diff --git a/notebook_gouv/prix_carburant_gouv.ipynb b/notebook_gouv/prix_carburant_gouv.ipynb
index f32427a5d6e07781b15d4af6850e6a57e1eb3023..87cf205637ea9a22cd2b30b6ea561d6fb87fb3ae 100644
--- a/notebook_gouv/prix_carburant_gouv.ipynb
+++ b/notebook_gouv/prix_carburant_gouv.ipynb
@@ -2255,8 +2255,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
-   "id": "058ae67f-3dd9-40cc-8215-f7a633028329",
+   "execution_count": 39,
+   "id": "581f9f82-9820-41a2-bed7-513c40626fb2",
    "metadata": {
     "tags": []
    },
@@ -2282,7 +2282,6 @@
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
-       "      <th>region</th>\n",
        "      <th>carburant</th>\n",
        "      <th>annee</th>\n",
        "      <th>prix_moyen_par_hectolitre</th>\n",
@@ -2290,105 +2289,35 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>82</td>\n",
-       "      <td>Gazole</td>\n",
-       "      <td>2007</td>\n",
-       "      <td>110.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>82</td>\n",
-       "      <td>Gazole</td>\n",
-       "      <td>2008</td>\n",
-       "      <td>128.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>82</td>\n",
-       "      <td>Gazole</td>\n",
-       "      <td>2009</td>\n",
-       "      <td>101.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>82</td>\n",
-       "      <td>Gazole</td>\n",
-       "      <td>2010</td>\n",
-       "      <td>116.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>82</td>\n",
-       "      <td>Gazole</td>\n",
-       "      <td>2011</td>\n",
-       "      <td>135.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2517</th>\n",
-       "      <td>75</td>\n",
-       "      <td>GPLc</td>\n",
-       "      <td>2019</td>\n",
-       "      <td>87.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2518</th>\n",
-       "      <td>75</td>\n",
-       "      <td>GPLc</td>\n",
-       "      <td>2020</td>\n",
-       "      <td>87.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2519</th>\n",
-       "      <td>75</td>\n",
-       "      <td>GPLc</td>\n",
+       "      <th>81</th>\n",
+       "      <td>SP98</td>\n",
        "      <td>2021</td>\n",
-       "      <td>87.0</td>\n",
+       "      <td>162.08</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2520</th>\n",
-       "      <td>75</td>\n",
-       "      <td>GPLc</td>\n",
+       "      <th>87</th>\n",
+       "      <td>SP98</td>\n",
        "      <td>2022</td>\n",
-       "      <td>86.0</td>\n",
+       "      <td>185.62</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2521</th>\n",
-       "      <td>75</td>\n",
-       "      <td>GPLc</td>\n",
+       "      <th>93</th>\n",
+       "      <td>SP98</td>\n",
        "      <td>2023</td>\n",
-       "      <td>100.0</td>\n",
+       "      <td>197.23</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>2522 rows × 4 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "      region carburant  annee  prix_moyen_par_hectolitre\n",
-       "0         82    Gazole   2007                      110.0\n",
-       "1         82    Gazole   2008                      128.0\n",
-       "2         82    Gazole   2009                      101.0\n",
-       "3         82    Gazole   2010                      116.0\n",
-       "4         82    Gazole   2011                      135.0\n",
-       "...      ...       ...    ...                        ...\n",
-       "2517      75      GPLc   2019                       87.0\n",
-       "2518      75      GPLc   2020                       87.0\n",
-       "2519      75      GPLc   2021                       87.0\n",
-       "2520      75      GPLc   2022                       86.0\n",
-       "2521      75      GPLc   2023                      100.0\n",
-       "\n",
-       "[2522 rows x 4 columns]"
+       "   carburant  annee  prix_moyen_par_hectolitre\n",
+       "81      SP98   2021                     162.08\n",
+       "87      SP98   2022                     185.62\n",
+       "93      SP98   2023                     197.23"
       ]
      },
-     "execution_count": 18,
+     "execution_count": 39,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2398,251 +2327,17 @@
     "df_ann_hecto = pd.read_csv(\"prix_annuel_carburants_par_regions_litre.csv\", sep=\",\")\n",
     "df_ann_hecto[\"prix_moyen_par_hectolitre\"] = round(df_ann_hecto['prix_moyen_par_litre'] * 100,2)\n",
     "df_ann_hecto.drop([\"prix_moyen_par_litre\"], inplace=True, axis=1)\n",
