diff --git a/Exploration_billet_AJ.ipynb b/Exploration_billet_AJ.ipynb
index eb9f6c1..099d3f6 100644
--- a/Exploration_billet_AJ.ipynb
+++ b/Exploration_billet_AJ.ipynb
@@ -10,7 +10,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 2,
    "id": "b1a5b9d3",
    "metadata": {},
    "outputs": [],
@@ -19,7 +19,8 @@
     "import numpy as np\n",
     "import os\n",
     "import s3fs\n",
-    "import re"
+    "import re\n",
+    "import warnings"
    ]
   },
   {
@@ -32,7 +33,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 3,
    "id": "1a094277",
    "metadata": {},
    "outputs": [],
@@ -54,7 +55,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 4,
    "id": "30d77451-2df6-4c07-8b15-66e0e990ff03",
    "metadata": {},
    "outputs": [],
@@ -73,7 +74,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 5,
    "id": "f1b44d3e-76bb-4860-b9db-a2840db7cf39",
    "metadata": {},
    "outputs": [],
@@ -96,7 +97,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 7,
    "id": "35da2e15-1e23-4653-a214-c6ff8f186e85",
    "metadata": {},
    "outputs": [
@@ -104,7 +105,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "File path :  projet-bdc2324-team1/0_Input/Company_5/customerplus_cleaned.csv\n"
+      "File path :  projet-bdc2324-team1/0_Input/Company_4/customerplus_cleaned.csv\n"
      ]
     },
     {
@@ -154,15 +155,15 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>6009745</td>\n",
-       "      <td>1372685</td>\n",
-       "      <td>NaN</td>\n",
+       "      <td>479734</td>\n",
+       "      <td>3587</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>184801.0</td>\n",
        "      <td>0</td>\n",
-       "      <td>1771</td>\n",
+       "      <td>1342</td>\n",
        "      <td>False</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>2</td>\n",
+       "      <td>0</td>\n",
        "      <td>True</td>\n",
        "      <td>...</td>\n",
        "      <td>NaN</td>\n",
@@ -174,19 +175,19 @@
        "      <td>0.0</td>\n",
        "      <td>0</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>af</td>\n",
+       "      <td>fr</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>6011228</td>\n",
-       "      <td>1372685</td>\n",
+       "      <td>1537</td>\n",
+       "      <td>1352</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td>1771</td>\n",
+       "      <td>1342</td>\n",
        "      <td>False</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>2</td>\n",
+       "      <td>0</td>\n",
        "      <td>True</td>\n",
        "      <td>...</td>\n",
        "      <td>NaN</td>\n",
@@ -198,19 +199,19 @@
        "      <td>0.0</td>\n",
        "      <td>0</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>af</td>\n",
+       "      <td>fr</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>6058950</td>\n",
-       "      <td>1372685</td>\n",
-       "      <td>NaN</td>\n",
+       "      <td>504615</td>\n",
+       "      <td>3587</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>152176.0</td>\n",
        "      <td>0</td>\n",
-       "      <td>1771</td>\n",
+       "      <td>1342</td>\n",
        "      <td>False</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>2</td>\n",
+       "      <td>0</td>\n",
        "      <td>True</td>\n",
        "      <td>...</td>\n",
        "      <td>NaN</td>\n",
@@ -222,16 +223,16 @@
        "      <td>0.0</td>\n",
        "      <td>0</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>af</td>\n",
+       "      <td>fr</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>6062404</td>\n",
-       "      <td>1372685</td>\n",
+       "      <td>3832780</td>\n",
+       "      <td>3587</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td>1771</td>\n",
+       "      <td>1342</td>\n",
        "      <td>False</td>\n",
        "      <td>NaN</td>\n",
        "      <td>2</td>\n",
@@ -246,28 +247,28 @@
        "      <td>0.0</td>\n",
        "      <td>0</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>af</td>\n",
+       "      <td>fr</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>250217</td>\n",
-       "      <td>78785</td>\n",
+       "      <td>3096540</td>\n",
+       "      <td>3587</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>11035.0</td>\n",
        "      <td>0</td>\n",
-       "      <td>1771</td>\n",
+       "      <td>1342</td>\n",
        "      <td>False</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>0</td>\n",
+       "      <td>2</td>\n",
        "      <td>True</td>\n",
        "      <td>...</td>\n",
        "      <td>NaN</td>\n",
        "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
        "      <td>NaN</td>\n",
        "      <td>fr</td>\n",
@@ -297,213 +298,223 @@
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>471593</th>\n",
-       "      <td>4976621</td>\n",
-       "      <td>3</td>\n",
+       "      <th>320804</th>\n",
+       "      <td>2637745</td>\n",
+       "      <td>406842</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>4732462.0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1771</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1342</td>\n",
        "      <td>False</td>\n",
        "      <td>NaN</td>\n",
        "      <td>0</td>\n",
        "      <td>True</td>\n",
        "      <td>...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>471594</th>\n",
-       "      <td>4976636</td>\n",
-       "      <td>3</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>4731717.0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1771</td>\n",
-       "      <td>False</td>\n",
-       "      <td>NaN</td>\n",
        "      <td>2</td>\n",
-       "      <td>True</td>\n",
-       "      <td>...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>2.000000</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2021-12-08 20:30:11+00:00</td>\n",
+       "      <td>fr</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>471595</th>\n",
-       "      <td>4976637</td>\n",
-       "      <td>3</td>\n",
+       "      <th>320805</th>\n",
+       "      <td>23334</td>\n",
+       "      <td>22677</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>4731674.0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1771</td>\n",
+       "      <td>185203.0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1342</td>\n",
        "      <td>False</td>\n",
        "      <td>NaN</td>\n",
        "      <td>0</td>\n",
        "      <td>True</td>\n",
        "      <td>...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>13</td>\n",
+       "      <td>11.692308</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
+       "      <td>25.333333</td>\n",
+       "      <td>2.166667</td>\n",
+       "      <td>152.0</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2018-05-02 07:47:40+00:00</td>\n",
+       "      <td>fr</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>471596</th>\n",
-       "      <td>4976645</td>\n",
-       "      <td>3</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>4731549.0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1771</td>\n",
-       "      <td>False</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>2</td>\n",
-       "      <td>True</td>\n",
-       "      <td>...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>0</td>\n",
+       "      <th>320806</th>\n",
+       "      <td>2641373</td>\n",
+       "      <td>408068</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>471597</th>\n",
-       "      <td>4976666</td>\n",
-       "      <td>3</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>4731118.0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1771</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1342</td>\n",
        "      <td>False</td>\n",
        "      <td>NaN</td>\n",
        "      <td>0</td>\n",
        "      <td>True</td>\n",
        "      <td>...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>12.000000</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>48.000000</td>\n",
+       "      <td>4.000000</td>\n",
+       "      <td>48.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2021-12-09 11:46:23+00:00</td>\n",
+       "      <td>fr</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>320807</th>\n",
+       "      <td>2641469</td>\n",
+       "      <td>408160</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1342</td>\n",
+       "      <td>False</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>0</td>\n",
+       "      <td>True</td>\n",
+       "      <td>...</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>12.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>12.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2021-12-09 18:50:55+00:00</td>\n",
+       "      <td>fr</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>320808</th>\n",
+       "      <td>2641474</td>\n",
+       "      <td>408165</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1342</td>\n",
+       "      <td>False</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>True</td>\n",
+       "      <td>...</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>12.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>12.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2021-12-09 19:02:42+00:00</td>\n",
+       "      <td>fr</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>471598 rows × 22 columns</p>\n",
+       "<p>320809 rows × 22 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
        "        customer_id  street_id  structure_id  mcp_contact_id  fidelity  \\\n",
-       "0           6009745    1372685           NaN             NaN         0   \n",
-       "1           6011228    1372685           NaN             NaN         0   \n",
-       "2           6058950    1372685           NaN             NaN         0   \n",
-       "3           6062404    1372685           NaN             NaN         0   \n",
-       "4            250217      78785           NaN         11035.0         0   \n",
+       "0            479734       3587           NaN        184801.0         0   \n",
+       "1              1537       1352           NaN             NaN         0   \n",
+       "2            504615       3587           NaN        152176.0         0   \n",
+       "3           3832780       3587           NaN             NaN         0   \n",
+       "4           3096540       3587           NaN             NaN         0   \n",
        "...             ...        ...           ...             ...       ...   \n",
-       "471593      4976621          3           NaN       4732462.0         0   \n",
-       "471594      4976636          3           NaN       4731717.0         0   \n",
-       "471595      4976637          3           NaN       4731674.0         0   \n",
-       "471596      4976645          3           NaN       4731549.0         0   \n",
-       "471597      4976666          3           NaN       4731118.0         0   \n",
+       "320804      2637745     406842           NaN             NaN         1   \n",
+       "320805        23334      22677           NaN        185203.0         4   \n",
+       "320806      2641373     408068           NaN             NaN         1   \n",
+       "320807      2641469     408160           NaN             NaN         1   \n",
+       "320808      2641474     408165           NaN             NaN         1   \n",
        "\n",
        "        tenant_id  is_partner  deleted_at  gender  is_email_true  ...  \\\n",
-       "0            1771       False         NaN       2           True  ...   \n",
-       "1            1771       False         NaN       2           True  ...   \n",
-       "2            1771       False         NaN       2           True  ...   \n",
-       "3            1771       False         NaN       2           True  ...   \n",
-       "4            1771       False         NaN       0           True  ...   \n",
+       "0            1342       False         NaN       0           True  ...   \n",
+       "1            1342       False         NaN       0           True  ...   \n",
+       "2            1342       False         NaN       0           True  ...   \n",
+       "3            1342       False         NaN       2           True  ...   \n",
+       "4            1342       False         NaN       2           True  ...   \n",
        "...           ...         ...         ...     ...            ...  ...   \n",
-       "471593       1771       False         NaN       0           True  ...   \n",
-       "471594       1771       False         NaN       2           True  ...   \n",
-       "471595       1771       False         NaN       0           True  ...   \n",
-       "471596       1771       False         NaN       2           True  ...   \n",
-       "471597       1771       False         NaN       0           True  ...   \n",
+       "320804       1342       False         NaN       0           True  ...   \n",
+       "320805       1342       False         NaN       0           True  ...   \n",
+       "320806       1342       False         NaN       0           True  ...   \n",
+       "320807       1342       False         NaN       0           True  ...   \n",
+       "320808       1342       False         NaN       0           True  ...   \n",
        "\n",
        "        max_price ticket_sum  average_price  average_purchase_delay  \\\n",
        "0             NaN          0            NaN                     NaN   \n",
        "1             NaN          0            NaN                     NaN   \n",
        "2             NaN          0            NaN                     NaN   \n",
        "3             NaN          0            NaN                     NaN   \n",
-       "4             NaN          0            0.0                     NaN   \n",
+       "4             NaN          0            NaN                     NaN   \n",
        "...           ...        ...            ...                     ...   \n",
-       "471593        NaN          0            NaN                     NaN   \n",
-       "471594        NaN          0            NaN                     NaN   \n",
-       "471595        NaN          0            NaN                     NaN   \n",
-       "471596        NaN          0            NaN                     NaN   \n",
-       "471597        NaN          0            NaN                     NaN   \n",
+       "320804        0.0          2       0.000000                     2.0   \n",
+       "320805       13.0         13      11.692308                     0.0   \n",
+       "320806       12.0          4      12.000000                     0.0   \n",
+       "320807       12.0          1      12.000000                     0.0   \n",
+       "320808       12.0          1      12.000000                     0.0   \n",
        "\n",
        "        average_price_basket  average_ticket_basket  total_price  \\\n",
        "0                        NaN                    NaN          0.0   \n",
        "1                        NaN                    NaN          0.0   \n",
        "2                        NaN                    NaN          0.0   \n",
        "3                        NaN                    NaN          0.0   \n",
-       "4                        NaN                    NaN          NaN   \n",
+       "4                        NaN                    NaN          0.0   \n",
        "...                      ...                    ...          ...   \n",
-       "471593                   NaN                    NaN          0.0   \n",
-       "471594                   NaN                    NaN          0.0   \n",
-       "471595                   NaN                    NaN          0.0   \n",
