Ministres_analyses.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "path_file = '/media/flo/Stockage/Data/ScrapMyMinistres/'\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.4/dist-packages/IPython/parallel.py:13: ShimWarning: The `IPython.parallel` package has been deprecated. You should import from ipyparallel instead.\n",
      "  \"You should import from ipyparallel instead.\", ShimWarning)\n"
     ]
    }
   ],
   "source": [
    "%qtconsole"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "table_finale = pd.read_csv(path_file + 'table_finale.csv', sep=';', encoding='utf-8')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "del table_finale['Unnamed: 0']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>gouvernement</th>\n",
       "      <th>wiki</th>\n",
       "      <th>Nom</th>\n",
       "      <th>fonctions</th>\n",
       "      <th>birthday</th>\n",
       "      <th>date_debut</th>\n",
       "      <th>date_fin</th>\n",
       "      <th>duree_mendat</th>\n",
       "      <th>Parti</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>holland_ayrault_1</td>\n",
       "      <td>/wiki/Jean-Marc_Ayrault</td>\n",
       "      <td>Jean-Marc Ayrault</td>\n",
       "      <td>Premier ministre</td>\n",
       "      <td>1950-01-25</td>\n",
       "      <td>2012-05-15</td>\n",
       "      <td>2014-03-31</td>\n",
       "      <td>685</td>\n",
       "      <td>PS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>holland_ayrault_1</td>\n",
       "      <td>/wiki/Laurent_Fabius</td>\n",
       "      <td>Laurent Fabius</td>\n",
       "      <td>Ministre des Affaires étrangères</td>\n",
       "      <td>1946-08-20</td>\n",
       "      <td>2012-05-16</td>\n",
       "      <td>2016-02-11</td>\n",
       "      <td>1366</td>\n",
       "      <td>PS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>holland_ayrault_1</td>\n",
       "      <td>/wiki/Vincent_Peillon</td>\n",
       "      <td>Vincent Peillon</td>\n",
       "      <td>Ministre de l'Éducation nationale</td>\n",
       "      <td>1960-07-07</td>\n",
       "      <td>2012-05-16</td>\n",
       "      <td>2014-03-31</td>\n",
       "      <td>684</td>\n",
       "      <td>PS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>holland_ayrault_1</td>\n",
       "      <td>/wiki/Christiane_Taubira</td>\n",
       "      <td>Christiane Taubira</td>\n",
       "      <td>Garde des Sceaux ministre de la Justice</td>\n",
       "      <td>1952-02-02</td>\n",
       "      <td>2012-05-16</td>\n",
       "      <td>2016-01-27</td>\n",
       "      <td>1351</td>\n",
       "      <td>PRG</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>holland_ayrault_1</td>\n",
       "      <td>/wiki/Pierre_Moscovici</td>\n",
       "      <td>Pierre Moscovici</td>\n",
       "      <td>Ministre de l'Économie, des Finances et du Com...</td>\n",
       "      <td>1957-09-16</td>\n",
       "      <td>2012-05-16</td>\n",
       "      <td>2014-03-31</td>\n",
       "      <td>684</td>\n",
       "      <td>PS</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        gouvernement                      wiki                 Nom  \\\n",
       "0  holland_ayrault_1   /wiki/Jean-Marc_Ayrault   Jean-Marc Ayrault   \n",
       "1  holland_ayrault_1      /wiki/Laurent_Fabius      Laurent Fabius   \n",
       "2  holland_ayrault_1     /wiki/Vincent_Peillon     Vincent Peillon   \n",
       "3  holland_ayrault_1  /wiki/Christiane_Taubira  Christiane Taubira   \n",
       "4  holland_ayrault_1    /wiki/Pierre_Moscovici    Pierre Moscovici   \n",
       "\n",
       "                                           fonctions    birthday  date_debut  \\\n",
       "0                                   Premier ministre  1950-01-25  2012-05-15   \n",
       "1                   Ministre des Affaires étrangères  1946-08-20  2012-05-16   \n",
       "2                  Ministre de l'Éducation nationale  1960-07-07  2012-05-16   \n",
       "3            Garde des Sceaux ministre de la Justice  1952-02-02  2012-05-16   \n",
       "4  Ministre de l'Économie, des Finances et du Com...  1957-09-16  2012-05-16   \n",
       "\n",
       "     date_fin  duree_mendat Parti  \n",
       "0  2014-03-31           685    PS  \n",
       "1  2016-02-11          1366    PS  \n",
       "2  2014-03-31           684    PS  \n",
       "3  2016-01-27          1351   PRG  \n",
       "4  2014-03-31           684    PS  "
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "table_finale.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "holland_valls_2      39\n",
       "holland_ayrault_2    38\n",
       "holland_ayrault_1    35\n",
       "holland_valls_1      32\n",
