diff --git a/Spectacle/Exploration_spectacle.ipynb b/Spectacle/Exploration_spectacle.ipynb
index 9fa6532..841d297 100644
--- a/Spectacle/Exploration_spectacle.ipynb
+++ b/Spectacle/Exploration_spectacle.ipynb
@@ -17,30 +17,805 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": null,
    "id": "37977b4e-42e7-4d8e-8b9a-6843292fd128",
    "metadata": {},
    "outputs": [],
    "source": [
     "# Import KPI construction functions\n",
-    "# exec(open('0_KPI_functions.py').read())\n",
-    "exec(open('../0_KPI_functions.py').read())\n"
+    "exec(open('0_KPI_functions.py').read())\n",
+    "# exec(open('../0_KPI_functions.py').read())\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 12,
    "id": "cca62d72-f809-41a9-bb06-1be7d6b09307",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['projet-bdc2324-team1/0_Input/Company_10/campaigns_information.csv',\n",
+       " 'projet-bdc2324-team1/0_Input/Company_10/customerplus_cleaned.csv',\n",
+       " 'projet-bdc2324-team1/0_Input/Company_10/products_purchased_reduced.csv',\n",
+       " 'projet-bdc2324-team1/0_Input/Company_10/target_information.csv']"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "# Create filesystem object\n",
     "S3_ENDPOINT_URL = \"https://\" + os.environ[\"AWS_S3_ENDPOINT\"]\n",
     "fs = s3fs.S3FileSystem(client_kwargs={'endpoint_url': S3_ENDPOINT_URL})\n",
     "\n",
-    "BUCKET = \"bdc2324-data\"\n",
+    "BUCKET = \"projet-bdc2324-team1/0_Input/Company_10\"\n",
     "fs.ls(BUCKET)"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "0e1ce56c-2e50-456c-ba97-ed4a699cc8d4",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/tmp/ipykernel_438/3710670046.py:6: FutureWarning: The argument 'date_parser' is deprecated and will be removed in a future version. Please use 'date_format' instead, or read your data in as 'object' dtype and then call 'to_datetime'.\n",
+      "  purchases = pd.read_csv(file_in, sep=\",\", parse_dates = ['purchase_date'], date_parser=custom_date_parser)\n"
+     ]
+    }
+   ],
+   "source": [
+    "BUCKET = \"projet-bdc2324-team1\"\n",
+    "FILE_KEY_S3 = \"0_Input/Company_10/products_purchased_reduced.csv\"\n",
+    "FILE_PATH_S3 = BUCKET + \"/\" + FILE_KEY_S3\n",
+    "\n",
+    "with fs.open(FILE_PATH_S3, mode=\"rb\") as file_in:\n",
+    "    purchases = pd.read_csv(file_in, sep=\",\", parse_dates = ['purchase_date'], date_parser=custom_date_parser)\n",
+    " \n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "637aa400-f49a-4d8d-802a-868b241f8a9d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "\n",
+    "dic_base=['campaigns_information','customerplus_cleaned','products_purchased_reduced','target_information']\n",
+    "for nom_base in dic_base:\n",
+    "    FILE_PATH_S3_fanta = 'projet-bdc2324-team1/0_Input/Company_10/' + nom_base + '.csv'\n",
+    "    with fs.open(FILE_PATH_S3_fanta, mode=\"rb\") as file_in:\n",
+    "        globals()[nom_base] = pd.read_csv(file_in, sep=\",\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "id": "e60529b5-986f-4685-91e1-782c2b022e09",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>id</th>\n",
+       "      <th>customer_id</th>\n",
+       "      <th>target_name</th>\n",
+       "      <th>target_type_is_import</th>\n",
+       "      <th>target_type_name</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1165098</td>\n",
+       "      <td>618562</td>\n",
+       "      <td>Newsletter mensuelle</td>\n",
+       "      <td>False</td>\n",
+       "      <td>manual_static_filter</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1165100</td>\n",
+       "      <td>618559</td>\n",
+       "      <td>Newsletter mensuelle</td>\n",
+       "      <td>False</td>\n",
+       "      <td>manual_static_filter</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>1165101</td>\n",
+       "      <td>618561</td>\n",
+       "      <td>Newsletter mensuelle</td>\n",
+       "      <td>False</td>\n",
+       "      <td>manual_static_filter</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>1165102</td>\n",
+       "      <td>618560</td>\n",
+       "      <td>Newsletter mensuelle</td>\n",
+       "      <td>False</td>\n",
+       "      <td>manual_static_filter</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>1165103</td>\n",
+       "      <td>618558</td>\n",
