carte-scolaire.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "cc4f46ad",
   "metadata": {},
   "source": [
    "# Défi open data : Carte scolaire"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "52f0f20f",
   "metadata": {},
   "source": [
    "Chaque élève d’école élémentaire, de collège et de lycée général ou technologique est **affecté à un établissement scolaire selon son lieu de résidence** : il s’agit de la carte scolaire.\n",
    "\n",
    "Il est encore **difficile pour les parents de connaître la zone de rattachement de leur enfant**, ne disposant souvent que de listes par noms de rue. Malgré la sémantique, il existe aujourd’hui peu de représentations cartographiques de cette carte scolaire, et les rares exemples demeurent partiels et/ou très locaux.\n",
    "\n",
    "**La problématique**\n",
    "\n",
    "Ce projet portera sur deux enjeux :\n",
    "* **Comment permettre aux parents de savoir facilement dans quel collège inscrire leur enfant ?**\n",
    "* **Comment permettre à l’administration de mieux piloter l’offre en collèges sur le territoire ?**\n",
    "\n",
    "Beaucoup de données ouvertes sont mises à disposition pour vous permettre de répondre à ce sujet. Plusieurs jeux de données ont déjà été chargés dans cet environnement ([cf. liste](https://defis.data.gouv.fr/defis/65a9237ed493a309fc872e4a/)) et vous pouvez bien évidemment en ajouter d’autres selon vos besoins.\n",
    "\n",
    "Une fois vos travaux terminés, partagez-les avec l’ensemble de la communauté [en publiant une réutilisation sur data.gouv.fr](https://guides.data.gouv.fr/guide-data.gouv.fr/reutilisations) !"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "222f33cd",
   "metadata": {},
   "source": [
    "# Importer des données\n",
    "Nous mettons à disposition une fonction utilitaire qui permet de charger la majorité des ressources de data.gouv.fr à partir de leur identifiant sur le site (exemple : `\"2876a346-d50c-4911-934e-19ee07b0e503\"`). Vous pouvez l'utiliser comme suit :"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "5a3ada11",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>numero_uai</th>\n",
       "      <th>appellation_officielle</th>\n",
       "      <th>denomination_principale</th>\n",
       "      <th>patronyme_uai</th>\n",
       "      <th>secteur_public_prive_libe</th>\n",
       "      <th>adresse_uai</th>\n",
       "      <th>lieu_dit_uai</th>\n",
       "      <th>boite_postale_uai</th>\n",
       "      <th>code_postal_uai</th>\n",
       "      <th>localite_acheminement_uai</th>\n",
       "      <th>...</th>\n",
       "      <th>code_commune</th>\n",
       "      <th>libelle_departement</th>\n",
       "      <th>libelle_region</th>\n",
       "      <th>libelle_academie</th>\n",
       "      <th>position</th>\n",
       "      <th>secteur_prive_code_type_contrat</th>\n",
       "      <th>secteur_prive_libelle_type_contrat</th>\n",
       "      <th>code_ministere</th>\n",
       "      <th>libelle_ministere</th>\n",
       "      <th>date_ouverture</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0211610L</td>\n",
       "      <td>ECOLE ELEMENTAIRE PUBLIQUE</td>\n",
       "      <td>ECOLE ELEMENTAIRE PUBLIQUE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Public</td>\n",
       "      <td>2 bis rue du Château</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21410</td>\n",
       "      <td>FLEUREY SUR OUCHE</td>\n",
       "      <td>...</td>\n",
       "      <td>21273</td>\n",
       "      <td>Côte-d'Or</td>\n",
       "      <td>Bourgogne-Franche-Comté</td>\n",
       "      <td>Dijon</td>\n",
       "      <td>47.31447430401852, 4.859569852017199</td>\n",
       "      <td>99.0</td>\n",
       "      <td>SANS OBJET</td>\n",
       "      <td>6</td>\n",
       "      <td>MINISTERE DE L'EDUCATION NATIONALE</td>\n",
       "      <td>1980-09-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0211639T</td>\n",
       "      <td>ECOLE ELEMENTAIRE PUBLIQUE     MANSART</td>\n",
       "      <td>ECOLE ELEMENTAIRE PUBLIQUE</td>\n",
       "      <td>MANSART</td>\n",
       "      <td>Public</td>\n",
       "      <td>34 rue des Péjoces</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21000</td>\n",
       "      <td>DIJON</td>\n",
       "      <td>...</td>\n",
       "      <td>21231</td>\n",
       "      <td>Côte-d'Or</td>\n",
       "      <td>Bourgogne-Franche-Comté</td>\n",
       "      <td>Dijon</td>\n",
       "      <td>47.309548196400534, 5.060030087419965</td>\n",
       "      <td>99.0</td>\n",
       "      <td>SANS OBJET</td>\n",
       "      <td>6</td>\n",
       "      <td>MINISTERE DE L'EDUCATION NATIONALE</td>\n",
       "      <td>1981-09-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0211661S</td>\n",
       "      <td>ECOLE MATERNELLE</td>\n",
       "      <td>ECOLE MATERNELLE PUBLIQUE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Public</td>\n",
       "      <td>10  RUE JOLIOT CURIE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21760</td>\n",
       "      <td>LAMARCHE SUR SAONE</td>\n",
       "      <td>...</td>\n",
       "      <td>21337</td>\n",
       "      <td>Côte-d'Or</td>\n",
       "      <td>Bourgogne-Franche-Comté</td>\n",
       "      <td>Dijon</td>\n",
       "      <td>47.26332985787778, 5.388840578612763</td>\n",
       "      <td>99.0</td>\n",
       "      <td>SANS OBJET</td>\n",
       "      <td>6</td>\n",
       "      <td>MINISTERE DE L'EDUCATION NATIONALE</td>\n",
       "      <td>1982-09-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0211685T</td>\n",
       "      <td>ECOLE ELEMENTAIRE PUBLIQUE     R.P.I.</td>\n",
       "      <td>ECOLE ELEMENTAIRE PUBLIQUE</td>\n",