-       "471596                   NaN                    NaN          0.0   \n",
-       "471597                   NaN                    NaN          0.0   \n",
+       "320804              0.000000               2.000000          0.0   \n",
+       "320805             25.333333               2.166667        152.0   \n",
+       "320806             48.000000               4.000000         48.0   \n",
+       "320807             12.000000               1.000000         12.0   \n",
+       "320808             12.000000               1.000000         12.0   \n",
        "\n",
-       "        purchase_count  first_buying_date  country  \n",
-       "0                    0                NaN       af  \n",
-       "1                    0                NaN       af  \n",
-       "2                    0                NaN       af  \n",
-       "3                    0                NaN       af  \n",
-       "4                    0                NaN       fr  \n",
-       "...                ...                ...      ...  \n",
-       "471593               0                NaN      NaN  \n",
-       "471594               0                NaN      NaN  \n",
-       "471595               0                NaN      NaN  \n",
-       "471596               0                NaN      NaN  \n",
-       "471597               0                NaN      NaN  \n",
+       "        purchase_count          first_buying_date  country  \n",
+       "0                    0                        NaN       fr  \n",
+       "1                    0                        NaN       fr  \n",
+       "2                    0                        NaN       fr  \n",
+       "3                    0                        NaN       fr  \n",
+       "4                    0                        NaN       fr  \n",
+       "...                ...                        ...      ...  \n",
+       "320804               1  2021-12-08 20:30:11+00:00       fr  \n",
+       "320805               6  2018-05-02 07:47:40+00:00       fr  \n",
+       "320806               1  2021-12-09 11:46:23+00:00       fr  \n",
+       "320807               1  2021-12-09 18:50:55+00:00       fr  \n",
+       "320808               1  2021-12-09 19:02:42+00:00       fr  \n",
        "\n",
-       "[471598 rows x 22 columns]"
+       "[320809 rows x 22 columns]"
       ]
      },
-     "execution_count": 13,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "display_databases(\"5\", \"customerplus_cleaned\")"
+    "display_databases(\"4\", \"customerplus_cleaned\")"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": 26,
    "id": "6c8ad8c3-25df-4fe4-9ad0-ee5f9498bc14",
    "metadata": {},
+   "outputs": [],
+   "source": [
+    "pd.reset_option('display.max_rows')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "c897916c",
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -657,12 +668,13 @@
        "[243 rows x 5 columns]"
       ]
      },
-     "execution_count": 28,
+     "execution_count": 27,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
+    "\n",
     "load_dataset_2(\"7\", \"countries\")"
    ]
   },
@@ -758,24 +770,6 @@
     "len(intersection_liste)"
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "e0aa8976-1487-4ef5-898e-0d6a88183e67",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "67f02868-b16a-41d5-a0f9-b31ce09278db",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "base_101"
-   ]
-  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -951,8 +945,68 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 74,
-   "id": "622752ed-b565-4188-86d6-38f1f333fcbe",
+   "execution_count": 59,
+   "id": "d91d5895",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "pd.set_option('display.max_colwidth', None)\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c58b17d3",
+   "metadata": {},
+   "source": [
+    "Raisonnement : on prends les target_type qui représente 90% des clients et on fait des catégories dessus."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "d74426b3",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "targets = load_dataset_2(\"3\", \"targets\")\n",
+    "target_types = load_dataset_2(\"3\", \"target_types\")\n",
+    "\n",
+    "# target_all = pd.merge(targets, target_types, left_on= 'target_type_id', right_on= 'id' ,how = 'inner')\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 71,
+   "id": "6930bff5",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def print_main_target(tenant_id, nb_print = 40):\n",
+    "    df_target = display_databases(tenant_id, \"target_information\")\n",
+    "\n",
+    "    print('Nombre de ciblage : ', len(df_target))\n",
+    "    nb_customers = df_target['customer_id'].nunique()\n",
+    "    print('Nombre de client avec étiquette target : ', nb_customers) \n",
+    "\n",
+    "    nb_custumers_per_target = df_target.groupby(\"target_name\")['customer_id'].count().reset_index().sort_values('customer_id', ascending=False)\n",
+    "    nb_custumers_per_target['cumulative_customers'] = nb_custumers_per_target['customer_id'].cumsum()/len(df_target)\n",
+    "    nb_custumers_per_target['customer_id'] = nb_custumers_per_target['customer_id']/nb_customers\n",
+    "\n",
+    "    return nb_custumers_per_target.head(nb_print)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "5df6bccd",
+   "metadata": {},
+   "source": [
+    "### Entreprise 1"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 72,
+   "id": "1e7ee1a0",
    "metadata": {},
    "outputs": [
     {
@@ -963,33 +1017,2543 @@
      ]
     },
     {
-     "ename": "PermissionError",
-     "evalue": "Forbidden",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mClientError\u001b[0m                               Traceback (most recent call last)",
-      "File \u001b[0;32m/opt/mamba/lib/python3.11/site-packages/s3fs/core.py:529\u001b[0m, in \u001b[0;36mS3FileSystem.info\u001b[0;34m(self, path, version_id, refresh)\u001b[0m\n\u001b[1;32m    528\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 529\u001b[0m     out \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_call_s3\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43ms3\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mhead_object\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mBucket\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mbucket\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    530\u001b[0m \u001b[43m                        \u001b[49m\u001b[43mKey\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mkey\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mversion_id_kw\u001b[49m\u001b[43m(\u001b[49m\u001b[43mversion_id\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mreq_kw\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    531\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m {\n\u001b[1;32m    532\u001b[0m         \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mETag\u001b[39m\u001b[38;5;124m'\u001b[39m: out[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mETag\u001b[39m\u001b[38;5;124m'\u001b[39m],\n\u001b[1;32m    533\u001b[0m         \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mKey\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124m/\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;241m.\u001b[39mjoin([bucket, key]),\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    540\u001b[0m         \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mVersionId\u001b[39m\u001b[38;5;124m'\u001b[39m: out\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mVersionId\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[1;32m    541\u001b[0m     }\n",
-      "File \u001b[0;32m/opt/mamba/lib/python3.11/site-packages/s3fs/core.py:200\u001b[0m, in \u001b[0;36mS3FileSystem._call_s3\u001b[0;34m(self, method, *akwarglist, **kwargs)\u001b[0m\n\u001b[1;32m    198\u001b[0m additional_kwargs \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_get_s3_method_kwargs(method, \u001b[38;5;241m*\u001b[39makwarglist,\n\u001b[1;32m    199\u001b[0m                                                \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[0;32m--> 200\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mmethod\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43madditional_kwargs\u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m/opt/mamba/lib/python3.11/site-packages/botocore/client.py:553\u001b[0m, in \u001b[0;36mClientCreator._create_api_method.<locals>._api_call\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m    552\u001b[0m \u001b[38;5;66;03m# The \"self\" in this scope is referring to the BaseClient.\u001b[39;00m\n\u001b[0;32m--> 553\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_make_api_call\u001b[49m\u001b[43m(\u001b[49m\u001b[43moperation_name\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m/opt/mamba/lib/python3.11/site-packages/botocore/client.py:1009\u001b[0m, in \u001b[0;36mBaseClient._make_api_call\u001b[0;34m(self, operation_name, api_params)\u001b[0m\n\u001b[1;32m   1008\u001b[0m     error_class \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mexceptions\u001b[38;5;241m.\u001b[39mfrom_code(error_code)\n\u001b[0;32m-> 1009\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m error_class(parsed_response, operation_name)\n\u001b[1;32m   1010\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n",
-      "\u001b[0;31mClientError\u001b[0m: An error occurred (403) when calling the HeadObject operation: Forbidden",
-      "\nDuring handling of the above exception, another exception occurred:\n",
-      "\u001b[0;31mPermissionError\u001b[0m                           Traceback (most recent call last)",
-      "Cell \u001b[0;32mIn[74], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[43mdisplay_databases\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43m1\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mtarget_information\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m<string>:12\u001b[0m, in \u001b[0;36mdisplay_databases\u001b[0;34m(directory_path, file_name, datetime_col)\u001b[0m\n",
-      "File \u001b[0;32m/opt/mamba/lib/python3.11/site-packages/fsspec/spec.py:1295\u001b[0m, in \u001b[0;36mAbstractFileSystem.open\u001b[0;34m(self, path, mode, block_size, cache_options, compression, **kwargs)\u001b[0m\n\u001b[1;32m   1293\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m   1294\u001b[0m     ac \u001b[38;5;241m=\u001b[39m kwargs\u001b[38;5;241m.\u001b[39mpop(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mautocommit\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_intrans)\n\u001b[0;32m-> 1295\u001b[0m     f \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_open\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m   1296\u001b[0m \u001b[43m        \u001b[49m\u001b[43mpath\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1297\u001b[0m \u001b[43m        \u001b[49m\u001b[43mmode\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmode\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1298\u001b[0m \u001b[43m        \u001b[49m\u001b[43mblock_size\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mblock_size\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1299\u001b[0m \u001b[43m        \u001b[49m\u001b[43mautocommit\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mac\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1300\u001b[0m \u001b[43m        \u001b[49m\u001b[43mcache_options\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcache_options\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1301\u001b[0m \u001b[43m        \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1302\u001b[0m \u001b[43m    \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   1303\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m compression \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m   1304\u001b[0m         \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mfsspec\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mcompression\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m compr\n",
-      "File \u001b[0;32m/opt/mamba/lib/python3.11/site-packages/s3fs/core.py:375\u001b[0m, in \u001b[0;36mS3FileSystem._open\u001b[0;34m(self, path, mode, block_size, acl, version_id, fill_cache, cache_type, autocommit, requester_pays, **kwargs)\u001b[0m\n\u001b[1;32m    372\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m cache_type \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m    373\u001b[0m     cache_type \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdefault_cache_type\n\u001b[0;32m--> 375\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mS3File\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mpath\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmode\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mblock_size\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mblock_size\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43macl\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43macl\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    376\u001b[0m \u001b[43m              \u001b[49m\u001b[43mversion_id\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mversion_id\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mfill_cache\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mfill_cache\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    377\u001b[0m \u001b[43m              \u001b[49m\u001b[43ms3_additional_kwargs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mkw\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcache_type\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcache_type\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    378\u001b[0m \u001b[43m              \u001b[49m\u001b[43mautocommit\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mautocommit\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mrequester_pays\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mrequester_pays\u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m/opt/mamba/lib/python3.11/site-packages/s3fs/core.py:1096\u001b[0m, in \u001b[0;36mS3File.__init__\u001b[0;34m(self, s3, path, mode, block_size, acl, version_id, fill_cache, s3_additional_kwargs, autocommit, cache_type, requester_pays)\u001b[0m\n\u001b[1;32m   1094\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39ms3_additional_kwargs \u001b[38;5;241m=\u001b[39m s3_additional_kwargs \u001b[38;5;129;01mor\u001b[39;00m {}\n\u001b[1;32m   1095\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mreq_kw \u001b[38;5;241m=\u001b[39m {\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mRequestPayer\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mrequester\u001b[39m\u001b[38;5;124m'\u001b[39m} \u001b[38;5;28;01mif\u001b[39;00m requester_pays \u001b[38;5;28;01melse\u001b[39;00m {}\n\u001b[0;32m-> 1096\u001b[0m \u001b[38;5;28;43msuper\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[38;5;21;43m__init__\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43ms3\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mpath\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmode\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mblock_size\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mautocommit\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mautocommit\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1097\u001b[0m \u001b[43m                 \u001b[49m\u001b[43mcache_type\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcache_type\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   1098\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39ms3 \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mfs  \u001b[38;5;66;03m# compatibility\u001b[39;00m\n\u001b[1;32m   1099\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mwritable():\n",