-    "df_ann_hecto"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 19,
-   "id": "cf7934b5-ec63-41f6-b439-1eede448e103",
-   "metadata": {
-    "tags": []
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array(['region', 'carburant', 'annee', 'prix_moyen_par_hectolitre'],\n",
-       "      dtype=object)"
-      ]
-     },
-     "execution_count": 19,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df_ann_hecto.columns.values"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 20,
-   "id": "581f9f82-9820-41a2-bed7-513c40626fb2",
-   "metadata": {
-    "tags": []
-   },
-   "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 tr th {\n",
-       "        text-align: left;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr>\n",
-       "      <th></th>\n",
-       "      <th>annee</th>\n",
-       "      <th>carburant</th>\n",
-       "      <th>prix_moyen_par_hectolitre</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>91</th>\n",
-       "      <td>2023</td>\n",
-       "      <td>Gazole</td>\n",
-       "      <td>185.54</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>92</th>\n",
-       "      <td>2023</td>\n",
-       "      <td>SP95</td>\n",
-       "      <td>193.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>93</th>\n",
-       "      <td>2023</td>\n",
-       "      <td>SP98</td>\n",
-       "      <td>197.23</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "   annee carburant prix_moyen_par_hectolitre\n",
-       "91  2023    Gazole                    185.54\n",
-       "92  2023      SP95                    193.00\n",
-       "93  2023      SP98                    197.23"
-      ]
-     },
-     "execution_count": 20,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
     "# Supprime la région\n",
     "df_ann_hecto = df_ann_hecto.groupby(['annee', 'carburant']).agg({'prix_moyen_par_hectolitre': ['mean']}, as_index=False).round(2)\n",
     "df_ann_hecto.reset_index(inplace=True)\n",
     "df_ann_hecto.columns = [[\"annee\", \"carburant\", \"prix_moyen_par_hectolitre\"]]\n",
-    "\n",
+    "df_ann_hecto = df_ann_hecto[[\"carburant\", \"annee\", \"prix_moyen_par_hectolitre\"]]\n",
+    "df_ann_hecto.to_csv(r'prix_par_carburant_annee_hectolitre.csv',index = False, header=True)\n",
+    "df_ann_hecto = pd.read_csv(\"prix_par_carburant_annee_hectolitre.csv\")\n",
+    "df_ann_hecto.sort_values([\"carburant\", \"annee\"], inplace=True)\n",
     "df_ann_hecto.to_csv(r'prix_par_carburant_annee_hectolitre.csv',index = False, header=True)\n",
     "df_ann_hecto.tail(3)"
    ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 21,
-   "id": "ad5b8499-9eaf-4a8f-84c2-2237b94ab818",
-   "metadata": {
-    "tags": []
-   },
-   "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 tr th {\n",
-       "        text-align: left;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr>\n",
-       "      <th></th>\n",
-       "      <th>annee</th>\n",
-       "      <th>carburant</th>\n",
-       "      <th>prix_moyen_par_hectolitre</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>2007</td>\n",
-       "      <td>E85</td>\n",
-       "      <td>82.24</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>2007</td>\n",
-       "      <td>GPLc</td>\n",
-       "      <td>73.27</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>2007</td>\n",
-       "      <td>Gazole</td>\n",
-       "      <td>110.09</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>2007</td>\n",
-       "      <td>SP95</td>\n",
-       "      <td>129.48</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>2008</td>\n",
-       "      <td>E85</td>\n",
-       "      <td>85.82</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>89</th>\n",
-       "      <td>2023</td>\n",
-       "      <td>E85</td>\n",
-       "      <td>115.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>90</th>\n",
-       "      <td>2023</td>\n",
-       "      <td>GPLc</td>\n",
-       "      <td>102.69</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>91</th>\n",
-       "      <td>2023</td>\n",
-       "      <td>Gazole</td>\n",
-       "      <td>185.54</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>92</th>\n",
-       "      <td>2023</td>\n",
-       "      <td>SP95</td>\n",
-       "      <td>193.00</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>93</th>\n",
-       "      <td>2023</td>\n",
-       "      <td>SP98</td>\n",
