diff --git a/Traitement_Fanta.ipynb b/Traitement_Fanta.ipynb
index de6fb2a..c4e77d9 100644
--- a/Traitement_Fanta.ipynb
+++ b/Traitement_Fanta.ipynb
@@ -1352,463 +1352,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": 74,
    "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\"))"
+    "base1=products.merge(pricing_formulas, how='left', left_on= 'pricing_formula_id', right_on= 'id',  suffixes = (\"_products\", \"_pricing_formula\"))"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 75,
    "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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-       "      <td>2023-10-31 06:06:49.081039+01:00</td>\n",
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-       "</table>\n",
-       "<p>187396 rows × 29 columns</p>\n",
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-      "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": {
@@ -1969,271 +1526,479 @@
        "      <td>NaN</td>\n",
        "      <td>722a8610e4391c27f2ec6f1224b42b3d</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",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>94798</th>\n",
-       "      <td>388554</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>False</td>\n",
-       "      <td>181331</td>\n",
-       "      <td>3153</td>\n",
-       "      <td>2023-04-05 03:34:01.850415+02:00</td>\n",
-       "      <td>2023-04-05 03:34:01.850415+02:00</td>\n",
-       "      <td>9</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>387862</td>\n",
-       "      <td>1</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>64147cc47279f4b1b76814b9f7f20619</td>\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>94799</th>\n",
-       "      <td>388555</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>False</td>\n",
-       "      <td>181331</td>\n",
-       "      <td>20441</td>\n",
-       "      <td>2023-04-05 03:34:01.853121+02:00</td>\n",
-       "      <td>2023-04-05 03:34:01.853121+02:00</td>\n",
-       "      <td>17</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>387863</td>\n",
-       "      <td>1</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>93ec10028cfa7557a8788dd2fb4f6a17</td>\n",
-       "      <td>20441</td>\n",
-       "      <td>visite scolaire rep1h30</td>\n",
-       "      <td>2021-12-17 05:15:30.142593+01:00</td>\n",
-       "      <td>2022-02-18 15:55:03.576236+01:00</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>6844d69dcb1178aa9e04567bce71df1f</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>94800</th>\n",
-       "      <td>388556</td>\n",
-       "      <td>70.0</td>\n",
-       "      <td>False</td>\n",
-       "      <td>181332</td>\n",
-       "      <td>17798</td>\n",
-       "      <td>2023-04-05 03:34:01.855466+02:00</td>\n",
-       "      <td>2023-04-05 03:34:01.855466+02:00</td>\n",
-       "      <td>17</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>387864</td>\n",
-       "      <td>1</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>a0cc8e58412502e24e38dfeded032485</td>\n",
-       "      <td>17798</td>\n",
-       "      <td>visite scolaire 1h30</td>\n",
-       "      <td>2021-09-30 08:15:49.172362+02:00</td>\n",
-       "      <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",
-       "      <td>181332</td>\n",
-       "      <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",
-       "      <td>387865</td>\n",
-       "      <td>1</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>94532a14d98637ac9ee2b7d9aedad188</td>\n",
-       "      <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",
+       "   id_products  amount  is_full_price  representation_id  pricing_formula_id  \\\n",
+       "0        10682     9.0          False                914                 114   \n",
+       "1          478     9.5          False                273                 131   \n",
+       "2        20873    11.5          False                275                 137   \n",
+       "3       157142     8.0          False              82519                   9   \n",
+       "4         1341     8.5          False                  9                  93   \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",
+       "                created_at_products               updated_at_products  \\\n",
+       "0  2020-09-03 14:09:43.119798+02:00  2020-09-03 14:09:43.119798+02:00   \n",
