diff --git a/Traitement_Fanta.ipynb b/Traitement_Fanta.ipynb
index c373bd7..de6fb2a 100644
--- a/Traitement_Fanta.ipynb
+++ b/Traitement_Fanta.ipynb
@@ -10,7 +10,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 1,
    "id": "ae3af8e6-ced8-4994-8877-fa98d4297cc0",
    "metadata": {},
    "outputs": [],
@@ -29,7 +29,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 2,
    "id": "b6035982-9ff4-4013-9792-2d50e10db3d1",
    "metadata": {},
    "outputs": [
@@ -66,7 +66,7 @@
        " 'bdc2324-data/1/1type_ofs.csv']"
       ]
      },
-     "execution_count": 4,
+     "execution_count": 2,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -84,7 +84,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 3,
    "id": "b86c935d-124f-453f-80dd-83ea6770d09c",
    "metadata": {},
    "outputs": [],
@@ -94,7 +94,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 4,
    "id": "f6d0b27c-0ecd-406b-b042-6c3802dd68fd",
    "metadata": {},
    "outputs": [
@@ -102,7 +102,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/tmp/ipykernel_432/1008972637.py:5: DtypeWarning: Columns (1) have mixed types. Specify dtype option on import or set low_memory=False.\n",
+      "/tmp/ipykernel_447/1008972637.py:5: DtypeWarning: Columns (1) have mixed types. Specify dtype option on import or set low_memory=False.\n",
       "  globals()[nom_base] = pd.read_csv(file_in, sep=\",\")\n"
      ]
     }
@@ -117,7 +117,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 5,
    "id": "2a6b5e22-3370-457f-83b7-dd1e13663229",
    "metadata": {},
    "outputs": [
@@ -127,7 +127,7 @@
        "'bdc2324-data/1/1type_ofs.csv'"
       ]
      },
-     "execution_count": 7,
+     "execution_count": 5,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -190,7 +190,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 6,
    "id": "e0c67c01-e837-4772-b070-d1be0d895a36",
    "metadata": {},
    "outputs": [
@@ -206,7 +206,7 @@
        "dtype: int64"
       ]
      },
-     "execution_count": 8,
+     "execution_count": 6,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -219,7 +219,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 7,
    "id": "3eaffaa6-1164-4ee9-a671-8b5eb3df797d",
    "metadata": {},
    "outputs": [
@@ -387,7 +387,7 @@
        "[568 rows x 6 columns]"
       ]
      },
-     "execution_count": 10,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -398,7 +398,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 8,
    "id": "57298669-8d55-40d5-a5aa-4c5df984eec7",
    "metadata": {},
    "outputs": [
@@ -414,7 +414,7 @@
        "dtype: object"
       ]
      },
-     "execution_count": 9,
+     "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -427,7 +427,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 9,
    "id": "c11850cb-8833-44c0-a11d-9695d620a42b",
    "metadata": {},
    "outputs": [
@@ -471,7 +471,7 @@
        "Index: []"
       ]
      },
-     "execution_count": 12,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -491,7 +491,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 10,
    "id": "89909175-6734-4e8e-8632-d6f8ca812388",
    "metadata": {},
    "outputs": [
@@ -510,7 +510,7 @@
        "dtype: int64"
       ]
      },
-     "execution_count": 14,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -523,7 +523,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 11,
    "id": "6a187170-96c4-48d2-9568-b270f67e2c27",
    "metadata": {},
    "outputs": [
@@ -542,7 +542,7 @@
        "dtype: object"
       ]
      },
-     "execution_count": 15,
+     "execution_count": 11,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -555,7 +555,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 12,
    "id": "2fba2cb0-a6a4-43b2-a854-3be07939c28b",
    "metadata": {},
    "outputs": [
@@ -602,7 +602,7 @@
        "Index: []"
       ]
      },
-     "execution_count": 17,
+     "execution_count": 12,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -622,7 +622,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 13,
    "id": "3383a773-0817-4b23-84e7-8d5d0c74b179",
    "metadata": {},
    "outputs": [
@@ -803,7 +803,7 @@
        "[556 rows x 6 columns]"
       ]
      },
-     "execution_count": 21,
+     "execution_count": 13,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -814,7 +814,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 14,
    "id": "d8130c73-6c5f-45b1-93ae-db7679c8ca56",
    "metadata": {},
    "outputs": [
@@ -830,7 +830,7 @@
        "dtype: float64"
       ]
      },
-     "execution_count": 20,
+     "execution_count": 14,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -843,7 +843,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 15,
