diff --git a/explorations/KPI_CONTRIBUTION.ipynb b/explorations/KPI_CONTRIBUTION.ipynb
index ce16fd2..b280ce8 100644
--- a/explorations/KPI_CONTRIBUTION.ipynb
+++ b/explorations/KPI_CONTRIBUTION.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "7a3c12c9",
+   "id": "2c69e2c4",
    "metadata": {},
    "source": [
     "# PAGE - CONTRIBUTION\n",
@@ -20,7 +20,7 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "id": "fff5c5f0",
+   "id": "a2601df1",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -42,7 +42,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4c0d7dc7-95af-4ac2-bc7e-1cd633285f8c",
+   "id": "23e8eea5",
    "metadata": {},
    "source": [
     "### Interval\n",
@@ -53,7 +53,7 @@
   {
    "cell_type": "code",
    "execution_count": 2,
-   "id": "5b356180-62cf-4981-a259-a9d32664f8de",
+   "id": "990ba8fd",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -63,7 +63,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "dd07dd65",
+   "id": "dc4cbfc8",
    "metadata": {},
    "source": [
     "### Requête ES"
@@ -72,7 +72,7 @@
   {
    "cell_type": "code",
    "execution_count": 3,
-   "id": "d53a28c2",
+   "id": "0c24fd43",
    "metadata": {},
    "outputs": [
     {
@@ -121,7 +121,7 @@
   {
    "cell_type": "code",
    "execution_count": 4,
-   "id": "b39eb07a",
+   "id": "1e883965",
    "metadata": {},
    "outputs": [
     {
@@ -145,7 +145,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f078799e",
+   "id": "4c2c97a6",
    "metadata": {},
    "source": [
     "## Nombres de visites par contribution générique"
@@ -153,7 +153,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6bb27abb",
+   "id": "8f2492f6",
    "metadata": {},
    "source": [
     "### Préparation des données\n",
@@ -164,7 +164,7 @@
   {
    "cell_type": "code",
    "execution_count": 5,
-   "id": "79604d1a",
+   "id": "3a79f864",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -178,7 +178,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6f2bd408",
+   "id": "2583b872",
    "metadata": {},
    "source": [
     "### Ratio de complétion par contribution\n",
@@ -190,7 +190,7 @@
   {
    "cell_type": "code",
    "execution_count": 11,
-   "id": "7fd85d5f",
+   "id": "fe2eb71c",
    "metadata": {},
    "outputs": [
     {
@@ -235,7 +235,7 @@
   {
    "cell_type": "code",
    "execution_count": 13,
-   "id": "e34f79ea-0de2-4495-ae89-fd7b19847592",
+   "id": "1a415ca3",
    "metadata": {},
    "outputs": [
     {
@@ -854,7 +854,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8f5a7c49-99c7-4225-96fa-426b7cdfcd40",
+   "id": "ec6d3ab6",
    "metadata": {},
    "source": [
     "### Sauvegarde du tableau dans un fichier CSV\n",
@@ -865,7 +865,7 @@
   {
    "cell_type": "code",
    "execution_count": 8,
-   "id": "db8e5e9a-939c-4ce8-afda-7cfb039b973d",
+   "id": "92f588da",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -875,7 +875,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "51dd1e57-99ac-4f6e-9355-dd26fb3432f6",
+   "id": "17eaaf90",
    "metadata": {},
    "outputs": [],
    "source": []
@@ -897,7 +897,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.6"
+   "version": "3.10.12"
   }
  },
  "nbformat": 4,
diff --git a/explorations/KPI_OUTIL_TROUVER_SA_CC.ipynb b/explorations/KPI_OUTIL_TROUVER_SA_CC.ipynb
index f5d100f..8a6581c 100644
--- a/explorations/KPI_OUTIL_TROUVER_SA_CC.ipynb
+++ b/explorations/KPI_OUTIL_TROUVER_SA_CC.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "e96dbf98",
+   "id": "19563213",
    "metadata": {},
    "source": [
     "# OUTIL - TROUVER SA CONVENTION COLLECTIVE\n",
@@ -20,7 +20,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "ba23b516",
+   "id": "123d1284",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -42,7 +42,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "70b6793a",
+   "id": "127712e1",
    "metadata": {},
    "source": [
     "### Interval\n",
@@ -53,17 +53,17 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "784abc3c",
+   "id": "d6941ff6",
    "metadata": {},
    "outputs": [],
    "source": [
-    "date_debut = '2024-10-01'\n",
-    "date_fin = '2024-11-01'"
+    "date_debut = '2024-11-01'\n",
+    "date_fin = '2024-12-01'"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "3a4643de",
+   "id": "5ad4c9d0",
    "metadata": {},
    "source": [
     "### Convention collectives supportées\n",
@@ -74,7 +74,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "de6993ba",
+   "id": "075f6c2d",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -83,7 +83,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e800666e",
+   "id": "542efaf6",
    "metadata": {},
    "source": [
     "### Requête ES"
@@ -92,7 +92,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "91f59895",
+   "id": "2ca44b46",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -135,7 +135,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "4f6b8e7e",
