meteo.data POSTES - Carte des postes météorologiques EN ACTIVITE_24-01-06.ipynb

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   "source": [
    "### Portail meteo.data.gouv.fr - Carte des postes météorologiques de Météo-France EN ACTIVITE (Métropole & outre-mer)\n",
    "Une connexion internet est nécessaire pour accéder au fichier JSON et au fond de carte<br>\n",
    "NB: les fichier JSON ne couvrent que les postes en activité (par contre les données sur meteo.gouv.fr incluent tous les postes disposant de mesures sur la période de l'archive)<br>\n",
    "Pour connaitre les postes fermés et leur historique, allez sur https://publitheque.meteo.fr/ où les données sont également gratuites et téléchargeables\n",
    "\n",
    "- La carte des poste est tracée à partir du fichier JSON de Météo-France qui contient les noms du poste et de la commune, ainsi que l'alitude<br>\n",
    "- La carte dynamique est enregistrée en Html, ainsi qu'en version png\n",
    "- La liste est enregistrée au format excel\n",
    "- NB: code adapté au format du fichier JSON en date de décembre 2023, donnant la correspondance entre le numéro de poste et le nom en clair.\n",
    "\n",
    "data : https://meteo.data.gouv.fr/<br>\n",
    "Fiche PDF des postes : https://www.data.gouv.fr/fr/datasets/r/bee4b0c7-260a-40fe-b463-ed5631d6dc39 (paramètres et périodes de mesure)\n",
    "\n",
    "Auteur: https://github.com/loicduffar\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Lecture du fichier JSON "
   ]
  },
  {
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   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
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     "text": [
      "2024-01-06 15:09\n"
     ]
    },
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>lat</th>\n",
       "      <th>lon</th>\n",
       "      <th>nom_usuel</th>\n",
       "      <th>num_poste</th>\n",
       "      <th>commune</th>\n",
       "      <th>ficheClimComplete</th>\n",
       "      <th>ficheClimReduite</th>\n",
       "      <th>alti</th>\n",
       "      <th>url_metadata</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>46.278167</td>\n",
       "      <td>5.669000</td>\n",
       "      <td>ARBENT</td>\n",
       "      <td>01014002</td>\n",
       "      <td>ARBENT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>534</td>\n",
       "      <td>https://publitheque.meteo.fr/okapi/_composants...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>45.833000</td>\n",
       "      <td>5.106667</td>\n",
       "      <td>BALAN_AERO</td>\n",
       "      <td>01027003</td>\n",
       "      <td>BALAN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>196</td>\n",
       "      <td>https://publitheque.meteo.fr/okapi/_composants...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>46.122000</td>\n",
       "      <td>4.904500</td>\n",
       "      <td>BANEINS</td>\n",
       "      <td>01028001</td>\n",
       "      <td>BANEINS</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>243</td>\n",
       "      <td>https://publitheque.meteo.fr/okapi/_composants...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>46.086500</td>\n",
       "      <td>5.814167</td>\n",
       "      <td>BELLEGARDE</td>\n",
       "      <td>01033002</td>\n",
       "      <td>VALSERHONE</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>350</td>\n",
       "      <td>https://publitheque.meteo.fr/okapi/_composants...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>45.769333</td>\n",
       "      <td>5.688000</td>\n",
       "      <td>BELLEY</td>\n",
       "      <td>01034004</td>\n",
       "      <td>BELLEY</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>330</td>\n",
       "      <td>https://publitheque.meteo.fr/okapi/_composants...</td>\n",
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       "      <th>...</th>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2387</th>\n",
       "      <td>-21.318167</td>\n",
       "      <td>165.002167</td>\n",
       "      <td>NEPOUI</td>\n",
       "      <td>98827002</td>\n",
       "      <td>POYA</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>82</td>\n",
       "      <td>https://publitheque.meteo.fr/okapi/_composants...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2388</th>\n",
       "      <td>-20.789333</td>\n",
       "      <td>165.254500</td>\n",
       "      <td>TOUHO AEROD.</td>\n",
       "      <td>98830002</td>\n",
       "      <td>TOUHO</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>https://publitheque.meteo.fr/okapi/_composants...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2389</th>\n",
       "      <td>-22.156500</td>\n",
       "      <td>166.939000</td>\n",
       "      <td>YATE MRIE</td>\n",
       "      <td>98832002</td>\n",
       "      <td>YATE</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>25</td>\n",
       "      <td>https://publitheque.meteo.fr/okapi/_composants...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2390</th>\n",
       "      <td>-22.132667</td>\n",
       "      <td>166.726333</td>\n",
       "      <td>RIVIERE BLANCHE</td>\n",
       "      <td>98832006</td>\n",
       "      <td>YATE</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>171</td>\n",
       "      <td>https://publitheque.meteo.fr/okapi/_composants...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2391</th>\n",
       "      <td>-22.269167</td>\n",
       "      <td>166.967500</td>\n",
       "      <td>GORO_ANCIENNE_PEPINIERE</td>\n",
       "      <td>98832101</td>\n",
       "      <td>YATE</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>298</td>\n",
       "      <td>https://publitheque.meteo.fr/okapi/_composants...</td>\n",
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       "            lat         lon                nom_usuel num_poste     commune  \\\n",
       "0     46.278167    5.669000                   ARBENT  01014002      ARBENT   \n",
       "1     45.833000    5.106667               BALAN_AERO  01027003       BALAN   \n",
       "2     46.122000    4.904500                  BANEINS  01028001     BANEINS   \n",
       "3     46.086500    5.814167               BELLEGARDE  01033002  VALSERHONE   \n",
       "4     45.769333    5.688000                   BELLEY  01034004      BELLEY   \n",
       "...         ...         ...                      ...       ...         ...   \n",
       "2387 -21.318167  165.002167                   NEPOUI  98827002        POYA   \n",
       "2388 -20.789333  165.254500             TOUHO AEROD.  98830002       TOUHO   \n",
       "2389 -22.156500  166.939000                YATE MRIE  98832002        YATE   \n",
       "2390 -22.132667  166.726333          RIVIERE BLANCHE  98832006        YATE   \n",
       "2391 -22.269167  166.967500  GORO_ANCIENNE_PEPINIERE  98832101        YATE   \n",
       "\n",
       "      ficheClimComplete  ficheClimReduite  alti  \\\n",
       "0                     0                 1   534   \n",
       "1                     0                 0   196   \n",
       "2                     0                 1   243   \n",
       "3                     1                 1   350   \n",
       "4                     0                 1   330   \n",
       "...                 ...               ...   ...   \n",
       "2387                  1                 1    82   \n",
       "2388                  0                 1     2   \n",
       "2389                  0                 1    25   \n",
       "2390                  0                 1   171   \n",
       "2391                  0                 1   298   \n",
       "\n",
       "                                           url_metadata  \n",
       "0     https://publitheque.meteo.fr/okapi/_composants...  \n",
       "1     https://publitheque.meteo.fr/okapi/_composants...  \n",
       "2     https://publitheque.meteo.fr/okapi/_composants...  \n",
       "3     https://publitheque.meteo.fr/okapi/_composants...  \n",
       "4     https://publitheque.meteo.fr/okapi/_composants...  \n",
       "...                                                 ...  \n",
       "2387  https://publitheque.meteo.fr/okapi/_composants...  \n",
       "2388  https://publitheque.meteo.fr/okapi/_composants...  \n",
       "2389  https://publitheque.meteo.fr/okapi/_composants...  \n",
       "2390  https://publitheque.meteo.fr/okapi/_composants...  \n",