    "id": "44f1dbfd-c3cf-464b-9877-f37fcc61da92",
    "metadata": {},
    "outputs": [
@@ -859,7 +859,7 @@
        "dtype: object"
       ]
      },
-     "execution_count": 22,
+     "execution_count": 15,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -872,7 +872,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 16,
    "id": "6784b41b-da74-4fae-832e-16641ae710c1",
    "metadata": {},
    "outputs": [
@@ -916,7 +916,7 @@
        "Index: []"
       ]
      },
-     "execution_count": 23,
+     "execution_count": 16,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -936,7 +936,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 17,
    "id": "e36b07a7-4f0b-4711-86a0-12a1d8158eef",
    "metadata": {},
    "outputs": [
@@ -952,7 +952,7 @@
        "dtype: float64"
       ]
      },
-     "execution_count": 24,
+     "execution_count": 17,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -965,7 +965,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 18,
    "id": "8707396a-f86b-476d-a9f9-c39f8de1d02e",
    "metadata": {},
    "outputs": [
@@ -981,7 +981,7 @@
        "dtype: object"
       ]
      },
-     "execution_count": 25,
+     "execution_count": 18,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -994,7 +994,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 19,
    "id": "4b102bd3-924b-43da-8915-be7664c23f97",
    "metadata": {},
    "outputs": [
@@ -1038,7 +1038,7 @@
        "Index: []"
       ]
      },
-     "execution_count": 26,
+     "execution_count": 19,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1058,7 +1058,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": 20,
    "id": "968beb24-f70c-4eb6-8b1e-4b04bc7fe9c9",
    "metadata": {},
    "outputs": [
@@ -1082,7 +1082,7 @@
        "dtype: float64"
       ]
      },
-     "execution_count": 28,
+     "execution_count": 20,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1095,7 +1095,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": 21,
    "id": "15bc6ac6-67e8-4e2c-9641-7ee8bb2581a3",
    "metadata": {},
    "outputs": [
@@ -1119,7 +1119,7 @@
        "dtype: object"
       ]
      },
-     "execution_count": 29,
+     "execution_count": 21,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1130,6 +1130,208 @@
     "products.dtypes"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "7daa4f1a-e429-4daf-a2e1-1e311b487e09",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#dic_prod_princing=['type_of_pricing_formulas','products_groups','pricing_formulas','product_packs','products']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "id": "dc12b746-6708-4708-826a-acb5a8e665a1",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>id</th>\n",
+       "      <th>name</th>\n",
+       "      <th>created_at</th>\n",
+       "      <th>updated_at</th>\n",
+       "      <th>extra_field</th>\n",
+       "      <th>identifier</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>41909</td>\n",
+       "      <td>visite mécènes 1h30</td>\n",
+       "      <td>2022-07-08 07:08:26.802266+02:00</td>\n",
+       "      <td>2022-07-08 07:08:26.802266+02:00</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>21d4b0043c12b21952b0797d140991a1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>502</td>\n",
+       "      <td>entree mucem tp( expo picasso)</td>\n",
+       "      <td>2020-09-03 13:43:59.816765+02:00</td>\n",
+       "      <td>2022-02-18 15:57:55.792581+01:00</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>223b09e6c3f1f75dbf8df019af97a555</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>504</td>\n",
+       "      <td>nombre de personnes cinema</td>\n",
+       "      <td>2020-09-03 13:43:59.818198+02:00</td>\n",
+       "      <td>2021-01-25 19:16:05.187114+01:00</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>ba33b7b6d225a75d713a356b49c4d915</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>117</td>\n",
+       "      <td>spectacle tarif e famille tr</td>\n",
+       "      <td>2020-09-03 13:21:21.400249+02:00</td>\n",
+       "      <td>2023-03-13 11:30:29.525335+01:00</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>a00b61ad933518856f86e63ca91a5750</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>1496</td>\n",
+       "      <td>billet nb famille mecene 1a</td>\n",
+       "      <td>2020-09-03 14:29:33.320952+02:00</td>\n",
+       "      <td>2021-01-25 19:23:06.816402+01:00</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>7f6013803c242253a5ccde80f780984f</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",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>551</th>\n",
+       "      <td>529</td>\n",
+       "      <td>billet nb expo gr</td>\n",