-       "      <td>197.23</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>94 rows × 3 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "   annee carburant prix_moyen_par_hectolitre\n",
-       "0   2007       E85                     82.24\n",
-       "1   2007      GPLc                     73.27\n",
-       "2   2007    Gazole                    110.09\n",
-       "3   2007      SP95                    129.48\n",
-       "4   2008       E85                     85.82\n",
-       "..   ...       ...                       ...\n",
-       "89  2023       E85                    115.00\n",
-       "90  2023      GPLc                    102.69\n",
-       "91  2023    Gazole                    185.54\n",
-       "92  2023      SP95                    193.00\n",
-       "93  2023      SP98                    197.23\n",
-       "\n",
-       "[94 rows x 3 columns]"
-      ]
-     },
-     "execution_count": 21,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df_ann_hecto"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "40fd5c27-a827-47d7-912e-072dc71ca860",
-   "metadata": {},
-   "outputs": [],
-   "source": []
   }
  ],
  "metadata": {
diff --git a/notebook_gouv/prix_par_carburant_annee_hectolitre.csv b/notebook_gouv/prix_par_carburant_annee_hectolitre.csv
index d23ca4e43329ee4edaa60b50ff9c942a8072c366..1cb761027006ad0d0b129838f6ece266211c246f 100644
--- a/notebook_gouv/prix_par_carburant_annee_hectolitre.csv
+++ b/notebook_gouv/prix_par_carburant_annee_hectolitre.csv
@@ -1,95 +1,95 @@
 carburant,annee,prix_moyen_par_hectolitre
+E10,2009,123.95
+E10,2010,136.0
+E10,2011,151.87
+E10,2012,157.29
+E10,2013,155.62
+E10,2014,150.04
+E10,2015,136.87
+E10,2016,128.93
+E10,2017,137.64
+E10,2018,150.77
+E10,2019,150.62
+E10,2020,136.92
+E10,2021,154.69
+E10,2022,179.0
+E10,2023,189.92
 E85,2007,82.24
-GPLc,2007,73.27
-Gazole,2007,110.09
-SP95,2007,129.48
 E85,2008,85.82
-GPLc,2008,75.73
-Gazole,2008,128.09
-SP95,2008,137.83
-E10,2009,123.95
 E85,2009,95.36
-GPLc,2009,66.64
-Gazole,2009,101.35
-SP95,2009,122.74
-E10,2010,136.0
 E85,2010,110.73
-GPLc,2010,72.95
-Gazole,2010,116.22
-SP95,2010,136.77
-E10,2011,151.87
 E85,2011,90.32
-GPLc,2011,83.52
-Gazole,2011,136.25
-SP95,2011,152.88
-E10,2012,157.29
 E85,2012,92.09
-GPLc,2012,87.48
-Gazole,2012,142.54
-SP95,2012,160.17
-E10,2013,155.62
 E85,2013,93.14
-GPLc,2013,88.3
-Gazole,2013,138.21
-SP95,2013,157.04
-SP98,2013,159.52
-E10,2014,150.04
 E85,2014,88.33
-GPLc,2014,86.78
-Gazole,2014,131.42
-SP95,2014,151.48
-SP98,2014,155.96
-E10,2015,136.87
 E85,2015,91.36
-GPLc,2015,80.59
-Gazole,2015,117.3
-SP95,2015,137.95
-SP98,2015,141.91
-E10,2016,128.93
 E85,2016,83.08
-GPLc,2016,73.92
-Gazole,2016,112.93
-SP95,2016,133.08
-SP98,2016,136.62
-E10,2017,137.64
 E85,2017,73.15
-GPLc,2017,77.31
-Gazole,2017,126.14
-SP95,2017,140.77
-SP98,2017,145.54
-E10,2018,150.77
 E85,2018,77.23
-GPLc,2018,85.62
-Gazole,2018,146.0
-SP95,2018,153.46
-SP98,2018,157.92
-E10,2019,150.62
 E85,2019,76.46
-GPLc,2019,88.46
-Gazole,2019,146.38
-SP95,2019,153.54
-SP98,2019,158.23
-E10,2020,136.92
 E85,2020,71.08
-GPLc,2020,88.23
-Gazole,2020,129.0
-SP95,2020,139.15
-SP98,2020,143.62
-E10,2021,154.69
 E85,2021,74.54
-GPLc,2021,89.15
-Gazole,2021,145.62
-SP95,2021,157.69
-SP98,2021,162.08
-E10,2022,179.0
 E85,2022,91.38
-GPLc,2022,89.15
-Gazole,2022,187.62
-SP95,2022,184.54
-SP98,2022,185.62
-E10,2023,189.92
 E85,2023,115.0
+GPLc,2007,73.27
+GPLc,2008,75.73
+GPLc,2009,66.64
+GPLc,2010,72.95
+GPLc,2011,83.52
+GPLc,2012,87.48
+GPLc,2013,88.3
+GPLc,2014,86.78
+GPLc,2015,80.59
+GPLc,2016,73.92
+GPLc,2017,77.31
+GPLc,2018,85.62
+GPLc,2019,88.46
+GPLc,2020,88.23
+GPLc,2021,89.15
+GPLc,2022,89.15
 GPLc,2023,102.69
+Gazole,2007,110.09
+Gazole,2008,128.09
+Gazole,2009,101.35
+Gazole,2010,116.22
+Gazole,2011,136.25
+Gazole,2012,142.54
+Gazole,2013,138.21
+Gazole,2014,131.42
+Gazole,2015,117.3
+Gazole,2016,112.93
+Gazole,2017,126.14
+Gazole,2018,146.0
+Gazole,2019,146.38
+Gazole,2020,129.0
+Gazole,2021,145.62
+Gazole,2022,187.62
 Gazole,2023,185.54
+SP95,2007,129.48
+SP95,2008,137.83
+SP95,2009,122.74
+SP95,2010,136.77
+SP95,2011,152.88
+SP95,2012,160.17
+SP95,2013,157.04
+SP95,2014,151.48
+SP95,2015,137.95
+SP95,2016,133.08
+SP95,2017,140.77
+SP95,2018,153.46
+SP95,2019,153.54
+SP95,2020,139.15
+SP95,2021,157.69
+SP95,2022,184.54
 SP95,2023,193.0
+SP98,2013,159.52
+SP98,2014,155.96
+SP98,2015,141.91
+SP98,2016,136.62
+SP98,2017,145.54
+SP98,2018,157.92
+SP98,2019,158.23
+SP98,2020,143.62
+SP98,2021,162.08
+SP98,2022,185.62
 SP98,2023,197.23