       "2391  https://publitheque.meteo.fr/okapi/_composants...  \n",
       "\n",
       "[2392 rows x 9 columns]"
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   "source": [
    "############ Auteur: L. Duffar ###########\n",
    "############ Décembre 2023 ###########\n",
    "# python 3.8.12\n",
    "# Description:  Extraction des données du fichier JSON des stations météo de Météo-France\n",
    "import pandas as pd\n",
    "import os\n",
    "import datetime\n",
    "import json\n",
    "import requests\n",
    "import sys\n",
    "import plotly.express as px\n",
    "\n",
    "# ================ Personalisation ====================\n",
    "# Chemin d'enregistrement de la carte et du fichier excel\n",
    "folder_out= r\"X:\\1-COMMUN\\DIS\\Documentation\\Hydrologie\\Documentation externe\\Climat France\\Météo-France\\meteo.data\\base\"\n",
    "\n",
    "# Chemin d'accès local au fichier local JSON +++++++++++++ INUTILE TANT QUE LE FICHIER EN LIGNE EST DISPONIBLE\n",
    "# folder_in= r\"X:\\1-COMMUN\\DIS\\Documentation\\Hydrologie\\Documentation externe\\Climat France\\Météo-France\\meteo.data\\base\"\n",
    "# Nom du fichier JSON des stations\n",
    "# file_meta= 'fiches.json'\n",
    "\n",
    "# ================ Initialisation ====================\n",
    "# https://donneespubliques.meteofrance.fr/metadonnees_publiques/fiches/fiches.json\n",
    "url_liste_postes= \"https://www.data.gouv.fr/fr/datasets/r/1fe544d8-4615-4642-a307-5956a7d90922\"\n",
    "\n",
    "# ================ Extrait du fichier JSON ==================== Le fichier JSON ne respecte pas le standard GeoJSON (à ce jour du moins)\n",
    "# {\n",
    "#     \"crs\": {\n",
    "#         \"type\": \"name\",\n",
    "#         \"properties\": {\n",
    "#             \"name\": \"urn:ogc:def:crs:OGC:1.3:CRS84\"\n",
    "#         }\n",
    "#     },\n",
    "#     \"type\": \"featureCollection\",\n",
    "#     \"features\": {\n",
    "#         \"0\": {\n",
    "#             \"geometry\": {\n",
    "#                 \"type\": \"Point\",\n",
    "#                 \"coordinates\": [\n",
    "#                     5.669,\n",
    "#                     46.278167\n",
    "#                 ]\n",
    "#             },\n",
    "#             \"type\": \"Feature\",\n",
    "#             \"properties\": {\n",
    "#                 \"COMMUNE\": \"ARBENT\",\n",
    "#                 \"NUM_POSTE\": \"01014002\",\n",
    "#                 \"ALTI\": 534,\n",
    "#                 \"NOM_USUEL\": \"ARBENT\",\n",
    "#                 \"LAT_DG\": 46.278167,\n",
    "#                 \"NUM_DEP\": 1,\n",
    "#                 \"LON_DG\": 5.669,\n",
    "#                 \"ficheClimComplete\": 0,\n",
    "#                 \"ficheClimReduite\": 1\n",
    "#             }\n",
    "#         },\n",
    "\n",
    "# ================ Traitement ==================== \n",
    "now= datetime.datetime.now()\n",
    "print(now.strftime(\"%Y-%m-%d %H:%M\"))\n",
    "# Lecture en ligne du fichier JSON\n",
    "req= requests.get(url_liste_postes)\n",
    "if req.status_code == 200:\n",
    "    data_json= req.json()\n",
    "else:\n",
    "    print('la requête a échoué avec le code : ', req.status_codes)\n",
    "    sys.exit() # interrompt le script\n",
    "\n",
    "# Ouverture du fichier JSON en local\n",
    "# with open(os.path.join(folder_in, file_meta), encoding='utf-8') as json_file:\n",
    "#     data = json.load(data)\n",
    "\n",
    "df = pd.DataFrame(data_json['features']).T\n",
    "# Ajout de colonnes avec les champs de properties\n",
    "df['lat'] = df['geometry'].apply(lambda x: x['coordinates'][1]).astype(float)\n",
    "df['lon'] = df['geometry'].apply(lambda x: x['coordinates'][0]).astype(float)\n",
    "df['nom_usuel']= df['properties'].apply(lambda x: x['NOM_USUEL'].strip())\n",
    "df['num_poste']= df['properties'].apply(lambda x: x['NUM_POSTE'].strip())\n",
    "df['commune'] = df['properties'].apply(lambda x: x['COMMUNE'].strip())\n",
    "df['ficheClimComplete'] = df['properties'].apply(lambda x: x['ficheClimComplete']).astype(float)\n",
    "df['ficheClimReduite'] = df['properties'].apply(lambda x: x['ficheClimReduite']).astype(float)\n",
    "df['alti'] = df['properties'].apply(lambda x: x['ALTI'])\n",
    "\n",
    "# sauvegarde dans un fichier excel plus lisible que le JSON après suppression des colonnes type, geometry et properties\n",
    "df.drop(['type', 'geometry', 'properties'], axis=1, inplace=True)\n",
    "df.sort_values(by= ['nom_usuel'], inplace=True)\n",
    "\n",
    "# ajoute une colonne à df avec une url composée de la concaténation d'une racine constante et du numéro de poste\n",
    "df['url_metadata']= 'https://publitheque.meteo.fr/okapi/_composantsHTML/refGeo/pageInfosStation.jsp?insee='+ df['num_poste']\n",
    "df['ficheClimComplete']= df['ficheClimComplete'].astype(int)\n",
    "df['ficheClimReduite']= df['ficheClimReduite'].astype(int)\n",
    "# trie suivant num_poste\n",
    "df.sort_values(by= ['num_poste'], inplace=True)\n",
    "display(df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Trace la carte des postes et sauvegarde en local toutes les informations (liste et carte)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
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          "ST-BONNET CHAMPSAUR",
          "ST CREPIN",
          "ST ETIENNE-EN-DEVOLUY",
          "AGNIERES-EN-DEVOLUY",
          "ST FIRMIN",
          "ST JEAN-ST-NICOLAS",
          "ST VERAN",
          "LE SAIX",
          "TALLARD",
          "VEYNES",
          "VILLAR D'ARENE",
          "VILLAR LOUBIERE",
          "VILLAR ST PANCRACE",
          "ANTIBES-GAROUPE",
          "ANTIBES-GOLF",
          "ANTIBES_SAPC",
          "ASCROS",
          "BEUIL-OBS",
          "BREIL SUR ROYA",
          "CANNES",
          "CARROS_SAPC",
          "CAUSSOLS",
          "CHATEAUNEUF GRASSE",
          "COURSEGOULES_SAPC",
          "EZE",
          "GUILLAUMES-OBS",
          "ISOLA 2000",
          "LANTOSQUE_SAPC",
          "LEVENS",
          "PEIRA CAVA",
          "MANDELIEU LA NAPOULE_SAPC",
          "LE MAS",
          "MENTON",
          "MOULINET",
          "NICE",
          "NICE-RIMIEZ",
          "PEGOMAS",
          "PEILLE",
          "PEONE",
          "PUGET THENIERS_SAPC",
          "RIMPLAS_SAPC",
          "BERTHEMONT-LES-BAINS_SAPC",
          "ST CEZAIRE SUR SIAGNE",
          "ST ETIENNE DE TINEE_SAPC",
          "ST MARTIN D'ENTRAUNES_SAPC",
          "ST-MARTIN-DE-VESUBIE-OBS",
          "SOSPEL",
          "VALBONNE-SOPHIA",
          "MILLEFONTS-NIVOSE",
          "TENDE-OBS",
          "TENDE_SAPC",
          "ALBA LA ROMAINE",
          "ANNONAY",
          "ANTRAIGUES",
          "ANTRAIGUES SA",
          "AUBENAS SA",
          "BARNAS RAD",
          "BERZEME RAD",
          "BESSAS",
          "CHEYLARD SA",
          "CHOMERAC SA_RCE",
          "COLOMBIER JEUNE RAD",
          "COLOMBIER VIEUX SA",
          "CROS GEORAND",
          "GLUIRAS RAD",
          "GRAS",
          "GROSPIERRES",
          "GROSPIERRES SA",
          "ISSANLAS",
          "ISSANLAS_SAPC",
          "LABLACHERE DROME",
          "LABLACHERE",
          "LALOUVESC",
          "LANAS SYN",
          "LOUBARESSE",
          "MAYRES",
          "MAZAN ABBAYE RAD",
          "MIRABEL SA",
          "MONTPEZAT SA",
          "ORGNAC AVEN",
          "PEAUGRES RAD",
          "PREAUX SA",
          "CROIX MILLET",
          "SABLIERES OARA",
          "ST-AGREVE RAD",
          "ST-DESIRAT SA",
          "ST-ETIENNE LUGDARES",
          "ST-GEORGES BAIN",
          "ST-LAURENT PAPE",
          "ST-MARCEL ANNONAY",
          "ST-MONTAN",
          "ST-PIERREVILLE",
          "ST-SAUVEUR SA",
          "LA SOUCHE",
          "VALLON SA",
          "VALS-LES-BAINS",
          "LES VANS-SA",
          "VERNOUX",
          "VOCANCE",
          "BANOGNE-RECOUVRANCE",
          "BUZANCY_SAPC",
          "CAUROY",
          "CHARLEVILLE-MEZ",
          "LE CHESNE",
          "DOUZY",
          "HAM-SUR-MEUSE",
          "JUNIVILLE",
          "LAMETZ_SAPC",
          "LAUNOIS-SUR-VENCE_SAPC",
          "LIART_SAPC",
          "LINAY",
          "MONTCHEUTIN_SAPC",
          "RANCENNES",
          "ROCROI",
          "SAULCES-CHAMPENOISES",
          "SIGNY-L'ABBAYE",
          "SIGNY-LE-PETIT_SAPC",
          "ASCOU LAVAIL",