+       "1  2020-09-03 13:21:22.711773+02:00  2020-09-03 13:21:22.711773+02:00   \n",
+       "2  2020-09-03 14:46:33.589030+02:00  2020-09-03 14:46:33.589030+02:00   \n",
+       "3  2022-01-28 19:29:23.525722+01:00  2022-01-28 19:29:23.525722+01:00   \n",
+       "4  2020-09-03 13:29:30.773089+02:00  2020-09-03 13:29:30.773089+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",
+       "   category_id  apply_price  products_group_id  product_pack_id  \\\n",
+       "0           41          0.0              10655                1   \n",
+       "1            1          0.0                471                1   \n",
+       "2            1          0.0              20825                1   \n",
+       "3            5          0.0             156773                1   \n",
+       "4            1          0.0               1175                1   \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",
+       "   extra_field_products  amount_consumption               identifier_products  \\\n",
+       "0                   NaN                 NaN  35c88f2db8a63d7474e46eb8ca9260e7   \n",
+       "1                   NaN                 NaN  8a179671ab198e570e6a104c4451379f   \n",
+       "2                   NaN                 NaN  ee83779ce29e67ad251e40234b426d6a   \n",
+       "3                   NaN                 NaN  d865383579314b791aa4bcf3fb418f17   \n",
+       "4                   NaN                 NaN  f1c4689bc47dee6f60b56d74b593dd46   \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",
+       "   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",
-       "       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",
+       "         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",
-       "             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]"
+       "   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  "
       ]
      },
-     "execution_count": 24,
+     "execution_count": 75,
      "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 = (\"\", \"\"))"
+    "base1.head(5)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 77,
+   "id": "d8ef07cf-29a3-40fb-a3d7-bf32a729c053",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "id                    0\n",
+       "percent_price         0\n",
+       "max_price             0\n",
+       "min_price             0\n",
+       "category_id           0\n",
+       "pricing_formula_id    0\n",
+       "representation_id     0\n",
+       "created_at            0\n",
+       "updated_at            0\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 77,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "products_groups.isna().sum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 78,
+   "id": "75be3a30-3114-432d-87d6-697533c3c871",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#Merge2 entre base1 et products_groups\n",
+    "base2=base1.merge(products_groups, how='left', left_on= 'id_pricing_formula', right_on= 'id',  suffixes = (\"_merge2\", \"_product_group\"))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 81,
+   "id": "34a169c6-07a8-4ac3-a9e1-d7e7461f7310",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#Merge3 entre base2 et type_of_pricing_formulas\n",
+    "base3=base2.merge(type_of_pricing_formulas, how='left', left_on= 'id_pricing_formula', right_on= 'pricing_formula_id',  suffixes = (\"_merge3\", \"_type_of_pricing_f\"))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 82,
+   "id": "508a8082-da34-4d2f-bfa9-9ca7703c3fda",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "id                    0\n",
+       "type_of_id            0\n",
+       "pricing_formula_id    0\n",
+       "created_at            0\n",
+       "updated_at            0\n",
+       "identifier            0\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 82,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "type_of_pricing_formulas.isna().sum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 83,
+   "id": "0e255d11-57eb-47ca-afd3-31f59b8d8822",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "id                        0\n",
+       "amount                    0\n",
+       "is_full_price             0\n",
+       "representation_id         0\n",
+       "pricing_formula_id        0\n",
+       "created_at                0\n",
+       "updated_at                0\n",
+       "category_id               0\n",