-      "File \u001b[0;32m/opt/mamba/lib/python3.11/site-packages/fsspec/spec.py:1651\u001b[0m, in \u001b[0;36mAbstractBufferedFile.__init__\u001b[0;34m(self, fs, path, mode, block_size, autocommit, cache_type, cache_options, size, **kwargs)\u001b[0m\n\u001b[1;32m   1649\u001b[0m         \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39msize \u001b[38;5;241m=\u001b[39m size\n\u001b[1;32m   1650\u001b[0m     \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m-> 1651\u001b[0m         \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39msize \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdetails\u001b[49m[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124msize\u001b[39m\u001b[38;5;124m\"\u001b[39m]\n\u001b[1;32m   1652\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mcache \u001b[38;5;241m=\u001b[39m caches[cache_type](\n\u001b[1;32m   1653\u001b[0m         \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mblocksize, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_fetch_range, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39msize, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mcache_options\n\u001b[1;32m   1654\u001b[0m     )\n\u001b[1;32m   1655\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n",
-      "File \u001b[0;32m/opt/mamba/lib/python3.11/site-packages/fsspec/spec.py:1664\u001b[0m, in \u001b[0;36mAbstractBufferedFile.details\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m   1661\u001b[0m \u001b[38;5;129m@property\u001b[39m\n\u001b[1;32m   1662\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mdetails\u001b[39m(\u001b[38;5;28mself\u001b[39m):\n\u001b[1;32m   1663\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_details \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m-> 1664\u001b[0m         \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_details \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfs\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43minfo\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mpath\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   1665\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_details\n",
-      "File \u001b[0;32m/opt/mamba/lib/python3.11/site-packages/s3fs/core.py:548\u001b[0m, in \u001b[0;36mS3FileSystem.info\u001b[0;34m(self, path, version_id, refresh)\u001b[0m\n\u001b[1;32m    546\u001b[0m         \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28msuper\u001b[39m(S3FileSystem, \u001b[38;5;28mself\u001b[39m)\u001b[38;5;241m.\u001b[39minfo(path)\n\u001b[1;32m    547\u001b[0m     \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m--> 548\u001b[0m         \u001b[38;5;28;01mraise\u001b[39;00m ee\n\u001b[1;32m    549\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m ParamValidationError \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[1;32m    550\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mFailed to head path \u001b[39m\u001b[38;5;132;01m%r\u001b[39;00m\u001b[38;5;124m: \u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[38;5;124m'\u001b[39m \u001b[38;5;241m%\u001b[39m (path, e))\n",
-      "\u001b[0;31mPermissionError\u001b[0m: Forbidden"
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Nombre de ciblage :  768024\n",
+      "Nombre de client avec étiquette target :  151159\n"
      ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>target_name</th>\n",
+       "      <th>customer_id</th>\n",
+       "      <th>cumulative_customers</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>161</th>\n",
+       "      <td>consentement optin mediation specialisee</td>\n",
+       "      <td>0.992333</td>\n",
+       "      <td>0.195306</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>160</th>\n",
+       "      <td>consentement optin jeune public</td>\n",
+       "      <td>0.992194</td>\n",
+       "      <td>0.390585</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>158</th>\n",
+       "      <td>consentement optin b2c</td>\n",
+       "      <td>0.720493</td>\n",
+       "      <td>0.532390</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>Arenametrix_bascule tel vers sib</td>\n",
+       "      <td>0.232973</td>\n",
+       "      <td>0.578242</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>165</th>\n",
+       "      <td>consentement optout b2c</td>\n",
+       "      <td>0.228389</td>\n",
+       "      <td>0.623193</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>COM Inscrits NL générale (historique)</td>\n",
+       "      <td>0.152191</td>\n",
+       "      <td>0.653146</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>162</th>\n",
+       "      <td>consentement optin newsletter generale</td>\n",
+       "      <td>0.146171</td>\n",
+       "      <td>0.681915</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>169</th>\n",
+       "      <td>consentement optout newsletter generale</td>\n",
+       "      <td>0.124736</td>\n",
+       "      <td>0.706465</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>170</th>\n",
+       "      <td>consentement optout scolaires</td>\n",
+       "      <td>0.104155</td>\n",
+       "      <td>0.726964</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>166</th>\n",
+       "      <td>consentement optout dre</td>\n",
+       "      <td>0.094788</td>\n",
+       "      <td>0.745620</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>164</th>\n",
+       "      <td>consentement optout b2b</td>\n",
+       "      <td>0.094067</td>\n",
+       "      <td>0.764134</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>126</th>\n",
+       "      <td>Inscrits NL générale (export_291019 + operation_videomaton)</td>\n",
+       "      <td>0.093187</td>\n",
+       "      <td>0.782474</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>157</th>\n",
+       "      <td>consentement optin b2b</td>\n",
+       "      <td>0.084249</td>\n",
+       "      <td>0.799056</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>216</th>\n",
+       "      <td>ddcp_visiteurs dps 010622</td>\n",
+       "      <td>0.081735</td>\n",
+       "      <td>0.815142</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>Contacts_prenomsdoubles</td>\n",
+       "      <td>0.077025</td>\n",
+       "      <td>0.830302</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>115</th>\n",
+       "      <td>FORMATION _ acheteurs optin last year</td>\n",
+       "      <td>0.069364</td>\n",
+       "      <td>0.843954</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>214</th>\n",
+       "      <td>ddcp_promo_visiteurs occasionnels_musee_8mois</td>\n",
+       "      <td>0.043927</td>\n",
+       "      <td>0.852600</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>189</th>\n",
+       "      <td>ddcp_promo_md_musée_dps 011019</td>\n",
+       "      <td>0.039759</td>\n",
+       "      <td>0.860425</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>188</th>\n",
+       "      <td>ddcp_promo_MD_billet_musée_oct_2019_agarder2</td>\n",
+       "      <td>0.036266</td>\n",
+       "      <td>0.867563</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>163</th>\n",
+       "      <td>consentement optin scolaires</td>\n",
+       "      <td>0.032079</td>\n",
+       "      <td>0.873876</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>159</th>\n",
+       "      <td>consentement optin dre</td>\n",
+       "      <td>0.029949</td>\n",
+       "      <td>0.879771</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>34</th>\n",
+       "      <td>DDCP Newsletter enseignants</td>\n",
+       "      <td>0.029836</td>\n",
+       "      <td>0.885643</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>36</th>\n",
+       "      <td>DDCP Newsletter jeune public</td>\n",
+       "      <td>0.025549</td>\n",
+       "      <td>0.890671</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>127</th>\n",
+       "      <td>Inscrits NL générale site web</td>\n",
+       "      <td>0.024689</td>\n",
+       "      <td>0.895531</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>145</th>\n",
+       "      <td>Votre première liste</td>\n",
+       "      <td>0.024577</td>\n",
+       "      <td>0.900368</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>61</th>\n",
+       "      <td>DDCP billets famille</td>\n",
+       "      <td>0.023876</td>\n",
+       "      <td>0.905067</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>106</th>\n",
+       "      <td>DRE MucemLab</td>\n",
+       "      <td>0.015229</td>\n",
+       "      <td>0.908064</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>39</th>\n",
+       "      <td>DDCP Newsletter relais champ social</td>\n",
+       "      <td>0.015017</td>\n",
+       "      <td>0.911020</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>110</th>\n",
+       "      <td>DRE institutionnels</td>\n",
+       "      <td>0.014746</td>\n",
+       "      <td>0.913922</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>48</th>\n",
+       "      <td>DDCP PROMO Participants ateliers (adultes et enfants)</td>\n",
+       "      <td>0.012927</td>\n",
+       "      <td>0.916466</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>74</th>\n",
+       "      <td>DDCP promo Plan B 2019 (concerts)</td>\n",
+       "      <td>0.012887</td>\n",
+       "      <td>0.919003</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>72</th>\n",
+       "      <td>DDCP promo MD pass musées dps oct 2018</td>\n",
+       "      <td>0.011809</td>\n",
+       "      <td>0.921327</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>94</th>\n",
+       "      <td>DDCP rentrée culturelle 2023</td>\n",
+       "      <td>0.011624</td>\n",
+       "      <td>0.923614</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>DDCP MD Procès du Siècle</td>\n",
+       "      <td>0.011141</td>\n",
+       "      <td>0.925807</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>186</th>\n",
+       "      <td>ddcp_md_scene_ouverte_au_talent</td>\n",
+       "      <td>0.010433</td>\n",
+       "      <td>0.927860</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>108</th>\n",
+       "      <td>DRE chercheurs</td>\n",
+       "      <td>0.010300</td>\n",
+       "      <td>0.929888</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>220</th>\n",
+       "      <td>festival_jean_rouch</td>\n",
+       "      <td>0.009937</td>\n",
+       "      <td>0.931843</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>105</th>\n",
+       "      <td>DRE Festival Jean Rouch</td>\n",
+       "      <td>0.009937</td>\n",
+       "      <td>0.933799</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>275</th>\n",
+       "      <td>structures_etiquette champ social</td>\n",
+       "      <td>0.009844</td>\n",
+       "      <td>0.935736</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>86</th>\n",
+       "      <td>DDCP promo spectateurs prog 21-22 (spectacles, ciné, ateliers)</td>\n",
+       "      <td>0.008554</td>\n",
+       "      <td>0.937420</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                                        target_name  \\\n",
+       "161                        consentement optin mediation specialisee   \n",
+       "160                                 consentement optin jeune public   \n",
+       "158                                          consentement optin b2c   \n",
+       "5                                  Arenametrix_bascule tel vers sib   \n",
+       "165                                         consentement optout b2c   \n",
+       "19                            COM Inscrits NL générale (historique)   \n",
+       "162                          consentement optin newsletter generale   \n",
+       "169                         consentement optout newsletter generale   \n",
+       "170                                   consentement optout scolaires   \n",
+       "166                                         consentement optout dre   \n",
+       "164                                         consentement optout b2b   \n",
+       "126     Inscrits NL générale (export_291019 + operation_videomaton)   \n",
+       "157                                          consentement optin b2b   \n",
+       "216                                       ddcp_visiteurs dps 010622   \n",
+       "20                                          Contacts_prenomsdoubles   \n",
+       "115                           FORMATION _ acheteurs optin last year   \n",
+       "214                   ddcp_promo_visiteurs occasionnels_musee_8mois   \n",
+       "189                                  ddcp_promo_md_musée_dps 011019   \n",
+       "188                    ddcp_promo_MD_billet_musée_oct_2019_agarder2   \n",
+       "163                                    consentement optin scolaires   \n",
+       "159                                          consentement optin dre   \n",
+       "34                                      DDCP Newsletter enseignants   \n",
+       "36                                     DDCP Newsletter jeune public   \n",
+       "127                                   Inscrits NL générale site web   \n",
+       "145                                            Votre première liste   \n",
+       "61                                             DDCP billets famille   \n",
+       "106                                                    DRE MucemLab   \n",
+       "39                              DDCP Newsletter relais champ social   \n",
+       "110                                             DRE institutionnels   \n",
+       "48            DDCP PROMO Participants ateliers (adultes et enfants)   \n",
+       "74                                DDCP promo Plan B 2019 (concerts)   \n",
+       "72                           DDCP promo MD pass musées dps oct 2018   \n",
+       "94                                     DDCP rentrée culturelle 2023   \n",
+       "23                                         DDCP MD Procès du Siècle   \n",
+       "186                                 ddcp_md_scene_ouverte_au_talent   \n",
+       "108                                                  DRE chercheurs   \n",
+       "220                                             festival_jean_rouch   \n",
+       "105                                         DRE Festival Jean Rouch   \n",
+       "275                               structures_etiquette champ social   \n",
+       "86   DDCP promo spectateurs prog 21-22 (spectacles, ciné, ateliers)   \n",
+       "\n",
+       "     customer_id  cumulative_customers  \n",
+       "161     0.992333              0.195306  \n",
+       "160     0.992194              0.390585  \n",
+       "158     0.720493              0.532390  \n",
+       "5       0.232973              0.578242  \n",
+       "165     0.228389              0.623193  \n",
+       "19      0.152191              0.653146  \n",
+       "162     0.146171              0.681915  \n",
+       "169     0.124736              0.706465  \n",
+       "170     0.104155              0.726964  \n",
+       "166     0.094788              0.745620  \n",
+       "164     0.094067              0.764134  \n",
+       "126     0.093187              0.782474  \n",
+       "157     0.084249              0.799056  \n",
+       "216     0.081735              0.815142  \n",
+       "20      0.077025              0.830302  \n",
+       "115     0.069364              0.843954  \n",
+       "214     0.043927              0.852600  \n",
+       "189     0.039759              0.860425  \n",