          "ASTON",
          "AUGIREIN",
          "LA BASTIDE DE S",
          "BELESTA",
          "CERIZOLS",
          "COS",
          "LERAN",
          "LE MAS D AZIL",
          "MONTAUT",
          "MONTFERRIER",
          "PAMIERS VILLE",
          "LES CASCADES",
          "ST-YBARS",
          "PORT D'AULA-NIVOSE",
          "ST GIRONS",
          "SOULAN",
          "VERDUN",
          "VICDESSOS",
          "AILLEVILLE_SAPC",
          "AVANT-LES-RAMERUPT",
          "TROYES-BARBEREY",
          "BERULLE",
          "BOUY-SUR-ORVIN",
          "CELLES-SUR-OURCE",
          "CHESSY-LES-PRES_SAPC",
          "CUNFIN_SAPC",
          "DOSNON",
          "GRANDES-CHAPELL",
          "MATHAUX-ETAPE",
          "MESNIL-ST-PERE",
          "METZ-ROBERT_SAPC",
          "MUSSY-SUR-SEINE",
          "ROMILLY",
          "ST-MARDS",
          "ST-POUANGE",
          "SOULAINES",
          "VENDEUVRE-SUR-B",
          "VILLEMOYENNE",
          "ALAIGNE",
          "ARGELIERS",
          "ARQUES",
          "ARQUETTES-EN-VAL",
          "BELCAIRE",
          "CARCASSONNE",
          "CASTELNAUDARY",
          "CAUNES-MINERVOIS",
          "DURBAN-CORBIERES",
          "FANJEAUX_SAPC",
          "FITOU",
          "RIBOUISSE",
          "GRANES",
          "LABECEDE LAURAGAIS_SAPC",
          "LAGRASSE",
          "LEUCATE",
          "LEZIGNAN-CORBIERES",
          "LIMOUX",
          "LES MARTYS",
          "MONTFERRAND",
          "MONTOLIEU",
          "MOUTHOUMET",
          "NARBONNE",
          "PORT-LA-NOUVELLE",
          "PORTEL-DES-CORBIERES",
          "ST BENOIT",
          "VENTENAC-CABARDES",
          "VILLARDEBELLE_SAPC",
          "ALPUECH",
          "ARVIEU",
          "AURELLE-VERLAC_SAPC",
          "BASTIDE EVEQUE",
          "BASTIDE SOLAGES",
          "BRUSQUE_SAPC",
          "CANET-DE-SALARS_SAPC",
          "MILLAU-LARZAC_SAPC",
          "COLOMBIES",
          "CORNUS",
          "DURENQUE_SAPC",
          "ENTRAYGUES SUR",
          "ESPALION",
          "FLAVIN",
          "LAGUIOLE",
          "MILLAU",
          "MONTEILS",
          "MONTLAUR",
          "PEUX-ET-COUFFOULEUX_SAPC",
          "PRADINAS_SAPC",
          "ST-COME-D'OLT",
          "ST-GENIEZ-D'OLT",
          "SALLES CURAN",
          "RODEZ-AVEYRON",
          "SEGUR",
          "VILLECOMTAL",
          "VILLEFRANCHE-DE-ROUERGUE",
          "AIX EN PROVENCE",
          "ARLES",
          "AUBAGNE",
          "CASSIS",
          "BEC DE L AIGLE",
          "CUGES-LES-PINS",
          "LA DESTROUSSE_SAPC",
          "EYRAGUES",
          "ISTRES",
          "MARIGNANE",
          "MARSEILLE-OBS",
          "MARSEILLE",
          "CAP COURONNE",
          "MIMET",
          "PEYROLLES EN PROVENCE",
          "ST CANNAT",
          "ST CHAMAS",
          "SALON DE PROVENCE",
          "TARASCON",
          "TRETS",
          "VAUVENARGUES",
          "ARGENCES",
          "BAYEUX",
          "BERNIERES",
          "BREMOY",
          "CAEN-CARPIQUET",
          "DAMBLAINVILLE",
          "DOZULE",
          "ENGLESQUEVILLE",
          "FRESNEY LE VIEU",
          "LEGAST_SAPC",
          "LASSY_SAPC",
          "LISIEUX_SAPC",
          "LIVRY",
          "MEZIDON-CANON",
          "MONTIGNY",
          "PIERREFITTE CIN_SAPC",
          "PORT EN BESSIN",
          "ST GATIEN DES B",
          "SAINT GEORGES D",
          "L OUDON LIEURY_SAPC",
          "SAINT MICHEL DE",
          "ST SYLVAIN_SAPC",
          "SALLENELLES",
          "VAUBADON",
          "VIRE HIPPODROME",
          "ALLANCHE",
          "AURILLAC - VILL",
          "AURILLAC",
          "PRAT DE BOUC",
          "LE CLAUX",
          "COLTINES",
          "DEUX-VERG",
          "DEUX-VERGES",
          "FAVEROLLES",
          "LABROUSSE",
          "LE LIORAN_SAPC",
          "MARCENAT",
          "MARMANHAC",
          "MASSIAC",
          "MAURIAC",
          "MAURS",
          "MURAT",
          "RIOM-MONTAGNES",
          "SAIGNES",
          "ST CONSTANT",
          "ST FLOUR",
          "ST ILLIDE",
          "ST MAMET",
          "ST- PONCY_SAPC",
          "SENEZERGUES",
          "TALIZAT",
          "LES TERNES",
          "VALUEJOLS",
          "VIC SUR CERE",
          "BARBEZIEUX",
          "ANGOULEME - BRIE - CHAMPNIERS",
          "COGNAC",
          "LA COURONNE",
          "LOUZAC ST ANDRE",
          "MONTEMBOEUF",
          "PASSIRAC",
          "RIOUX MARTIN",
          "SAULGOND_SAPC",
          "SEGONZAC_SAPC",
          "TUSSON",
          "LE VIEUX CERIER_SAPC",
          "ILE-D AIX",
          "BORDS",
          "CHATEAU D'OLERON",
          "CLION",
          "MARANS",
          "MATHA",
          "MIRAMBEAU",
          "MONTLIEU_SAPC",
          "MORTAGNE-SUR-GIRONDE_SAPC",
          "NUAILLE SUR BOUTONNE",
          "LA ROCHELLE-ILE DE RE",
          "ROYAN-MEDIS",
          "ST AGNANT",
          "SAINT-CLEMENT DES BALEINES",
          "CHASSIRON",
          "ST GERMAIN DE LUSIGNAN",
          "ST-LAURENT PREE-INRA",
          "SAINTES",
          "VILLIERS_SAPC",
          "LES AIX-D'ANG.",
          "AUBIGNY-SUR-NERE",
          "BOURGES",
          "BRINAY",
          "BRINON",
          "CHAPELLE-D'ANG_SAPC",
          "CHATEAUMEILLANT",
          "DUN",
          "EPINEUIL",
          "ETRECHY",
          "AVORD",
          "GRACAY",
          "HENRICHEMONT",
          "LERE",
          "LIGNIERES",
          "NANCAY",
          "NEUVY-SUR-BAR.",
          "ORVAL",
          "ORVAL RAD",
          "OUROUER-LES-B.",
          "OUROUER",
          "PREVERANGES",
          "QUINCY",
          "ST-FLORENT/CHER",
          "ST-MARTIN-D'A.",
          "ST-PIERRE",
          "SANCOINS",
          "VAILLY",
          "VIERZON - VEVES",
          "ARGENTAT",
          "BAR",
          "BRIVE",
          "BUGEAT",
          "CAMPS",
          "EGLETONS",
          "LUBERSAC",
          "MARCILLAC",
          "MEYMAC",
          "MILLEVACHES",
          "BRIVE-SOUILLAC",
          "NEUVIC",
          "PEYRELEVADE",
          "USSEL-THALAMY",
          "ST-PRIVAT",
          "SOURSAC",
          "TULLE",
          "USSEL-LAMARTINE",
          "UZERCHE",
          "VOUTEZAC",
          "AJACCIO",
          "AJACCIO-PARATA",
          "AJACCIO-MILELLI_SAPC",
          "SPONDE-NIVOSE",
          "ASCO_SAPC",
          "BARBAGGIO_SAPC",
          "BASTIA_SAPC",
          "BOCOGNANO-GARE",
          "BOCOGNANO",
          "CAP PERTUSATO",
          "CAGNANO",
          "CALACUCCIA",
          "CALVI",
          "CAMPILE_SAPC",
          "CASTIRLA",
          "CONCA",
          "ILE ROUSSE",
          "CORTE",
          "RESTONICA_SAPC",
          "CAP CORSE",
          "EVISA-ONF",
          "FIGARI",
          "GIUNCAGGIO_SAPC",
          "ISOLACCIO DI FIUMORBO",
          "LEVIE",
          "BASTIA",
          "MARIGNANA",
          "MOCA-CROCE",
          "PONTE-LECCIA",
          "OLETTA",
          "OLMI-CAPPELLA",
          "PERI_SAPC",
          "PETRETO BICCHISANO",
          "PIETRALBA",
          "PILA-CANALE",
          "LA CHIAPPA",
          "PROPRIANO",
          "QUENZA",
          "RENNO",
          "RUSIO",
          "RUSIO_SAPC",
          "SAMPOLO",
          "SARI D'ORCINO",
          "SARTENE-CIMETIERE",
          "SARTENE",
          "SCATA",
          "CAP SAGRO",
          "ALISTRO",
          "SANTA MARIA SICHE",
          "SANTO PIETRO DI TENDA",
          "TOLLA_SAPC",
          "MANICCIA-NIVOSE",
          "SOLENZARA",
          "VIVARIO_SAPC",
          "BEIRE LE CHATEL",
          "BESSEY",
          "BURE LES TEMPLIERS_SAPC",
          "PAGNY-LE-CHATEAU",
          "CHATILLON/SEINE",
          "DIJON",
          "DIJON TOISON",
          "GROSBOIS-EN-MONTAGNE",
          "JOURS LES BAIGNEUX_SAPC",
          "MARIGNY LE CAHOUET",
          "MARSANNAY LA COTE",
          "MASSINGY-LES-VITTEAUX_SAPC",
          "MONTBARD_SAPC",
          "NICEY",
          "DIJON-LONGVIC",
          "POUILLY EN AUX_SAPC",
          "POUILLY SUR VINGEANNE",
          "RECEY SUR OURCE",
          "LA ROCHEPOT",
          "ST-MARTIN-DU-M",
          "ST NIC. CITEAUX",
          "ARNAY_SAPC",
          "SAULIEU",
          "SAVIGNY LES BEA",
          "SEMUR EN AUXOIS_SAPC",
          "THOREY SOUS CHARNY_SAPC",
          "TIL-CHATEL_SAPC",
          "BELLE-ISLE-EN-TERRE",
          "ILE-DE-BREHAT",
          "CAULNES-EDF",
          "CAUREL-EDF",