+       "apply_price               0\n",
+       "products_group_id         0\n",
+       "product_pack_id           0\n",
+       "extra_field           94803\n",
+       "amount_consumption    94803\n",
+       "identifier                0\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 83,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "products.isna().sum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 84,
+   "id": "3f034e65-1b33-4908-b7e6-60660ef251c6",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "id            0\n",
+       "name          1\n",
+       "type_of       0\n",
+       "created_at    0\n",
+       "updated_at    0\n",
+       "identifier    0\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 84,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "product_packs.isna().sum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 85,
+   "id": "f44f40d2-5304-4931-b7e6-fcc06b2657b6",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#Merge4 entre base3 et type_of_pricing_formulas\n",
+    "base4=base3.merge(product_packs, how='left', left_on= 'product_pack_id', right_on= 'id',  suffixes = (\"_merge4\", \"_product_pack\"))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 87,
+   "id": "a28772c3-7bc1-46b4-acc8-1388dc60ec98",
+   "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_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",
+       "      <th>created_at_products</th>\n",
+       "      <th>updated_at_products</th>\n",
+       "      <th>category_id_merge2</th>\n",
+       "      <th>apply_price</th>\n",
+       "      <th>products_group_id</th>\n",
+       "      <th>...</th>\n",
+       "      <th>pricing_formula_id</th>\n",
+       "      <th>created_at_type_of_pricing_f</th>\n",
+       "      <th>updated_at_type_of_pricing_f</th>\n",
+       "      <th>identifier_merge4</th>\n",
+       "      <th>id</th>\n",
+       "      <th>name_product_pack</th>\n",
+       "      <th>type_of</th>\n",
+       "      <th>created_at</th>\n",
+       "      <th>updated_at</th>\n",
+       "      <th>identifier_product_pack</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
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+       "      <td>9.0</td>\n",
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+       "      <td>114.0</td>\n",
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+       "      <td>a764b4bf13a360c7ac2a35ec4ca96c95</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>478</td>\n",
+       "      <td>9.5</td>\n",
+       "      <td>False</td>\n",
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+       "      <td>2020-09-03 13:21:22.711773+02:00</td>\n",
+       "      <td>2020-09-03 13:21:22.711773+02:00</td>\n",
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+       "      <td>471</td>\n",
+       "      <td>...</td>\n",
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+       "      <td>2021-02-05 11:52:05.923905+01:00</td>\n",
+       "      <td>0aceb248607671792298436004b95275</td>\n",
+       "      <td>1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2020-09-03 13:11:24.501197+02:00</td>\n",
+       "      <td>2020-09-03 13:11:24.501197+02:00</td>\n",
+       "      <td>a764b4bf13a360c7ac2a35ec4ca96c95</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",
+       "      <td>137</td>\n",
+       "      <td>2020-09-03 14:46:33.589030+02:00</td>\n",
+       "      <td>2020-09-03 14:46:33.589030+02:00</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>20825</td>\n",
+       "      <td>...</td>\n",
+       "      <td>137.0</td>\n",
+       "      <td>2021-02-05 11:52:05.939898+01:00</td>\n",
+       "      <td>2021-02-05 11:52:05.939898+01:00</td>\n",
+       "      <td>93002d4637331edd81ffc28b6e8e89c0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2020-09-03 13:11:24.501197+02:00</td>\n",
+       "      <td>2020-09-03 13:11:24.501197+02:00</td>\n",
+       "      <td>a764b4bf13a360c7ac2a35ec4ca96c95</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>157142</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>82519</td>\n",
+       "      <td>9</td>\n",
+       "      <td>2022-01-28 19:29:23.525722+01:00</td>\n",
+       "      <td>2022-01-28 19:29:23.525722+01:00</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>156773</td>\n",
+       "      <td>...</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>2021-02-05 11:52:06.107939+01:00</td>\n",