+       "188     0.036266              0.867563  \n",
+       "163     0.032079              0.873876  \n",
+       "159     0.029949              0.879771  \n",
+       "34      0.029836              0.885643  \n",
+       "36      0.025549              0.890671  \n",
+       "127     0.024689              0.895531  \n",
+       "145     0.024577              0.900368  \n",
+       "61      0.023876              0.905067  \n",
+       "106     0.015229              0.908064  \n",
+       "39      0.015017              0.911020  \n",
+       "110     0.014746              0.913922  \n",
+       "48      0.012927              0.916466  \n",
+       "74      0.012887              0.919003  \n",
+       "72      0.011809              0.921327  \n",
+       "94      0.011624              0.923614  \n",
+       "23      0.011141              0.925807  \n",
+       "186     0.010433              0.927860  \n",
+       "108     0.010300              0.929888  \n",
+       "220     0.009937              0.931843  \n",
+       "105     0.009937              0.933799  \n",
+       "275     0.009844              0.935736  \n",
+       "86      0.008554              0.937420  "
+      ]
+     },
+     "execution_count": 72,
+     "metadata": {},
+     "output_type": "execute_result"
     }
    ],
    "source": [
-    "display_databases('1', 'target_information')"
+    "print_main_target('1')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "31941e25",
+   "metadata": {},
+   "source": [
+    "### Entreprise 2"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 73,
+   "id": "b57a28ac",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "File path :  projet-bdc2324-team1/0_Input/Company_2/target_information.csv\n",
+      "Nombre de ciblage :  260283\n",
+      "Nombre de client avec étiquette target :  233320\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>target_name</th>\n",
+       "      <th>customer_id</th>\n",
+       "      <th>cumulative_customers</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>Schokoladentour &amp; Führungen Individuals</td>\n",
+       "      <td>0.927906</td>\n",
+       "      <td>0.831783</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Chocolateria Kurse 2023</td>\n",
+       "      <td>0.073963</td>\n",
+       "      <td>0.898084</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>mailxpert_contacts_2023-07-18_12-04-00 langue</td>\n",
+       "      <td>0.025519</td>\n",
+       "      <td>0.920959</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>mailxpert_contacts_2023-07-18_12-04-00</td>\n",
+       "      <td>0.025519</td>\n",
+       "      <td>0.943834</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>Newsletter opt-in Allgemein</td>\n",
+       "      <td>0.022836</td>\n",
+       "      <td>0.964304</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>Schokoladentour &amp; Führungen Gruppen / Schulen</td>\n",
+       "      <td>0.011555</td>\n",
+       "      <td>0.974662</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>Newsletter DE</td>\n",
+       "      <td>0.010749</td>\n",
+       "      <td>0.984298</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>Newsletter FR</td>\n",
+       "      <td>0.008520</td>\n",
+       "      <td>0.991936</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>Newsletter EN</td>\n",
+       "      <td>0.004286</td>\n",
+       "      <td>0.995778</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Frauen in Zürich - Schulung</td>\n",
+       "      <td>0.001003</td>\n",
+       "      <td>0.996677</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>mailxpert_contacts_2023-07-18_13-25-45_inaktiv</td>\n",
+       "      <td>0.000471</td>\n",
+       "      <td>0.997099</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>Opt-in-Website DE</td>\n",
+       "      <td>0.000030</td>\n",
+       "      <td>0.997126</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>Opt-in Website EN</td>\n",
+       "      <td>0.000009</td>\n",
+       "      <td>0.997134</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>Opt-in Website FR</td>\n",
+       "      <td>0.000004</td>\n",
+       "      <td>0.997138</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>Votre première liste</td>\n",
+       "      <td>0.000004</td>\n",
+       "      <td>0.997142</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Activated contact EN</td>\n",
+       "      <td>0.000004</td>\n",
+       "      <td>0.997145</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Activated contact FR</td>\n",
+       "      <td>0.000004</td>\n",
+       "      <td>0.997149</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Activated contact DE</td>\n",
+       "      <td>0.000004</td>\n",
+       "      <td>0.997153</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                       target_name  customer_id  \\\n",
+       "13         Schokoladentour & Führungen Individuals     0.927906   \n",
+       "3                          Chocolateria Kurse 2023     0.073963   \n",
+       "16   mailxpert_contacts_2023-07-18_12-04-00 langue     0.025519   \n",
+       "15          mailxpert_contacts_2023-07-18_12-04-00     0.025519   \n",
+       "8                      Newsletter opt-in Allgemein     0.022836   \n",
+       "12   Schokoladentour & Führungen Gruppen / Schulen     0.011555   \n",
+       "5                                    Newsletter DE     0.010749   \n",
+       "7                                    Newsletter FR     0.008520   \n",
+       "6                                    Newsletter EN     0.004286   \n",
+       "4                      Frauen in Zürich - Schulung     0.001003   \n",
+       "17  mailxpert_contacts_2023-07-18_13-25-45_inaktiv     0.000471   \n",
+       "11                               Opt-in-Website DE     0.000030   \n",
+       "9                                Opt-in Website EN     0.000009   \n",
+       "10                               Opt-in Website FR     0.000004   \n",
+       "14                            Votre première liste     0.000004   \n",
+       "1                             Activated contact EN     0.000004   \n",
+       "2                             Activated contact FR     0.000004   \n",
+       "0                             Activated contact DE     0.000004   \n",
+       "\n",
+       "    cumulative_customers  \n",
+       "13              0.831783  \n",
+       "3               0.898084  \n",
+       "16              0.920959  \n",
+       "15              0.943834  \n",
+       "8               0.964304  \n",
+       "12              0.974662  \n",
+       "5               0.984298  \n",
+       "7               0.991936  \n",
+       "6               0.995778  \n",
+       "4               0.996677  \n",
+       "17              0.997099  \n",
+       "11              0.997126  \n",
+       "9               0.997134  \n",
+       "10              0.997138  \n",
+       "14              0.997142  \n",
+       "1               0.997145  \n",
+       "2               0.997149  \n",
+       "0               0.997153  "
+      ]
+     },
+     "execution_count": 73,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "print_main_target('2', 25)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 77,
+   "id": "9a65991f",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "File path :  projet-bdc2324-team1/0_Input/Company_3/target_information.csv\n",
+      "Nombre de ciblage :  1617362\n",
+      "Nombre de client avec étiquette target :  257018\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>target_name</th>\n",
+       "      <th>customer_id</th>\n",
+       "      <th>cumulative_customers</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>67</th>\n",
+       "      <td>MKG_NLmensuelle_2021_OK</td>\n",
+       "      <td>0.972348</td>\n",
+       "      <td>0.154518</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>66</th>\n",
+       "      <td>MKG_NLmensuelle_2021</td>\n",
+       "      <td>0.956007</td>\n",
+       "      <td>0.306439</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>119</th>\n",
+       "      <td>consent_optin_nl</td>\n",
+       "      <td>0.636648</td>\n",
+       "      <td>0.407609</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>115</th>\n",
+       "      <td>consent_optin_general</td>\n",
+       "      <td>0.602506</td>\n",
+       "      <td>0.503355</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>78</th>\n",
+       "      <td>Mkg_NL_mensuelle3</td>\n",
+       "      <td>0.404162</td>\n",
+       "      <td>0.567581</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>125</th>\n",
+       "      <td>consent_optout_general</td>\n",
+       "      <td>0.368126</td>\n",
+       "      <td>0.626081</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>104</th>\n",
+       "      <td>TEST LOCBASE</td>\n",
+       "      <td>0.350532</td>\n",
+       "      <td>0.681784</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>68</th>\n",
+       "      <td>MKG_Non_inscrit_liste_08-22</td>\n",
+       "      <td>0.310605</td>\n",
+       "      <td>0.731143</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>116</th>\n",
+       "      <td>consent_optin_general_HISTORIQUE</td>\n",
+       "      <td>0.301345</td>\n",
+       "      <td>0.779030</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>80</th>\n",
+       "      <td>Mkg_Zone_C</td>\n",
+       "      <td>0.135298</td>\n",
+       "      <td>0.800531</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>Acheteurs_100km_visite_depuismax5ans</td>\n",
+       "      <td>0.091149</td>\n",
+       "      <td>0.815015</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>54</th>\n",
+       "      <td>Inscription NL ancien site web</td>\n",
+       "      <td>0.083477</td>\n",
+       "      <td>0.828281</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>112</th>\n",
+       "      <td>consent_optin_equestre</td>\n",
+       "      <td>0.083216</td>\n",
+       "      <td>0.841505</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>79</th>\n",
+       "      <td>Mkg_Zone_B</td>\n",
+       "      <td>0.079889</td>\n",
+       "      <td>0.854200</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>65</th>\n",
+       "      <td>MKG_2022_ZoneB&amp;ZoneC_Famille</td>\n",
+       "      <td>0.072536</td>\n",
+       "      <td>0.865727</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>111</th>\n",
+       "      <td>consent_optin_b2b</td>\n",
+       "      <td>0.064388</td>\n",
+       "      <td>0.875959</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>102</th>\n",
+       "      <td>Soft_Bounce_yahoo</td>\n",
+       "      <td>0.064182</td>\n",
+       "      <td>0.886158</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>100</th>\n",
+       "      <td>Scénario Anniversaire</td>\n",
+       "      <td>0.051249</td>\n",
+       "      <td>0.894303</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>37</th>\n",
+       "      <td>B2B_scolaire_et_centres_de_loisirs_2023</td>\n",
+       "      <td>0.046732</td>\n",
+       "      <td>0.901729</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>B2B_Sans étiquette</td>\n",
+       "      <td>0.040472</td>\n",
+       "      <td>0.908160</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>122</th>\n",
+       "      <td>consent_optout_equestre</td>\n",
+       "      <td>0.038865</td>\n",
+       "      <td>0.914336</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>B2B_Inscrits newsletter Scolaires</td>\n",
+       "      <td>0.038075</td>\n",
+       "      <td>0.920387</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>B2B_historique_newsletter_SCOLAIRES</td>\n",
+       "      <td>0.038040</td>\n",
+       "      <td>0.926432</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>118</th>\n",
+       "      <td>consent_optin_jdp</td>\n",
+       "      <td>0.036110</td>\n",
+       "      <td>0.932170</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>76</th>\n",
+       "      <td>MKG_aire cantilienne</td>\n",
+       "      <td>0.031908</td>\n",
+       "      <td>0.937241</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>B2B_Sans étiquette FR+BE</td>\n",
+       "      <td>0.029165</td>\n",
+       "      <td>0.941876</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>108</th>\n",
+       "      <td>b2b - écoles mai 2021</td>\n",
+       "      <td>0.028574</td>\n",
+       "      <td>0.946416</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>86</th>\n",
+       "      <td>Ouvreur_NL_juin_2021</td>\n",
+       "      <td>0.018193</td>\n",
+       "      <td>0.949308</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>126</th>\n",
+       "      <td>consent_optout_jdp</td>\n",
+       "      <td>0.016816</td>\n",
+       "      <td>0.951980</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>127</th>\n",
+       "      <td>consent_optout_nl</td>\n",
+       "      <td>0.016633</td>\n",
+       "      <td>0.954623</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>B2B_CE_2023</td>\n",
+       "      <td>0.016489</td>\n",
+       "      <td>0.957243</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>106</th>\n",
+       "      <td>Visiteurs Aout-Sept sans questionnaire</td>\n",
+       "      <td>0.016275</td>\n",
+       "      <td>0.959830</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>89</th>\n",
+       "      <td>Pass Annuel en cours de validité</td>\n",
+       "      <td>0.011540</td>\n",
+       "      <td>0.961663</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>114</th>\n",
+       "      <td>consent_optin_expositions</td>\n",
+       "      <td>0.011388</td>\n",
+       "      <td>0.963473</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>B2B_Sans étiquette hors FR+BE</td>\n",
+       "      <td>0.011307</td>\n",
+       "      <td>0.965270</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>113</th>\n",
+       "      <td>consent_optin_evenements</td>\n",
+       "      <td>0.011240</td>\n",
+       "      <td>0.967056</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>32</th>\n",
+       "      <td>B2B_liste_à_requalifier_CE</td>\n",
+       "      <td>0.010742</td>\n",
+       "      <td>0.968763</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>110</th>\n",
+       "      <td>consent_optin_abonnes_passannuels</td>\n",
+       "      <td>0.009665</td>\n",
+       "      <td>0.970299</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>152</th>\n",
+       "      <td>liste mécènes donateurs 01012023-31102023</td>\n",
+       "      <td>0.008746</td>\n",
+       "      <td>0.971689</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>34</th>\n",
+       "      <td>B2B_liste_à_requalifier_SCOLAIRES</td>\n",
+       "      <td>0.008688</td>\n",
+       "      <td>0.973070</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                   target_name  customer_id  \\\n",
+       "67                     MKG_NLmensuelle_2021_OK     0.972348   \n",
+       "66                        MKG_NLmensuelle_2021     0.956007   \n",
+       "119                           consent_optin_nl     0.636648   \n",
+       "115                      consent_optin_general     0.602506   \n",
+       "78                           Mkg_NL_mensuelle3     0.404162   \n",
+       "125                     consent_optout_general     0.368126   \n",
+       "104                               TEST LOCBASE     0.350532   \n",
+       "68                 MKG_Non_inscrit_liste_08-22     0.310605   \n",
+       "116           consent_optin_general_HISTORIQUE     0.301345   \n",