          "COLLINEE-EDF",
          "DUAULT",
          "KERPERT",
          "LANLEFF",
          "LANNION_AERO",
          "LANRELAS-EDF",
          "LOUDEAC",
          "MAEL-PESTIVIEN-EDF",
          "MERDRIGNAC",
          "PLOUMANAC'H",
          "PLOEUC-SUR-LIE",
          "PLOUGUENAST",
          "PLUSQUELLEC",
          "POMMERIT-JAUDY",
          "QUINTENIC",
          "LE QUIOU",
          "ROSTRENEN",
          "SAINT-CAST-LE-G",
          "ST-GILLES-PLIGEAUX-EDF",
          "ST BRIEUC",
          "AUBUSSON_SAPC",
          "AUZANCES_SAPC",
          "BENEVENT_SAPC",
          "BONNAT",
          "BOURGANEUF",
          "BOUSSAC_SAPC",
          "CHAMBONCHARD",
          "LA COURTINE",
          "CROCQ",
          "DUN LE PALESTEL",
          "FELLETIN",
          "GENOUILLAC",
          "GENTIOUX",
          "LUPERSAT_SAPC",
          "NEOUX",
          "PONTARION_SAPC",
          "LA SOUTERRAINE",
          "GUERET-ST LAURENT",
          "SAINT-LOUP_SAPC",
          "BELVES",
          "BERGERAC",
          "BRANTOME",
          "LA COQUILLE",
          "COULOUNIEIX",
          "DOMME",
          "LES EYZIES DE TAYAC",
          "LAMOTHE MONTRAV",
          "MONPAZIER",
          "MONTIGNAC",
          "PORT STE FOY",
          "ST AULAYE",
          "ST MARTIAL VIVEYROLS",
          "ST MARTIN  DE FRESSENGEAS",
          "ST MARTIN RIB.",
          "SALIGNAC-EYVIGUES",
          "TERRASSON-LAVILLEDIEU",
          "THENON",
          "ADAM-LES-VERCEL",
          "ARC-ET-SENANS",
          "BAUME-LES-DAMES",
          "BESANCON",
          "BRANNE_SAPC",
          "CHARQUEMONT",
          "DANNEMARIE-SUR-",
          "EPENOY",
          "ETALANS_SAPC",
          "COULANS",
          "LES FOURGS",
          "GRAND'COMBE-CHATELEU_SAPC",
          "LABERGEMENT",
          "LEVIER_SAPC",
          "MAICHE",
          "MEDIERE",
          "MOUTHE",
          "PIERREFONTAINE",
          "PONTARLIER",
          "POULIGNEY",
          "LA BOISSAUDE ROCHEJEAN",
          "LE RUSSEY",
          "SANCEY-LE-GRAND",
          "ALBON",
          "BEAUFORT-S-GERV",
          "BELLEGARDE-EN-D",
          "BESIGNAN",
          "BOURDEAUX",
          "BUIS -BARONNIES",
          "VALENCE-CHABEUI",
          "CHAPELLE-EN-VERCORS_SAPC",
          "DIE",
          "DONZERE",
          "ETOILE",
          "GLANDAGE_SAPC",
          "LIVRON",
          "LUS L CROIX HTE",
          "MARSANNE",
          "MARSAZ",
          "MERCUROL",
          "MIRABEL-AUX-BAR",
          "MONTAUBAN-S-OUV",
          "MONTBOUCHER-S-J",
          "MONTELIMAR",
          "NYONS P182",
          "PIERRELATTE",
          "PUY-ST-MARTIN",
          "REMUZAT",
          "ROCHEFORT-SAMSON_SAPC",
          "ROMANS_SAPC",
          "COL DE ROUSSET_SAPC",
          "ST-AUBAN",
          "ST-BARTHELEMY-V_SAPC",
          "ST-CHRISTOPHE-L_SAPC",
          "ST-JEAN-EN-ROYA",
          "ST-MARCEL-LES-V-INRA",
          "ST-NAZAIRE-LE-D",
          "ST ROMAN-DIOIS",
          "ST-SORLIN-EN-VA",
          "SEDERON",
          "TAULIGNAN",
          "VALDROME",
          "VINSOBRES",
          "GERVANS",
          "LES ANDELYS",
          "BERNAY",
          "LES BOTTEREAUX",
          "BOULLEVILLE",
          "BRETEUIL",
          "BRIONNE",
          "ETREPAGNY",
          "GUICHAINVILLE",
          "EVREUX-HUEST",
          "LIEUREY",
          "LOUVIERS",
          "MUIDS",
          "PISEUX",
          "BLANDAINVILLE",
          "BONNEVAL",
          "BU_SAPC",
          "CHARTRES",
          "CHAPELLE-GUILLAUME_SAPC",
          "GUILLONVILLE_CA28",
          "GUILLONVILLE",
          "HOUX",
          "ILLIERS-COMBRAY_SAPC",
          "CHATEAUDUN",
          "LAONS",
          "LA LOUPE_SAPC",
          "LOUVILLE",
          "MARVILLE_SAPC",
          "MIERMAIGNE",
          "NOGENT-LE-ROTROU",
          "PRE-ST-EVROULT",
          "RUEIL",
          "SAINVILLE",
          "SENONCHES",
          "SOURS_SAPC",
          "THIMERT",
          "VIABON",
          "EOLE_VIABON",
          "VICHERES",
          "BRENNILIS",
          "BRIGNOGAN",
          "CAMARET",
          "CARHAIX",
          "CORAY CHAT EAU",
          "BEG_MEIL",
          "BREST-GUIPAVAS",
          "BATZ",
          "LANMEUR",
          "LANVEOC",
          "OUESSANT-STIFF",
          "PTE DE PENMARCH",
          "PLEYBER-CHRIST SA",
          "PTE DU RAZ",
          "PLOMELIN-INRA",
          "PLOUDALMEZEAU",
          "PLOUDANIEL-INRA",
          "PLOUGONVELIN",
          "PLOVAN",
          "QUIMPER",
          "PONT-L'ABBE",
          "SAINT-GOAZEC",
          "ST-SEGAL S A",
          "LANDIVISIAU",
          "SIBIRIL S A",
          "SIZUN",
          "TREGUNC",
          "AIGUES-MORTES",
          "ALZON",
          "BROUZET LES ALES",
          "CARDET",
          "CAVILLARGUES",
          "CHUSCLAN",
          "COLOGNAC",
          "DEAUX",
          "GALLARGUES LE MONTUEUX",
          "GENERARGUES",
          "GENOLHAC",
          "LA GRAND COMBE",
          "L'ESPIGUETTE",
          "MEJANNES-LE-CLAP",
          "MONTCLUS",
          "MONTDARDIER",
          "NIMES-COURBESSAC",
          "PONT ST ESPRIT",
          "PUJAUT",
          "LA ROUVIERE",
          "ST CHRISTOL-LES-ALES",
          "NIMES-GARONS",
          "ST HIPPOLYTE",
          "ST JEAN DU GARD",
          "ST MARTIAL",
          "ST SAUVEUR CAMPRIEU",
          "SALINDRES",
          "UZES",
          "MONT AIGOUAL",
          "VIC LE FESQ",
          "LE VIGAN",
          "VILLEVIEILLE",
          "ARBAS",
          "AUZEVILLE-TOLOSANE-INRA",
          "AVIGNONET-LAURAGAIS",
          "LUCHON",
          "TOULOUSE-BLAGNAC",
          "BLAJAN",
          "MAUPAS-NIVOSE",
          "CLARAC",
          "TOULOUSE-FRANCAZAL",
          "MURET-LHERM",
          "MONTESQUIEU-LAURAGAIS",
          "ONDES",
          "PALAMINY",
          "REVEL",
          "RIEUMES",
          "ST-FELIX-LAURAGAIS",
          "SEGREVILLE",
          "VILLARIES",
          "AUCH",
          "BEAUCAIRE",
          "CONDOM",
          "FLEURANCE",
          "GIMONT",
          "LE HOUGA",
          "ISLE-JOURDAIN",
          "LAHAS",
          "LANNEPAX",
          "LUPIAC",
          "MAUMUSSON",
          "MAUROUX",
          "MIRANDE",
          "PEYRUSSE-GRANDE",
          "SADEILLAN",
          "STE-ANNE",
          "SARRAGACHIES",
          "BELIN-BELIET",
          "BELIN BELIET",
          "BORDEAUX-PAULIN",
          "CADAUJAC-INRA",
          "CAPTIEUX",
          "CAZATS",
          "PIERROTON-INRA",
          "GRIGNOLS",
          "LACANAU",
          "CAP-FERRET",
          "LESPARRE MEDOC",
          "BORDEAUX-MERIGNAC",
          "PAUILLAC",
          "ST EMILION",
          "ST GERVAIS",
          "ST-SAVIN",
          "ST SULPICE DE POMMIERS",
          "ST-SYMPHORIEN",
          "SALAUNES",
          "SAUTERNES",
          "TALENCE",
          "CAZAUX",
          "VENDAYS-MONTALIVE",
          "VENSAC DAVID",
          "VILLENAVE D'ORNON-INRA",
          "LES AIRES",
          "BEDARIEUX",
          "BERLOU",
          "BEZIERS-COURTADE",
          "CAMBON-ET-SALVERGUES",
          "CASTANET LE HAUT_SAPC",
          "LE CAYLAR_SAPC",
          "LESPIGNAN",
          "LODEVE",
          "LUNAS",
          "MARSEILLAN-INRA",
          "MARSILLARGUES",
          "MONTPELLIER-AEROPORT",
          "MONTARNAUD",
          "MOULES-ET-BAUCELS",
          "MURVIEL LES BEZIERS",
          "LES PLANS",
          "BEZIERS-VIAS",
          "PRADES LE LEZ",
          "ROUJAN-INRA",
          "ST ANDRE DE SANGONIS",
          "ST JEAN DE MINERVOIS",
          "ST MARTIN DE LONDRES",
          "ST MAURICE-NAVACELLE",
          "SETE",
          "SIRAN",
          "SOUMONT",
          "PEZENAS-TOURBES",
          "LA VACQUERIE_SAPC",
          "VAILHAN",
          "VERARGUES",
          "VILLENEUVE-LES-MAG-INRA",
          "ARBRISSEL",
          "BLERUAIS",
          "BROUALAN",
          "LA-CHAPELLE-BOUEXIC",
          "FEINS  SA",
          "FOUGERES",
          "LOUVIGNE-DU-DESERT",
          "MEZIERES-SUR-C.",
          "LA-NOE-BLANCHE",
          "PLERGUER",
          "PLESDER",
          "DINARD",
          "RENNES GALLET",
          "LE RHEU-INRA",
          "RENNES-ST JACQUES",
          "SAINTE MARIE",
          "THOURIE",
          "VAL-D-IZE",
          "AIGURANDE",
          "LE BLANC",
          "BLANC-ARCI",
          "CHABRIS",
          "CHAILLAC",
          "CHAILLAC_SAPC",