       "      <td>R.P.I.</td>\n",
       "      <td>Public</td>\n",
       "      <td>GRANDE RUE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21700</td>\n",
       "      <td>CORGOLOIN</td>\n",
       "      <td>...</td>\n",
       "      <td>21194</td>\n",
       "      <td>Côte-d'Or</td>\n",
       "      <td>Bourgogne-Franche-Comté</td>\n",
       "      <td>Dijon</td>\n",
       "      <td>47.084876223323405, 4.9136002018249325</td>\n",
       "      <td>99.0</td>\n",
       "      <td>SANS OBJET</td>\n",
       "      <td>6</td>\n",
       "      <td>MINISTERE DE L'EDUCATION NATIONALE</td>\n",
       "      <td>1983-09-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0211697F</td>\n",
       "      <td>ECOLE ELEMENTAIRE PUBLIQUE     LARREY</td>\n",
       "      <td>ECOLE ELEMENTAIRE PUBLIQUE</td>\n",
       "      <td>LARREY</td>\n",
       "      <td>Public</td>\n",
       "      <td>93 avenue Gustave Eiffel</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21000</td>\n",
       "      <td>DIJON</td>\n",
       "      <td>...</td>\n",
       "      <td>21231</td>\n",
       "      <td>Côte-d'Or</td>\n",
       "      <td>Bourgogne-Franche-Comté</td>\n",
       "      <td>Dijon</td>\n",
       "      <td>47.31331795709068, 5.0147195881684015</td>\n",
       "      <td>99.0</td>\n",
       "      <td>SANS OBJET</td>\n",
       "      <td>6</td>\n",
       "      <td>MINISTERE DE L'EDUCATION NATIONALE</td>\n",
       "      <td>1984-09-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64852</th>\n",
       "      <td>0850418T</td>\n",
       "      <td>Ecole maternelle publique RENE GUY CADOU</td>\n",
       "      <td>ECOLE MATERNELLE PUBLIQUE</td>\n",
       "      <td>RENE-GUY CADOU</td>\n",
       "      <td>Public</td>\n",
       "      <td>Rue Châteaubriand</td>\n",
       "      <td>OLONNE SUR MER</td>\n",
       "      <td>NaN</td>\n",
       "      <td>85340</td>\n",
       "      <td>LES SABLES D OLONNE</td>\n",
       "      <td>...</td>\n",
       "      <td>85194</td>\n",
       "      <td>Vendée</td>\n",
       "      <td>Pays de la Loire</td>\n",
       "      <td>Nantes</td>\n",
       "      <td>46.509463806133716, -1.7727343492651912</td>\n",
       "      <td>99.0</td>\n",
       "      <td>SANS OBJET</td>\n",
       "      <td>6</td>\n",
       "      <td>MINISTERE DE L'EDUCATION NATIONALE</td>\n",
       "      <td>1970-01-12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64853</th>\n",
       "      <td>0850422X</td>\n",
       "      <td>Ecole primaire publique charlotte ménanteau</td>\n",
       "      <td>ECOLE PRIMAIRE PUBLIQUE</td>\n",
       "      <td>CHARLOTTE MENANTEAU</td>\n",
       "      <td>Public</td>\n",
       "      <td>2 rue des Ecoles</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>85320</td>\n",
       "      <td>PEAULT</td>\n",
       "      <td>...</td>\n",
       "      <td>85171</td>\n",
       "      <td>Vendée</td>\n",
       "      <td>Pays de la Loire</td>\n",
       "      <td>Nantes</td>\n",
       "      <td>46.50150294144732, -1.2199203059329156</td>\n",
       "      <td>99.0</td>\n",
       "      <td>SANS OBJET</td>\n",
       "      <td>6</td>\n",
       "      <td>MINISTERE DE L'EDUCATION NATIONALE</td>\n",
       "      <td>1970-01-12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64854</th>\n",
       "      <td>0850426B</td>\n",
       "      <td>Ecole primaire publique louis aragon</td>\n",
       "      <td>ECOLE PRIMAIRE PUBLIQUE</td>\n",
       "      <td>LOUIS ARAGON (R.P.I.D AVEC R. ROBUCHON VELLUIRE)</td>\n",
       "      <td>Public</td>\n",
       "      <td>29 rue Jean Moulin</td>\n",
       "      <td>LE POIRE SUR VELLUIRE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>85770</td>\n",
       "      <td>LES VELLUIRE SUR VENDEE</td>\n",
       "      <td>...</td>\n",
       "      <td>85177</td>\n",
       "      <td>Vendée</td>\n",
       "      <td>Pays de la Loire</td>\n",
       "      <td>Nantes</td>\n",
       "      <td>46.40409162748487, -0.8916032068218714</td>\n",
       "      <td>99.0</td>\n",
       "      <td>SANS OBJET</td>\n",
       "      <td>6</td>\n",
       "      <td>MINISTERE DE L'EDUCATION NATIONALE</td>\n",
       "      <td>1970-01-12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64855</th>\n",
       "      <td>0850436M</td>\n",
       "      <td>Ecole primaire publique f.e. voisin</td>\n",
       "      <td>ECOLE PRIMAIRE PUBLIQUE</td>\n",
       "      <td>F.E. VOISIN</td>\n",
       "      <td>Public</td>\n",
       "      <td>6 rue des Forges</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>85270</td>\n",
       "      <td>NOTRE DAME DE RIEZ</td>\n",
       "      <td>...</td>\n",
       "      <td>85189</td>\n",
       "      <td>Vendée</td>\n",
       "      <td>Pays de la Loire</td>\n",
       "      <td>Nantes</td>\n",
       "      <td>46.74497172180338, -1.907916623929844</td>\n",
       "      <td>99.0</td>\n",
       "      <td>SANS OBJET</td>\n",
       "      <td>6</td>\n",
       "      <td>MINISTERE DE L'EDUCATION NATIONALE</td>\n",
       "      <td>1970-01-12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64856</th>\n",
       "      <td>0850448A</td>\n",
       "      <td>Ecole primaire publique Les Acanthes</td>\n",
       "      <td>ECOLE PRIMAIRE PUBLIQUE</td>\n",
       "      <td>LES ACANTHES</td>\n",
       "      <td>Public</td>\n",
       "      <td>9 place de l'Eglise</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>85120</td>\n",
       "      <td>VOUVANT</td>\n",
       "      <td>...</td>\n",
       "      <td>85305</td>\n",
       "      <td>Vendée</td>\n",