+       "      <td>Newsletter mensuelle</td>\n",
+       "      <td>False</td>\n",
+       "      <td>manual_static_filter</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>69253</th>\n",
+       "      <td>1698158</td>\n",
+       "      <td>18580</td>\n",
+       "      <td>Newsletter mensuelle</td>\n",
+       "      <td>False</td>\n",
+       "      <td>manual_static_filter</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>69254</th>\n",
+       "      <td>1698159</td>\n",
+       "      <td>18569</td>\n",
+       "      <td>Newsletter mensuelle</td>\n",
+       "      <td>False</td>\n",
+       "      <td>manual_static_filter</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>69255</th>\n",
+       "      <td>1698160</td>\n",
+       "      <td>2962</td>\n",
+       "      <td>Newsletter mensuelle</td>\n",
+       "      <td>False</td>\n",
+       "      <td>manual_static_filter</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>69256</th>\n",
+       "      <td>1698161</td>\n",
+       "      <td>3825</td>\n",
+       "      <td>Newsletter mensuelle</td>\n",
+       "      <td>False</td>\n",
+       "      <td>manual_static_filter</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>69257</th>\n",
+       "      <td>1698162</td>\n",
+       "      <td>5731</td>\n",
+       "      <td>Newsletter mensuelle</td>\n",
+       "      <td>False</td>\n",
+       "      <td>manual_static_filter</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>69258 rows × 5 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "            id  customer_id           target_name  target_type_is_import  \\\n",
+       "0      1165098       618562  Newsletter mensuelle                  False   \n",
+       "1      1165100       618559  Newsletter mensuelle                  False   \n",
+       "2      1165101       618561  Newsletter mensuelle                  False   \n",
+       "3      1165102       618560  Newsletter mensuelle                  False   \n",
+       "4      1165103       618558  Newsletter mensuelle                  False   \n",
+       "...        ...          ...                   ...                    ...   \n",
+       "69253  1698158        18580  Newsletter mensuelle                  False   \n",
+       "69254  1698159        18569  Newsletter mensuelle                  False   \n",
+       "69255  1698160         2962  Newsletter mensuelle                  False   \n",
+       "69256  1698161         3825  Newsletter mensuelle                  False   \n",
+       "69257  1698162         5731  Newsletter mensuelle                  False   \n",
+       "\n",
+       "           target_type_name  \n",
+       "0      manual_static_filter  \n",
+       "1      manual_static_filter  \n",
+       "2      manual_static_filter  \n",
+       "3      manual_static_filter  \n",
+       "4      manual_static_filter  \n",
+       "...                     ...  \n",
+       "69253  manual_static_filter  \n",
+       "69254  manual_static_filter  \n",
+       "69255  manual_static_filter  \n",
+       "69256  manual_static_filter  \n",
+       "69257  manual_static_filter  \n",
+       "\n",
+       "[69258 rows x 5 columns]"
+      ]
+     },
+     "execution_count": 31,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "target_information"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "id": "6ece1bb3-5a2d-41f8-be96-eb70697881dc",
+   "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>ticket_id</th>\n",
+       "      <th>customer_id</th>\n",
+       "      <th>purchase_id</th>\n",
+       "      <th>event_type_id</th>\n",
+       "      <th>supplier_name</th>\n",
+       "      <th>purchase_date</th>\n",
+       "      <th>amount</th>\n",
+       "      <th>is_full_price</th>\n",
+       "      <th>name_event_types</th>\n",
+       "      <th>name_facilities</th>\n",
+       "      <th>name_categories</th>\n",
+       "      <th>name_events</th>\n",
+       "      <th>name_seasons</th>\n",
+       "      <th>start_date_time</th>\n",
+       "      <th>end_date_time</th>\n",
+       "      <th>open</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1799177</td>\n",
+       "      <td>36984</td>\n",
+       "      <td>409613</td>\n",
+       "      <td>2</td>\n",
+       "      <td>guichet</td>\n",