+       "      <td>2020-09-03 13:43:59.835944+02:00</td>\n",
+       "      <td>2022-02-18 15:57:55.792581+01:00</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>7d888e42abe101fc8b21dc88948c8b74</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>552</th>\n",
+       "      <td>3153</td>\n",
+       "      <td>nb pers visite scolaire rep</td>\n",
+       "      <td>2020-09-03 16:32:37.068864+02:00</td>\n",
+       "      <td>2022-02-18 15:57:55.792581+01:00</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>3cf21731c25eee650d5b232ee4780563</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>553</th>\n",
+       "      <td>5847</td>\n",
+       "      <td>visite scolaire rep1h00</td>\n",
+       "      <td>2021-06-09 18:10:49.742531+02:00</td>\n",
+       "      <td>2022-02-18 15:55:03.576236+01:00</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>a7bb5a6892d55f0d5ee4ce5786ae5fc6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>554</th>\n",
+       "      <td>5840</td>\n",
+       "      <td>france billet - entree ts</td>\n",
+       "      <td>2021-06-09 18:10:49.737576+02:00</td>\n",
+       "      <td>2022-02-18 16:16:00.199543+01:00</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>4c53016fc65847646f600eff853593e5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>555</th>\n",
+       "      <td>5863</td>\n",
+       "      <td>france billet - entree tp</td>\n",
+       "      <td>2021-06-09 18:12:49.269924+02:00</td>\n",
+       "      <td>2022-02-18 16:16:00.199543+01:00</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>90e642c0e1ef6bc9f2bc43089798de00</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>556 rows × 6 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        id                            name                        created_at  \\\n",
+       "0    41909             visite mécènes 1h30  2022-07-08 07:08:26.802266+02:00   \n",
+       "1      502  entree mucem tp( expo picasso)  2020-09-03 13:43:59.816765+02:00   \n",
+       "2      504      nombre de personnes cinema  2020-09-03 13:43:59.818198+02:00   \n",
+       "3      117    spectacle tarif e famille tr  2020-09-03 13:21:21.400249+02:00   \n",
+       "4     1496     billet nb famille mecene 1a  2020-09-03 14:29:33.320952+02:00   \n",
+       "..     ...                             ...                               ...   \n",
+       "551    529               billet nb expo gr  2020-09-03 13:43:59.835944+02:00   \n",
+       "552   3153     nb pers visite scolaire rep  2020-09-03 16:32:37.068864+02:00   \n",
+       "553   5847         visite scolaire rep1h00  2021-06-09 18:10:49.742531+02:00   \n",
+       "554   5840       france billet - entree ts  2021-06-09 18:10:49.737576+02:00   \n",
+       "555   5863       france billet - entree tp  2021-06-09 18:12:49.269924+02:00   \n",
+       "\n",
+       "                           updated_at  extra_field  \\\n",
+       "0    2022-07-08 07:08:26.802266+02:00          NaN   \n",
+       "1    2022-02-18 15:57:55.792581+01:00          NaN   \n",
+       "2    2021-01-25 19:16:05.187114+01:00          NaN   \n",
+       "3    2023-03-13 11:30:29.525335+01:00          NaN   \n",
+       "4    2021-01-25 19:23:06.816402+01:00          NaN   \n",
+       "..                                ...          ...   \n",
+       "551  2022-02-18 15:57:55.792581+01:00          NaN   \n",
+       "552  2022-02-18 15:57:55.792581+01:00          NaN   \n",
+       "553  2022-02-18 15:55:03.576236+01:00          NaN   \n",
+       "554  2022-02-18 16:16:00.199543+01:00          NaN   \n",
+       "555  2022-02-18 16:16:00.199543+01:00          NaN   \n",
+       "\n",
+       "                           identifier  \n",
+       "0    21d4b0043c12b21952b0797d140991a1  \n",
+       "1    223b09e6c3f1f75dbf8df019af97a555  \n",
+       "2    ba33b7b6d225a75d713a356b49c4d915  \n",
+       "3    a00b61ad933518856f86e63ca91a5750  \n",
+       "4    7f6013803c242253a5ccde80f780984f  \n",
+       "..                                ...  \n",
+       "551  7d888e42abe101fc8b21dc88948c8b74  \n",
+       "552  3cf21731c25eee650d5b232ee4780563  \n",
+       "553  a7bb5a6892d55f0d5ee4ce5786ae5fc6  \n",
+       "554  4c53016fc65847646f600eff853593e5  \n",
+       "555  90e642c0e1ef6bc9f2bc43089798de00  \n",
+       "\n",
+       "[556 rows x 6 columns]"
+      ]
+     },
+     "execution_count": 26,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "pricing_formulas"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "46aad10f-8530-410e-872b-bb253c553a46",
@@ -1141,9 +1343,899 @@
   {
    "cell_type": "code",
    "execution_count": null,