       "      <td>Pays de la Loire</td>\n",
       "      <td>Nantes</td>\n",
       "      <td>46.57221321978225, -0.7699753515391701</td>\n",
       "      <td>99.0</td>\n",
       "      <td>SANS OBJET</td>\n",
       "      <td>6</td>\n",
       "      <td>MINISTERE DE L'EDUCATION NATIONALE</td>\n",
       "      <td>1970-01-12</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>64857 rows × 35 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      numero_uai                       appellation_officielle  \\\n",
       "0       0211610L                   ECOLE ELEMENTAIRE PUBLIQUE   \n",
       "1       0211639T       ECOLE ELEMENTAIRE PUBLIQUE     MANSART   \n",
       "2       0211661S                             ECOLE MATERNELLE   \n",
       "3       0211685T        ECOLE ELEMENTAIRE PUBLIQUE     R.P.I.   \n",
       "4       0211697F        ECOLE ELEMENTAIRE PUBLIQUE     LARREY   \n",
       "...          ...                                          ...   \n",
       "64852   0850418T     Ecole maternelle publique RENE GUY CADOU   \n",
       "64853   0850422X  Ecole primaire publique charlotte ménanteau   \n",
       "64854   0850426B         Ecole primaire publique louis aragon   \n",
       "64855   0850436M          Ecole primaire publique f.e. voisin   \n",
       "64856   0850448A         Ecole primaire publique Les Acanthes   \n",
       "\n",
       "          denomination_principale  \\\n",
       "0      ECOLE ELEMENTAIRE PUBLIQUE   \n",
       "1      ECOLE ELEMENTAIRE PUBLIQUE   \n",
       "2       ECOLE MATERNELLE PUBLIQUE   \n",
       "3      ECOLE ELEMENTAIRE PUBLIQUE   \n",
       "4      ECOLE ELEMENTAIRE PUBLIQUE   \n",
       "...                           ...   \n",
       "64852   ECOLE MATERNELLE PUBLIQUE   \n",
       "64853     ECOLE PRIMAIRE PUBLIQUE   \n",
       "64854     ECOLE PRIMAIRE PUBLIQUE   \n",
       "64855     ECOLE PRIMAIRE PUBLIQUE   \n",
       "64856     ECOLE PRIMAIRE PUBLIQUE   \n",
       "\n",
       "                                          patronyme_uai  \\\n",
       "0                                                   NaN   \n",
       "1                                               MANSART   \n",
       "2                                                   NaN   \n",
       "3                                                R.P.I.   \n",
       "4                                                LARREY   \n",
       "...                                                 ...   \n",
       "64852                                    RENE-GUY CADOU   \n",
       "64853                               CHARLOTTE MENANTEAU   \n",
       "64854  LOUIS ARAGON (R.P.I.D AVEC R. ROBUCHON VELLUIRE)   \n",
       "64855                                       F.E. VOISIN   \n",
       "64856                                      LES ACANTHES   \n",
       "\n",
       "      secteur_public_prive_libe               adresse_uai  \\\n",
       "0                        Public      2 bis rue du Château   \n",
       "1                        Public        34 rue des Péjoces   \n",
       "2                        Public      10  RUE JOLIOT CURIE   \n",
       "3                        Public                GRANDE RUE   \n",
       "4                        Public  93 avenue Gustave Eiffel   \n",
       "...                         ...                       ...   \n",
       "64852                    Public         Rue Châteaubriand   \n",
       "64853                    Public          2 rue des Ecoles   \n",
       "64854                    Public        29 rue Jean Moulin   \n",
       "64855                    Public          6 rue des Forges   \n",
       "64856                    Public       9 place de l'Eglise   \n",
       "\n",
       "                lieu_dit_uai boite_postale_uai  code_postal_uai  \\\n",
       "0                        NaN               NaN            21410   \n",
       "1                        NaN               NaN            21000   \n",
       "2                        NaN               NaN            21760   \n",
       "3                        NaN               NaN            21700   \n",
       "4                        NaN               NaN            21000   \n",
       "...                      ...               ...              ...   \n",
       "64852         OLONNE SUR MER               NaN            85340   \n",
       "64853                    NaN               NaN            85320   \n",
       "64854  LE POIRE SUR VELLUIRE               NaN            85770   \n",
       "64855                    NaN               NaN            85270   \n",
       "64856                    NaN               NaN            85120   \n",
       "\n",
       "      localite_acheminement_uai  ... code_commune  libelle_departement  \\\n",
       "0             FLEUREY SUR OUCHE  ...        21273            Côte-d'Or   \n",
       "1                         DIJON  ...        21231            Côte-d'Or   \n",
       "2            LAMARCHE SUR SAONE  ...        21337            Côte-d'Or   \n",
       "3                     CORGOLOIN  ...        21194            Côte-d'Or   \n",
       "4                         DIJON  ...        21231            Côte-d'Or   \n",
       "...                         ...  ...          ...                  ...   \n",
       "64852       LES SABLES D OLONNE  ...        85194               Vendée   \n",
       "64853                    PEAULT  ...        85171               Vendée   \n",
       "64854   LES VELLUIRE SUR VENDEE  ...        85177               Vendée   \n",
       "64855        NOTRE DAME DE RIEZ  ...        85189               Vendée   \n",
       "64856                   VOUVANT  ...        85305               Vendée   \n",