+       "      <td>2016-04-28 15:58:26+00:00</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>danse</td>\n",
+       "      <td>le grand t</td>\n",
+       "      <td>abo t gourmand jeune</td>\n",
+       "      <td>aringa rossa</td>\n",
+       "      <td>test 2016/2017</td>\n",
+       "      <td>2016-09-27 00:00:00+02:00</td>\n",
+       "      <td>1901-01-01 00:09:21+00:09</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1799178</td>\n",
+       "      <td>36984</td>\n",
+       "      <td>409613</td>\n",
+       "      <td>3</td>\n",
+       "      <td>guichet</td>\n",
+       "      <td>2016-04-28 15:58:26+00:00</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>cirque</td>\n",
+       "      <td>le grand t</td>\n",
+       "      <td>abo t gourmand jeune</td>\n",
+       "      <td>5èmes hurlants</td>\n",
+       "      <td>test 2016/2017</td>\n",
+       "      <td>2016-11-18 00:00:00+01:00</td>\n",
+       "      <td>1901-01-01 00:09:21+00:09</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>1799179</td>\n",
+       "      <td>36984</td>\n",
+       "      <td>409613</td>\n",
+       "      <td>1</td>\n",
+       "      <td>guichet</td>\n",
+       "      <td>2016-04-28 15:58:26+00:00</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>théâtre</td>\n",
+       "      <td>le grand t</td>\n",
+       "      <td>abo t gourmand jeune</td>\n",
+       "      <td>dom juan</td>\n",
+       "      <td>test 2016/2017</td>\n",
+       "      <td>2016-12-07 00:00:00+01:00</td>\n",
+       "      <td>1901-01-01 00:09:21+00:09</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>1799180</td>\n",
+       "      <td>36984</td>\n",
+       "      <td>409613</td>\n",
+       "      <td>1</td>\n",
+       "      <td>guichet</td>\n",
+       "      <td>2016-04-28 15:58:26+00:00</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>théâtre</td>\n",
+       "      <td>le grand t</td>\n",
+       "      <td>abo t gourmand jeune</td>\n",
+       "      <td>vanishing point</td>\n",
+       "      <td>test 2016/2017</td>\n",
+       "      <td>2017-01-04 00:00:00+01:00</td>\n",
+       "      <td>1901-01-01 00:09:21+00:09</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>1799181</td>\n",
+       "      <td>36984</td>\n",
+       "      <td>409613</td>\n",
+       "      <td>3</td>\n",
+       "      <td>guichet</td>\n",
+       "      <td>2016-04-28 15:58:26+00:00</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>cirque</td>\n",
+       "      <td>la cite des congres</td>\n",
+       "      <td>abo t gourmand jeune</td>\n",
+       "      <td>a o lang pho</td>\n",
+       "      <td>test 2016/2017</td>\n",
+       "      <td>2017-01-03 00:00:00+01:00</td>\n",
+       "      <td>1901-01-01 00:09:21+00:09</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>492309</th>\n",
+       "      <td>3252232</td>\n",
+       "      <td>621716</td>\n",
+       "      <td>710062</td>\n",
+       "      <td>1</td>\n",
+       "      <td>guichet</td>\n",
+       "      <td>2023-03-09 11:08:45+00:00</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>théâtre</td>\n",
+       "      <td>cap nort</td>\n",
+       "      <td>tarif sco co 1 seance scolaire</td>\n",
+       "      <td>sur moi, le temps</td>\n",
+       "      <td>2022/2023</td>\n",
+       "      <td>2023-03-13 14:00:00+01:00</td>\n",
+       "      <td>1901-01-01 00:09:21+00:09</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>492310</th>\n",
+       "      <td>3252233</td>\n",
+       "      <td>621716</td>\n",
+       "      <td>710062</td>\n",
+       "      <td>1</td>\n",
+       "      <td>guichet</td>\n",
+       "      <td>2023-03-09 11:08:45+00:00</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>théâtre</td>\n",
+       "      <td>cap nort</td>\n",
+       "      <td>tarif sco co 1 seance scolaire</td>\n",
+       "      <td>sur moi, le temps</td>\n",
+       "      <td>2022/2023</td>\n",
+       "      <td>2023-03-13 14:00:00+01:00</td>\n",
+       "      <td>1901-01-01 00:09:21+00:09</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>492311</th>\n",
+       "      <td>3252234</td>\n",
+       "      <td>621716</td>\n",
+       "      <td>710062</td>\n",
+       "      <td>1</td>\n",
+       "      <td>guichet</td>\n",