+   "id": "a4c3edd1-6d58-4c57-b3e4-0ef3529f6b8c",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#dic_prod_princing=['type_of_pricing_formulas','products_groups','pricing_formulas','product_packs','products']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
    "id": "eac537e1-bbad-45bc-a85c-12b675da1088",
    "metadata": {},
    "outputs": [],
+   "source": [
+    "#Merge1 entre products et pricing_formulas\n",
+    "base1=products.merge(pricing_formulas, how='outer', left_on= 'pricing_formula_id', right_on= 'id',  suffixes = (\"_products\", \"_pricing_formula\"))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "7dd0bdae-c1c5-44ba-a446-42b28def2343",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "id": "75be3a30-3114-432d-87d6-697533c3c871",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#Merge2 entre products et pricing_formulas\n",
+    "base2=base1.merge(products_groups, how='outer', left_on= 'pricing_formula_id', right_on= 'id',  suffixes = (\"_merge2\", \"_product_group\"))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "id": "13f4e606-3678-476c-8b8f-9d3f1123e563",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
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+       "      <th></th>\n",
+       "      <th>id_products</th>\n",
+       "      <th>amount</th>\n",
+       "      <th>is_full_price</th>\n",
+       "      <th>representation_id_merge2</th>\n",
+       "      <th>pricing_formula_id_merge2</th>\n",
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+       "      <th>updated_at_products</th>\n",
+       "      <th>category_id_merge2</th>\n",
+       "      <th>apply_price</th>\n",
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+       "      <th>...</th>\n",
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+       "      <th>id</th>\n",
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+       "      <th>min_price</th>\n",
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+       "      <td>2020-09-03 13:21:21.456941+02:00</td>\n",
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+       "      <td>2020-09-03 13:21:21.456941+02:00</td>\n",
+       "    </tr>\n",
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+       "      <th>2</th>\n",
+       "      <td>3703.0</td>\n",
+       "      <td>9.0</td>\n",
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+       "      <td>2023-10-31 06:06:49.079215+01:00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>187395</th>\n",
+       "      <td>NaN</td>\n",
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+       "      <td>2023-10-31 06:06:49.081039+01:00</td>\n",
+       "      <td>2023-10-31 06:06:49.081039+01:00</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>187396 rows × 29 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        id_products  amount is_full_price  representation_id_merge2  \\\n",
+       "0           10682.0     9.0         False                     914.0   \n",
+       "1           23519.0     9.0         False                     866.0   \n",
+       "2            3703.0     9.0         False                    1949.0   \n",
+       "3           23527.0     9.0         False                    5573.0   \n",
+       "4            3712.0     9.0         False                     509.0   \n",
+       "...             ...     ...           ...                       ...   \n",
+       "187391          NaN     NaN           NaN                       NaN   \n",
+       "187392          NaN     NaN           NaN                       NaN   \n",
+       "187393          NaN     NaN           NaN                       NaN   \n",
+       "187394          NaN     NaN           NaN                       NaN   \n",
+       "187395          NaN     NaN           NaN                       NaN   \n",
+       "\n",
+       "        pricing_formula_id_merge2               created_at_products  \\\n",
+       "0                           114.0  2020-09-03 14:09:43.119798+02:00   \n",
+       "1                           114.0  2020-09-03 15:01:05.950869+02:00   \n",
+       "2                           114.0  2020-09-03 13:44:01.666354+02:00   \n",
+       "3                           114.0  2020-09-03 15:01:05.958931+02:00   \n",
+       "4                           114.0  2020-09-03 13:44:01.675588+02:00   \n",
+       "...                           ...                               ...   \n",
+       "187391                        NaN                               NaN   \n",
+       "187392                        NaN                               NaN   \n",
+       "187393                        NaN                               NaN   \n",
