diff --git a/Spectacle/Stat_desc.ipynb b/Spectacle/Stat_desc.ipynb
index 1ed0aba..7882b36 100644
--- a/Spectacle/Stat_desc.ipynb
+++ b/Spectacle/Stat_desc.ipynb
@@ -80,6 +80,8 @@
    "metadata": {},
    "outputs": [],
    "source": [
+    "# test avec company 10\n",
+    "\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",
@@ -964,7 +966,9 @@
     "        customerplus_clean_spectacle=df_customerplus_clean\n",
     "        campaigns_information_spectacle=df_campaigns_kpi\n",
     "        products_purchased_reduced_spectacle=df_tickets_kpi\n",
-    "        target_information_spectacle=df_target_information"
+    "        target_information_spectacle=df_target_information\n",
+    "\n",
+    "    print(f\"Tables imported for tenant {directory_path}\")"
    ]
   },
   {
@@ -1295,9 +1299,160 @@
     }
    ],
    "source": [
-    "outlier_detection(directory_path=\"10\")"
+    "# outlier à enlever (dépend des stats desc !)\n",
+    "outlier_detection(directory_path=\"10\") # mettre 2 si on veut le 1er client non anonyme"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "f08c082e-f76f-41f3-9530-3e6700eb74d9",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# boucle pour identifier les outliers de chaque compagnie (et le client principal non anonyme)\n",
+    "\n",
+    "# nb_compagnie=['10','11','12','13','14']\n",
+    "for company_number in nb_compagnie :\n",
+    "    print(f\"outlier for tenant {company_number}\")\n",
+    "    outlier_detection(directory_path=company_number, coupure = 2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "dbe1af6a-79e9-45c7-a810-c6df3bf647f7",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# print(products_purchased_reduced_spectacle.loc[products_purchased_reduced_spectacle[\"number_compagny\"]==10][\"total_amount\"].describe())\n",
+    "\n",
+    "products_purchased_reduced_spectacle.loc[(products_purchased_reduced_spectacle[\"number_compagny\"]==10) & \n",
+    "(products_purchased_reduced_spectacle[\"customer_id\"]==19521)]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "20e2b8a2-f31c-42a4-8ea5-7ad67ab66915",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# company 11 \n",
+    "# etrange, pas de vente sur internet, et un seul supplier. Plus de 9k achats\n",
+    "products_purchased_reduced_spectacle.loc[(products_purchased_reduced_spectacle[\"number_compagny\"]==11) & \n",
+    "(products_purchased_reduced_spectacle[\"customer_id\"]==36)]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "5dbce57c-d091-4ce2-92f9-1201deb2462e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# company 12\n",
+    "products_purchased_reduced_spectacle.loc[(products_purchased_reduced_spectacle[\"number_compagny\"]==12) & \n",
+    "(products_purchased_reduced_spectacle[\"customer_id\"]==1706757)]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "0a243b57-19da-4e29-a53d-bb8d03e2ab77",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# company 13\n",
+    "products_purchased_reduced_spectacle.loc[(products_purchased_reduced_spectacle[\"number_compagny\"]==13) & \n",
+    "(products_purchased_reduced_spectacle[\"customer_id\"]==8422)]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "3d9b01bc-9584-4882-bd06-7de8acb8a88f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# company 14\n",
+    "# a-t-on vrmt un outlier ? A acheté quasi 3k tickets, pr 96 achats\n",
+    "products_purchased_reduced_spectacle.loc[(products_purchased_reduced_spectacle[\"number_compagny\"]==14) & \n",
+    "(products_purchased_reduced_spectacle[\"customer_id\"]==6354)]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "033c1e00-52bd-4651-b893-57bda531760e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# verifs dans les tables customerplus (outlier incertain pr 11 et 14)\n",
+    "\n",
+    "customerplus_clean_spectacle.loc[(customerplus_clean_spectacle[\"customer_id\"]==36) &\n",
+    "(customerplus_clean_spectacle[\"number_compagny\"]==11)]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "28ac8cda-32fa-4fb7-a75b-e1cc24871c39",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "customerplus_clean_spectacle.loc[(customerplus_clean_spectacle[\"customer_id\"]==6354) &\n",
+    "(customerplus_clean_spectacle[\"number_compagny\"]==14)]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "3faea297-2cc5-4704-af85-77d95f600cc1",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "customerplus_clean_spectacle.loc[(customerplus_clean_spectacle[\"customer_id\"]==8422) &\n",
+    "(customerplus_clean_spectacle[\"number_compagny\"]==13)]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "b165ea79-347b-46fb-8217-635d9e888c65",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "customerplus_clean_spectacle.loc[(customerplus_clean_spectacle[\"customer_id\"]==19521) &\n",
+    "(customerplus_clean_spectacle[\"number_compagny\"]==10)]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "282b0a96-5e78-48aa-9c2c-7d00d3907add",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "customerplus_clean_spectacle.columns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "4918db6e-249b-412e-b646-9a6686989b79",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e866edce-f4bc-4627-89d3-3ec7d9ef26e3",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
   {
    "cell_type": "markdown",
    "id": "42f8171c-e80d-4faa-b278-21fcbe3b242c",