diff --git a/code_base_train_test.ipynb b/code_base_train_test.ipynb
index b7e6578..23cdb2d 100644
--- a/code_base_train_test.ipynb
+++ b/code_base_train_test.ipynb
@@ -310,7 +310,50 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 10,
+   "id": "f8546992-f425-4d1e-ad75-ad26a8052a18",
+   "metadata": {},
+   "outputs": [
+    {
+     "ename": "NameError",
+     "evalue": "name 'projet' is not defined",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
+      "Cell \u001b[0;32mIn[10], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[43mprojet\u001b[49m\u001b[38;5;241m-\u001b[39mbdc2324\u001b[38;5;241m-\u001b[39mteam1\u001b[38;5;241m/\u001b[39mGeneralization\u001b[38;5;241m/\u001b[39mmusique\u001b[38;5;241m/\u001b[39mTrain_test\n",
+      "\u001b[0;31mNameError\u001b[0m: name 'projet' is not defined"
+     ]
+    }
+   ],
+   "source": [
+    "projet-bdc2324-team1/Generalization/musique/Train_test"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "0dd34710-6da2-4438-9e1d-0ac092c1d28c",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(343126, 41)"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "dataset_train.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
    "id": "a3bfeeb6-2db0-4f1d-866c-8721343e97c5",
    "metadata": {},
    "outputs": [
@@ -361,7 +404,7 @@
        "dtype: float64"
       ]
      },
-     "execution_count": 6,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -372,422 +415,25 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
-   "id": "a4c4e994-231b-4467-aa1b-0a5283c59dd5",
+   "execution_count": 8,
+   "id": "75f9a672-641f-49a2-a8d6-7673845506f5",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>customer_id</th>\n",
-       "      <th>nb_tickets</th>\n",
-       "      <th>nb_purchases</th>\n",
-       "      <th>total_amount</th>\n",
-       "      <th>nb_suppliers</th>\n",
-       "      <th>vente_internet_max</th>\n",
-       "      <th>purchase_date_min</th>\n",
-       "      <th>purchase_date_max</th>\n",
-       "      <th>time_between_purchase</th>\n",
-       "      <th>nb_tickets_internet</th>\n",
-       "      <th>...</th>\n",
-       "      <th>gender_label</th>\n",
-       "      <th>gender_female</th>\n",
-       "      <th>gender_male</th>\n",
-       "      <th>gender_other</th>\n",
-       "      <th>country_fr</th>\n",
-       "      <th>has_tags</th>\n",
-       "      <th>nb_campaigns</th>\n",
-       "      <th>nb_campaigns_opened</th>\n",
-       "      <th>time_to_open</th>\n",
-       "      <th>y_has_purchased</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>14_1</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>70.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1464.938449</td>\n",
-       "      <td>1464.938021</td>\n",
-       "      <td>0.000428</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>other</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1.0</td>\n",
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-       "      <td>9.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0 days 00:36:13</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>14_2</td>\n",
-       "      <td>7.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>145.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1466.030116</td>\n",
-       "      <td>365.335000</td>\n",
-       "      <td>1100.695116</td>\n",
-       "      <td>7.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>male</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
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-       "      <td>1</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>4.0</td>\n",
-       "      <td>0 days 02:30:09.250000</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>14_3</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>70.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1476.907894</td>\n",
-       "      <td>1476.907662</td>\n",
-       "      <td>0.000231</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>female</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>6.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0 days 20:58:45</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>14_4</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>32.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1465.907894</td>\n",
-       "      <td>1465.907465</td>\n",
-       "      <td>0.000428</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>male</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>6.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>NaT</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>14_5</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>70.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1465.373866</td>\n",
-       "      <td>1465.373819</td>\n",
-       "      <td>0.000046</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>female</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0</td>\n",
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-       "      <td>0.0</td>\n",
-       "      <td>NaT</td>\n",
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-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
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-       "      <td>...</td>\n",
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-       "      <td>male</td>\n",
-       "      <td>0</td>\n",
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-       "      <td>0.0</td>\n",
-       "      <td>NaT</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
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-       "      <td>14_6884749</td>\n",
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-       "      <td>male</td>\n",
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-       "    <tr>\n",
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-       "      <td>0.0</td>\n",
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-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>female</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>NaT</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>343125</th>\n",
-       "      <td>14_6884753</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>male</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>NaT</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>343126 rows × 41 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "       customer_id  nb_tickets  nb_purchases  total_amount  nb_suppliers  \\\n",