       "\n",
       "                libelle_region libelle_academie  \\\n",
       "0      Bourgogne-Franche-Comté            Dijon   \n",
       "1      Bourgogne-Franche-Comté            Dijon   \n",
       "2      Bourgogne-Franche-Comté            Dijon   \n",
       "3      Bourgogne-Franche-Comté            Dijon   \n",
       "4      Bourgogne-Franche-Comté            Dijon   \n",
       "...                        ...              ...   \n",
       "64852         Pays de la Loire           Nantes   \n",
       "64853         Pays de la Loire           Nantes   \n",
       "64854         Pays de la Loire           Nantes   \n",
       "64855         Pays de la Loire           Nantes   \n",
       "64856         Pays de la Loire           Nantes   \n",
       "\n",
       "                                      position  \\\n",
       "0         47.31447430401852, 4.859569852017199   \n",
       "1        47.309548196400534, 5.060030087419965   \n",
       "2         47.26332985787778, 5.388840578612763   \n",
       "3       47.084876223323405, 4.9136002018249325   \n",
       "4        47.31331795709068, 5.0147195881684015   \n",
       "...                                        ...   \n",
       "64852  46.509463806133716, -1.7727343492651912   \n",
       "64853   46.50150294144732, -1.2199203059329156   \n",
       "64854   46.40409162748487, -0.8916032068218714   \n",
       "64855    46.74497172180338, -1.907916623929844   \n",
       "64856   46.57221321978225, -0.7699753515391701   \n",
       "\n",
       "       secteur_prive_code_type_contrat secteur_prive_libelle_type_contrat  \\\n",
       "0                                 99.0                         SANS OBJET   \n",
       "1                                 99.0                         SANS OBJET   \n",
       "2                                 99.0                         SANS OBJET   \n",
       "3                                 99.0                         SANS OBJET   \n",
       "4                                 99.0                         SANS OBJET   \n",
       "...                                ...                                ...   \n",
       "64852                             99.0                         SANS OBJET   \n",
       "64853                             99.0                         SANS OBJET   \n",
       "64854                             99.0                         SANS OBJET   \n",
       "64855                             99.0                         SANS OBJET   \n",
       "64856                             99.0                         SANS OBJET   \n",
       "\n",
       "      code_ministere                   libelle_ministere date_ouverture  \n",
       "0                  6  MINISTERE DE L'EDUCATION NATIONALE     1980-09-01  \n",
       "1                  6  MINISTERE DE L'EDUCATION NATIONALE     1981-09-01  \n",
       "2                  6  MINISTERE DE L'EDUCATION NATIONALE     1982-09-01  \n",
       "3                  6  MINISTERE DE L'EDUCATION NATIONALE     1983-09-01  \n",
       "4                  6  MINISTERE DE L'EDUCATION NATIONALE     1984-09-01  \n",
       "...              ...                                 ...            ...  \n",
       "64852              6  MINISTERE DE L'EDUCATION NATIONALE     1970-01-12  \n",
       "64853              6  MINISTERE DE L'EDUCATION NATIONALE     1970-01-12  \n",
       "64854              6  MINISTERE DE L'EDUCATION NATIONALE     1970-01-12  \n",
       "64855              6  MINISTERE DE L'EDUCATION NATIONALE     1970-01-12  \n",
       "64856              6  MINISTERE DE L'EDUCATION NATIONALE     1970-01-12  \n",
       "\n",
       "[64857 rows x 35 columns]"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from utils import load_table_from_resource_id\n",
    "\n",
    "df = load_table_from_resource_id('b3b26ad1-a143-4651-afd6-dde3908196fc')\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b3778e52",
   "metadata": {},
   "source": [
    "# Exemple de réalisation : évolution des IPS par département"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "a65df932",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import geopandas as gpd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "d5c85732",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>rentree_scolaire</th>\n",
       "      <th>academie</th>\n",
       "      <th>code_du_departement</th>\n",
       "      <th>departement</th>\n",
       "      <th>uai</th>\n",
       "      <th>nom_de_l_etablissment</th>\n",
       "      <th>code_insee_de_la_commune</th>\n",
       "      <th>nom_de_la_commune</th>\n",
       "      <th>secteur</th>\n",
       "      <th>ips</th>\n",
       "      <th>ecart_type_de_l_ips</th>\n",
       "      <th>effectifs</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2020-2021</td>\n",
       "      <td>GRENOBLE</td>\n",
       "      <td>038</td>\n",
       "      <td>ISERE</td>\n",
       "      <td>0382035F</td>\n",
       "      <td>COLLEGE CHARLES MUNCH</td>\n",
       "      <td>38185</td>\n",
       "      <td>GRENOBLE</td>\n",
       "      <td>public</td>\n",
       "      <td>100.5</td>\n",
       "      <td>44.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2020-2021</td>\n",
       "      <td>GRENOBLE</td>\n",
       "      <td>038</td>\n",
       "      <td>ISERE</td>\n",
       "      <td>0382103E</td>\n",
       "      <td>COLLEGE LAMARTINE</td>\n",
       "      <td>38138</td>\n",
       "      <td>CREMIEU</td>\n",
       "      <td>public</td>\n",
       "      <td>116.1</td>\n",
       "      <td>34.1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2020-2021</td>\n",