          "CHATEAUROUX",
          "CHATEAUROUX  DEOLS",
          "EGUZON",
          "ISSOUDUN_SAPC",
          "JEU-LES-BOIS-AUTO",
          "LEVROUX - TREG.",
          "LUCAY-LE-MALE",
          "LYE",
          "MARTIZAY",
          "MONTGIVRAY",
          "MURS",
          "NEUILLAY",
          "NEUVY-ST-SEP.",
          "ORVILLE",
          "PELLEVOISIN",
          "POULAINES",
          "PRUNIERS",
          "ROSNAY",
          "ST-CHRISTOPHE",
          "ST-GAULTIER",
          "STE-SEVERE",
          "TENDU_SAPC",
          "AMBOISE",
          "AMBOISE - LYCEE",
          "BEAUMONT_SAPC",
          "CHANNAY/LATHAN",
          "CHEILLE",
          "CHINON - VITI",
          "COURCOUE",
          "FERRIERE-LARCON",
          "FONDETTES",
          "LE GRAND-PRES.",
          "L'ILE-BOUCHARD",
          "JOUE-LES-TOURS OB",
          "LIGNIERES-DE-T.",
          "LIGRE",
          "LIMERAY",
          "NEUVY-LE-ROI",
          "TOURS",
          "PERRUSSON",
          "REIGNAC",
          "ST-CHRISTOPHE-SUR-NAIS",
          "ST-EPAIN",
          "SAINT EPAIN",
          "ST-LAURENT-EN-G",
          "ST-NICOLAS-DE-BOURGUEIL",
          "SAUNAY",
          "SAVIGNE/LATHAN",
          "SAVIGNY - VERON",
          "SUBLAINES",
          "AIGLETON-NIVOSE",
          "AUTRANS",
          "BEAUREPAIRE",
          "BESSE",
          "COL DE ROSSATIERE",
          "BOURGOIN",
          "CHATTE_SAPC",
          "CHICHILIANNE",
          "CHICHILIANNE_SAPC",
          "COUBLEVIE",
          "ENGINS",
          "FAVERGES",
          "GRENOBLE-CEA-RADOME",
          "GRESSE",
          "LE GUA-NIVOSE",
          "ALPE-D'HUEZ",
          "LAVALDENS",
          "LUZINAY",
          "MONESTIER",
          "LA MURE- RADOME",
          "SERRE-NERPOL_SAPC",
          "ORNON",
          "PELLAFOL-CHANEAUX",
          "PONT-DE-BEAUVOISIN",
          "REVENTIN",
          "ROISSARD",
          "SABLONS",
          "ST AUPRE_SAPC",
          "ST-BAUDILLE",
          "ST-CHRISTOPHE",
          "ST CHRISTOPHE EN OISANS_SAPC",
          "LES ECRINS-NIVOSE",
          "GRENOBLE-ST GEOIRS",
          "SAINT-HILAIRE_SAPC",
          "ST HILAIRE-NIVOSE",
          "ST-PIERRE-LES EGAUX",
          "ST-PIERRE-D'ENTREMONT",
          "COL DE PORTE-NIVOSE",
          "TENCIN",
          "THEYS",
          "PIPAY_SAPC",
          "VALJOUFFREY_SAPC",
          "VARCES",
          "VAUJANY",
          "GRENOBLE - LVD",
          "VILLARD-DE-LANS",
          "CHAMROUSSE",
          "ARBOIS_SAPC",
          "BESAIN",
          "CERNIEBAUD",
          "CERNON",
          "CHAMPAGNOLE",
          "CHAUX-DES-PRES-INRA",
          "COGNA",
          "COLONNE",
          "CRANCOT",
          "DOLE",
          "LE FIED_SAPC",
          "FRAISANS",
          "LOMBARD",
          "LONS LE SAUNIER",
          "ORGELET",
          "LA PESSE",
          "PIMORIN",
          "ST CLAUDE",
          "ST JULIEN - SA",
          "TAVAUX SA",
          "BAHUS FLETON",
          "BEGAAR",
          "BELIS",
          "BISCARROSSE",
          "CAPBRETON",
          "CREON D'ARMAGNAC",
          "DAX",
          "GRENADE-SUR-AD",
          "LABOUHE DFCI",
          "CAPTIEUX-RETJONS",
          "LUXEY",
          "MONT-DE-MARSAN",
          "PARLEBOSCQ",
          "PISSOS",
          "RION-DES-LANDES",
          "SABRES",
          "ST M HINX STNA-INRA",
          "SAMADET",
          "SOORTS-HOSSEGOR",
          "URGONS",
          "BLOIS - VILLE",
          "CHEVERNY",
          "CHOUE",
          "DROUE - MORACHE",
          "FAVEROLLES",
          "ROMORANTIN",
          "LAMOTTE-BEUVRON",
          "MONTRIEUX",
          "OUZOUER",
          "ST-LEONARD-EN-B",
          "THEILLAY",
          "VENDOME",
          "BLOIS",
          "VILLENY",
          "ST ETIENNE-BOUTHEON",
          "BALBIGNY",
          "BOEN SUR LIGNON",
          "BOEN-SUR-LIGNON_SAPC",
          "BOURG-ARGENTAL",
          "COL DE CERVIERES",
          "CHALMAZEL_RA",
          "COL DE LA LOGE_SAPC",
          "CHARLIEU",
          "CHAZELLES-LYON",
          "FEURS",
          "FOURNEAUX",
          "PILAT GRAIX",
          "GRAMMOND_SAPC",
          "MACHEZAL",
          "MONTAGNY",
          "NANDAX",
          "NOIRETABLE",
          "PANISSIERES",
          "RIORGES - MAN",
          "ST-BONNET-LE-CHATEAU_SAPC",
          "ST-CHAMOND-P",
          "SAINT-ETIENNE",
          "COL REPUBLIQUE",
          "ST GEORGES EN C",
          "ST-MAURICE-SUR-LOIRE",
          "ST-JUST-EN-CHEV",
          "ROANNE-RIORGES_AERO",
          "ST SAUVEUR EN R",
          "SAVIGNEUX",
          "TARENTAISE",
          "LA VALLA EN GIE",
          "ALLEGRE",
          "AUTRAC",
          "AUVERS",
          "BAS-EN-BASSET",
          "LE BOUCHET-ST-NICOLAS",
          "LE PUY-CHADRAC",
          "LE PUY-LOUDES",
          "CHAVANIAC-LAFAYETTE",
          "CHOMELIX",
          "LES ESTABLES_SAPC",
          "FELINES_SAPC",
          "FIX-ST-GENEYS",
          "FONTANNES",
          "GREZES",
          "LANDOS-CHARBON",
          "LAVOUTE-CHILHAC",
          "MAZET-VOLAMONT",
          "MONISTROL-SUR-LOIRE",
          "LE PERTUIS_SAPC",
          "RETOURNAC",
          "SAINT DIDIER SUR DOULON",
          "ST-PAL-DE-CHALENCON",
          "ST-PAUL-DE-TART",
          "ST-ROMAIN-LACHALM",
          "SAUGUES",
          "SAUGUES-SA",
          "SOLIGNAC-SUR-LO",
          "TENCE",
          "TIRANGES",
          "YSSINGEAUX",
          "BLAIN",
          "NANTES-BOUGUENAIS",
          "GUEMENE-PENFAO",
          "HAIE-FOUASSIERE",
          "HERBIGNAC",
          "ST NAZAIRE-MONTOIR",
          "NANTES-VILLE",
          "NORT-SUR-ERDRE",
          "NOZAY",
          "LE PALLET_SAPC",
          "PELLERIN(LE)",
          "PONTCHATEAU",
          "PORNIC",
          "ST-MARS-LA-JAIL",
          "ST-MEME-LE-TENU",
          "PTE DE CHEMOULIN",
          "ST-PHILBERT",
          "SOUDAN",
          "AMILLY",
          "ORLEANS",
          "CHAMBON-LA-F.",
          "FERRIERES",
          "FLEURY-LES-AUB.",
          "LADON",
          "LIGNY-LE-R.",
          "LORRIS",
          "LOURY",
          "MARCILLY-EN-V.",
          "MELLEROY_SAPC",
          "NOGENT-SUR-V.",
          "OUZOUER_SUR_TREZEE",
          "PITHIVIERS-LE-V",
          "ST-BENOIT/LOIRE",
          "TRINAY",
          "VILLEMURLIN",
          "ANGLARS",
          "BLARS",
          "BRETENOUX",
          "COMIAC",
          "FAYCELLES",
          "GOURDON",
          "GRAMAT - PARC",
          "LACAPELLE",
          "LATRONQUIERE",
          "LIMOGNE",
          "LIVERNON",
          "LUNEGARDE",
          "LE MONTAT",
          "MONTCUQ - ROUIL",
          "SAINT-PAUL-FLAUGNAC",
          "SOUSCEYRAC",
          "VAYRAC - BROUSS",
          "VIAZAC - LABOUD",
          "AIGUILLON",
          "BOURRAN-INRA",
          "CANCON",
          "DURAS",
          "AGEN-LA GARENNE",
          "FARGUES-SUR-OURBISE",
          "LACAPELLE-BIRON",
          "LAPLUME",
          "LAROQUE-TIMBAUT",
          "MAUVEZIN-SUR-GUPIE",
          "MONFLANQUIN",
          "NERAC - MAN",
          "PRAYSSAS",
          "REAUP",
          "SAINT-MARTIN-CURTO",
          "VERTEUIL",
          "VILLENEUVE-SUR-LOT",
          "XAINTRAILLES",
          "ALTIER",
          "AUMONT AUBRAC",
          "BASSURELS",
          "LE BLEYMARD BOURG",
          "LE BLEYMARD_SAPC",
          "LE BUISSON",
          "CHATEAUNEUF-DE-RANDON",
          "LE COLLET-SAUVEPLANE",
          "ESTABLES",
          "FAU DE PEYRE",
          "FLORAC",
          "GATUZIERES_SAPC",
          "GRANDRIEU",
          "LE MASSEGROS",
          "MENDE-VILLE",
          "MENDE",
          "MONTRODAT",
          "LA PANOUSE_SAPC",
          "PAULHAC EN MARGERIDE_SAPC",
          "LE PONT-DE-MONTVERT",
          "ROUSSES_SAPC",
          "STE ENIMIE-SAUVETERRE",
          "ST-ETIENNE-VALLEE-FRANCAISE",
          "ST GERMAIN DU TEIL",
          "ST PIERRE-DES-TRIPIERS",
          "LA SALLE PRUNET",
          "LES SALCES-FROMENTAL",
          "VILLEFORT",
          "ANGERS VILLE",
          "ANGRIE",
          "BEAUCOUZE",
          "BEAULIEU-S-LAY",
          "BEGROLLES",
          "BLAISON-GOHIER",
          "CHOLET",
          "FONTAINE-GUERIN",
          "LE LION D'ANG.",
          "MARCE",
          "MARTIGNE-BRIAND",
          "LA MENITRE",
          "MONT-BELLAY-INRA",
          "MONTREUIL SUR LOIR",
          "POUANCE_SAPC",