+       "187394                        NaN                               NaN   \n",
+       "187395                        NaN                               NaN   \n",
+       "\n",
+       "                     updated_at_products  category_id_merge2  apply_price  \\\n",
+       "0       2020-09-03 14:09:43.119798+02:00                41.0          0.0   \n",
+       "1       2020-09-03 15:01:05.950869+02:00                41.0          0.0   \n",
+       "2       2020-09-03 13:44:01.666354+02:00                41.0          0.0   \n",
+       "3       2020-09-03 15:01:05.958931+02:00                41.0          0.0   \n",
+       "4       2020-09-03 13:44:01.675588+02:00                41.0          0.0   \n",
+       "...                                  ...                 ...          ...   \n",
+       "187391                               NaN                 NaN          NaN   \n",
+       "187392                               NaN                 NaN          NaN   \n",
+       "187393                               NaN                 NaN          NaN   \n",
+       "187394                               NaN                 NaN          NaN   \n",
+       "187395                               NaN                 NaN          NaN   \n",
+       "\n",
+       "        products_group_id  ...        identifier_pricing_formula        id  \\\n",
+       "0                 10655.0  ...  039003ae0b0cd2df183786804b713470     114.0   \n",
+       "1                 23460.0  ...  039003ae0b0cd2df183786804b713470     114.0   \n",
+       "2                  3690.0  ...  039003ae0b0cd2df183786804b713470     114.0   \n",
+       "3                 23468.0  ...  039003ae0b0cd2df183786804b713470     114.0   \n",
+       "4                  3699.0  ...  039003ae0b0cd2df183786804b713470     114.0   \n",
+       "...                   ...  ...                               ...       ...   \n",
+       "187391                NaN  ...                               NaN  404833.0   \n",
+       "187392                NaN  ...                               NaN  404834.0   \n",
+       "187393                NaN  ...                               NaN  404835.0   \n",
+       "187394                NaN  ...                               NaN  404836.0   \n",
+       "187395                NaN  ...                               NaN  404837.0   \n",
+       "\n",
+       "        percent_price max_price  min_price category_id_product_group  \\\n",
+       "0               100.0       0.0        0.0                      16.0   \n",
+       "1               100.0       0.0        0.0                      16.0   \n",
+       "2               100.0       0.0        0.0                      16.0   \n",
+       "3               100.0       0.0        0.0                      16.0   \n",
+       "4               100.0       0.0        0.0                      16.0   \n",
+       "...               ...       ...        ...                       ...   \n",
+       "187391          100.0       0.0        0.0                       2.0   \n",
+       "187392          100.0       0.0        0.0                       5.0   \n",
+       "187393          100.0       0.0        0.0                       5.0   \n",
+       "187394          100.0       0.0        0.0                       5.0   \n",
+       "187395          100.0       0.0        0.0                       1.0   \n",
+       "\n",
+       "       pricing_formula_id_product_group representation_id_product_group  \\\n",
+       "0                                  79.0                            38.0   \n",
+       "1                                  79.0                            38.0   \n",
+       "2                                  79.0                            38.0   \n",
+       "3                                  79.0                            38.0   \n",
+       "4                                  79.0                            38.0   \n",
+       "...                                 ...                             ...   \n",
+       "187391                              4.0                        188494.0   \n",
+       "187392                           2799.0                        188494.0   \n",
+       "187393                           5676.0                        188494.0   \n",
+       "187394                             32.0                        189434.0   \n",
+       "187395                           6656.0                        189434.0   \n",
+       "\n",
+       "                              created_at                        updated_at  \n",
+       "0       2020-09-03 13:21:21.456941+02:00  2020-09-03 13:21:21.456941+02:00  \n",
+       "1       2020-09-03 13:21:21.456941+02:00  2020-09-03 13:21:21.456941+02:00  \n",