       "      <td>GRENOBLE</td>\n",
       "      <td>038</td>\n",
       "      <td>ISERE</td>\n",
       "      <td>0382195E</td>\n",
       "      <td>COLLEGE PRIVE SAINT CHARLES</td>\n",
       "      <td>38544</td>\n",
       "      <td>VIENNE</td>\n",
       "      <td>privé sous contrat</td>\n",
       "      <td>116.7</td>\n",
       "      <td>34.6</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2020-2021</td>\n",
       "      <td>GRENOBLE</td>\n",
       "      <td>038</td>\n",
       "      <td>ISERE</td>\n",
       "      <td>0382427G</td>\n",
       "      <td>COLLEGE LE GUILLON</td>\n",
       "      <td>38315</td>\n",
       "      <td>LE PONT DE BEAUVOISIN</td>\n",
       "      <td>public</td>\n",
       "      <td>105.4</td>\n",
       "      <td>36.4</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2020-2021</td>\n",
       "      <td>GRENOBLE</td>\n",
       "      <td>038</td>\n",
       "      <td>ISERE</td>\n",
       "      <td>0382429J</td>\n",
       "      <td>COLLEGE SPORTIF JEAN PREVOST</td>\n",
       "      <td>38548</td>\n",
       "      <td>VILLARD DE LANS</td>\n",
       "      <td>public</td>\n",
       "      <td>129.4</td>\n",
       "      <td>34.3</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48669</th>\n",
       "      <td>2022-2023</td>\n",
       "      <td>MAYOTTE</td>\n",
       "      <td>976</td>\n",
       "      <td>MAYOTTE</td>\n",
       "      <td>9760180S</td>\n",
       "      <td>COLLEGE MARIAMA SALIM DE SADA</td>\n",
       "      <td>97616</td>\n",
       "      <td>SADA</td>\n",
       "      <td>public</td>\n",
       "      <td>89.5</td>\n",
       "      <td>33.4</td>\n",
       "      <td>988.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48670</th>\n",
       "      <td>2022-2023</td>\n",
       "      <td>MAYOTTE</td>\n",
       "      <td>976</td>\n",
       "      <td>MAYOTTE</td>\n",
       "      <td>9760183V</td>\n",
       "      <td>COLLEGE DE ZENA M DERE</td>\n",
       "      <td>97615</td>\n",
       "      <td>PAMANDZI</td>\n",
       "      <td>public</td>\n",
       "      <td>91.8</td>\n",
       "      <td>30.4</td>\n",
       "      <td>1004.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48671</th>\n",
       "      <td>2022-2023</td>\n",
       "      <td>MAYOTTE</td>\n",
       "      <td>976</td>\n",
       "      <td>MAYOTTE</td>\n",
       "      <td>9760244L</td>\n",
       "      <td>COLLEGE FREDERIC D ACHERY</td>\n",
       "      <td>97610</td>\n",
       "      <td>KOUNGOU</td>\n",
       "      <td>public</td>\n",
       "      <td>62.6</td>\n",
       "      <td>16.5</td>\n",
       "      <td>1830.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48672</th>\n",
       "      <td>2022-2023</td>\n",
       "      <td>MAYOTTE</td>\n",
       "      <td>976</td>\n",
       "      <td>MAYOTTE</td>\n",
       "      <td>9760274U</td>\n",
       "      <td>COLLEGE DE TSINGONI</td>\n",
       "      <td>97617</td>\n",
       "      <td>TSINGONI</td>\n",
       "      <td>public</td>\n",
       "      <td>77.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>885.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48673</th>\n",
       "      <td>2022-2023</td>\n",
       "      <td>MAYOTTE</td>\n",
       "      <td>976</td>\n",
       "      <td>MAYOTTE</td>\n",
       "      <td>9760368W</td>\n",
       "      <td>COLLEGE DE KWALE</td>\n",
       "      <td>97611</td>\n",
       "      <td>MAMOUDZOU</td>\n",
       "      <td>public</td>\n",
       "      <td>59.6</td>\n",
       "      <td>18.6</td>\n",
       "      <td>1481.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>48674 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      rentree_scolaire  academie code_du_departement departement       uai  \\\n",
       "0            2020-2021  GRENOBLE                 038       ISERE  0382035F   \n",
       "1            2020-2021  GRENOBLE                 038       ISERE  0382103E   \n",
       "2            2020-2021  GRENOBLE                 038       ISERE  0382195E   \n",
       "3            2020-2021  GRENOBLE                 038       ISERE  0382427G   \n",
       "4            2020-2021  GRENOBLE                 038       ISERE  0382429J   \n",
       "...                ...       ...                 ...         ...       ...   \n",
       "48669        2022-2023   MAYOTTE                 976     MAYOTTE  9760180S   \n",
       "48670        2022-2023   MAYOTTE                 976     MAYOTTE  9760183V   \n",
       "48671        2022-2023   MAYOTTE                 976     MAYOTTE  9760244L   \n",
       "48672        2022-2023   MAYOTTE                 976     MAYOTTE  9760274U   \n",
       "48673        2022-2023   MAYOTTE                 976     MAYOTTE  9760368W   \n",
       "\n",
       "               nom_de_l_etablissment code_insee_de_la_commune  \\\n",
       "0              COLLEGE CHARLES MUNCH                    38185   \n",
       "1                  COLLEGE LAMARTINE                    38138   \n",
       "2        COLLEGE PRIVE SAINT CHARLES                    38544   \n",
       "3                 COLLEGE LE GUILLON                    38315   \n",
       "4       COLLEGE SPORTIF JEAN PREVOST                    38548   \n",
       "...                              ...                      ...   \n",
       "48669  COLLEGE MARIAMA SALIM DE SADA                    97616   \n",
       "48670         COLLEGE DE ZENA M DERE                    97615   \n",
       "48671      COLLEGE FREDERIC D ACHERY                    97610   \n",
       "48672            COLLEGE DE TSINGONI                    97617   \n",