          "ST FLORENT VIEI",
          "ST GEORGES GARD",
          "ST MATHURIN S L",
          "SAUMUR",
          "SEGRE_SAPC",
          "VERNANTES",
          "VIHIERS",
          "PTE DE LA HAGUE",
          "BARNEVILLE CART",
          "BRICQUEBEC",
          "CERISY LA SALLE",
          "CHERBOURG-HOMET",
          "CONDE SUR VIRE_SAPC",
          "COULOUVRAY-BOISBENATRE",
          "COUTANCES",
          "EQUILLY",
          "GATTEVILLE LE P",
          "BARFLEUR",
          "GONNEVILLE",
          "GOUVILLE",
          "GRANVILLE",
          "LONGUEVILLE",
          "MEAUTIS",
          "PONTORSON",
          "ST-CLEMENT",
          "ST-CYR-DU-BAILLEUIL-EDF",
          "ST-HILAIRE-DU-H",
          "STE MARIE DU MO",
          "CHAULIEU_SAPC",
          "ST OVIN",
          "ST VAAST LA HOUGUE",
          "ARGERS",
          "BOUZY-CIVC",
          "CHAMBRECY-CIVC",
          "CHOUILLY",
          "DIZY",
          "ESTERNAY-MAN",
          "ESTERNAY",
          "FAGNIERES-INRA",
          "FRIGNICOURT",
          "IGNY-COMBLIZY",
          "MAILLY-CIVC",
          "MOURMELON-GRAND",
          "REIMS-PRUNAY",
          "SOMMEPY",
          "SOMMESOUS",
          "SOMME-VESLE",
          "VALMY",
          "VANAULT",
          "VATRY-AERO",
          "AUBERIVE_SAPC",
          "BLECOURT",
          "BOURDONS_SAPC",
          "BREUVANNES_SAPC",
          "BUSSON_SAPC",
          "CHATEAUVILLAIN",
          "CHEVILLON_SAPC",
          "CIRFONTAINES_SAPC",
          "COUBLANC",
          "FAYL-BILLOT_SAPC",
          "IS-EN-BASSIGNY",
          "LANGRES",
          "LOUVEMONT - MAN",
          "VAL-DE-MEUSE",
          "NEUILLY-L'EVEQUE_SAPC",
          "SAILLY",
          "ST-CIERGUES",
          "ST-DIZIER",
          "SAINT-LOUP-SUR-AUJON_SAPC",
          "CHAUMONT-SEMOUTIERS",
          "VILLEGUSIEN",
          "ARGENTRE",
          "BALLOTS",
          "CHAILLAND",
          "COSSE-LE-VIVIEN",
          "COUDRAY",
          "COURCITE_SAPC",
          "ERNEE",
          "EVRON",
          "GREZ-EN-BOUERE",
          "LE HORPS",
          "LAUNAY-VILLIERS",
          "LAVAL-ETRONNIER",
          "MAYENNE",
          "MONTOURTIER_SAPC",
          "PRE-EN-PAIL_SAPC",
          "ST-GEORGES-LE-FLECHARD",
          "ST-LOUP-DU-DORAT",
          "ST-MARS/LA-FUTA",
          "ST-MARS SUR LA FUTAIE-EDF",
          "VILLIERS-CHARLE",
          "BADONVILLER",
          "CHAMPENOUX-ARBO-INRA",
          "DONCOURT-LES-CONFLANS",
          "ERROUVILLE_SAPC",
          "ESSEY-ET-MAIZE.",
          "LONGUYON",
          "NANCY-OCHEY",
          "OGNEVILLE",
          "PAGNY-SUR-MOSELLE",
          "ST MAURICE",
          "NANCY-ESSEY",
          "VILLETTE",
          "AUBREVILLE_SAPC",
          "BEHONNE_SAPC",
          "BONZEE_SAPC",
          "BOVIOLLES",
          "BRAS-SUR-MEUSE",
          "CHAUMONT_SAPC",
          "CONDE_SAPC",
          "COUROUVRE",
          "ERNEVILLE AUX BOIS_SAPC",
          "HOUDELAINCOURT",
          "MAXEY-SUR-VAISE",
          "MOUZAY",
          "NONSARD",
          "ROUVRES-EN-WOEVRE",
          "SEPTSARGES",
          "TRIAUCOURT_SAPC",
          "VASSINCOURT",
          "ARZAL",
          "AURAY",
          "BELLE ILE-LE TALUT",
          "BIGNAN",
          "BILLIERS",
          "CAMORS",
          "ILE DE GROIX",
          "GUER",
          "GUISCRIFF",
          "LANVENEGEN",
          "LARMOR-BADEN",
          "MOREAC",
          "NAIZIN-INRA",
          "PONTIVY AERODROME",
          "PLEUCADEUC",
          "PLOERDUT",
          "PLOERMEL",
          "PLOUAY-SA",
          "QUESTEMBERT",
          "LORIENT-LANN BIHOUE",
          "QUIBERON",
          "QUIBERON-AERODROME",
          "ST-AVE",
          "ST-JACUT-LES-PINS",
          "SARZEAU SA",
          "VANNES-SENE",
          "MALANCOURT",
          "METZ-FRESCATY",
          "BUHL-LORRAINE",
          "PHALSBOURG_SAPC",
          "AEROPORT METZ-NANCY-LORRAINE",
          "GONDREXANGE",
          "HESTROFF_SAPC",
          "KAPPELKINGER_SAPC",
          "LESSE_SAPC",
          "METZERVISSE",
          "MITTERSHEIM",
          "MOUTERHOUSE",
          "NITTING_SAPC",
          "OMMERAY_SAPC",
          "PORCELETTE",
          "PUTTELANGE-LES-THIONVILLE",
          "RODALBE",
          "TURQUESTEIN-BLANCRUPT_SAPC",
          "SEINGBOUSE",
          "BOULAY",
          "VOLMUNSTER",
          "WALDWISSE",
          "AVREE",
          "BAZOCHES_SAPC",
          "CHASNAY",
          "CHATEAU CHINON",
          "CLAMECY",
          "DORNES",
          "DUN_SAPC",
          "FOURS",
          "GUERIGNY",
          "GUIPY_SAPC",
          "LORMES_SAPC",
          "LUTHENAY UXELOU",
          "LUZY",
          "NEVERS-MARZY",
          "MONTIGNY EN MORVAN_SAPC",
          "ONLAY",
          "OUROUER",
          "PREMERY",
          "ST PIERRE LE MOUTIER",
          "VARENNES-BOULOR",
          "VARZY_SAPC",
          "CAPPELLE-EN-PEV",
          "DOUAI",
          "DUNKERQUE",
          "LILLE-LESQUIN",
          "MAUBEUGE",
          "ROUBAIX",
          "ST-HILAIRE-SUR-HELPE",
          "STEENVOORDE",
          "TROISVILLES",
          "VALENCIENNES",
          "WATTEN",
          "BAILLEUL-LE-SOC",
          "BREUIL-LE-VERT",
          "CREIL",
          "FRESNOY-LA-RIVIERE",
          "GODENVILLERS",
          "JAMERICOURT",
          "LIERVILLE",
          "MARGNY-LES-COMPIEGNE",
          "NAMPCEL",
          "PLESSIS-BELLEVILLE",
          "PUITS-LA-VALLEE",
          "ROUVROY-LES-MERLES",
          "SAINT-ARNOULT",
          "SONGEONS",
          "BEAUVAIS-TILLE",
          "VALDAMPIERRE",
          "ALENCON",
          "ARGENTAN",
          "ATHIS-DE-L'ORNE",
          "BEAULIEU",
          "BRIOUZE",
          "COULONCHE  -LA-",
          "COUVAINS",
          "FLERS",
          "FRESNAYE-AU-SAUVAGE_SAPC",
          "L AIGLE",
          "LE MERLERAULT_SAPC",
          "MORTAGNE - PARC",
          "PIN AU HARAS-INRA",
          "PREAUX-DU-PERCHE",
          "REMALARD",
          "ST BOMER-LES-FORGES",
          "ST CORNIER-DES-LANDES",
          "ST-FRAIMBAULT",
          "ST-HILAIRE",
          "BELLEME_SAPC",
          "SEES",
          "TANQUES",
          "BAGNOLES-DE-L_ORNE",
          "TICHEVILLE_SAPC",
          "TOUROUVRE_SAPC",
          "ATTIN",
          "CAP-GRIS-NEZ",
          "BAINGHEN_SAPC",
          "BOULOGNE-SEM",
          "CAMBRAI-EPINOY",
          "FIEFS",
          "HUMIERES_SAPC",
          "LICQUES",
          "LILLERS",
          "CALAIS-MARCK",
          "NIELLES-LES-BLEQUIN_SAPC",
          "RADINGHEM",
          "SAULTY",
          "LE-TOUQUET",
          "ARRAS",
          "AMBERT",
          "ANZAT-LE-LUGUET_SAPC",
          "SUPERBESSE",
          "CHAMBON-SUR-LAC",
          "CHAPPES",
          "CHASTREIX",
          "CLERMONT-FD",
          "COURPIERE",
          "CROS",
          "CUNLHAT",
          "FAYET-LE-CHATEA",
          "GELLES",
          "ISSOIRE",
          "LAQUEUILLE-INRA",
          "MEILHAUD",
          "MENAT",
          "LE MONT-DORE BG",
          "LE MONT-DORE_SAPC",
          "FONTAINE-DU-BER_SAPC",
          "PIONSAT",
          "PLAUZAT_SAPC",
          "RANDAN",
          "LA RENAUDIE",
          "ST-ANTHEME",
          "SAINT AVIT_SAPC",
          "ST-GENES-CHPLLE-INRA",
          "ST-GERMAIN-L HE",
          "ST-GERVAIS-D AU",
          "ST-PARDOUX",
          "ST-REMY-SUR-DUR",
          "ST-SULPICE",
          "SAYAT_SAPC",
          "TAUVES",
          "VERNINES",
          "ACCOUS",
          "AICIRITS",
          "BIARRITZ-PAYS-BASQUE",
          "ASSON",
          "BANCA",
          "BENEJACQ",
          "BIDACHE",
          "BUSTINCE - ST JEAN",
          "CAMBO-LES-BAINS",
          "SOCOA",
          "ESPELETTE",
          "GARLIN",
          "GER",
          "LAGOR",
          "LANNE-EN-BARETOUS_SAPC",
          "LARRAU",
          "IRATY ORGAMBIDE",
          "LARUNS-HOURAT",
          "LASSEUBE_SAPC",
          "SOUM COUY-NIVOSE",
          "LEMBEYE",
          "LICQ-ATHEREY",
          "MENDIVE_SAPC",
          "MONEIN",
          "MONT-DISSE",
          "NAVARRENX",
          "OLORON",
          "ORTHEZ",
          "POMPS",
          "PONTACQ_SAPC",
          "ST-GLADIE",
          "TROIS-VILLES",
          "UREPEL_SAPC",
          "PAU-UZEIN",
          "ADAST",
          "EGET",
          "ARBEOST_SAPC",
          "AYROS ARBOUIX",
          "LA MONGIE_SAPC",
          "BAZUS-AURE",