+   "id": "e3b73f7c",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -145,7 +145,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "17edf0ba",
+   "id": "a5185868",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -156,7 +156,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "729c49b4",
+   "id": "873d1e0d",
    "metadata": {},
    "source": [
     "## Taux des visites où l'utilisateur a obtenu sa convention collective"
@@ -164,7 +164,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0ca26049",
+   "id": "f2f99df7",
    "metadata": {},
    "source": [
     "### Nombre de visites sur l'outil"
@@ -173,7 +173,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "a4fd6b58",
+   "id": "d146fa21",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -184,7 +184,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "25d61f38",
+   "id": "5a8347d3",
    "metadata": {},
    "source": [
     "### Nombre de visites sur l'étape \"Je ne connais pas\""
@@ -193,7 +193,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "75138b55",
+   "id": "382be506",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -206,7 +206,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6541017d",
+   "id": "345d152b",
    "metadata": {},
    "source": [
     "### Nombre de visites sur l'étape \"Je ne connais pas\" provenant de l'outils \"Trouver sa CC\""
@@ -215,7 +215,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "5d00186c",
+   "id": "caf8ea8d",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -248,7 +248,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "dd04c438",
+   "id": "089c19ea",
    "metadata": {},
    "source": [
     "### Nombre de visites ayant effectué une recherche de CC"
@@ -257,7 +257,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "20b0cf47",
+   "id": "8eed3613",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -270,7 +270,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "cff89d19",
+   "id": "54bb63ee",
    "metadata": {},
    "source": [
     "### Nombre de visites ayant cliqué sur une convention collective"
@@ -279,7 +279,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "161ccc78",
+   "id": "79c53985",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -292,7 +292,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "dfd44ac9",
+   "id": "6d9ae05a",
    "metadata": {},
    "source": [
     "### Nombre de visites passant par la recherche d'entreprise"
@@ -301,7 +301,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "a837dd3e",
+   "id": "c29cecc2",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -314,7 +314,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "027c09b0",
+   "id": "8045c2c6",
    "metadata": {},
    "source": [
     "### Nombre de visites passant par la recherche d'entreprise provenant de l'outils \"Trouver sa CC\""
@@ -323,7 +323,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "fc49eb23",
+   "id": "4266ae6e",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -356,7 +356,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4bfed3a0",
+   "id": "dde85212",
    "metadata": {},
    "source": [
     "### Nombre de visite avec une recherche d'entreprise"
@@ -365,7 +365,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "73fa21e1",
+   "id": "dcae97de",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -378,7 +378,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c8f6d5d1",
+   "id": "5c33f735",
    "metadata": {},
    "source": [
     "### Nombre de visite avec une sélection d'entreprise"
@@ -387,7 +387,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "37e7fd43",
+   "id": "b0f80a8e",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -401,7 +401,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "06e8e7ec",
+   "id": "4835cfc4",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -414,7 +414,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "86ff8ee2",
+   "id": "cf2e529f",
    "metadata": {},
    "source": [
     "### Nombre de visites arrivant sur la CC 3239 à partir de l'écran de recherche par entreprise\n",
@@ -429,7 +429,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "a81e45ee",
+   "id": "f893d768",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -464,7 +464,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c1ce4ea6",
+   "id": "f94d615c",
    "metadata": {},
    "source": [
     "### Création du tableau contenant les données de convertion"
@@ -473,7 +473,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "4d7f4be5",
+   "id": "17c4159c",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -500,6 +500,7 @@
     "        .format(\n",
     "            {col: format_percentages for col in df.columns}, subset=pd.IndexSlice[1, :]  # Deuxième ligne\n",
     "        )\n",
+    "        .hide(axis=\"index\")\n",
     "    )\n",
     "\n",
     "    return styled_df"
@@ -507,7 +508,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "32971ae4",
+   "id": "7a9329c4",
    "metadata": {},
    "source": [