       "48673               COLLEGE DE KWALE                    97611   \n",
       "\n",
       "           nom_de_la_commune             secteur    ips  ecart_type_de_l_ips  \\\n",
       "0                   GRENOBLE              public  100.5                 44.0   \n",
       "1                    CREMIEU              public  116.1                 34.1   \n",
       "2                     VIENNE  privé sous contrat  116.7                 34.6   \n",
       "3      LE PONT DE BEAUVOISIN              public  105.4                 36.4   \n",
       "4            VILLARD DE LANS              public  129.4                 34.3   \n",
       "...                      ...                 ...    ...                  ...   \n",
       "48669                   SADA              public   89.5                 33.4   \n",
       "48670               PAMANDZI              public   91.8                 30.4   \n",
       "48671                KOUNGOU              public   62.6                 16.5   \n",
       "48672               TSINGONI              public   77.0                 27.0   \n",
       "48673              MAMOUDZOU              public   59.6                 18.6   \n",
       "\n",
       "       effectifs  \n",
       "0            NaN  \n",
       "1            NaN  \n",
       "2            NaN  \n",
       "3            NaN  \n",
       "4            NaN  \n",
       "...          ...  \n",
       "48669      988.0  \n",
       "48670     1004.0  \n",
       "48671     1830.0  \n",
       "48672      885.0  \n",
       "48673     1481.0  \n",
       "\n",
       "[48674 rows x 12 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# on charge les indices de position sociale (IPS) pour les collèges de France\n",
    "dfs = [\n",
    "    load_table_from_resource_id('b63bd365-c589-48e4-b7d8-9e4f5db133c5'),\n",
    "    load_table_from_resource_id('28e511a7-af0d-48c7-a8bb-2f38ec003f49'),\n",
    "]\n",
    "df = pd.concat(dfs, ignore_index=True)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "89569f70",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Info : Ce dataframe contient des données géographiques\n"
     ]
    },
    {
     "data": {
      "text/html": [
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       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>code</th>\n",
       "      <th>nom</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>01</td>\n",
       "      <td>Ain</td>\n",
       "      <td>POLYGON ((4.78021 46.17668, 4.78024 46.18905, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>02</td>\n",
       "      <td>Aisne</td>\n",
       "      <td>POLYGON ((3.17296 50.01131, 3.17382 50.01186, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>03</td>\n",
       "      <td>Allier</td>\n",
       "      <td>POLYGON ((3.03207 46.79491, 3.03424 46.79080, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>04</td>\n",
       "      <td>Alpes-de-Haute-Provence</td>\n",
       "      <td>POLYGON ((5.67604 44.19143, 5.67817 44.19051, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>05</td>\n",
       "      <td>Hautes-Alpes</td>\n",
       "      <td>POLYGON ((6.26057 45.12685, 6.26417 45.12641, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>91</td>\n",
       "      <td>Essonne</td>\n",
       "      <td>POLYGON ((2.22656 48.77610, 2.22866 48.77451, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>92</td>\n",
       "      <td>Hauts-de-Seine</td>\n",
       "      <td>POLYGON ((2.29097 48.95097, 2.29162 48.95077, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>93</td>\n",
       "      <td>Seine-Saint-Denis</td>\n",
       "      <td>POLYGON ((2.55306 49.00982, 2.55814 49.01201, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>94</td>\n",
       "      <td>Val-de-Marne</td>\n",
       "      <td>POLYGON ((2.33190 48.81701, 2.33371 48.81677, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>95</td>\n",
       "      <td>Val-d'Oise</td>\n",
       "      <td>POLYGON ((2.59052 49.07965, 2.59013 49.07786, ...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>96 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   code                      nom  \\\n",
       "0    01                      Ain   \n",
       "1    02                    Aisne   \n",
       "2    03                   Allier   \n",
       "3    04  Alpes-de-Haute-Provence   \n",
       "4    05             Hautes-Alpes   \n",
       "..  ...                      ...   \n",
       "91   91                  Essonne   \n",
       "92   92           Hauts-de-Seine   \n",
       "93   93        Seine-Saint-Denis   \n",
       "94   94             Val-de-Marne   \n",
       "95   95               Val-d'Oise   \n",
       "\n",
       "                                             geometry  \n",
       "0   POLYGON ((4.78021 46.17668, 4.78024 46.18905, ...  \n",
       "1   POLYGON ((3.17296 50.01131, 3.17382 50.01186, ...  \n",
       "2   POLYGON ((3.03207 46.79491, 3.03424 46.79080, ...  \n",
       "3   POLYGON ((5.67604 44.19143, 5.67817 44.19051, ...  \n",
       "4   POLYGON ((6.26057 45.12685, 6.26417 45.12641, ...  \n",
       "..                                                ...  \n",
       "91  POLYGON ((2.22656 48.77610, 2.22866 48.77451, ...  \n",
       "92  POLYGON ((2.29097 48.95097, 2.29162 48.95077, ...  \n",
       "93  POLYGON ((2.55306 49.00982, 2.55814 49.01201, ...  \n",
       "94  POLYGON ((2.33190 48.81701, 2.33371 48.81677, ...  \n",
       "95  POLYGON ((2.59052 49.07965, 2.59013 49.07786, ...  \n",
       "\n",
       "[96 rows x 3 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# on récupère les contours des départements (malheureusement pas les Outre-Mer)\n",