+       "80                                  Mkg_Zone_C     0.135298   \n",
+       "7         Acheteurs_100km_visite_depuismax5ans     0.091149   \n",
+       "54              Inscription NL ancien site web     0.083477   \n",
+       "112                     consent_optin_equestre     0.083216   \n",
+       "79                                  Mkg_Zone_B     0.079889   \n",
+       "65                MKG_2022_ZoneB&ZoneC_Famille     0.072536   \n",
+       "111                          consent_optin_b2b     0.064388   \n",
+       "102                          Soft_Bounce_yahoo     0.064182   \n",
+       "100                      Scénario Anniversaire     0.051249   \n",
+       "37     B2B_scolaire_et_centres_de_loisirs_2023     0.046732   \n",
+       "20                          B2B_Sans étiquette     0.040472   \n",
+       "122                    consent_optout_equestre     0.038865   \n",
+       "17           B2B_Inscrits newsletter Scolaires     0.038075   \n",
+       "28         B2B_historique_newsletter_SCOLAIRES     0.038040   \n",
+       "118                          consent_optin_jdp     0.036110   \n",
+       "76                        MKG_aire cantilienne     0.031908   \n",
+       "21                    B2B_Sans étiquette FR+BE     0.029165   \n",
+       "108                      b2b - écoles mai 2021     0.028574   \n",
+       "86                        Ouvreur_NL_juin_2021     0.018193   \n",
+       "126                         consent_optout_jdp     0.016816   \n",
+       "127                          consent_optout_nl     0.016633   \n",
+       "13                                 B2B_CE_2023     0.016489   \n",
+       "106     Visiteurs Aout-Sept sans questionnaire     0.016275   \n",
+       "89            Pass Annuel en cours de validité     0.011540   \n",
+       "114                  consent_optin_expositions     0.011388   \n",
+       "22               B2B_Sans étiquette hors FR+BE     0.011307   \n",
+       "113                   consent_optin_evenements     0.011240   \n",
+       "32                  B2B_liste_à_requalifier_CE     0.010742   \n",
+       "110          consent_optin_abonnes_passannuels     0.009665   \n",
+       "152  liste mécènes donateurs 01012023-31102023     0.008746   \n",
+       "34           B2B_liste_à_requalifier_SCOLAIRES     0.008688   \n",
+       "\n",
+       "     cumulative_customers  \n",
+       "67               0.154518  \n",
+       "66               0.306439  \n",
+       "119              0.407609  \n",
+       "115              0.503355  \n",
+       "78               0.567581  \n",
+       "125              0.626081  \n",
+       "104              0.681784  \n",
+       "68               0.731143  \n",
+       "116              0.779030  \n",
+       "80               0.800531  \n",
+       "7                0.815015  \n",
+       "54               0.828281  \n",
+       "112              0.841505  \n",
+       "79               0.854200  \n",
+       "65               0.865727  \n",
+       "111              0.875959  \n",
+       "102              0.886158  \n",
+       "100              0.894303  \n",
+       "37               0.901729  \n",
+       "20               0.908160  \n",
+       "122              0.914336  \n",
+       "17               0.920387  \n",
+       "28               0.926432  \n",
+       "118              0.932170  \n",
+       "76               0.937241  \n",
+       "21               0.941876  \n",
+       "108              0.946416  \n",
+       "86               0.949308  \n",
+       "126              0.951980  \n",
+       "127              0.954623  \n",
+       "13               0.957243  \n",
+       "106              0.959830  \n",
+       "89               0.961663  \n",
+       "114              0.963473  \n",
+       "22               0.965270  \n",
+       "113              0.967056  \n",
+       "32               0.968763  \n",
+       "110              0.970299  \n",
+       "152              0.971689  \n",
+       "34               0.973070  "
+      ]
+     },
+     "execution_count": 77,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "print_main_target('3', 40)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 65,
+   "id": "c66a4dc1",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "pd.set_option('display.max_rows', None)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 78,
+   "id": "5f34b8bf",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "File path :  projet-bdc2324-team1/0_Input/Company_4/target_information.csv\n",
+      "Nombre de ciblage :  4627640\n",
+      "Nombre de client avec étiquette target :  320813\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>target_name</th>\n",
+       "      <th>customer_id</th>\n",
+       "      <th>cumulative_customers</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>232</th>\n",
+       "      <td>Tous les contacts mis à jour</td>\n",
+       "      <td>0.999991</td>\n",
+       "      <td>0.069325</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>76</th>\n",
+       "      <td>Base données</td>\n",
+       "      <td>0.999991</td>\n",
+       "      <td>0.138650</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>191</th>\n",
+       "      <td>Office de Tourisme</td>\n",
+       "      <td>0.999991</td>\n",
+       "      <td>0.207974</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>128</th>\n",
+       "      <td>Globale sans VIP</td>\n",
+       "      <td>0.955488</td>\n",
+       "      <td>0.274214</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>112</th>\n",
+       "      <td>Contacts structures</td>\n",
+       "      <td>0.929969</td>\n",
+       "      <td>0.338684</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>98</th>\n",
+       "      <td>Cible gratuité IMA COMEDY</td>\n",
+       "      <td>0.636246</td>\n",
+       "      <td>0.382792</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>2 IEME ENVOI IMA COMEDY CLUB</td>\n",
+       "      <td>0.630389</td>\n",
+       "      <td>0.426494</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>64</th>\n",
+       "      <td>Actions Marketing ARABOFOLIES</td>\n",
+       "      <td>0.627917</td>\n",
+       "      <td>0.470025</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>171</th>\n",
+       "      <td>Liste globale sans VIP</td>\n",
+       "      <td>0.582183</td>\n",
+       "      <td>0.510385</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>126</th>\n",
+       "      <td>Formulaire inscription mallette \"Cultures en partage\"</td>\n",
+       "      <td>0.532831</td>\n",
+       "      <td>0.547324</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>78</th>\n",
+       "      <td>CAMPAGNE ADHESION 2023</td>\n",
+       "      <td>0.449371</td>\n",
+       "      <td>0.578477</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>234</th>\n",
+       "      <td>Tous les optins</td>\n",
+       "      <td>0.412546</td>\n",
+       "      <td>0.607076</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>192</th>\n",
+       "      <td>Optin 2023</td>\n",
+       "      <td>0.365057</td>\n",
+       "      <td>0.632384</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>170</th>\n",
+       "      <td>Liste globale optin-15-01-2021</td>\n",
+       "      <td>0.325482</td>\n",
+       "      <td>0.654948</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>10-03-sb-dolist</td>\n",
+       "      <td>0.193833</td>\n",
+       "      <td>0.668386</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>195</th>\n",
+       "      <td>Origine - Nouba</td>\n",
+       "      <td>0.192452</td>\n",
+       "      <td>0.681728</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>158</th>\n",
+       "      <td>LIVE2022_Intérêt Expositions musée</td>\n",
+       "      <td>0.173550</td>\n",
+       "      <td>0.693759</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>414</th>\n",
+       "      <td>old_Intéressés par la Musique</td>\n",
+       "      <td>0.166505</td>\n",
+       "      <td>0.705302</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>415</th>\n",
+       "      <td>old_Intérêt Danse</td>\n",
+       "      <td>0.163572</td>\n",
+       "      <td>0.716642</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>100</th>\n",
+       "      <td>Cible offre DAOUD DEPARDON</td>\n",
+       "      <td>0.130372</td>\n",
+       "      <td>0.725680</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>13-04-2022-vente 2021</td>\n",
+       "      <td>0.128804</td>\n",
+       "      <td>0.734609</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>73</th>\n",
+       "      <td>Arabofolies Juillet 2022</td>\n",
+       "      <td>0.109123</td>\n",
+       "      <td>0.742174</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>137</th>\n",
+       "      <td>Intérêt LGBTQ+</td>\n",
+       "      <td>0.108917</td>\n",
+       "      <td>0.749725</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>274</th>\n",
+       "      <td>blacklistés ima</td>\n",
+       "      <td>0.105407</td>\n",
+       "      <td>0.757032</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>208</th>\n",
+       "      <td>Public traditionnel</td>\n",
+       "      <td>0.083821</td>\n",
+       "      <td>0.762843</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>159</th>\n",
+       "      <td>LIVE2022_Intérêt Humour</td>\n",
+       "      <td>0.082858</td>\n",
+       "      <td>0.768587</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>99</th>\n",
+       "      <td>Cible jeunes humour</td>\n",
+       "      <td>0.080312</td>\n",
+       "      <td>0.774155</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>213</th>\n",
+       "      <td>Relance gratuité IMA COMEDY CLUB</td>\n",
+       "      <td>0.079205</td>\n",
+       "      <td>0.779646</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>101</th>\n",
+       "      <td>Cible rencontres et débats</td>\n",
+       "      <td>0.076743</td>\n",
+       "      <td>0.784966</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>189</th>\n",
+       "      <td>Nouveaux inscrits newsletter</td>\n",
+       "      <td>0.076200</td>\n",
+       "      <td>0.790249</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>349</th>\n",
+       "      <td>interet nuit du cinéma</td>\n",
+       "      <td>0.072260</td>\n",
+       "      <td>0.795258</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>141</th>\n",
+       "      <td>Intérêt prononcé pour la nuit du ramadan</td>\n",
+       "      <td>0.072254</td>\n",
+       "      <td>0.800267</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>87</th>\n",
+       "      <td>Cible Algérie</td>\n",
+       "      <td>0.070337</td>\n",
+       "      <td>0.805143</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>93</th>\n",
+       "      <td>Cible News offre spéciale humour</td>\n",
+       "      <td>0.069296</td>\n",
+       "      <td>0.809947</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>140</th>\n",
+       "      <td>Intérêt musique électro</td>\n",
+       "      <td>0.068716</td>\n",
+       "      <td>0.814711</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>280</th>\n",
+       "      <td>cible Histoire et feminisme</td>\n",
+       "      <td>0.068585</td>\n",
+       "      <td>0.819466</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>174</th>\n",
+       "      <td>Liste relais pour présentation 2023</td>\n",
+       "      <td>0.067404</td>\n",
+       "      <td>0.824139</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>138</th>\n",
+       "      <td>Intérêt musique Orientale</td>\n",
+       "      <td>0.066082</td>\n",
+       "      <td>0.828720</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>16-07-21-nuit-du-cinema</td>\n",
+       "      <td>0.065166</td>\n",
+       "      <td>0.833237</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>204</th>\n",
+       "      <td>Profil Client Expos Divas (Geo)</td>\n",
+       "      <td>0.063401</td>\n",
+       "      <td>0.837633</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>265</th>\n",
+       "      <td>araborolies/Divas/relance</td>\n",
+       "      <td>0.061647</td>\n",
+       "      <td>0.841906</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>203</th>\n",
+       "      <td>Profil Client Expo Divas</td>\n",
+       "      <td>0.061138</td>\n",
+       "      <td>0.846145</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>233</th>\n",
+       "      <td>Tous les inscrits aux newsletters via le formulaire du site web</td>\n",
+       "      <td>0.057407</td>\n",
+       "      <td>0.850125</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>243</th>\n",
+       "      <td>VIP Générale</td>\n",
+       "      <td>0.053682</td>\n",
+       "      <td>0.853846</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>226</th>\n",
+       "      <td>Strcutures sans VIP</td>\n",
+       "      <td>0.053396</td>\n",
+       "      <td>0.857548</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>67</th>\n",
+       "      <td>Agi pour buren</td>\n",
+       "      <td>0.051575</td>\n",
+       "      <td>0.861123</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>144</th>\n",
+       "      <td>Invitation à l'exposition Palestine LANG</td>\n",
+       "      <td>0.051092</td>\n",
+       "      <td>0.864665</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>62</th>\n",
+       "      <td>Acheteurs individuels de l'expo Juifs d'orient statique</td>\n",
+       "      <td>0.046526</td>\n",
+       "      <td>0.867891</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>61</th>\n",
+       "      <td>Acheteurs individuels de l'expo Juifs d'orient</td>\n",
+       "      <td>0.046513</td>\n",
+       "      <td>0.871115</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>95</th>\n",
+       "      <td>Cible arabic Sound system</td>\n",
+       "      <td>0.046164</td>\n",
+       "      <td>0.874316</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>244</th>\n",
+       "      <td>VIP STATIQUE</td>\n",
+       "      <td>0.041158</td>\n",
+       "      <td>0.877169</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>245</th>\n",
+       "      <td>VIP Téléchargement</td>\n",
+       "      <td>0.040737</td>\n",
+       "      <td>0.879993</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>102</th>\n",
+       "      <td>Cible scolaire 2022</td>\n",
+       "      <td>0.040313</td>\n",
+       "      <td>0.882788</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>90</th>\n",
+       "      <td>Cible Maroc</td>\n",
+       "      <td>0.039827</td>\n",
+       "      <td>0.885549</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>91</th>\n",
+       "      <td>Cible Maroc</td>\n",
+       "      <td>0.039827</td>\n",
+       "      <td>0.888310</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>41</th>\n",
+       "      <td>26mai-2023-Structures-invit-palestine</td>\n",
+       "      <td>0.039188</td>\n",
+       "      <td>0.891027</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>393</th>\n",
+       "      <td>liste_contacts_agi_2021_02_16_</td>\n",
+       "      <td>0.033618</td>\n",
+       "      <td>0.893357</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>450</th>\n",
+       "      <td>sb-fichier-eudonet-ok-18-05-21</td>\n",
+       "      <td>0.032056</td>\n",
+       "      <td>0.895579</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>04_11_22_eudonet</td>\n",
+       "      <td>0.031857</td>\n",
+       "      <td>0.897788</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>215</th>\n",