+       "      <td>2021-02-05 11:52:06.107939+01:00</td>\n",
+       "      <td>7d0b25bdfff9f366da8be820608c8191</td>\n",
+       "      <td>1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2020-09-03 13:11:24.501197+02:00</td>\n",
+       "      <td>2020-09-03 13:11:24.501197+02:00</td>\n",
+       "      <td>a764b4bf13a360c7ac2a35ec4ca96c95</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>1341</td>\n",
+       "      <td>8.5</td>\n",
+       "      <td>False</td>\n",
+       "      <td>9</td>\n",
+       "      <td>93</td>\n",
+       "      <td>2020-09-03 13:29:30.773089+02:00</td>\n",
+       "      <td>2020-09-03 13:29:30.773089+02:00</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1175</td>\n",
+       "      <td>...</td>\n",
+       "      <td>93.0</td>\n",
+       "      <td>2021-02-05 11:52:06.004162+01:00</td>\n",
+       "      <td>2021-02-05 11:52:06.004162+01:00</td>\n",
+       "      <td>1dbb0795e8f47cb75ba7cdb08c06be5f</td>\n",
+       "      <td>1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2020-09-03 13:11:24.501197+02:00</td>\n",
+       "      <td>2020-09-03 13:11:24.501197+02:00</td>\n",
+       "      <td>a764b4bf13a360c7ac2a35ec4ca96c95</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 41 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   id_products  amount  is_full_price  representation_id_merge2  \\\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",
+       "   pricing_formula_id_merge2               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",
+       "                updated_at_products  category_id_merge2  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",
+       "   products_group_id  ...  pricing_formula_id  \\\n",
+       "0              10655  ...               114.0   \n",
+       "1                471  ...               131.0   \n",
+       "2              20825  ...               137.0   \n",
+       "3             156773  ...                 9.0   \n",
+       "4               1175  ...                93.0   \n",
+       "\n",
+       "       created_at_type_of_pricing_f      updated_at_type_of_pricing_f  \\\n",
+       "0  2021-02-15 17:02:27.395376+01:00  2021-02-15 17:02:27.395376+01:00   \n",
+       "1  2021-02-05 11:52:05.923905+01:00  2021-02-05 11:52:05.923905+01:00   \n",
+       "2  2021-02-05 11:52:05.939898+01:00  2021-02-05 11:52:05.939898+01:00   \n",
+       "3  2021-02-05 11:52:06.107939+01:00  2021-02-05 11:52:06.107939+01:00   \n",
+       "4  2021-02-05 11:52:06.004162+01:00  2021-02-05 11:52:06.004162+01:00   \n",
+       "\n",
+       "                  identifier_merge4  id name_product_pack type_of  \\\n",
+       "0  3706121eb9f43b635bef1433c06f679c   1               NaN       0   \n",
+       "1  0aceb248607671792298436004b95275   1               NaN       0   \n",
+       "2  93002d4637331edd81ffc28b6e8e89c0   1               NaN       0   \n",
+       "3  7d0b25bdfff9f366da8be820608c8191   1               NaN       0   \n",
+       "4  1dbb0795e8f47cb75ba7cdb08c06be5f   1               NaN       0   \n",
+       "\n",
+       "                         created_at                        updated_at  \\\n",
+       "0  2020-09-03 13:11:24.501197+02:00  2020-09-03 13:11:24.501197+02:00   \n",
+       "1  2020-09-03 13:11:24.501197+02:00  2020-09-03 13:11:24.501197+02:00   \n",
+       "2  2020-09-03 13:11:24.501197+02:00  2020-09-03 13:11:24.501197+02:00   \n",
+       "3  2020-09-03 13:11:24.501197+02:00  2020-09-03 13:11:24.501197+02:00   \n",
+       "4  2020-09-03 13:11:24.501197+02:00  2020-09-03 13:11:24.501197+02:00   \n",
+       "\n",
+       "            identifier_product_pack  \n",
+       "0  a764b4bf13a360c7ac2a35ec4ca96c95  \n",
+       "1  a764b4bf13a360c7ac2a35ec4ca96c95  \n",
+       "2  a764b4bf13a360c7ac2a35ec4ca96c95  \n",
+       "3  a764b4bf13a360c7ac2a35ec4ca96c95  \n",
+       "4  a764b4bf13a360c7ac2a35ec4ca96c95  \n",
+       "\n",
+       "[5 rows x 41 columns]"
+      ]
+     },
+     "execution_count": 87,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "base4.head(5)"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "bad94144-2474-49dd-9133-ab6082565ff1",
+   "id": "03442997-806f-4285-a139-3bad46bb4522",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "d22a0d75-53c5-4b54-9060-c9e7c307fb13",
    "metadata": {},
    "outputs": [],
    "source": []