+       "      <td>2023-03-09 11:08:45+00:00</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>théâtre</td>\n",
+       "      <td>cap nort</td>\n",
+       "      <td>tarif sco co 1 seance scolaire</td>\n",
+       "      <td>sur moi, le temps</td>\n",
+       "      <td>2022/2023</td>\n",
+       "      <td>2023-03-13 14:00:00+01:00</td>\n",
+       "      <td>1901-01-01 00:09:21+00:09</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>492312</th>\n",
+       "      <td>3252235</td>\n",
+       "      <td>621716</td>\n",
+       "      <td>710062</td>\n",
+       "      <td>1</td>\n",
+       "      <td>guichet</td>\n",
+       "      <td>2023-03-09 11:08:45+00:00</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>théâtre</td>\n",
+       "      <td>cap nort</td>\n",
+       "      <td>tarif sco co 1 seance scolaire</td>\n",
+       "      <td>sur moi, le temps</td>\n",
+       "      <td>2022/2023</td>\n",
+       "      <td>2023-03-13 14:00:00+01:00</td>\n",
+       "      <td>1901-01-01 00:09:21+00:09</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>492313</th>\n",
+       "      <td>3252236</td>\n",
+       "      <td>621716</td>\n",
+       "      <td>710062</td>\n",
+       "      <td>1</td>\n",
+       "      <td>guichet</td>\n",
+       "      <td>2023-03-09 11:08:45+00:00</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>théâtre</td>\n",
+       "      <td>cap nort</td>\n",
+       "      <td>tarif sco co 1 seance scolaire</td>\n",
+       "      <td>sur moi, le temps</td>\n",
+       "      <td>2022/2023</td>\n",
+       "      <td>2023-03-13 14:00:00+01:00</td>\n",
+       "      <td>1901-01-01 00:09:21+00:09</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>492314 rows × 16 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        ticket_id  customer_id  purchase_id  event_type_id supplier_name  \\\n",
+       "0         1799177        36984       409613              2       guichet   \n",
+       "1         1799178        36984       409613              3       guichet   \n",
+       "2         1799179        36984       409613              1       guichet   \n",
+       "3         1799180        36984       409613              1       guichet   \n",
+       "4         1799181        36984       409613              3       guichet   \n",
+       "...           ...          ...          ...            ...           ...   \n",
+       "492309    3252232       621716       710062              1       guichet   \n",
+       "492310    3252233       621716       710062              1       guichet   \n",
+       "492311    3252234       621716       710062              1       guichet   \n",
+       "492312    3252235       621716       710062              1       guichet   \n",
+       "492313    3252236       621716       710062              1       guichet   \n",
+       "\n",
+       "                   purchase_date  amount  is_full_price name_event_types  \\\n",
+       "0      2016-04-28 15:58:26+00:00     9.0          False            danse   \n",
+       "1      2016-04-28 15:58:26+00:00     9.0          False           cirque   \n",
+       "2      2016-04-28 15:58:26+00:00     9.0          False          théâtre   \n",
+       "3      2016-04-28 15:58:26+00:00     9.0          False          théâtre   \n",
+       "4      2016-04-28 15:58:26+00:00    12.0          False           cirque   \n",
+       "...                          ...     ...            ...              ...   \n",
+       "492309 2023-03-09 11:08:45+00:00     7.0          False          théâtre   \n",
+       "492310 2023-03-09 11:08:45+00:00     7.0          False          théâtre   \n",
+       "492311 2023-03-09 11:08:45+00:00     7.0          False          théâtre   \n",
+       "492312 2023-03-09 11:08:45+00:00     7.0          False          théâtre   \n",
+       "492313 2023-03-09 11:08:45+00:00     7.0          False          théâtre   \n",
+       "\n",
+       "            name_facilities                 name_categories  \\\n",
+       "0                le grand t            abo t gourmand jeune   \n",
+       "1                le grand t            abo t gourmand jeune   \n",
+       "2                le grand t            abo t gourmand jeune   \n",
+       "3                le grand t            abo t gourmand jeune   \n",