+       "      <td>SB-18-05-VIP-eudonet</td>\n",
+       "      <td>0.031857</td>\n",
+       "      <td>0.899996</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>175</th>\n",
+       "      <td>Liste vernissage</td>\n",
+       "      <td>0.031364</td>\n",
+       "      <td>0.902171</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>235</th>\n",
+       "      <td>Tous les relais</td>\n",
+       "      <td>0.031090</td>\n",
+       "      <td>0.904326</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>252</th>\n",
+       "      <td>Visiteurs expo pour questionnaires</td>\n",
+       "      <td>0.029930</td>\n",
+       "      <td>0.906401</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>223</th>\n",
+       "      <td>Scolaires - Actions Educatives 24/11/2021</td>\n",
+       "      <td>0.029871</td>\n",
+       "      <td>0.908472</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>92</th>\n",
+       "      <td>Cible Musique Judeo-arabe</td>\n",
+       "      <td>0.029266</td>\n",
+       "      <td>0.910501</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>15-09-2023-Cible-Palestine</td>\n",
+       "      <td>0.028531</td>\n",
+       "      <td>0.912478</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>162</th>\n",
+       "      <td>LIVE2022_Intérêts Rencontres, débats et conférences</td>\n",
+       "      <td>0.026928</td>\n",
+       "      <td>0.914345</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>282</th>\n",
+       "      <td>cible photo</td>\n",
+       "      <td>0.026056</td>\n",
+       "      <td>0.916152</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>38</th>\n",
+       "      <td>26-MAI_STRUCTURE-2023-OK</td>\n",
+       "      <td>0.025495</td>\n",
+       "      <td>0.917919</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>07-12-20-Relais-invitatation-divas</td>\n",
+       "      <td>0.024909</td>\n",
+       "      <td>0.919646</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>410</th>\n",
+       "      <td>old_Amis de l'IMA</td>\n",
+       "      <td>0.023160</td>\n",
+       "      <td>0.921251</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>222</th>\n",
+       "      <td>Scolaires - Actions Educatives 24/01/2023</td>\n",
+       "      <td>0.022724</td>\n",
+       "      <td>0.922827</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>198</th>\n",
+       "      <td>PALESTINE</td>\n",
+       "      <td>0.020903</td>\n",
+       "      <td>0.924276</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>249</th>\n",
+       "      <td>Vignes et tilleuls</td>\n",
+       "      <td>0.020439</td>\n",
+       "      <td>0.925693</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>39</th>\n",
+       "      <td>26-mai-11H10-relais</td>\n",
+       "      <td>0.019578</td>\n",
+       "      <td>0.927050</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>110</th>\n",
+       "      <td>Contacts Librairie</td>\n",
+       "      <td>0.019114</td>\n",
+       "      <td>0.928375</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>194</th>\n",
+       "      <td>Origine - Inscription manuelle</td>\n",
+       "      <td>0.018307</td>\n",
+       "      <td>0.929644</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>196</th>\n",
+       "      <td>Origine - QR code</td>\n",
+       "      <td>0.018294</td>\n",
+       "      <td>0.930913</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>59</th>\n",
+       "      <td>Acheteurs Daoud Depardon</td>\n",
+       "      <td>0.018232</td>\n",
+       "      <td>0.932176</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>473</th>\n",
+       "      <td>événements autour de Habibi</td>\n",
+       "      <td>0.017755</td>\n",
+       "      <td>0.933407</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                                         target_name  \\\n",
+       "232                                     Tous les contacts mis à jour   \n",
+       "76                                                     Base données    \n",
+       "191                                              Office de Tourisme    \n",
+       "128                                                Globale sans VIP    \n",
+       "112                                              Contacts structures   \n",
+       "98                                         Cible gratuité IMA COMEDY   \n",
+       "23                                      2 IEME ENVOI IMA COMEDY CLUB   \n",
+       "64                                     Actions Marketing ARABOFOLIES   \n",
+       "171                                           Liste globale sans VIP   \n",
+       "126            Formulaire inscription mallette \"Cultures en partage\"   \n",
+       "78                                            CAMPAGNE ADHESION 2023   \n",
+       "234                                                  Tous les optins   \n",
+       "192                                                       Optin 2023   \n",
+       "170                                   Liste globale optin-15-01-2021   \n",
+       "10                                                   10-03-sb-dolist   \n",
+       "195                                                  Origine - Nouba   \n",
+       "158                               LIVE2022_Intérêt Expositions musée   \n",
+       "414                                    old_Intéressés par la Musique   \n",
+       "415                                                old_Intérêt Danse   \n",
+       "100                                       Cible offre DAOUD DEPARDON   \n",
+       "12                                             13-04-2022-vente 2021   \n",
+       "73                                          Arabofolies Juillet 2022   \n",
+       "137                                                   Intérêt LGBTQ+   \n",
+       "274                                                  blacklistés ima   \n",
+       "208                                             Public traditionnel    \n",
+       "159                                          LIVE2022_Intérêt Humour   \n",
+       "99                                               Cible jeunes humour   \n",
+       "213                                 Relance gratuité IMA COMEDY CLUB   \n",
+       "101                                       Cible rencontres et débats   \n",
+       "189                                     Nouveaux inscrits newsletter   \n",
+       "349                                           interet nuit du cinéma   \n",
+       "141                        Intérêt prononcé pour la nuit du ramadan    \n",
+       "87                                                    Cible Algérie    \n",
+       "93                                  Cible News offre spéciale humour   \n",
+       "140                                          Intérêt musique électro   \n",
+       "280                                     cible Histoire et feminisme    \n",
+       "174                              Liste relais pour présentation 2023   \n",
+       "138                                        Intérêt musique Orientale   \n",
+       "18                                           16-07-21-nuit-du-cinema   \n",
+       "204                                  Profil Client Expos Divas (Geo)   \n",
+       "265                                       araborolies/Divas/relance    \n",
+       "203                                         Profil Client Expo Divas   \n",
+       "233  Tous les inscrits aux newsletters via le formulaire du site web   \n",
+       "243                                                     VIP Générale   \n",
+       "226                                             Strcutures sans VIP    \n",
+       "67                                                    Agi pour buren   \n",
+       "144                         Invitation à l'exposition Palestine LANG   \n",
+       "62           Acheteurs individuels de l'expo Juifs d'orient statique   \n",
+       "61                    Acheteurs individuels de l'expo Juifs d'orient   \n",
+       "95                                        Cible arabic Sound system    \n",
+       "244                                                     VIP STATIQUE   \n",
+       "245                                               VIP Téléchargement   \n",
+       "102                                              Cible scolaire 2022   \n",
+       "90                                                       Cible Maroc   \n",
+       "91                                                      Cible Maroc    \n",
+       "41                             26mai-2023-Structures-invit-palestine   \n",
+       "393                                   liste_contacts_agi_2021_02_16_   \n",
+       "450                                   sb-fichier-eudonet-ok-18-05-21   \n",
+       "4                                                   04_11_22_eudonet   \n",
+       "215                                             SB-18-05-VIP-eudonet   \n",
+       "175                                                Liste vernissage    \n",
+       "235                                                 Tous les relais    \n",
+       "252                               Visiteurs expo pour questionnaires   \n",
+       "223                        Scolaires - Actions Educatives 24/11/2021   \n",
+       "92                                         Cible Musique Judeo-arabe   \n",
+       "13                                        15-09-2023-Cible-Palestine   \n",
+       "162              LIVE2022_Intérêts Rencontres, débats et conférences   \n",
+       "282                                                      cible photo   \n",
+       "38                                          26-MAI_STRUCTURE-2023-OK   \n",
+       "5                                 07-12-20-Relais-invitatation-divas   \n",
+       "410                                                old_Amis de l'IMA   \n",
+       "222                        Scolaires - Actions Educatives 24/01/2023   \n",
+       "198                                                       PALESTINE    \n",
+       "249                                              Vignes et tilleuls    \n",
+       "39                                               26-mai-11H10-relais   \n",
+       "110                                               Contacts Librairie   \n",
+       "194                                   Origine - Inscription manuelle   \n",
+       "196                                                Origine - QR code   \n",
+       "59                                          Acheteurs Daoud Depardon   \n",
+       "473                                     événements autour de Habibi    \n",
+       "\n",
+       "     customer_id  cumulative_customers  \n",
+       "232     0.999991              0.069325  \n",
+       "76      0.999991              0.138650  \n",
+       "191     0.999991              0.207974  \n",
+       "128     0.955488              0.274214  \n",
+       "112     0.929969              0.338684  \n",
+       "98      0.636246              0.382792  \n",
+       "23      0.630389              0.426494  \n",
+       "64      0.627917              0.470025  \n",
+       "171     0.582183              0.510385  \n",
+       "126     0.532831              0.547324  \n",
+       "78      0.449371              0.578477  \n",
+       "234     0.412546              0.607076  \n",
+       "192     0.365057              0.632384  \n",
+       "170     0.325482              0.654948  \n",
+       "10      0.193833              0.668386  \n",
+       "195     0.192452              0.681728  \n",
+       "158     0.173550              0.693759  \n",
+       "414     0.166505              0.705302  \n",
+       "415     0.163572              0.716642  \n",
+       "100     0.130372              0.725680  \n",
+       "12      0.128804              0.734609  \n",
+       "73      0.109123              0.742174  \n",
+       "137     0.108917              0.749725  \n",
+       "274     0.105407              0.757032  \n",
+       "208     0.083821              0.762843  \n",
+       "159     0.082858              0.768587  \n",
+       "99      0.080312              0.774155  \n",
+       "213     0.079205              0.779646  \n",
+       "101     0.076743              0.784966  \n",
+       "189     0.076200              0.790249  \n",
+       "349     0.072260              0.795258  \n",
+       "141     0.072254              0.800267  \n",
+       "87      0.070337              0.805143  \n",
+       "93      0.069296              0.809947  \n",
+       "140     0.068716              0.814711  \n",
+       "280     0.068585              0.819466  \n",
+       "174     0.067404              0.824139  \n",
+       "138     0.066082              0.828720  \n",
+       "18      0.065166              0.833237  \n",
+       "204     0.063401              0.837633  \n",
+       "265     0.061647              0.841906  \n",
+       "203     0.061138              0.846145  \n",
+       "233     0.057407              0.850125  \n",
+       "243     0.053682              0.853846  \n",
+       "226     0.053396              0.857548  \n",
+       "67      0.051575              0.861123  \n",
+       "144     0.051092              0.864665  \n",
+       "62      0.046526              0.867891  \n",
+       "61      0.046513              0.871115  \n",
+       "95      0.046164              0.874316  \n",
+       "244     0.041158              0.877169  \n",
+       "245     0.040737              0.879993  \n",
+       "102     0.040313              0.882788  \n",
+       "90      0.039827              0.885549  \n",
+       "91      0.039827              0.888310  \n",
+       "41      0.039188              0.891027  \n",
+       "393     0.033618              0.893357  \n",
+       "450     0.032056              0.895579  \n",
+       "4       0.031857              0.897788  \n",
+       "215     0.031857              0.899996  \n",
+       "175     0.031364              0.902171  \n",
+       "235     0.031090              0.904326  \n",
+       "252     0.029930              0.906401  \n",
+       "223     0.029871              0.908472  \n",
+       "92      0.029266              0.910501  \n",
+       "13      0.028531              0.912478  \n",
+       "162     0.026928              0.914345  \n",
+       "282     0.026056              0.916152  \n",
+       "38      0.025495              0.917919  \n",
+       "5       0.024909              0.919646  \n",
+       "410     0.023160              0.921251  \n",
+       "222     0.022724              0.922827  \n",
+       "198     0.020903              0.924276  \n",
+       "249     0.020439              0.925693  \n",
+       "39      0.019578              0.927050  \n",
+       "110     0.019114              0.928375  \n",
+       "194     0.018307              0.929644  \n",
+       "196     0.018294              0.930913  \n",
+       "59      0.018232              0.932176  \n",
+       "473     0.017755              0.933407  "
+      ]
+     },
+     "execution_count": 78,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "print_main_target('4', 80)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 79,
+   "id": "40fe3676",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "File path :  projet-bdc2324-team1/0_Input/Company_101/target_information.csv\n",
+      "Nombre de ciblage :  22054795\n",
+      "Nombre de client avec étiquette target :  2760649\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>target_name</th>\n",
+       "      <th>customer_id</th>\n",
+       "      <th>cumulative_customers</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>304</th>\n",