     "### Taux de convertion de la 1er page \"Trouver sa CC\""
@@ -516,21 +517,21 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "7419d538",
+   "id": "23edfb2b",
    "metadata": {},
    "outputs": [],
    "source": [
-    "data = {\n",
+    "data1 = {\n",
     "    \"Total visites\": [total_unique_visits, 100],\n",
     "    \"P1 : Conversion\": [total_visits_agreements_from_tool, (total_visits_agreements_from_tool / total_unique_visits * 100)],\n",
     "    \"P2 : Conversion\": [total_visits_enterprises_from_tool, (total_visits_enterprises_from_tool / total_unique_visits * 100)],\n",
     "}\n",
-    "display_result(data)"
+    "display_result(data1)"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "81d8d033",
+   "id": "7f459e52",
    "metadata": {},
    "source": [
     "### Funnel du parcours \"Je connais ma CC\" \n",
@@ -540,21 +541,21 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "f7ce066c",
+   "id": "ab71b3f8",
    "metadata": {},
    "outputs": [],
    "source": [
-    "data = {\n",
+    "data2 = {\n",
     "    \"P1 : Visites\": [total_unique_visits_agreements, 100],\n",
     "    \"P1 : Recherches\": [total_agreement_search, (total_agreement_search / total_unique_visits_agreements * 100)],\n",
     "    \"P1 : Click CC\": [total_unique_visits_agreements_select, (total_unique_visits_agreements_select / total_agreement_search * 100)],\n",
     "}\n",
-    "display_result(data)"
+    "display_result(data2)"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "9de0b93e",
+   "id": "c75bf9ef",
    "metadata": {},
    "source": [
     "### Funnel du parcours \"Je ne connais pas ma CC\"\n",
@@ -565,44 +566,55 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "2eece22c",
+   "id": "bd0a26c4",
    "metadata": {},
    "outputs": [],
    "source": [
-    "data = {\n",
+    "data3 = {\n",
     "    \"P2 : Visites\": [total_unique_visits_enterprises, 100],\n",
     "    \"P2 : Recherches\": [total_enterprise_search, (total_enterprise_search / total_unique_visits_enterprises * 100)],\n",
     "    \"P2 : Sélections entreprise\": [total_enterprise_select, (total_enterprise_select / total_enterprise_search * 100)],\n",
     "    \"P2 : Click CC\": [total_enterprise_cc_select, (total_enterprise_cc_select / total_enterprise_select * 100)],\n",
     "    \"P2 : 3239\": [total_enterprise_3239, (total_enterprise_3239 / total_unique_visits_enterprises * 100)],\n",
     "}\n",
-    "display_result(data)"
+    "display_result(data3)"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "b7157a14",
+   "id": "3da7bfb5",
    "metadata": {},
    "source": [
-    "### Sauvegarde du tableau dans un fichier CSV\n",
+    "### Résultats\n",
     "\n",
-    "Le fichier est disponible dans le dossier `explorations/outputs`"
+    "à copier directement dans le googlesheet"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "e609c670",
-   "metadata": {},
+   "id": "01b2df45",
+   "metadata": {
+    "scrolled": true
+   },
    "outputs": [],
    "source": [
-    "df.to_csv(f\"./outputs/ratio_completion_trouver_sa_convention_collective_{date_debut}_{date_fin}.csv\", index=False, encoding='utf-8')"
+    "from IPython.display import display\n",
+    "print(\"Période \",date_debut, date_fin, \"\\n\")\n",
+    "print(\"\\nTaux de convertion de la 1er page \\\"Trouver sa CC\\\"\")\n",
+    "display(display_result(data1))\n",
+    "\n",
+    "print(\"\\nFunnel du parcours \\\"Je connais ma CC\\\"\")\n",
+    "display(display_result(data2))\n",
+    "\n",
+    "print(\"\\nFunnel du parcours \\\"Je ne connais pas ma CC\\\"\")\n",
+    "display(display_result(data3))"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "0725783c",
+   "id": "5b444757",
    "metadata": {},
    "outputs": [],
    "source": []
diff --git a/explorations/KPI_PAGE_CONVENTION_COLLECTIVE.ipynb b/explorations/KPI_PAGE_CONVENTION_COLLECTIVE.ipynb
index e332d0f..0997aa4 100644
--- a/explorations/KPI_PAGE_CONVENTION_COLLECTIVE.ipynb
+++ b/explorations/KPI_PAGE_CONVENTION_COLLECTIVE.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "7a3c12c9",
+   "id": "5a50e5e2",
    "metadata": {},
    "source": [
     "# PAGE - CONVENTION COLLECTIVE\n",
@@ -20,7 +20,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "fff5c5f0",
+   "id": "6dce431e",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -42,7 +42,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4c0d7dc7-95af-4ac2-bc7e-1cd633285f8c",
+   "id": "f511163b",
    "metadata": {},
    "source": [
     "### Interval\n",
@@ -53,17 +53,17 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "5b356180-62cf-4981-a259-a9d32664f8de",
+   "id": "0468b575",
    "metadata": {},
    "outputs": [],
    "source": [
-    "date_debut = '2024-10-01'\n",
-    "date_fin = '2024-10-31'"
+    "date_debut = '2024-11-01'\n",
+    "date_fin = '2024-11-30'"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "6bbb83a2-42cf-4737-a8ef-359e402df210",
+   "id": "4c388472",
    "metadata": {},
    "source": [