    "contours = load_table_from_resource_id('90b9341a-e1f7-4d75-a73c-bbc010c7feeb')\n",
    "contours"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "9453b3c7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>rentree_scolaire</th>\n",
       "      <th>academie</th>\n",
       "      <th>code_du_departement</th>\n",
       "      <th>departement</th>\n",
       "      <th>uai</th>\n",
       "      <th>nom_de_l_etablissment</th>\n",
       "      <th>code_insee_de_la_commune</th>\n",
       "      <th>nom_de_la_commune</th>\n",
       "      <th>secteur</th>\n",
       "      <th>ips</th>\n",
       "      <th>ecart_type_de_l_ips</th>\n",
       "      <th>effectifs</th>\n",
       "      <th>code</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2020-2021</td>\n",
       "      <td>GRENOBLE</td>\n",
       "      <td>038</td>\n",
       "      <td>ISERE</td>\n",
       "      <td>0382035F</td>\n",
       "      <td>COLLEGE CHARLES MUNCH</td>\n",
       "      <td>38185</td>\n",
       "      <td>GRENOBLE</td>\n",
       "      <td>public</td>\n",
       "      <td>100.5</td>\n",
       "      <td>44.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2020-2021</td>\n",
       "      <td>GRENOBLE</td>\n",
       "      <td>038</td>\n",
       "      <td>ISERE</td>\n",
       "      <td>0382103E</td>\n",
       "      <td>COLLEGE LAMARTINE</td>\n",
       "      <td>38138</td>\n",
       "      <td>CREMIEU</td>\n",
       "      <td>public</td>\n",
       "      <td>116.1</td>\n",
       "      <td>34.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2020-2021</td>\n",
       "      <td>GRENOBLE</td>\n",
       "      <td>038</td>\n",
       "      <td>ISERE</td>\n",
       "      <td>0382195E</td>\n",
       "      <td>COLLEGE PRIVE SAINT CHARLES</td>\n",
       "      <td>38544</td>\n",
       "      <td>VIENNE</td>\n",
       "      <td>privé sous contrat</td>\n",
       "      <td>116.7</td>\n",
       "      <td>34.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2020-2021</td>\n",
       "      <td>GRENOBLE</td>\n",
       "      <td>038</td>\n",
       "      <td>ISERE</td>\n",
       "      <td>0382427G</td>\n",
       "      <td>COLLEGE LE GUILLON</td>\n",
       "      <td>38315</td>\n",
       "      <td>LE PONT DE BEAUVOISIN</td>\n",
       "      <td>public</td>\n",
       "      <td>105.4</td>\n",
       "      <td>36.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2020-2021</td>\n",
       "      <td>GRENOBLE</td>\n",
       "      <td>038</td>\n",
       "      <td>ISERE</td>\n",
       "      <td>0382429J</td>\n",
       "      <td>COLLEGE SPORTIF JEAN PREVOST</td>\n",
       "      <td>38548</td>\n",
       "      <td>VILLARD DE LANS</td>\n",
       "      <td>public</td>\n",
       "      <td>129.4</td>\n",
       "      <td>34.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48669</th>\n",
       "      <td>2022-2023</td>\n",
       "      <td>MAYOTTE</td>\n",
       "      <td>976</td>\n",
       "      <td>MAYOTTE</td>\n",
       "      <td>9760180S</td>\n",
       "      <td>COLLEGE MARIAMA SALIM DE SADA</td>\n",
       "      <td>97616</td>\n",
       "      <td>SADA</td>\n",
       "      <td>public</td>\n",
       "      <td>89.5</td>\n",
       "      <td>33.4</td>\n",
       "      <td>988.0</td>\n",
       "      <td>99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48670</th>\n",
       "      <td>2022-2023</td>\n",
       "      <td>MAYOTTE</td>\n",
       "      <td>976</td>\n",
       "      <td>MAYOTTE</td>\n",
       "      <td>9760183V</td>\n",
       "      <td>COLLEGE DE ZENA M DERE</td>\n",
       "      <td>97615</td>\n",
       "      <td>PAMANDZI</td>\n",
       "      <td>public</td>\n",
       "      <td>91.8</td>\n",
       "      <td>30.4</td>\n",
       "      <td>1004.0</td>\n",
       "      <td>99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48671</th>\n",
       "      <td>2022-2023</td>\n",
       "      <td>MAYOTTE</td>\n",
       "      <td>976</td>\n",
       "      <td>MAYOTTE</td>\n",
       "      <td>9760244L</td>\n",
       "      <td>COLLEGE FREDERIC D ACHERY</td>\n",
       "      <td>97610</td>\n",
       "      <td>KOUNGOU</td>\n",
       "      <td>public</td>\n",
       "      <td>62.6</td>\n",
       "      <td>16.5</td>\n",
       "      <td>1830.0</td>\n",
       "      <td>99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48672</th>\n",
       "      <td>2022-2023</td>\n",
       "      <td>MAYOTTE</td>\n",
       "      <td>976</td>\n",
       "      <td>MAYOTTE</td>\n",
       "      <td>9760274U</td>\n",
       "      <td>COLLEGE DE TSINGONI</td>\n",
       "      <td>97617</td>\n",
       "      <td>TSINGONI</td>\n",
       "      <td>public</td>\n",
       "      <td>77.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>885.0</td>\n",
       "      <td>99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48673</th>\n",
       "      <td>2022-2023</td>\n",
       "      <td>MAYOTTE</td>\n",
       "      <td>976</td>\n",
       "      <td>MAYOTTE</td>\n",
       "      <td>9760368W</td>\n",
       "      <td>COLLEGE DE KWALE</td>\n",
       "      <td>97611</td>\n",
       "      <td>MAMOUDZOU</td>\n",
       "      <td>public</td>\n",
       "      <td>59.6</td>\n",
       "      <td>18.6</td>\n",
       "      <td>1481.0</td>\n",
       "      <td>99</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>48674 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      rentree_scolaire  academie code_du_departement departement       uai  \\\n",
       "0            2020-2021  GRENOBLE                 038       ISERE  0382035F   \n",