+       "4       la cite des congres            abo t gourmand jeune   \n",
+       "...                     ...                             ...   \n",
+       "492309             cap nort  tarif sco co 1 seance scolaire   \n",
+       "492310             cap nort  tarif sco co 1 seance scolaire   \n",
+       "492311             cap nort  tarif sco co 1 seance scolaire   \n",
+       "492312             cap nort  tarif sco co 1 seance scolaire   \n",
+       "492313             cap nort  tarif sco co 1 seance scolaire   \n",
+       "\n",
+       "              name_events    name_seasons            start_date_time  \\\n",
+       "0            aringa rossa  test 2016/2017  2016-09-27 00:00:00+02:00   \n",
+       "1          5èmes hurlants  test 2016/2017  2016-11-18 00:00:00+01:00   \n",
+       "2                dom juan  test 2016/2017  2016-12-07 00:00:00+01:00   \n",
+       "3         vanishing point  test 2016/2017  2017-01-04 00:00:00+01:00   \n",
+       "4            a o lang pho  test 2016/2017  2017-01-03 00:00:00+01:00   \n",
+       "...                   ...             ...                        ...   \n",
+       "492309  sur moi, le temps       2022/2023  2023-03-13 14:00:00+01:00   \n",
+       "492310  sur moi, le temps       2022/2023  2023-03-13 14:00:00+01:00   \n",
+       "492311  sur moi, le temps       2022/2023  2023-03-13 14:00:00+01:00   \n",
+       "492312  sur moi, le temps       2022/2023  2023-03-13 14:00:00+01:00   \n",
+       "492313  sur moi, le temps       2022/2023  2023-03-13 14:00:00+01:00   \n",
+       "\n",
+       "                    end_date_time  open  \n",
+       "0       1901-01-01 00:09:21+00:09  True  \n",
+       "1       1901-01-01 00:09:21+00:09  True  \n",
+       "2       1901-01-01 00:09:21+00:09  True  \n",
+       "3       1901-01-01 00:09:21+00:09  True  \n",
+       "4       1901-01-01 00:09:21+00:09  True  \n",
+       "...                           ...   ...  \n",
+       "492309  1901-01-01 00:09:21+00:09  True  \n",
+       "492310  1901-01-01 00:09:21+00:09  True  \n",
+       "492311  1901-01-01 00:09:21+00:09  True  \n",
+       "492312  1901-01-01 00:09:21+00:09  True  \n",
+       "492313  1901-01-01 00:09:21+00:09  True  \n",
+       "\n",
+       "[492314 rows x 16 columns]"
+      ]
+     },
+     "execution_count": 25,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "purchases"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "id": "484979cc-d4a4-4d9d-9701-71a4f353a372",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/tmp/ipykernel_438/1359829443.py:6: FutureWarning: The argument 'date_parser' is deprecated and will be removed in a future version. Please use 'date_format' instead, or read your data in as 'object' dtype and then call 'to_datetime'.\n",
+      "  campaigns = pd.read_csv(file_in, sep=\",\", parse_dates = [\"opened_at\", \"sent_at\", \"delivered_at\"], date_parser=custom_date_parser)\n"
+     ]
+    }
+   ],
+   "source": [
+    "BUCKET = \"projet-bdc2324-team1\"\n",
+    "FILE_KEY_S3 = \"0_Input/Company_10/campaigns_information.csv\"\n",
+    "FILE_PATH_S3 = BUCKET + \"/\" + FILE_KEY_S3\n",
+    "\n",
+    "with fs.open(FILE_PATH_S3, mode=\"rb\") as file_in:\n",
+    "    campaigns = pd.read_csv(file_in, sep=\",\", parse_dates = [\"opened_at\", \"sent_at\", \"delivered_at\"], date_parser=custom_date_parser)\n",
+    " \n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "id": "553ca2e7-ead4-4508-8247-fcc602abd249",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "BUCKET = \"projet-bdc2324-team1\"\n",
+    "FILE_KEY_S3 = \"0_Input/Company_10/target_information.csv\"\n",
+    "FILE_PATH_S3 = BUCKET + \"/\" + FILE_KEY_S3\n",
+    "\n",
+    "with fs.open(FILE_PATH_S3, mode=\"rb\") as file_in:\n",
+    "    targets = pd.read_csv(file_in, sep=\",\")\n",
+    " \n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "id": "17b89ca1-deea-4139-a6c0-7822cc4e7a90",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>id</th>\n",
+       "      <th>customer_id</th>\n",
+       "      <th>target_name</th>\n",
+       "      <th>target_type_is_import</th>\n",
+       "      <th>target_type_name</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1165098</td>\n",
+       "      <td>618562</td>\n",
+       "      <td>Newsletter mensuelle</td>\n",
+       "      <td>False</td>\n",