-       "0             14_1         2.0           2.0          70.0           1.0   \n",
-       "1             14_2         7.0           3.0         145.0           2.0   \n",
-       "2             14_3         2.0           2.0          70.0           1.0   \n",
-       "3             14_4         2.0           2.0          32.0           1.0   \n",
-       "4             14_5         2.0           2.0          70.0           1.0   \n",
-       "...            ...         ...           ...           ...           ...   \n",
-       "343121  14_6884748         0.0           0.0           0.0           0.0   \n",
-       "343122  14_6884749         0.0           0.0           0.0           0.0   \n",
-       "343123  14_6884750         0.0           0.0           0.0           0.0   \n",
-       "343124  14_6884751         0.0           0.0           0.0           0.0   \n",
-       "343125  14_6884753         0.0           0.0           0.0           0.0   \n",
-       "\n",
-       "        vente_internet_max  purchase_date_min  purchase_date_max  \\\n",
-       "0                      1.0        1464.938449        1464.938021   \n",
-       "1                      1.0        1466.030116         365.335000   \n",
-       "2                      1.0        1476.907894        1476.907662   \n",
-       "3                      1.0        1465.907894        1465.907465   \n",
-       "4                      1.0        1465.373866        1465.373819   \n",
-       "...                    ...                ...                ...   \n",
-       "343121                 0.0                NaN                NaN   \n",
-       "343122                 0.0                NaN                NaN   \n",
-       "343123                 0.0                NaN                NaN   \n",
-       "343124                 0.0                NaN                NaN   \n",
-       "343125                 0.0                NaN                NaN   \n",
-       "\n",
-       "        time_between_purchase  nb_tickets_internet  ...  gender_label  \\\n",
-       "0                    0.000428                  2.0  ...         other   \n",
-       "1                 1100.695116                  7.0  ...          male   \n",
-       "2                    0.000231                  2.0  ...        female   \n",
-       "3                    0.000428                  2.0  ...          male   \n",
-       "4                    0.000046                  2.0  ...        female   \n",
-       "...                       ...                  ...  ...           ...   \n",
-       "343121                    NaN                  0.0  ...          male   \n",
-       "343122                    NaN                  0.0  ...          male   \n",
-       "343123                    NaN                  0.0  ...          male   \n",
-       "343124                    NaN                  0.0  ...        female   \n",
-       "343125                    NaN                  0.0  ...          male   \n",
-       "\n",
-       "        gender_female  gender_male  gender_other  country_fr  has_tags  \\\n",
-       "0                   0            0             1         1.0         0   \n",
-       "1                   0            1             0         1.0         1   \n",
-       "2                   1            0             0         1.0         0   \n",
-       "3                   0            1             0         1.0         0   \n",
-       "4                   1            0             0         1.0         0   \n",
-       "...               ...          ...           ...         ...       ...   \n",
-       "343121              0            1             0         1.0         0   \n",
-       "343122              0            1             0         1.0         0   \n",
-       "343123              0            1             0         1.0         0   \n",
-       "343124              1            0             0         1.0         0   \n",
-       "343125              0            1             0         1.0         0   \n",
-       "\n",
-       "        nb_campaigns  nb_campaigns_opened           time_to_open  \\\n",
-       "0                9.0                  1.0        0 days 00:36:13   \n",
-       "1                9.0                  4.0 0 days 02:30:09.250000   \n",
-       "2                6.0                  1.0        0 days 20:58:45   \n",
-       "3                6.0                  0.0                    NaT   \n",
-       "4                7.0                  0.0                    NaT   \n",
-       "...              ...                  ...                    ...   \n",
-       "343121           0.0                  0.0                    NaT   \n",
-       "343122           0.0                  0.0                    NaT   \n",
-       "343123           0.0                  0.0                    NaT   \n",
-       "343124           0.0                  0.0                    NaT   \n",
-       "343125           0.0                  0.0                    NaT   \n",
-       "\n",
-       "        y_has_purchased  \n",
-       "0                   NaN  \n",
-       "1                   NaN  \n",
-       "2                   NaN  \n",
-       "3                   NaN  \n",
-       "4                   NaN  \n",
-       "...                 ...  \n",
-       "343121              NaN  \n",
-       "343122              NaN  \n",
-       "343123              NaN  \n",
-       "343124              NaN  \n",
-       "343125              NaN  \n",
-       "\n",
-       "[343126 rows x 41 columns]"
-      ]
-     },
-     "execution_count": 7,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
-    "dataset_test"
+    "#Creation de la variable dependante fictive: 1 si l'individu a effectué un achat au cours de la periode de train et 0 sinon\n",
+    "\n",
+    "dataset_train_modif=dataset_train\n"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "75f9a672-641f-49a2-a8d6-7673845506f5",
+   "id": "c121c1e2-d8e4-4b93-a882-9385581b63c9",
    "metadata": {},
    "outputs": [],
-   "source": []
+   "source": [
+    "dataset_train_modif[\""
+   ]
   }
  ],
  "metadata": {