diff --git a/Traitement_Fanta.ipynb b/Traitement_Fanta.ipynb
index c4e77d9..c4e2e6d 100644
--- a/Traitement_Fanta.ipynb
+++ b/Traitement_Fanta.ipynb
@@ -217,6 +217,16 @@
     "type_of_pricing_formulas.isna().sum()"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "83a6a48d-effe-4537-b4bb-d5a540b610f1",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#variable retenu:[[\"id\",\"type_of_id\",\"pricing_formula_id\"]]"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 7,
@@ -521,6 +531,16 @@
     "products_groups.isna().sum()"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e0518684-c83c-4f0a-89ea-d7dcfd60051d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#variable retenu:[[\"id\",\"percent_price\",\"max_price\",\"min_price\",\"category_id\",\"pricing_formula_id\",\"representation_id\"]]"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 11,
@@ -841,6 +861,16 @@
     "pricing_formulas.isna().sum()/pricing_formulas.shape[0]"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "9f2909c1-bc6a-443f-a077-84f6ce6b7ab5",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#variable retenu: [[\"id\",\"name\"]]"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 15,
@@ -963,6 +993,16 @@
     "product_packs.isna().sum()/product_packs.shape[0]"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e0887a01-51ea-4034-84fe-dc4dbf2ad949",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#variable retenu:[[\"id\",\"name\"]]"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 18,
@@ -1733,18 +1773,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 85,
+   "execution_count": 89,
    "id": "f44f40d2-5304-4931-b7e6-fcc06b2657b6",
    "metadata": {},
    "outputs": [],
    "source": [
     "#Merge4 entre base3 et type_of_pricing_formulas\n",
-    "base4=base3.merge(product_packs, how='left', left_on= 'product_pack_id', right_on= 'id',  suffixes = (\"_merge4\", \"_product_pack\"))"
+    "df_product_pricing=base3.merge(product_packs, how='left', left_on= 'product_pack_id', right_on= 'id',  suffixes = (\"_merge4\", \"_product_pack\"))"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 87,
+   "execution_count": 90,
    "id": "a28772c3-7bc1-46b4-acc8-1388dc60ec98",
    "metadata": {},
    "outputs": [
@@ -1978,13 +2018,13 @@
        "[5 rows x 41 columns]"
       ]
      },
-     "execution_count": 87,
+     "execution_count": 90,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "base4.head(5)"
+    "df_product_pricing.head(5)"
    ]
   },
   {