+       "      <td>manual_static_filter</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1165100</td>\n",
+       "      <td>618559</td>\n",
+       "      <td>Newsletter mensuelle</td>\n",
+       "      <td>False</td>\n",
+       "      <td>manual_static_filter</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>1165101</td>\n",
+       "      <td>618561</td>\n",
+       "      <td>Newsletter mensuelle</td>\n",
+       "      <td>False</td>\n",
+       "      <td>manual_static_filter</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>1165102</td>\n",
+       "      <td>618560</td>\n",
+       "      <td>Newsletter mensuelle</td>\n",
+       "      <td>False</td>\n",
+       "      <td>manual_static_filter</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>1165103</td>\n",
+       "      <td>618558</td>\n",
+       "      <td>Newsletter mensuelle</td>\n",
+       "      <td>False</td>\n",
+       "      <td>manual_static_filter</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>69253</th>\n",
+       "      <td>1698158</td>\n",
+       "      <td>18580</td>\n",
+       "      <td>Newsletter mensuelle</td>\n",
+       "      <td>False</td>\n",
+       "      <td>manual_static_filter</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>69254</th>\n",
+       "      <td>1698159</td>\n",
+       "      <td>18569</td>\n",
+       "      <td>Newsletter mensuelle</td>\n",
+       "      <td>False</td>\n",
+       "      <td>manual_static_filter</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>69255</th>\n",
+       "      <td>1698160</td>\n",
+       "      <td>2962</td>\n",
+       "      <td>Newsletter mensuelle</td>\n",
+       "      <td>False</td>\n",
+       "      <td>manual_static_filter</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>69256</th>\n",
+       "      <td>1698161</td>\n",
+       "      <td>3825</td>\n",
+       "      <td>Newsletter mensuelle</td>\n",
+       "      <td>False</td>\n",
+       "      <td>manual_static_filter</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>69257</th>\n",
+       "      <td>1698162</td>\n",
+       "      <td>5731</td>\n",
+       "      <td>Newsletter mensuelle</td>\n",
+       "      <td>False</td>\n",
+       "      <td>manual_static_filter</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>69258 rows × 5 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "            id  customer_id           target_name  target_type_is_import  \\\n",
+       "0      1165098       618562  Newsletter mensuelle                  False   \n",
+       "1      1165100       618559  Newsletter mensuelle                  False   \n",
+       "2      1165101       618561  Newsletter mensuelle                  False   \n",
+       "3      1165102       618560  Newsletter mensuelle                  False   \n",
+       "4      1165103       618558  Newsletter mensuelle                  False   \n",
+       "...        ...          ...                   ...                    ...   \n",
+       "69253  1698158        18580  Newsletter mensuelle                  False   \n",
+       "69254  1698159        18569  Newsletter mensuelle                  False   \n",
+       "69255  1698160         2962  Newsletter mensuelle                  False   \n",
+       "69256  1698161         3825  Newsletter mensuelle                  False   \n",
+       "69257  1698162         5731  Newsletter mensuelle                  False   \n",
+       "\n",
+       "           target_type_name  \n",
+       "0      manual_static_filter  \n",
+       "1      manual_static_filter  \n",
+       "2      manual_static_filter  \n",
+       "3      manual_static_filter  \n",
+       "4      manual_static_filter  \n",
+       "...                     ...  \n",
+       "69253  manual_static_filter  \n",
+       "69254  manual_static_filter  \n",
+       "69255  manual_static_filter  \n",
+       "69256  manual_static_filter  \n",
+       "69257  manual_static_filter  \n",
+       "\n",
+       "[69258 rows x 5 columns]"
+      ]
+     },
+     "execution_count": 33,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "targets"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "c90d94ab-cf0e-4d18-9d5e-cb1d22f4d58b",
+   "metadata": {},
+   "outputs": [],
+   "source": []
   }
  ],
  "metadata": {