+       "      <td>acheteurs globaux sans gratuités</td>\n",
+       "      <td>0.778807</td>\n",
+       "      <td>0.097485</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>(Synchro Code Postal - Arenametrix)</td>\n",
+       "      <td>0.622788</td>\n",
+       "      <td>0.175441</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>76</th>\n",
+       "      <td>Acheteurs depuis 3 ans</td>\n",
+       "      <td>0.531521</td>\n",
+       "      <td>0.241973</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>(Synchro Date de naissance - Arenametrix)</td>\n",
+       "      <td>0.348903</td>\n",
+       "      <td>0.285646</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>200</th>\n",
+       "      <td>Consentements ALL</td>\n",
+       "      <td>0.285676</td>\n",
+       "      <td>0.321404</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>324</th>\n",
+       "      <td>consentement optin culturespaces</td>\n",
+       "      <td>0.263446</td>\n",
+       "      <td>0.354381</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>303</th>\n",
+       "      <td>[Auto] - Acheteurs depuis 1 an</td>\n",
+       "      <td>0.229370</td>\n",
+       "      <td>0.383091</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>334</th>\n",
+       "      <td>consentement optout adl individuels</td>\n",
+       "      <td>0.199532</td>\n",
+       "      <td>0.408067</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>316</th>\n",
+       "      <td>consentement optin adl individuels</td>\n",
+       "      <td>0.180665</td>\n",
+       "      <td>0.430682</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>270</th>\n",
+       "      <td>Optins_ADL</td>\n",
+       "      <td>0.174684</td>\n",
+       "      <td>0.452547</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>57</th>\n",
+       "      <td>ADL_acheteursADL_France</td>\n",
+       "      <td>0.144103</td>\n",
+       "      <td>0.470585</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>ADL France Luxembourg __</td>\n",
+       "      <td>0.138661</td>\n",
+       "      <td>0.487941</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>ADL France opt-in</td>\n",
+       "      <td>0.138359</td>\n",
+       "      <td>0.505260</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>43</th>\n",
+       "      <td>ADL optin 1x</td>\n",
+       "      <td>0.137769</td>\n",
+       "      <td>0.522505</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>41</th>\n",
+       "      <td>ADL envoi Cezanne</td>\n",
+       "      <td>0.134868</td>\n",
+       "      <td>0.539387</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>269</th>\n",
+       "      <td>Nova_Global BDL</td>\n",
+       "      <td>0.126884</td>\n",
+       "      <td>0.555269</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>78</th>\n",
+       "      <td>Analyse_ADL</td>\n",
+       "      <td>0.114731</td>\n",
+       "      <td>0.569630</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>140</th>\n",
+       "      <td>Boutemont 200km</td>\n",
+       "      <td>0.114117</td>\n",
+       "      <td>0.583914</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>58</th>\n",
+       "      <td>ADL_acheteursADL_France_ALL18mois</td>\n",
+       "      <td>0.112623</td>\n",
+       "      <td>0.598012</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>72</th>\n",
+       "      <td>Acheteurs BDL hors gratuité</td>\n",
+       "      <td>0.107479</td>\n",
+       "      <td>0.611465</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>39</th>\n",
+       "      <td>ADL clients Ile de France</td>\n",
+       "      <td>0.101688</td>\n",
+       "      <td>0.624194</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>59</th>\n",
+       "      <td>ADL_acheteursADL_IDF</td>\n",
+       "      <td>0.099636</td>\n",
+       "      <td>0.636665</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>139</th>\n",
+       "      <td>Blacklistés</td>\n",
+       "      <td>0.095542</td>\n",
+       "      <td>0.648624</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>45</th>\n",
+       "      <td>ADL optin petit couronne</td>\n",
+       "      <td>0.081259</td>\n",
+       "      <td>0.658796</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>ADL 15km</td>\n",
+       "      <td>0.078260</td>\n",
+       "      <td>0.668592</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>357</th>\n",
+       "      <td>tarif famille</td>\n",
+       "      <td>0.076298</td>\n",
+       "      <td>0.678142</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>60</th>\n",
+       "      <td>ADL_acheteursADL_IDF_ALL18mois</td>\n",
+       "      <td>0.076005</td>\n",
+       "      <td>0.687656</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>149</th>\n",
+       "      <td>CAH MJA France-Belgique-Suisse-Lux</td>\n",
+       "      <td>0.073566</td>\n",
+       "      <td>0.696864</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>336</th>\n",
+       "      <td>consentement optout bdl individuels</td>\n",
+       "      <td>0.070118</td>\n",
+       "      <td>0.705641</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>351</th>\n",
+       "      <td>destinataires_campagne_boutemont</td>\n",
+       "      <td>0.067179</td>\n",
+       "      <td>0.714050</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>340</th>\n",
+       "      <td>consentement optout cdl individuels</td>\n",
+       "      <td>0.067175</td>\n",
+       "      <td>0.722458</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>347</th>\n",
+       "      <td>consentement optout mja individuels</td>\n",
+       "      <td>0.066109</td>\n",
+       "      <td>0.730734</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>56</th>\n",
+       "      <td>ADL_Acheteurs_Dali_depuis050521 -</td>\n",
+       "      <td>0.065303</td>\n",
+       "      <td>0.738908</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>ADL 1fois France hors IDF</td>\n",
+       "      <td>0.063167</td>\n",
+       "      <td>0.746814</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>ADL FR OPTIN emails ouverts</td>\n",
+       "      <td>0.052960</td>\n",
+       "      <td>0.753444</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>125</th>\n",
+       "      <td>BDL_anciensacheteursBDL_FRANCE_v2</td>\n",
+       "      <td>0.051593</td>\n",
+       "      <td>0.759902</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>ADL 15km femme</td>\n",
+       "      <td>0.051241</td>\n",
+       "      <td>0.766316</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>205</th>\n",
+       "      <td>Export 2 scénario Anniversaire</td>\n",
+       "      <td>0.051113</td>\n",
+       "      <td>0.772713</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>204</th>\n",
+       "      <td>Export 1 scénario Anniversaire</td>\n",
+       "      <td>0.050358</td>\n",
+       "      <td>0.779017</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>79</th>\n",
+       "      <td>Analyse_BDL</td>\n",
+       "      <td>0.048561</td>\n",
+       "      <td>0.785095</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>ADL 1fois IDF hors Paris</td>\n",
+       "      <td>0.042128</td>\n",
+       "      <td>0.790369</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>84</th>\n",
+       "      <td>Analyse_MJA</td>\n",
+       "      <td>0.041119</td>\n",
+       "      <td>0.795516</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>118</th>\n",
+       "      <td>BDL_Anciens acheteurs Tintin_v2</td>\n",
+       "      <td>0.039127</td>\n",
+       "      <td>0.800413</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>91</th>\n",
+       "      <td>BDL - Jumeaux - anciens acheteurs Tintin</td>\n",
+       "      <td>0.038955</td>\n",
+       "      <td>0.805289</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>44</th>\n",
+       "      <td>ADL optin 2+</td>\n",
+       "      <td>0.038283</td>\n",
+       "      <td>0.810081</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>247</th>\n",
+       "      <td>Liste boutemont</td>\n",
+       "      <td>0.033839</td>\n",
+       "      <td>0.814317</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>37</th>\n",
+       "      <td>ADL clients FR LUX fidélité +2</td>\n",
+       "      <td>0.033168</td>\n",
+       "      <td>0.818469</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>ADL France 2-14 visites</td>\n",
+       "      <td>0.033107</td>\n",
+       "      <td>0.822613</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>ADL 1fois Paris</td>\n",
+       "      <td>0.032402</td>\n",
+       "      <td>0.826669</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>116</th>\n",
+       "      <td>BDL_AcheteursMRC_depuis060521 - Old</td>\n",
+       "      <td>0.032150</td>\n",
+       "      <td>0.830693</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>115</th>\n",
+       "      <td>BDL_AcheteursMRC_depuis060521 - 07/12/2021</td>\n",
+       "      <td>0.032150</td>\n",
+       "      <td>0.834717</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>126</th>\n",
+       "      <td>BDL_anciensacheteursBDL_GIRONDE_v2</td>\n",
+       "      <td>0.031237</td>\n",
+       "      <td>0.838627</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>81</th>\n",
+       "      <td>Analyse_CDL</td>\n",
+       "      <td>0.030649</td>\n",
+       "      <td>0.842464</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>ADL -20km +30ans</td>\n",
+       "      <td>0.027940</td>\n",
+       "      <td>0.845961</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>322</th>\n",
+       "      <td>consentement optin cdl individuels</td>\n",
+       "      <td>0.027214</td>\n",
+       "      <td>0.849368</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>42</th>\n",
+       "      <td>ADL ile de france fidélité+2</td>\n",
+       "      <td>0.025974</td>\n",
+       "      <td>0.852619</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>86</th>\n",
+       "      <td>Anniversaire</td>\n",
+       "      <td>0.025558</td>\n",
+       "      <td>0.855818</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>ADL 30-50 ans FID 1</td>\n",
+       "      <td>0.024735</td>\n",
+       "      <td>0.858914</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>150</th>\n",
+       "      <td>CAH_ADL</td>\n",
+       "      <td>0.024249</td>\n",
+       "      <td>0.861950</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>344</th>\n",
+       "      <td>consentement optout hdc individuels</td>\n",
+       "      <td>0.024003</td>\n",
+       "      <td>0.864954</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>314</th>\n",
+       "      <td>consentement bdl individuels</td>\n",
+       "      <td>0.023525</td>\n",
+       "      <td>0.867899</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>318</th>\n",
+       "      <td>consentement optin bdl individuels</td>\n",
+       "      <td>0.023207</td>\n",
+       "      <td>0.870804</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>122</th>\n",
+       "      <td>BDL_anciens acheteurs BDL</td>\n",
+       "      <td>0.022925</td>\n",
+       "      <td>0.873673</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>183</th>\n",
+       "      <td>CDL_Tous Optins</td>\n",
+       "      <td>0.022568</td>\n",
+       "      <td>0.876498</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>166</th>\n",
+       "      <td>CDL France optin</td>\n",
+       "      <td>0.021642</td>\n",
+       "      <td>0.879207</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>167</th>\n",
+       "      <td>CDL Optin_France_Belgique_Luxembourg</td>\n",
+       "      <td>0.021339</td>\n",
+       "      <td>0.881878</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>175</th>\n",
+       "      <td>CDL optin_France</td>\n",
+       "      <td>0.020988</td>\n",
+       "      <td>0.884505</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>ADL IDF 30-55ans hors Chagall</td>\n",
+       "      <td>0.020071</td>\n",
+       "      <td>0.887018</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>327</th>\n",
+       "      <td>consentement optin hdc individuels</td>\n",
+       "      <td>0.019767</td>\n",
+       "      <td>0.889492</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>271</th>\n",
+       "      <td>Optins_BDL</td>\n",
+       "      <td>0.019633</td>\n",
+       "      <td>0.891949</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>123</th>\n",
+       "      <td>BDL_anciens acheteurs BDL FRANCE</td>\n",
+       "      <td>0.019280</td>\n",
+       "      <td>0.894363</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>97</th>\n",
+       "      <td>BDL opt-in France</td>\n",
+       "      <td>0.019050</td>\n",
+       "      <td>0.896747</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>ADL - nouveaux visiteurs Tintin</td>\n",
+       "      <td>0.018092</td>\n",
+       "      <td>0.899012</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>274</th>\n",
+       "      <td>Optins_HDC</td>\n",
+       "      <td>0.017418</td>\n",
+       "      <td>0.901192</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>94</th>\n",
+       "      <td>BDL Nouvelle-Aquitaine optin</td>\n",
+       "      <td>0.017348</td>\n",
+       "      <td>0.903364</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>49</th>\n",
+       "      <td>ADL tarif famille</td>\n",
+       "      <td>0.017094</td>\n",
+       "      <td>0.905503</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>ADL Cosmos mai 2022</td>\n",
+       "      <td>0.015652</td>\n",
+       "      <td>0.907462</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>172</th>\n",
+       "      <td>CDL intégrales -150km hors édition 2023</td>\n",
+       "      <td>0.014517</td>\n",
+       "      <td>0.909280</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>ADL 2+ IDF hors Paris</td>\n",
+       "      <td>0.014415</td>\n",
+       "      <td>0.911084</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>98</th>\n",
+       "      <td>BDL optin -60km</td>\n",
+       "      <td>0.013695</td>\n",
+       "      <td>0.912798</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>124</th>\n",
+       "      <td>BDL_anciens acheteurs BDL GIRONDE</td>\n",
+       "      <td>0.013515</td>\n",
+       "      <td>0.914490</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>264</th>\n",
+       "      <td>Mailing groupes ZAO</td>\n",
+       "      <td>0.013343</td>\n",
+       "      <td>0.916160</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>191</th>\n",
+       "      <td>Clients CDL -150km hors Intégrales 2022</td>\n",
+       "      <td>0.013056</td>\n",
+       "      <td>0.917794</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>227</th>\n",
+       "      <td>HDC_CAH_zaowouki</td>\n",
+       "      <td>0.012870</td>\n",
+       "      <td>0.919405</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>222</th>\n",
+       "      <td>HDC france_optin</td>\n",
+       "      <td>0.012835</td>\n",
+       "      <td>0.921012</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>ADL 2+ Paris</td>\n",
+       "      <td>0.012601</td>\n",
+       "      <td>0.922589</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>325</th>\n",
+       "      <td>consentement optin fdl individuels</td>\n",
+       "      <td>0.011658</td>\n",
+       "      <td>0.924048</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>180</th>\n",
+       "      <td>CDL sauf cezanne -100km</td>\n",
+       "      <td>0.011013</td>\n",