       "1            2020-2021  GRENOBLE                 038       ISERE  0382103E   \n",
       "2            2020-2021  GRENOBLE                 038       ISERE  0382195E   \n",
       "3            2020-2021  GRENOBLE                 038       ISERE  0382427G   \n",
       "4            2020-2021  GRENOBLE                 038       ISERE  0382429J   \n",
       "...                ...       ...                 ...         ...       ...   \n",
       "48669        2022-2023   MAYOTTE                 976     MAYOTTE  9760180S   \n",
       "48670        2022-2023   MAYOTTE                 976     MAYOTTE  9760183V   \n",
       "48671        2022-2023   MAYOTTE                 976     MAYOTTE  9760244L   \n",
       "48672        2022-2023   MAYOTTE                 976     MAYOTTE  9760274U   \n",
       "48673        2022-2023   MAYOTTE                 976     MAYOTTE  9760368W   \n",
       "\n",
       "               nom_de_l_etablissment code_insee_de_la_commune  \\\n",
       "0              COLLEGE CHARLES MUNCH                    38185   \n",
       "1                  COLLEGE LAMARTINE                    38138   \n",
       "2        COLLEGE PRIVE SAINT CHARLES                    38544   \n",
       "3                 COLLEGE LE GUILLON                    38315   \n",
       "4       COLLEGE SPORTIF JEAN PREVOST                    38548   \n",
       "...                              ...                      ...   \n",
       "48669  COLLEGE MARIAMA SALIM DE SADA                    97616   \n",
       "48670         COLLEGE DE ZENA M DERE                    97615   \n",
       "48671      COLLEGE FREDERIC D ACHERY                    97610   \n",
       "48672            COLLEGE DE TSINGONI                    97617   \n",
       "48673               COLLEGE DE KWALE                    97611   \n",
       "\n",
       "           nom_de_la_commune             secteur    ips  ecart_type_de_l_ips  \\\n",
       "0                   GRENOBLE              public  100.5                 44.0   \n",
       "1                    CREMIEU              public  116.1                 34.1   \n",
       "2                     VIENNE  privé sous contrat  116.7                 34.6   \n",
       "3      LE PONT DE BEAUVOISIN              public  105.4                 36.4   \n",
       "4            VILLARD DE LANS              public  129.4                 34.3   \n",
       "...                      ...                 ...    ...                  ...   \n",
       "48669                   SADA              public   89.5                 33.4   \n",
       "48670               PAMANDZI              public   91.8                 30.4   \n",
       "48671                KOUNGOU              public   62.6                 16.5   \n",
       "48672               TSINGONI              public   77.0                 27.0   \n",
       "48673              MAMOUDZOU              public   59.6                 18.6   \n",
       "\n",
       "       effectifs code  \n",
       "0            NaN   38  \n",
       "1            NaN   38  \n",
       "2            NaN   38  \n",
       "3            NaN   38  \n",
       "4            NaN   38  \n",
       "...          ...  ...  \n",
       "48669      988.0   99  \n",
       "48670     1004.0   99  \n",
       "48671     1830.0   99  \n",
       "48672      885.0   99  \n",
       "48673     1481.0   99  \n",
       "\n",
       "[48674 rows x 13 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['code'] = df['code_du_departement'].apply(lambda dep: dep[1:] if dep[0] == '0' else '99')\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "a8b3c4c5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# IPS moyen par département en 2022\n",
    "moy = df.loc[\n",
    "    df['rentree_scolaire'] == \"2022-2023\"\n",
    "].groupby('code')['ips'].mean().reset_index()\n",
    "moy_geo = gpd.GeoDataFrame(pd.merge(\n",
    "    moy,\n",
    "    contours,\n",
    "    on='code',\n",
    "    how='left'\n",
    "), geometry='geometry')\n",
    "moy_geo.plot('ips', legend=True);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "a7cb890e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Ecart type moyen des IPS par département en 2022 (inégalités locales)\n",
    "std = df.loc[\n",
    "    df['rentree_scolaire'] == \"2022-2023\"\n",
    "].groupby('code')['ecart_type_de_l_ips'].mean().reset_index()\n",
    "std_geo = gpd.GeoDataFrame(pd.merge(\n",
    "    std,\n",
    "    contours,\n",
    "    on='code',\n",
    "    how='left'\n",
    "), geometry='geometry')\n",
    "std_geo.plot('ecart_type_de_l_ips', legend=True);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "54098129",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# évolution des IPS par département entre 2016 et 2022\n",
    "before = \"2016-2017\"\n",
    "after = \"2022-2023\"\n",
    "moy_before = df.loc[\n",
    "    df['rentree_scolaire'] == before\n",
    "].groupby('code')['ips'].mean().reset_index()\n",
    "\n",
    "moy_after = df.loc[\n",
    "    df['rentree_scolaire'] == after\n",
    "].groupby('code')['ips'].mean().reset_index()\n",
    "\n",
    "compare = pd.merge(\n",
    "    moy_before,\n",
    "    moy_after,\n",
    "    on='code',\n",
    "    suffixes=[f'_{before}', f'_{after}']\n",
    ")\n",
    "compare['diff'] = compare[f'ips_{after}'] - compare[f'ips_{before}']\n",
    "compare_geo = gpd.GeoDataFrame(pd.merge(\n",
    "    compare,\n",
    "    contours,\n",
    "    on='code',\n",
    "    how='left'\n",
    "), geometry='geometry')\n",
    "compare_geo.plot('diff', legend=True);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4103a469",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}