+       "2       2020-09-03 13:21:21.456941+02:00  2020-09-03 13:21:21.456941+02:00  \n",
+       "3       2020-09-03 13:21:21.456941+02:00  2020-09-03 13:21:21.456941+02:00  \n",
+       "4       2020-09-03 13:21:21.456941+02:00  2020-09-03 13:21:21.456941+02:00  \n",
+       "...                                  ...                               ...  \n",
+       "187391  2023-10-31 06:06:49.074426+01:00  2023-10-31 06:06:49.074426+01:00  \n",
+       "187392  2023-10-31 06:06:49.075541+01:00  2023-10-31 06:06:49.075541+01:00  \n",
+       "187393  2023-10-31 06:06:49.077170+01:00  2023-10-31 06:06:49.077170+01:00  \n",
+       "187394  2023-10-31 06:06:49.079215+01:00  2023-10-31 06:06:49.079215+01:00  \n",
+       "187395  2023-10-31 06:06:49.081039+01:00  2023-10-31 06:06:49.081039+01:00  \n",
+       "\n",
+       "[187396 rows x 29 columns]"
+      ]
+     },
+     "execution_count": 37,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "base2"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "id": "053a4829-b0e7-4c8f-80b2-e57e99cdcedc",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
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+       "\n",
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+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>id_products</th>\n",
+       "      <th>amount</th>\n",
+       "      <th>is_full_price</th>\n",
+       "      <th>representation_id</th>\n",
+       "      <th>pricing_formula_id</th>\n",
+       "      <th>created_at_products</th>\n",
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+       "      <th>products_group_id</th>\n",
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+       "      <th>amount_consumption</th>\n",
+       "      <th>identifier_products</th>\n",
+       "      <th>id_pricing_formula</th>\n",
+       "      <th>name</th>\n",
+       "      <th>created_at_pricing_formula</th>\n",
+       "      <th>updated_at_pricing_formula</th>\n",
+       "      <th>extra_field_pricing_formula</th>\n",
+       "      <th>identifier_pricing_formula</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>10682</td>\n",
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+       "      <td>2022-02-18 15:57:55.792581+01:00</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>039003ae0b0cd2df183786804b713470</td>\n",
+       "    </tr>\n",
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+       "      <th>1</th>\n",
+       "      <td>478</td>\n",
+       "      <td>9.5</td>\n",
+       "      <td>False</td>\n",
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+       "      <td>131</td>\n",
+       "      <td>billet mucem tp - picasso</td>\n",
+       "      <td>2020-09-03 13:21:21.410521+02:00</td>\n",
+       "      <td>2022-02-18 15:57:55.792581+01:00</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>916c92362b8e7767715bc966de43e32b</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>20873</td>\n",
+       "      <td>11.5</td>\n",
+       "      <td>False</td>\n",
+       "      <td>275</td>\n",
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+       "      <td>2020-09-03 14:46:33.589030+02:00</td>\n",
+       "      <td>1</td>\n",
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+       "      <td>137</td>\n",
+       "      <td>billet mucem tp - pic. + guide</td>\n",
+       "      <td>2020-09-03 13:21:21.414922+02:00</td>\n",
+       "      <td>2022-02-18 15:57:55.792581+01:00</td>\n",
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+       "      <td>2023-04-05 03:34:01.850415+02:00</td>\n",
+       "      <td>9</td>\n",
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+       "      <td>NaN</td>\n",
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+       "      <td>17</td>\n",
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+       "      <td>2022-02-18 15:55:03.576236+01:00</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>cfa6ba42e14f2a170a0fc566a183fe94</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>94801</th>\n",
+       "      <td>388557</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>False</td>\n",
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+       "      <td>3126</td>\n",
+       "      <td>2023-04-05 03:34:01.857441+02:00</td>\n",
+       "      <td>2023-04-05 03:34:01.857441+02:00</td>\n",
+       "      <td>9</td>\n",
+       "      <td>0.0</td>\n",
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+       "      <td>NaN</td>\n",
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+       "      <td>3126</td>\n",
+       "      <td>nb pers visite scolaire</td>\n",