       "Name: gouvernement, dtype: int64"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "table_finale.gouvernement.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "table_finale.duree_mendat = pd.to_numeric(table_finale.duree_mendat)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes.AxesSubplot at 0x7f5722573048>"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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7EOcPAMeA6ynHV6gklVrWYZa8OczS4+xnfuxlvmZyPzsxzCJJ6iGGuSQlwDCXpAQY5pKU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\nJEkz2/8HnSemLWtwwfAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f5722577a20>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "table_finale.groupby('gouvernement')['duree_mendat'].mean().plot(kind='bar')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "gouv = ['holland_ayrault_1', 'holland_ayrault_2', 'holland_valls_1']\n",
    "trois_gouv = table_finale[table_finale.gouvernement.isin(gouv)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes.AxesSubplot at 0x7f571e70f048>"
      ]
     },
     "execution_count": 106,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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WSZIkSZIKDEyr6EVgL6B/mn4r8Bfy1LAbgYs72MciItOxnkHAh+ss62ppmc6m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e72Z9J7fyLmK7/PM6ndMKLGd7a97L45Cbgs9fcc8fsxIc3J88Qcv7fB+UuSJEmSBqDRV3glSZKa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rBcFcycBdxEZNFeCZwM3F3R7tHS+inANW2O2yodL1seRwSNJ7fZd6Sqzu8phn4TahPa104+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\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I6tX3tt9QkiRJ2kSZMS1JkjRELNUgSZIkSf3njx9KkiRJkiRJkgaVgWlJkiRJkiRJ0qAy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\nAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f571e683d30>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "trois_gouv_mean = trois_gouv.groupby('fonctions')['duree_mendat'].mean().reset_index()\n",
    "\n",
    "trois_gouv_mean.set_index('fonctions', inplace=True)\n",
    "trois_gouv_mean.sort_values('duree_mendat', ascending=True, inplace=True)\n",
    "trois_gouv_mean.plot(kind='barh', figsize=(15, 30))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>duree_mendat</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fonctions</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Secrétaire d'État chargée de la Famille, des Personnes âgées et de l'Autonomie</th>\n",
       "      <td>28.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ministre de la Justice, garde des Sceaux</th>\n",
       "      <td>33.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Secrétaire d'État chargé des Transports, de la Mer et de la Pêche</th>\n",
       "      <td>138.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Secrétaire d'État chargée du Commerce extérieur, de la promotion du Tourisme et des Français de l'étranger</th>\n",
       "      <td>139.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ministre des Droits des femmes de la Ville de la Jeunesse et des Sports</th>\n",
       "      <td>145.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ministre de l'Éducation nationale de l'Enseignement supérieur et de la Recherche</th>\n",
       "      <td>145.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Secrétaire d'État chargé des Anciens combattants et de la Mémoire</th>\n",
       "      <td>226.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Secrétaire d'État chargée de l'Enseignement supérieur et de la Recherche</th>\n",
       "      <td>330.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ministre de l'Écologie, du Développement durable et de l'Énergie</th>\n",
       "      <td>337.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ministre délégué aux Affaires européennes</th>\n",
       "      <td>342.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ministre délégué au Budget</th>\n",
       "      <td>342.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Secrétaire d'État chargé de la Réforme de l'État et de la Simplification</th>\n",
       "      <td>379.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Secrétaire d'État chargée du Commerce, de l'Artisanat, de la Consommation et de l'Économie sociale et solidaire</th>\n",
       "      <td>379.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ministre du Travail, de l'Emploi et du Dialogue social</th>\n",
       "      <td>518.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ministre du Commerce extérieur</th>\n",
       "      <td>648.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ministre de l'Agriculture, de l'Agroalimentaire et de la Forêt</th>\n",
       "      <td>648.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ministre du Redressement productif</th>\n",
       "      <td>667.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Secrétaire d'État chargée du Développement et de la Francophonie</th>\n",
       "      <td>673.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Secrétaire d'État chargé de la Réforme territoriale</th>\n",
       "      <td>673.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ministre du Logement et de l'Égalité des territoires</th>\n",
       "      <td>680.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ministre de l'Éducation nationale</th>\n",
       "      <td>684.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ministre déléguée aux Français de l'étranger et à la Francophonie</th>\n",
       "      <td>684.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ministre délégué à la Ville</th>\n",
