diff --git a/Spectacle/Stat_desc.ipynb b/Spectacle/Stat_desc.ipynb
index bff29bf..3c2bffd 100644
--- a/Spectacle/Stat_desc.ipynb
+++ b/Spectacle/Stat_desc.ipynb
@@ -91,7 +91,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 25,
    "id": "afd044b8-ac83-4a35-b959-700cae0b3b41",
    "metadata": {},
    "outputs": [
@@ -421,7 +421,7 @@
     }
    ],
    "source": [
-    "#creation de KPI aggreger par thématique\n",
+    "#creation des base de KPI aggreger pour les 5 entreprises\n",
     "\n",
     "nb_compagnie=['10','11','12','13','14']\n",
     "for directory_path in nb_compagnie:\n",
@@ -454,181 +454,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 38,
    "id": "05b9a396-dcd7-4d3d-8b39-5ca48beba4b0",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>customer_id</th>\n",
-       "      <th>nb_campaigns</th>\n",
-       "      <th>nb_campaigns_opened</th>\n",
-       "      <th>time_to_open</th>\n",
-       "      <th>Number_compagnie</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>29</td>\n",
-       "      <td>4</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>NaT</td>\n",
-       "      <td>10</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>37</td>\n",
-       "      <td>3</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>NaT</td>\n",
-       "      <td>10</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>39</td>\n",
-       "      <td>4</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0 days 05:16:38</td>\n",
-       "      <td>10</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>41</td>\n",
-       "      <td>4</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0 days 01:12:29</td>\n",
-       "      <td>10</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>44</td>\n",
-       "      <td>4</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>NaT</td>\n",
-       "      <td>10</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>254699</th>\n",
-       "      <td>6837769</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0 days 23:42:15</td>\n",
-       "      <td>14</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>254700</th>\n",
-       "      <td>6875038</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>NaT</td>\n",
-       "      <td>14</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>254701</th>\n",
-       "      <td>6875066</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>NaT</td>\n",
-       "      <td>14</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>254702</th>\n",
-       "      <td>6875099</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>NaT</td>\n",
-       "      <td>14</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>254703</th>\n",
-       "      <td>6875143</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0 days 01:17:01</td>\n",
-       "      <td>14</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>688953 rows × 5 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "        customer_id  nb_campaigns  nb_campaigns_opened    time_to_open  \\\n",
-       "0                29             4                  0.0             NaT   \n",
-       "1                37             3                  0.0             NaT   \n",
-       "2                39             4                  1.0 0 days 05:16:38   \n",
-       "3                41             4                  1.0 0 days 01:12:29   \n",
-       "4                44             4                  0.0             NaT   \n",
-       "...             ...           ...                  ...             ...   \n",
-       "254699      6837769             1                  1.0 0 days 23:42:15   \n",
-       "254700      6875038             1                  0.0             NaT   \n",
-       "254701      6875066             1                  0.0             NaT   \n",
-       "254702      6875099             1                  0.0             NaT   \n",
-       "254703      6875143             1                  1.0 0 days 01:17:01   \n",
-       "\n",
-       "        Number_compagnie  \n",
-       "0                     10  \n",
-       "1                     10  \n",
-       "2                     10  \n",
-       "3                     10  \n",
-       "4                     10  \n",
-       "...                  ...  \n",
-       "254699                14  \n",
-       "254700                14  \n",
-       "254701                14  \n",
-       "254702                14  \n",
-       "254703                14  \n",
-       "\n",
-       "[688953 rows x 5 columns]"
-      ]
-     },
-     "execution_count": 11,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "#customerplus_clean_spectacle\n",
-    "campaigns_information_spectacle\n",
-    "#products_purchased_reduced_spectacle\n",
-    "#target_information_spectacle"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "f2db28cf-c162-4c59-a278-1a30060bdfc0",
-   "metadata": {},
    "outputs": [],
-   "source": []
+   "source": [
+    "#customerplus_clean_spectacle.isna().sum()\n",
+    "#campaigns_information_spectacle.isna().sum()\n",
+    "#products_purchased_reduced_spectacle.isna().sum()\n",
+    "#target_information_spectacle.isna().sum()"
+   ]
   }
  ],
  "metadata": {