+       "      <td>2020-09-03 16:31:39.822413+02:00</td>\n",
+       "      <td>2022-02-18 15:57:55.792581+01:00</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>ab5dbcde8e5e1fce29737070bce06799</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>94802</th>\n",
+       "      <td>388526</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>181318</td>\n",
+       "      <td>96</td>\n",
+       "      <td>2023-04-04 06:06:31.784073+02:00</td>\n",
+       "      <td>2023-04-04 06:06:31.784073+02:00</td>\n",
+       "      <td>39</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>387834</td>\n",
+       "      <td>1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>4c1ee03106e34585d57d96da5e7c5f50</td>\n",
+       "      <td>96</td>\n",
+       "      <td>visite guidée indiv tu</td>\n",
+       "      <td>2020-09-03 13:21:21.384812+02:00</td>\n",
+       "      <td>2022-02-18 15:57:55.792581+01:00</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>62fd9a5b40c116e45eda51222d135dfd</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>94803 rows × 20 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       id_products  amount  is_full_price  representation_id  \\\n",
+       "0            10682     9.0          False                914   \n",
+       "1              478     9.5          False                273   \n",
+       "2            20873    11.5          False                275   \n",
+       "3           157142     8.0          False              82519   \n",
+       "4             1341     8.5          False                  9   \n",
+       "...            ...     ...            ...                ...   \n",
+       "94798       388554     0.0          False             181331   \n",
+       "94799       388555     0.0          False             181331   \n",
+       "94800       388556    70.0          False             181332   \n",
+       "94801       388557     0.0          False             181332   \n",
+       "94802       388526     5.0          False             181318   \n",
+       "\n",
+       "       pricing_formula_id               created_at_products  \\\n",
+       "0                     114  2020-09-03 14:09:43.119798+02:00   \n",
+       "1                     131  2020-09-03 13:21:22.711773+02:00   \n",
+       "2                     137  2020-09-03 14:46:33.589030+02:00   \n",
+       "3                       9  2022-01-28 19:29:23.525722+01:00   \n",
+       "4                      93  2020-09-03 13:29:30.773089+02:00   \n",
+       "...                   ...                               ...   \n",
+       "94798                3153  2023-04-05 03:34:01.850415+02:00   \n",
+       "94799               20441  2023-04-05 03:34:01.853121+02:00   \n",
+       "94800               17798  2023-04-05 03:34:01.855466+02:00   \n",
+       "94801                3126  2023-04-05 03:34:01.857441+02:00   \n",
+       "94802                  96  2023-04-04 06:06:31.784073+02:00   \n",
+       "\n",
+       "                    updated_at_products  category_id  apply_price  \\\n",
+       "0      2020-09-03 14:09:43.119798+02:00           41          0.0   \n",
+       "1      2020-09-03 13:21:22.711773+02:00            1          0.0   \n",
+       "2      2020-09-03 14:46:33.589030+02:00            1          0.0   \n",
+       "3      2022-01-28 19:29:23.525722+01:00            5          0.0   \n",
+       "4      2020-09-03 13:29:30.773089+02:00            1          0.0   \n",
+       "...                                 ...          ...          ...   \n",
+       "94798  2023-04-05 03:34:01.850415+02:00            9          0.0   \n",
+       "94799  2023-04-05 03:34:01.853121+02:00           17          0.0   \n",
+       "94800  2023-04-05 03:34:01.855466+02:00           17          0.0   \n",
+       "94801  2023-04-05 03:34:01.857441+02:00            9          0.0   \n",
+       "94802  2023-04-04 06:06:31.784073+02:00           39          0.0   \n",
+       "\n",
+       "       products_group_id  product_pack_id  extra_field_products  \\\n",
+       "0                  10655                1                   NaN   \n",
+       "1                    471                1                   NaN   \n",
+       "2                  20825                1                   NaN   \n",
+       "3                 156773                1                   NaN   \n",
+       "4                   1175                1                   NaN   \n",
+       "...                  ...              ...                   ...   \n",
+       "94798             387862                1                   NaN   \n",
+       "94799             387863                1                   NaN   \n",