       "      <td>684.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ministre délégué à l'Économie sociale et solidaire et à la Consommation</th>\n",
       "      <td>684.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ministre délégué aux Transports, à la Mer et la Pêche</th>\n",
       "      <td>684.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ministre délégué aux Transports et à l'Économie maritime</th>\n",
       "      <td>684.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ministre délégué aux Relations avec le Parlement</th>\n",
       "      <td>684.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ministre délégué aux Anciens combattants</th>\n",
       "      <td>684.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ministre de l'Économie et des Finances</th>\n",
       "      <td>684.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ministre déléguée à la Famille</th>\n",
       "      <td>684.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ministre des Sports, de la Jeunesse, de l'Éducation populaire et de la Vie associative</th>\n",
       "      <td>684.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ministre de l'Enseignement supérieur et de la Recherche</th>\n",
       "      <td>684.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ministre des Droits des femmes porte-parole du gouvernement</th>\n",
       "      <td>684.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ministre des Droits des femmes</th>\n",
       "      <td>684.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ministère de l'Économie, des Finances et du Commerce extérieur</th>\n",
       "      <td>684.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ministre de l'Artisanat, du Commerce et du Tourisme</th>\n",
       "      <td>684.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ministre déléguée à l'Artisanat, au Commerce et au Tourisme</th>\n",
       "      <td>684.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ministre des Outre-mer</th>\n",
       "      <td>692.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ministre de l'Intérieur</th>\n",
       "      <td>692.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Premier ministre</th>\n",
       "      <td>693.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Secrétaire d'État chargé des Relations avec le Parlement</th>\n",
       "      <td>701.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Secrétaire d'État chargé du Budget</th>\n",
       "      <td>701.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Secrétaire d'État chargé des Affaires européennes</th>\n",
       "      <td>701.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Secrétaire d'État chargé des Sports</th>\n",
       "      <td>701.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Secrétaire d'État chargée des Personnes handicapées et de la Lutte contre l'exclusion</th>\n",
       "      <td>701.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Secrétaire d'État chargée du Numérique</th>\n",
       "      <td>701.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ministre des Finances et des Comptes publics</th>\n",
       "      <td>708.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ministre de la Culture et de la Communication</th>\n",
       "      <td>831.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ministre des Affaires étrangères</th>\n",
       "      <td>949.600000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ministre des Affaires sociales et de la Santé</th>\n",
       "      <td>1039.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ministre de la Réforme de l'État, de la Décentralisation et de la Fonction publique</th>\n",
       "      <td>1126.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Garde des Sceaux ministre de la Justice</th>\n",
       "      <td>1351.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Garde des Sceaux</th>\n",
       "      <td>1351.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ministre des Affaires étrangères et du Développement international</th>\n",
       "      <td>1366.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ministre de la Décentralisation et de la Fonction publique</th>\n",
       "      <td>1366.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ministre de la Défense</th>\n",
       "      <td>1394.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ministre de l'Agriculture, de l'Agroalimentaire et de la Forêt \\nPorte-parole du gouvernement</th>\n",
       "      <td>1394.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ministre de l'Agriculture, de l'Agro-alimentaire et de la Forêt porte-parole du gouvernement</th>\n",
       "      <td>1394.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ministre de l'Agriculture et de l'Agroalimentaire</th>\n",
       "      <td>1394.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ministre de l'Économie du Redressement productif du Numérique</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>65 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                    duree_mendat\n",
