
+     },
+     "execution_count": 24,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "nb_tickets_per_events = df_product.groupby(['name_event_types', 'name_events'])['ticket_id'].count().reset_index().sort_values('ticket_id', ascending = False)\n",
+    "nb_tickets_per_events['prop_tickets'] = round(nb_tickets_per_events['ticket_id']/len(df_product), 3)\n",
+    "nb_tickets_per_events"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "6a38ff60-b608-43a0-9e18-4cd2bcbcea70",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
   {
    "cell_type": "markdown",
    "id": "1ede9eaa-7f0a-4856-9349-b2747d6a4901",