          "CAMPISTROUS",
          "CASTELNAU MAGNOAC",
          "CASTELVIEILH",
          "CAUTERETS_SAPC",
          "GAVARNIE_SAPC",
          "GENOS",
          "LANNEMEZAN",
          "LOMNE_SAPC",
          "LOUDERVIELLE",
          "LUZ SAINT SAUVEUR",
          "MAUBOURGUET",
          "TARBES-LOURDES-PYRENEES",
          "ST LARY SOUL",
          "LAC D'ARDIDEN-NIVOSE",
          "TOURNAY",
          "VIC EN BIGORRE",
          "AMELIE-LES-BAINS",
          "LE BOULOU",
          "CAIXAS",
          "CANET-EN-ROUSSILLON",
          "CERET",
          "PUIGMAL-NIVOSE",
          "EUS",
          "FORMIGUERES",
          "ILLE-SUR-TET",
          "MOSSET",
          "PERPIGNAN",
          "LE PERTHUS",
          "CAP BEAR",
          "RAILLEU",
          "ST MARSAL",
          "ST PAUL DE FENOUILLET",
          "SERRALONGUE",
          "TARGASONNE",
          "TAURINYA",
          "CANIGOU-NIVOSE",
          "LE TECH LA LLAU_SAPC",
          "TORREILLES",
          "VINCA",
          "VIVES",
          "BELMONT",
          "BERG",
          "BRUMATH",
          "DAMBACH_SAPC",
          "EBERSHEIM",
          "WANGENBOURG_SAPC",
          "STRASBOURG-ENTZHEIM",
          "ERCKARTSWILLER_SAPC",
          "GRANDFONTAINE_SAPC",
          "HAGUENAU",
          "LE HOHWALD_SAPC",
          "PREUSCHDORF",
          "SCHEIBENHARD",
          "SELESTAT SA",
          "STRASBOURG - BOTANIQUE",
          "UHRWILLER_SAPC",
          "VILLE",
          "WALTENHEIM-SUR-ZORN",
          "BERGHEIM-INRA",
          "BITS.-LES-THANN",
          "CARSPACH",
          "COLMAR-INRA",
          "GEISHOUSE_SAPC",
          "GUEBWILLER",
          "KIFFIS",
          "KRUTH_SAPC",
          "LINTHAL_SAPC",
          "LUCELLE_SAPC",
          "COLMAR-MEYENHEIM",
          "MULHOUSE",
          "MUNSTER_SAPC",
          "NEUF-BRISACH",
          "ODEREN - VALLEE",
          "MARKSTEIN CRETE",
          "ORBEY LAC BLANC_SAPC",
          "RIBEAU. - VERRE",
          "RIBEAU. - ACACI",
          "ROUFFACH - CHS",
          "ROUFFACH - SA",
          "STE CROIX AUX MINES",
          "BALE-MULHOUSE",
          "SEWEN - LAC ALFELD_SAPC",
          "TROIS-EPIS_SAPC",
          "ANCY_SAPC",
          "LE BREUIL",
          "BRINDAS",
          "LYON-BRON",
          "COURS LA VILLE_SAPC",
          "LIERGUES_SAPC",
          "LYON TETE D'OR",
          "MONSOLS",
          "MORNANT",
          "POMMIERS",
          "LES SAUVAGES",
          "ST-CYR-CHATOUX",
          "ST-DIDIER-RIVER",
          "ST-DIDIER-BEAUJ",
          "ST-GENIS-L'ARGENTIERE",
          "ST-GENIS-LAVAL",
          "ST-GEORGES-REN",
          "ST-SYMPHORIEN-C",
          "SAINT-VERAND",
          "VAUXRENARD",
          "VILLEFRANCHE",
          "LYON-ST EXUPERY",
          "AILLEVILLERS",
          "BELFAHY_SAPC",
          "BUCEY-LES-GY",
          "CHARGEY-LES-GRAY",
          "COMBEAUFONTAINE",
          "CONFLANS-SUR-LA",
          "CUGNEY",
          "ETOBON",
          "FAYMONT_SAPC",
          "FOUGEROLLES",
          "FOUGEROLLES_SAPC",
          "FROTEY_SAPC",
          "BALLON DE SERVANCE",
          "MONTUREUX-LES-B",
          "PLANCHER-LES-MI",
          "POYANS",
          "QUARTE",
          "RIOZ",
          "LUXEUIL",
          "SAULX-DE-VESOUL",
          "VENISEY",
          "VESOUL VILLE",
          "VILLERSEXEL SA",
          "AUTUN",
          "BAUDEMONT_SAPC",
          "BEAUBERY",
          "BRAGNY SUR SAONE",
          "BRANGES_SAPC",
          "BRIANT",
          "CHALON-CHAMPFO",
          "MACON",
          "CHAROLLES",
          "CRESSY",
          "EPINAC",
          "GUEUGNON",
          "GUICHE(LA)",
          "JALOGNY_SAPC",
          "LUGNY",
          "MATOUR_SAPC",
          "MONTPONT",
          "MT-ST-VINCENT",
          "PALINGES",
          "ROMENAY",
          "ST-MARCEL",
          "ST-MAURICE-LES-COUCHES_SAPC",
          "ST-SYMPHORIEN DE MARMAGNE",
          "ST YAN",
          "SIMARD",
          "TORPES_SAPC",
          "VARENNES-ST-SA",
          "VITRY/LOIRE",
          "BOULOIRE",
          "COMMERVEIL_SAPC",
          "CORMES",
          "LA FRESNAYE",
          "LE LUART",
          "LUCHE-PRINGE",
          "LE MANS",
          "MAROLLES LES BR",
          "PIRMIL",
          "ROUESSE-VASSE",
          "SABLE SUR SARTH",
          "SAINT CORNEILLE",
          "SAINT GERMAIN_SAPC",
          "SOULIGNE FLACE",
          "TENNIE",
          "THOREE LES PINS",
          "TRESSON_SAPC",
          "VILLAINES-SOUS-MALICORNE",
          "ALBIEZ",
          "ALBIEZ-MONTROND",
          "AUSSOIS-CLIM",
          "AVRIEUX",
          "BEAUFORT-SUR-DORON",
          "BESSANS-CLIM",
          "BONNEVAL-NIVOSE",
          "MONT DU CHAT",
          "BOURGET EN HUILE_SAPC",
          "BOURG ST MAURICE",
          "BOZEL",
          "CHALLES LES EAUX",
          "BELLECOTE-NIVOSE",
          "GRANDE PAREI NIVOSE",
          "FECLAZ_SAPC",
          "ENTREMONT LE VIEUX_SAPC",
          "GILLY SUR ISERE",
          "HAUTELUCE",
          "COL-DES-SAISIES",
          "JARSY_SAPC",
          "ALLANT-NIVOSE",
          "MONT CENIS",
          "LESCHERAINES",
          "LA PLAGNE_SAPC",
          "MOGNARD",
          "MONTGELLAFREY",
          "MONTMELIAN",
          "MOUTIERS",
          "LA LECHERE_SAPC",
          "NOVALAISE",
          "LAC AIGUEBELETTE",
          "PEISEY NANCROIX",
          "PRALOGNAN LA VANOISE",
          "ST-ALBAN DES HURTIERES",
          "ST-CHRISTOPHE LA-GROTTE",
          "ST COLOMBAN DES VILLARDS",
          "ST JEAN D'ARVES_SAPC",
          "ST-JEAN DE BELLEVILLE",
          "ST-JEAN DE MAURIENNE",
          "STE MARIE CUINES",
          "ST-MARTIN DE BELLEVILLE",
          "LA MASSE",
          "VAL THORENS_SAPC",
          "ST-MARTIN DE LA PORTE",
          "ST-MICHEL DE MAURIENNE",
          "ST MICHEL MAUR_SAPC",
          "ST-PIERRE DE SOUCY",
          "ST-SORLIN D'ARVES",
          "TERMIGNON-CLIM",
          "TIGNES_SAPC",
          "LE CHEVRIL-NIVOSE",
          "ALBERTVILLE",
          "TREVIGNIN",
          "UGINE",
          "VAL D'ISERE JOS",
          "VALLOIRE FOREST",
          "LES ROCHILLES-NIVOSE",
          "LA NORMA_SAPC",
          "CHAMBERY-AIX",
          "LES CARROZ",
          "FLAINE_SAPC",
          "ARCHAMPS",
          "AYZE",
          "BLOYE",
          "BONNEVILLE",
          "LE BOUCHET_SAPC",
          "CERCIER",
          "CHAMONIX",
          "LE TOUR",
          "AIGUILLE DU MIDI",
          "AIGUILLES ROUGES-NIVOSE",
          "COUVERCLE-NIVOSE",
          "CHAPELLE SAINT-MAURICE_SAPC",
          "CHATEL",
          "CLUSAZ (LA)",
          "COMBLOUX",
          "CONTAMINES MJ",
          "CONTAMINE-SUR- ARVE",
          "CRAN-GEVRIER",
          "DOUVAINE SA",
          "COL D'EVIRES",
          "EVIAN",
          "EVIAN SA",
          "GAILLARD",
          "GETS (LES)",
          "GIEZ",
          "GRAND BORNAND",
          "LE GRAND-BORNAND",
          "GROISY_SAPC",
          "HOUCHES (LES)",
          "MEGEVE",
          "MEYTHET",
          "LE PLENEY",
          "NOVEL",
          "PERS JUSSY",
          "REPOSOIR (LE)",
          "MONT ARBOIS",
          "ST SIGISMOND",
          "SALLANCHES",
          "SAMOENS",
          "SERVOZ",
          "THONES",
          "THONON-INRA",
          "USINENS SA",
          "VACHERESSE",
          "VALLORCINE",
          "GENEVE",
          "LUXEMBOURG",
          "TOUR EIFFEL",
          "LARIBOISIERE",
          "PARIS-MONTSOURIS",
          "PARIS-MONTSOURIS-DOUBLE",
          "BAGATELLE",
          "LONGCHAMP",
          "ROUEN-BOOS",
          "BOUELLES",
          "LA CHAPELLE-SAINT-OUEN_SAPC",
          "CUY SAINT FIACRE_SAPC",
          "DIEPPE",
          "ECTOT LES BAONS",
          "EU",
          "FECAMP",
          "FORGES",
          "GODERVILLE",
          "JUMIEGES",
          "NOTRE-DAME DE BLIQUETUIT",
          "OCTEVILLE",
          "PETIVILLE",
          "ROUEN - JARDIN",
          "CAP-DE-LA-HEVE",
          "ST-GERMAIN-D'ETABLES",
          "SOMMESNIL",
          "VINNEMERVILLE",
          "BEZALLES",
          "LA BROSSE-MX",
          "CHANGIS",
          "CHEVRU",
          "CROUY-SUR-OURCQ",
          "DONNEMARIE",
          "FONTAINEBLEAU_SAPC",
          "NANGIS",
          "JOUY-LE-CHATEL",
          "MELUN",
          "MOUROUX_SAPC",
          "NEMOURS",
          "ST-CYR/MORIN-BG",
          "ST-LOUP-DE-NAUD",
          "ST-PIERRE-LES-N",