+       "94800             387864                1                   NaN   \n",
+       "94801             387865                1                   NaN   \n",
+       "94802             387834                1                   NaN   \n",
+       "\n",
+       "       amount_consumption               identifier_products  \\\n",
+       "0                     NaN  35c88f2db8a63d7474e46eb8ca9260e7   \n",
+       "1                     NaN  8a179671ab198e570e6a104c4451379f   \n",
+       "2                     NaN  ee83779ce29e67ad251e40234b426d6a   \n",
+       "3                     NaN  d865383579314b791aa4bcf3fb418f17   \n",
+       "4                     NaN  f1c4689bc47dee6f60b56d74b593dd46   \n",
+       "...                   ...                               ...   \n",
+       "94798                 NaN  64147cc47279f4b1b76814b9f7f20619   \n",
+       "94799                 NaN  93ec10028cfa7557a8788dd2fb4f6a17   \n",
+       "94800                 NaN  a0cc8e58412502e24e38dfeded032485   \n",
+       "94801                 NaN  94532a14d98637ac9ee2b7d9aedad188   \n",
+       "94802                 NaN  4c1ee03106e34585d57d96da5e7c5f50   \n",
+       "\n",
+       "       id_pricing_formula                            name  \\\n",
+       "0                     114          visite guidée indiv tr   \n",
+       "1                     131       billet mucem tp - picasso   \n",
+       "2                     137  billet mucem tp - pic. + guide   \n",
+       "3                       9                 billet mucem ts   \n",
+       "4                      93         billet mucem tr + guide   \n",
+       "...                   ...                             ...   \n",
+       "94798                3153     nb pers visite scolaire rep   \n",
+       "94799               20441         visite scolaire rep1h30   \n",
+       "94800               17798            visite scolaire 1h30   \n",
+       "94801                3126         nb pers visite scolaire   \n",
+       "94802                  96          visite guidée indiv tu   \n",
+       "\n",
+       "             created_at_pricing_formula        updated_at_pricing_formula  \\\n",
+       "0      2020-09-03 13:21:21.397923+02:00  2022-02-18 15:57:55.792581+01:00   \n",
+       "1      2020-09-03 13:21:21.410521+02:00  2022-02-18 15:57:55.792581+01:00   \n",
+       "2      2020-09-03 13:21:21.414922+02:00  2022-02-18 15:57:55.792581+01:00   \n",
+       "3      2020-09-03 13:11:23.997074+02:00  2022-02-18 15:57:55.792581+01:00   \n",
+       "4      2020-09-03 13:21:21.382586+02:00  2022-02-18 15:57:55.792581+01:00   \n",
+       "...                                 ...                               ...   \n",
+       "94798  2020-09-03 16:32:37.068864+02:00  2022-02-18 15:57:55.792581+01:00   \n",
+       "94799  2021-12-17 05:15:30.142593+01:00  2022-02-18 15:55:03.576236+01:00   \n",
+       "94800  2021-09-30 08:15:49.172362+02:00  2022-02-18 15:55:03.576236+01:00   \n",
+       "94801  2020-09-03 16:31:39.822413+02:00  2022-02-18 15:57:55.792581+01:00   \n",
+       "94802  2020-09-03 13:21:21.384812+02:00  2022-02-18 15:57:55.792581+01:00   \n",
+       "\n",
+       "       extra_field_pricing_formula        identifier_pricing_formula  \n",
+       "0                              NaN  039003ae0b0cd2df183786804b713470  \n",
+       "1                              NaN  916c92362b8e7767715bc966de43e32b  \n",
+       "2                              NaN  91dd2ee46f5f2d78af989019ebd60a60  \n",
+       "3                              NaN  37532348a1f1ef1cb916c55ebaf8345c  \n",
+       "4                              NaN  722a8610e4391c27f2ec6f1224b42b3d  \n",
+       "...                            ...                               ...  \n",
+       "94798                          NaN  3cf21731c25eee650d5b232ee4780563  \n",
+       "94799                          NaN  6844d69dcb1178aa9e04567bce71df1f  \n",
+       "94800                          NaN  cfa6ba42e14f2a170a0fc566a183fe94  \n",
+       "94801                          NaN  ab5dbcde8e5e1fce29737070bce06799  \n",
+       "94802                          NaN  62fd9a5b40c116e45eda51222d135dfd  \n",
+       "\n",
+       "[94803 rows x 20 columns]"
+      ]
+     },
+     "execution_count": 24,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "#Merge2 entre products et pricing_formulas\n",
+    "base2=base1.merge(pricing_formulas, how='left', left_on= 'id_pricing_formula', right_on= 'id',  suffixes = (\"\", \"\"))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "bad94144-2474-49dd-9133-ab6082565ff1",
+   "metadata": {},
+   "outputs": [],
    "source": []
   }
  ],