       "fonctions                                                       \n",
       "Secrétaire d'État chargée de la Famille, des Pe...     28.000000\n",
       "Ministre de la Justice, garde des Sceaux               33.000000\n",
       "Secrétaire d'État chargé des Transports, de la ...    138.000000\n",
       "Secrétaire d'État chargée du Commerce extérieur...    139.000000\n",
       "Ministre des Droits des femmes de la Ville de l...    145.000000\n",
       "Ministre de l'Éducation nationale de l'Enseigne...    145.000000\n",
       "Secrétaire d'État chargé des Anciens combattant...    226.000000\n",
       "Secrétaire d'État chargée de l'Enseignement sup...    330.000000\n",
       "Ministre de l'Écologie, du Développement durabl...    337.666667\n",
       "Ministre délégué aux Affaires européennes             342.000000\n",
       "Ministre délégué au Budget                            342.000000\n",
       "Secrétaire d'État chargé de la Réforme de l'Éta...    379.000000\n",
       "Secrétaire d'État chargée du Commerce, de l'Art...    379.000000\n",
       "Ministre du Travail, de l'Emploi et du Dialogue...    518.000000\n",
       "Ministre du Commerce extérieur                        648.000000\n",
       "Ministre de l'Agriculture, de l'Agroalimentaire...    648.000000\n",
       "Ministre du Redressement productif                    667.000000\n",
       "Secrétaire d'État chargée du Développement et d...    673.000000\n",
       "Secrétaire d'État chargé de la Réforme territor...    673.000000\n",
       "Ministre du Logement et de l'Égalité des territ...    680.000000\n",
       "Ministre de l'Éducation nationale                     684.000000\n",
       "Ministre déléguée aux Français de l'étranger et...    684.000000\n",
       "Ministre délégué à la Ville                           684.000000\n",
       "Ministre délégué à l'Économie sociale et solida...    684.000000\n",
       "Ministre délégué aux Transports, à la Mer et la...    684.000000\n",
       "Ministre délégué aux Transports et à l'Économie...    684.000000\n",
       "Ministre délégué aux Relations avec le Parlement      684.000000\n",
       "Ministre délégué aux Anciens combattants              684.000000\n",
       "Ministre de l'Économie et des Finances                684.000000\n",
       "Ministre déléguée à la Famille                        684.000000\n",
       "...                                                          ...\n",
       "Ministre des Sports, de la Jeunesse, de l'Éduca...    684.000000\n",
       "Ministre de l'Enseignement supérieur et de la R...    684.000000\n",
       "Ministre des Droits des femmes porte-parole du ...    684.000000\n",
       "Ministre des Droits des femmes                        684.000000\n",
       "Ministère de l'Économie, des Finances et du Com...    684.000000\n",
       "Ministre de l'Artisanat, du Commerce et du Tour...    684.000000\n",
       "Ministre déléguée à l'Artisanat, au Commerce et...    684.000000\n",
       "Ministre des Outre-mer                                692.000000\n",
       "Ministre de l'Intérieur                               692.000000\n",
       "Premier ministre                                      693.333333\n",
       "Secrétaire d'État chargé des Relations avec le ...    701.000000\n",
       "Secrétaire d'État chargé du Budget                    701.000000\n",
       "Secrétaire d'État chargé des Affaires européennes     701.000000\n",
       "Secrétaire d'État chargé des Sports                   701.000000\n",
       "Secrétaire d'État chargée des Personnes handica...    701.000000\n",
       "Secrétaire d'État chargée du Numérique                701.000000\n",
       "Ministre des Finances et des Comptes publics          708.000000\n",
       "Ministre de la Culture et de la Communication         831.000000\n",
       "Ministre des Affaires étrangères                      949.600000\n",
       "Ministre des Affaires sociales et de la Santé        1039.000000\n",
       "Ministre de la Réforme de l'État, de la Décentr...   1126.666667\n",
       "Garde des Sceaux ministre de la Justice              1351.000000\n",
       "Garde des Sceaux                                     1351.000000\n",
       "Ministre des Affaires étrangères et du Développ...   1366.000000\n",
       "Ministre de la Décentralisation et de la Foncti...   1366.000000\n",
       "Ministre de la Défense                               1394.000000\n",
       "Ministre de l'Agriculture, de l'Agroalimentaire...   1394.000000\n",
       "Ministre de l'Agriculture, de l'Agro-alimentair...   1394.000000\n",
       "Ministre de l'Agriculture et de l'Agroalimentaire    1394.000000\n",
       "Ministre de l'Économie du Redressement producti...           NaN\n",
       "\n",
       "[65 rows x 1 columns]"
      ]
     },
     "execution_count": 107,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "trois_gouv_mean"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
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   "source": []
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