+       "      <td>0.925427</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>ADL 2+ France hors IDF</td>\n",
+       "      <td>0.010999</td>\n",
+       "      <td>0.926804</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>213</th>\n",
+       "      <td>HDC -40km</td>\n",
+       "      <td>0.010833</td>\n",
+       "      <td>0.928160</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>199</th>\n",
+       "      <td>Clients américains ADL optin</td>\n",
+       "      <td>0.010710</td>\n",
+       "      <td>0.929500</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>190</th>\n",
+       "      <td>Clients ADL USA optin</td>\n",
+       "      <td>0.010700</td>\n",
+       "      <td>0.930840</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>193</th>\n",
+       "      <td>Clients HDC &gt;100km</td>\n",
+       "      <td>0.010622</td>\n",
+       "      <td>0.932169</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>65</th>\n",
+       "      <td>ADL_acheteursOcéans_ALL</td>\n",
+       "      <td>0.010540</td>\n",
+       "      <td>0.933489</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>ADL - Formulaire inscription NL grand public OU scolaires</td>\n",
+       "      <td>0.010446</td>\n",
+       "      <td>0.934796</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>302</th>\n",
+       "      <td>[AUTO] - Inactifs scénario parralèle</td>\n",
+       "      <td>0.010419</td>\n",
+       "      <td>0.936100</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>74</th>\n",
+       "      <td>Acheteurs Dali ADL 2021</td>\n",
+       "      <td>0.009927</td>\n",
+       "      <td>0.937343</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>ADL IDF +55ans hors Chagall</td>\n",
+       "      <td>0.009800</td>\n",
+       "      <td>0.938570</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>ADL FR visiteurs Dali</td>\n",
+       "      <td>0.009441</td>\n",
+       "      <td>0.939751</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>214</th>\n",
+       "      <td>HDC &gt;100km</td>\n",
+       "      <td>0.008993</td>\n",
+       "      <td>0.940877</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                                   target_name  customer_id  \\\n",
+       "304                           acheteurs globaux sans gratuités     0.778807   \n",
+       "1                          (Synchro Code Postal - Arenametrix)     0.622788   \n",
+       "76                                      Acheteurs depuis 3 ans     0.531521   \n",
+       "2                    (Synchro Date de naissance - Arenametrix)     0.348903   \n",
+       "200                                          Consentements ALL     0.285676   \n",
+       "324                           consentement optin culturespaces     0.263446   \n",
+       "303                             [Auto] - Acheteurs depuis 1 an     0.229370   \n",
+       "334                        consentement optout adl individuels     0.199532   \n",
+       "316                         consentement optin adl individuels     0.180665   \n",
+       "270                                                 Optins_ADL     0.174684   \n",
+       "57                                     ADL_acheteursADL_France     0.144103   \n",
+       "25                                    ADL France Luxembourg __     0.138661   \n",
+       "26                                           ADL France opt-in     0.138359   \n",
+       "43                                                ADL optin 1x     0.137769   \n",
+       "41                                          ADL envoi Cezanne      0.134868   \n",
+       "269                                            Nova_Global BDL     0.126884   \n",
+       "78                                                 Analyse_ADL     0.114731   \n",
+       "140                                            Boutemont 200km     0.114117   \n",
+       "58                           ADL_acheteursADL_France_ALL18mois     0.112623   \n",
+       "72                                 Acheteurs BDL hors gratuité     0.107479   \n",
+       "39                                   ADL clients Ile de France     0.101688   \n",
+       "59                                        ADL_acheteursADL_IDF     0.099636   \n",
+       "139                                                Blacklistés     0.095542   \n",
+       "45                                    ADL optin petit couronne     0.081259   \n",
+       "10                                                    ADL 15km     0.078260   \n",
+       "357                                              tarif famille     0.076298   \n",
+       "60                              ADL_acheteursADL_IDF_ALL18mois     0.076005   \n",
+       "149                         CAH MJA France-Belgique-Suisse-Lux     0.073566   \n",
+       "336                        consentement optout bdl individuels     0.070118   \n",
+       "351                           destinataires_campagne_boutemont     0.067179   \n",
+       "340                        consentement optout cdl individuels     0.067175   \n",
+       "347                        consentement optout mja individuels     0.066109   \n",
+       "56                           ADL_Acheteurs_Dali_depuis050521 -     0.065303   \n",
+       "12                                   ADL 1fois France hors IDF     0.063167   \n",
+       "22                                 ADL FR OPTIN emails ouverts     0.052960   \n",
+       "125                          BDL_anciensacheteursBDL_FRANCE_v2     0.051593   \n",
+       "11                                              ADL 15km femme     0.051241   \n",
+       "205                             Export 2 scénario Anniversaire     0.051113   \n",
+       "204                             Export 1 scénario Anniversaire     0.050358   \n",
+       "79                                                 Analyse_BDL     0.048561   \n",
+       "13                                    ADL 1fois IDF hors Paris     0.042128   \n",
+       "84                                                 Analyse_MJA     0.041119   \n",
+       "118                            BDL_Anciens acheteurs Tintin_v2     0.039127   \n",
+       "91                    BDL - Jumeaux - anciens acheteurs Tintin     0.038955   \n",
+       "44                                                ADL optin 2+     0.038283   \n",
+       "247                                            Liste boutemont     0.033839   \n",
+       "37                              ADL clients FR LUX fidélité +2     0.033168   \n",
+       "24                                     ADL France 2-14 visites     0.033107   \n",
+       "14                                             ADL 1fois Paris     0.032402   \n",
+       "116                        BDL_AcheteursMRC_depuis060521 - Old     0.032150   \n",
+       "115                 BDL_AcheteursMRC_depuis060521 - 07/12/2021     0.032150   \n",
+       "126                         BDL_anciensacheteursBDL_GIRONDE_v2     0.031237   \n",
+       "81                                                 Analyse_CDL     0.030649   \n",
+       "9                                             ADL -20km +30ans     0.027940   \n",
+       "322                         consentement optin cdl individuels     0.027214   \n",
+       "42                                ADL ile de france fidélité+2     0.025974   \n",
+       "86                                                Anniversaire     0.025558   \n",
+       "18                                         ADL 30-50 ans FID 1     0.024735   \n",
+       "150                                                    CAH_ADL     0.024249   \n",
+       "344                        consentement optout hdc individuels     0.024003   \n",
+       "314                               consentement bdl individuels     0.023525   \n",
+       "318                         consentement optin bdl individuels     0.023207   \n",
+       "122                                  BDL_anciens acheteurs BDL     0.022925   \n",
+       "183                                            CDL_Tous Optins     0.022568   \n",
+       "166                                           CDL France optin     0.021642   \n",
+       "167                       CDL Optin_France_Belgique_Luxembourg     0.021339   \n",
+       "175                                           CDL optin_France     0.020988   \n",
+       "29                              ADL IDF 30-55ans hors Chagall      0.020071   \n",
+       "327                         consentement optin hdc individuels     0.019767   \n",
+       "271                                                 Optins_BDL     0.019633   \n",
+       "123                           BDL_anciens acheteurs BDL FRANCE     0.019280   \n",
+       "97                                           BDL opt-in France     0.019050   \n",
+       "8                              ADL - nouveaux visiteurs Tintin     0.018092   \n",
+       "274                                                 Optins_HDC     0.017418   \n",
+       "94                                BDL Nouvelle-Aquitaine optin     0.017348   \n",
+       "49                                           ADL tarif famille     0.017094   \n",
+       "21                                         ADL Cosmos mai 2022     0.015652   \n",
+       "172                    CDL intégrales -150km hors édition 2023     0.014517   \n",
+       "16                                       ADL 2+ IDF hors Paris     0.014415   \n",
+       "98                                             BDL optin -60km     0.013695   \n",
+       "124                          BDL_anciens acheteurs BDL GIRONDE     0.013515   \n",
+       "264                                        Mailing groupes ZAO     0.013343   \n",
+       "191                    Clients CDL -150km hors Intégrales 2022     0.013056   \n",
+       "227                                           HDC_CAH_zaowouki     0.012870   \n",
+       "222                                           HDC france_optin     0.012835   \n",
+       "17                                                ADL 2+ Paris     0.012601   \n",
+       "325                         consentement optin fdl individuels     0.011658   \n",
+       "180                                    CDL sauf cezanne -100km     0.011013   \n",
+       "15                                      ADL 2+ France hors IDF     0.010999   \n",
+       "213                                                  HDC -40km     0.010833   \n",
+       "199                               Clients américains ADL optin     0.010710   \n",
+       "190                                      Clients ADL USA optin     0.010700   \n",
+       "193                                         Clients HDC >100km     0.010622   \n",
+       "65                                     ADL_acheteursOcéans_ALL     0.010540   \n",
+       "5    ADL - Formulaire inscription NL grand public OU scolaires     0.010446   \n",
+       "302                       [AUTO] - Inactifs scénario parralèle     0.010419   \n",
+       "74                                     Acheteurs Dali ADL 2021     0.009927   \n",
+       "27                                ADL IDF +55ans hors Chagall      0.009800   \n",
+       "23                                       ADL FR visiteurs Dali     0.009441   \n",
+       "214                                                 HDC >100km     0.008993   \n",
+       "\n",
+       "     cumulative_customers  \n",
+       "304              0.097485  \n",
+       "1                0.175441  \n",
+       "76               0.241973  \n",
+       "2                0.285646  \n",
+       "200              0.321404  \n",
+       "324              0.354381  \n",
+       "303              0.383091  \n",
+       "334              0.408067  \n",
+       "316              0.430682  \n",
+       "270              0.452547  \n",
+       "57               0.470585  \n",
+       "25               0.487941  \n",
+       "26               0.505260  \n",
+       "43               0.522505  \n",
+       "41               0.539387  \n",
+       "269              0.555269  \n",
+       "78               0.569630  \n",
+       "140              0.583914  \n",
+       "58               0.598012  \n",
+       "72               0.611465  \n",
+       "39               0.624194  \n",
+       "59               0.636665  \n",
+       "139              0.648624  \n",
+       "45               0.658796  \n",
+       "10               0.668592  \n",
+       "357              0.678142  \n",
+       "60               0.687656  \n",
+       "149              0.696864  \n",
+       "336              0.705641  \n",
+       "351              0.714050  \n",
+       "340              0.722458  \n",
+       "347              0.730734  \n",
+       "56               0.738908  \n",
+       "12               0.746814  \n",
+       "22               0.753444  \n",
+       "125              0.759902  \n",
+       "11               0.766316  \n",
+       "205              0.772713  \n",
+       "204              0.779017  \n",
+       "79               0.785095  \n",
+       "13               0.790369  \n",
+       "84               0.795516  \n",
+       "118              0.800413  \n",
+       "91               0.805289  \n",
+       "44               0.810081  \n",
+       "247              0.814317  \n",
+       "37               0.818469  \n",
+       "24               0.822613  \n",
+       "14               0.826669  \n",
+       "116              0.830693  \n",
+       "115              0.834717  \n",
+       "126              0.838627  \n",
+       "81               0.842464  \n",
+       "9                0.845961  \n",
+       "322              0.849368  \n",
+       "42               0.852619  \n",
+       "86               0.855818  \n",
+       "18               0.858914  \n",
+       "150              0.861950  \n",
+       "344              0.864954  \n",
+       "314              0.867899  \n",
+       "318              0.870804  \n",
+       "122              0.873673  \n",
+       "183              0.876498  \n",
+       "166              0.879207  \n",
+       "167              0.881878  \n",
+       "175              0.884505  \n",
+       "29               0.887018  \n",
+       "327              0.889492  \n",
+       "271              0.891949  \n",
+       "123              0.894363  \n",
+       "97               0.896747  \n",
+       "8                0.899012  \n",
+       "274              0.901192  \n",
+       "94               0.903364  \n",
+       "49               0.905503  \n",
+       "21               0.907462  \n",
+       "172              0.909280  \n",
+       "16               0.911084  \n",
+       "98               0.912798  \n",
+       "124              0.914490  \n",
+       "264              0.916160  \n",
+       "191              0.917794  \n",
+       "227              0.919405  \n",
+       "222              0.921012  \n",
+       "17               0.922589  \n",
+       "325              0.924048  \n",
+       "180              0.925427  \n",
+       "15               0.926804  \n",
+       "213              0.928160  \n",
+       "199              0.929500  \n",
+       "190              0.930840  \n",
+       "193              0.932169  \n",
+       "65               0.933489  \n",
+       "5                0.934796  \n",
+       "302              0.936100  \n",
+       "74               0.937343  \n",
+       "27               0.938570  \n",
+       "23               0.939751  \n",
+       "214              0.940877  "
+      ]
+     },
+     "execution_count": 79,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "print_main_target('101', 100)"
    ]
   },
   {