     "### Convention collectives supportées\n",
@@ -74,16 +74,16 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "9464c8dc-38da-49e9-b1d5-452d6c1e3357",
+   "id": "85df7544",
    "metadata": {},
    "outputs": [],
    "source": [
-    "cc_ids = ['2511','1596','1597','3127','1404','3043','1517','1527','2941','1043','2609','2596','2614','1483','3239','2264','2216','2148','2098','2120','1996','1979','1702','1672','1516','1518','1606','1501','1505','1486','1480','1351','1266','1147','1090','0843','0675','0292','0275','0176','0086','0044','0016','0029','3248','2420','0413','0787','0573']  # Liste des identifiants des conventions collectives"
+    "cc_ids = ['2511','1596','1597','3127','1404','3043','1517','1527','2941','1043','2609','2596','2614','1483','3239','2264','2216','2148','2098','2120','1996','1979','1702','1672','1516','1518','1606','1501','1505','1486','1480','1351','1266','1147','1090','843','675','292','275','176','86','44','16','29','3248','2420','413','787','573']  # Liste des identifiants des conventions collectives"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "dd07dd65",
+   "id": "8b7ee873",
    "metadata": {},
    "source": [
     "### Requête ES"
@@ -92,7 +92,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "d53a28c2",
+   "id": "6433f589",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -100,7 +100,7 @@
     "\n",
     "# Construire dynamiquement les conditions sur les URLs\n",
     "convention_clauses = [\n",
-    "    {\"prefix\": {\"url\": f\"https://code.travail.gouv.fr/convention-collective/{cc_id}\"}} for cc_id in cc_ids\n",
+    "    {\"prefix\": {\"url\": f\"https://code.travail.gouv.fr/convention-collective/{cc_id}-\"}} for cc_id in cc_ids\n",
     "]\n",
     "\n",
     "# Construire dynamiquement les conditions sur les URLs des contributions\n",
@@ -145,7 +145,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "b39eb07a",
+   "id": "15995c83",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -154,7 +154,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f078799e",
+   "id": "ef26a7ac",
    "metadata": {},
    "source": [
     "## Taux de visites où l'utilisateur a cliqué sur une contribution"
@@ -162,7 +162,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "83cc1531-a045-420b-8b78-ee70d13cc457",
+   "id": "ac282562",
    "metadata": {},
    "source": [
     "### Calcul du nombre de visites sur les conventions collectives ayant abouti à un click sur une contribution\n",
@@ -177,7 +177,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "79604d1a",
+   "id": "312b6ced",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -222,7 +222,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6f2bd408",
+   "id": "76028955",
    "metadata": {},
    "source": [
     "### Calcul du nombre de visites par convention collective"
@@ -231,7 +231,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "7fd85d5f",
+   "id": "1e360ccf",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -253,7 +253,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "25f72e2d-75ff-444c-97f3-e6b45aded91d",
+   "id": "b542c2cd",
    "metadata": {},
    "source": [
     "### Ratio du nombre de visites avec convertion pour chaque convention collective"
@@ -262,7 +262,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "8465d919-58e3-4242-b589-9b3c0de8f413",
+   "id": "57ac24e5",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -280,7 +280,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "d2516377-9b13-409d-8480-403999fb4ffd",
+   "id": "f09a7949",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -297,7 +297,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3e35ab76-10cd-4dc4-bed7-4ab73d7a1e29",
+   "id": "d4c234ea",
    "metadata": {},
    "source": [
     "### Sauvegarde du tableau dans un fichier CSV\n",
@@ -308,17 +308,27 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "8f33f2a9-5c0c-4834-bf38-e9357a634f3a",
+   "id": "75325fd5",
    "metadata": {},
    "outputs": [],
    "source": [
-    "merged_df.to_csv(f\"./outputs/ratio_completion_convention_collective_{date_debut}_{date_fin}.csv\", index=False, encoding='utf-8')"
+    "merged_df.rename(columns={\n",
+    "    'convention_id': 'CC',\n",
+    "    'visits_converted': 'Visites contrib',\n",
+    "    'visits_total': 'Visites total',\n",
+    "    'ratio': 'ratio'\n",
+    "}, inplace=True)\n",
+    "\n",
+    "# Réorganiser l'ordre des colonnes\n",
+    "merged_df = merged_df[['CC', 'Visites total', 'Visites contrib', 'ratio']]\n",
+    "\n",
+    "merged_df.to_csv(f\"./outputs/ratio_completion_convention_collective_{date_debut}_{date_fin}.csv\",  index=False, encoding='utf-8')"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "0a3e0c92-2a1c-452e-948b-b762622eeb85",
+   "id": "7116ab2c",
    "metadata": {},
    "outputs": [],
    "source": []
@@ -340,7 +350,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.6"
+   "version": "3.10.12"
   }
  },
  "nbformat": 4,