          "SEINE-PORT",
          "TORCY",
          "USSY-SUR-MARNE",
          "VAUX-SUR-LUNAIN",
          "VOULTON_SAPC",
          "ACHERES",
          "CHOISEL",
          "MAGNANVILLE",
          "MAULE",
          "LE PECQ",
          "LE PERRAY",
          "PRUNAY-LE-TEMPLE_SAPC",
          "ST-LEGER_SAPC",
          "TOUSSUS LE NOBLE",
          "TRAPPES",
          "VILLACOUBLAY",
          "VERSAILLES- INRA",
          "NUEIL-LES-AUBIERS",
          "BOUILLE-LORETZ",
          "BRESSUIRE",
          "CELLES-SUR-BELL",
          "MAULEON_SAPC",
          "CLESSE",
          "GLENAY_SAPC",
          "HANC",
          "LEZAY",
          "MELLE",
          "MENIGOUTE_SAPC",
          "NIORT",
          "PARTHENAY_SAPC",
          "POUGNE-HERISSON_SAPC",
          "PRIN-DEYRANCON",
          "PRIN-DEYRANCON_SAPC",
          "SAINT-MAIXENT-L-ECOLE_SAPC",
          "SCILLE",
          "SECONDIGNY",
          "SURIN_SAPC",
          "THENEZAY",
          "THENEZAY STNA",
          "THOUARS-STNA",
          "ABBEVILLE",
          "AUMONT",
          "BERNAVILLE",
          "CAYEUX-SUR-MER",
          "DOMPIERRE-SUR-AUTHIE",
          "DOULLENS",
          "EPEHY_SAPC",
          "AMIENS-GLISY",
          "MEAULTE",
          "ESTREES-MONS-INRA",
          "OISEMONT_SAPC",
          "LE-PLESSIER-ROZAINVILLERS",
          "POIX-DE-PICARDIE",
          "ROUVROY-EN-SANTERRE",
          "SAINT-QUENTIN EN TT",
          "VILLERS-CARBONNEL",
          "ANGLES",
          "CORDES",
          "DOURGNE",
          "LABASTIDE-ROUAIROUX",
          "LACAUNE",
          "LAVAUR",
          "MAZAMET",
          "MONTREDON-LABESSONNIE",
          "MURAT SUR VEBRE",
          "PUYCELSI",
          "PUYLAURENS",
          "ROUAIROUX",
          "ALBI",
          "TANUS",
          "BIOULE",
          "CASTELSARRASIN",
          "CAYLUS",
          "DURFORT",
          "LAUZERTE",
          "MONTAUBAN",
          "ST-ANTONIN-TEUS",
          "ST-VINCENT",
          "SAVENES_MAN",
          "SAVENES",
          "SERIGNAC",
          "VALENCE",
          "AIGUINES_SAPC",
          "LES ARCS_SAPC",
          "AUPS",
          "BORMES LES MIMOSAS",
          "LE LUC",
          "LE CASTELLET",
          "LE CASTELLET_SAPC",
          "COGOLIN_SAPC",
          "COLLOBRIERES_SAPC",
          "COMPS-SUR-ARTUBY",
          "CUERS",
          "DRAGUIGNAN_SAPC",
          "ENTRECASTEAUX",
          "FREJUS",
          "FREJUS MONT VINAIGRE",
          "HYERES",
          "PORQUEROLLES",
          "ILE DU LEVANT",
          "LA MARTRE",
          "LES MAYONS_SAPC",
          "MEOUNES LES MONTRIEUX_SAPC",
          "MONS",
          "MONTFORT-SUR-ARGENS_SAPC",
          "PLAN D'AUPS - STE BAUME_SAPC",
          "CAP CAMARAT",
          "REGUSSE",
          "RIANS",
          "ST MAXIMIN LA STE BAUME",
          "LE DRAMONT",
          "SEILLANS",
          "TOULON",
          "VARAGES",
          "VIDAUBAN",
          "VINON SUR VERDON",
          "CAP CEPET",
          "APT-VITON",
          "APT",
          "AVIGNON",
          "LA BASTIDE DES JOURDANS",
          "BEAUMONT-MT  SEREIN",
          "CABRIERES D'AVIGNON",
          "CADENET",
          "CARPENTRAS",
          "ISLE SUR SORGUE",
          "LAPALUD",
          "MALAUCENE",
          "MERINDOL",
          "MURS",
          "OPPEDE CRETE DU PETIT  LUBERON",
          "ORANGE",
          "PUYMERAS",
          "ST CHRISTOL",
          "ST SATURNIN LES APT",
          "SANNES",
          "VAUGINES",
          "VISAN",
          "ANGLES",
          "ANTIGNY",
          "CHANTONNAY",
          "CHATEAU-D'OLONNE",
          "FONTENAY",
          "LA-GAUBRETIERE_SAPC",
          "GRUES",
          "LES HERBIERS",
          "L ILE D YEU",
          "LA MOTHE ACHARD",
          "MOUCHAMPS_SAPC",
          "NOIRMOUTIER EN",
          "PALLUAU",
          "LE PERRIER",
          "POUZAUGES SA",
          "ROCHESERVIERE",
          "LA ROCHE SUR YON",
          "ST-FULGENT_SAPC",
          "SAINTE GEMME LA PLAINE_SAPC",
          "ST JEAN DE MONT",
          "ARCHIGNY",
          "AVAILLES-LIMOUZ",
          "BENASSAY_SAPC",
          "POITIERS-BIARD",
          "BONNEUIL-MATOUR",
          "BRUX_SAPC",
          "CHATELLERAULT",
          "CIVRAY",
          "LA FERRIERE AIROUX_SAPC",
          "LESIGNY",
          "LOUDUN",
          "LUSIGNAN-INRA",
          "LUSSAC-LES-CHAT",
          "MARTAIZE",
          "MAUPREVOIR",
          "MONTMORILLON",
          "NEUVILLE DE POI",
          "LA TRIMOUILLE",
          "LE-VIGEANT",
          "VOUILLE",
          "BEAUMONT DU LAC",
          "BELLAC",
          "BUSSIERE BOFFY",
          "CHALUS_SAPC",
          "CHAMPAGNAC LA R",
          "CHATEAUPONSAC",
          "CHERONNAC_SAPC",
          "LE DORAT",
          "EYMOUTIERS",
          "LIMOGES-BELLEGARDE",
          "MAGNAC-LAVAL",
          "NANTIAT",
          "NEXON",
          "LE PALAIS SUR VIENNE",
          "ROCHECHOUART",
          "ST GERMAIN BELL",
          "ST JUNIEN",
          "ST LEGER LA MONTAGNE_SAPC",
          "ST SYLV CROUZIL",
          "ST YRIEIX LA PE",
          "BAINS",
          "BAN-DE-SAPT",
          "BASSE-S-L-RUPT",
          "LA_BRESSE_SAPC",
          "BUSSANG",
          "CHATENOIS",
          "EPINAL",
          "DOMMARTIN-AUX-BOIS_SAPC",
          "FONTENOY_SAPC",
          "GERARDMER",
          "GIRANCOURT",
          "ISCHES_SAPC",
          "LIGNEVILLE",
          "MIRECOURT-INRA",
          "PADOUX",
          "REMIREMONT",
          "ROLLAINVILLE",
          "LE ROULIER_SAPC",
          "ROVILLE",
          "RUPT-SUR-MOSELLE",
          "ST OUEN-LES-PAREY_SAPC",
          "VAGNEY",
          "VAL-D AJOL",
          "LE VAL-D'AJOL",
          "AILLANT",
          "ARCES",
          "CHABLIS_SAPC",
          "CHARNY",
          "COULOURS",
          "CRUZY_SAPC",
          "CUDOT_SAPC",
          "FLACY",
          "FONTAINES",
          "GRANDCHAMP_SAPC",
          "JOIGNY",
          "LIGNY-LE-CHATEL",
          "MERRY-SUR-YONNE",
          "MOLESMES_SAPC",
          "MOUTIERS_SAPC",
          "NOYERS_SAPC",
          "AUXERRE-PERRIGNY",
          "ST ANDRE",
          "ST DENIS LES SENS",
          "ST LEGER VAUBAN",
          "ST-LEGER-VAUBAN_SA",
          "SAINT PRIVE",
          "SAVIGNY/CLAIRIS",
          "SENS",
          "TONNERRE JOUDRE",
          "DORANS",
          "FELON_SAPC",
          "GIROMAGNY_SAPC",
          "JONCHEREY",
          "BALLON_SAPC",
          "NOVILLARD_SAPC",
          "ST DIZIER-L'EVEQUE_SAPC",
          "ORLY",
          "BOIGNEVILLE",
          "BRETIGNY_SAPC",
          "COURDIMANCHE",
          "DOURDAN",
          "EPINAY-SUR-ORGE",
          "FONTENAY-LES-B.",
          "GOMETZ-LE-CHAT.",
          "MILLY-LA-FORET",
          "NAINVILLE",
          "SURESNES",
          "NEUILLY-SUR-M.",
          "CHOISY-LE-ROI",
          "JOINVILLE",
          "LIMEIL",
          "MANDRES",
          "ST-MAUR",
          "PONTOISE - AERO",
          "LE BOURGET",
          "LE PLESSIS GASSOT",
          "PONTOISE -VILLE",
          "ROISSY",
          "ST WITZ",
          "WY-DIT",
          "LES ABYMES CHAZEAU_SAPC",
          "LE RAIZET AERO",
          "ANSE-BERTRAND LA JOYEUSE",
          "BAIE-MAHAULT CONVENANCE_SAPC",
          "BAILLIF AERO",
          "BASSE-TERRE GUILLARD",
          "BOUILLANTE GEND PIGEON_SAPC",
          "CAPESTERRE-B-EAU NEUFCHATEAU",
          "CAPESTERRE-B-EAU CARBET_SAPC",
          "CAPESTERRE-BE BOIS DEBOUT_SAPC",
          "CAPESTERRE-M-GALANTE BELLEVUE",
          "GOURBEYRE GROS-MORNE DOLE",
          "LA DESIRADE GENDARMERIE",
          "LA DESIRADE METEO",
          "DESHAIES GENDARMERIE",
          "GRAND-BOURG LES BASSES AERO",
          "LE GOSIER SAINT-FELIX",
          "LE GOSIER LEROUX_SAPC",
          "GOYAVE CHRISTOPHE",
          "MORNE-A-L'EAU BLANCHET",
          "LE MOULE LAUREAL",
          "PETIT-BOURG PROVIDENCE_SAPC",
          "PETIT-BOURG ROUJOL",
          "PETIT-BOURG GROS-MORNE_SAPC",
          "PETIT-CANAL GROS CAP",
          "POINTE-NOIRE COL DES MAMELLES",
          "POINTE-NOIRE BELLEVUE",
          "POINTE NOIRE MORPHY",
          "PORT-LOUIS GENDARMERIE",
          "ST-BARTHELEMY METEO",
          "ST-CLAUDE MATOUBA_SAPC",
          "ST-CLAUDE CITERNE",
          "ST-CLAUDE MAISON-VOLCAN_SAPC",
          "ST-FRANCOIS RENEVILLE",
          "SAINT FRANCOIS AERODROME",
          "ST-MARTIN MARIGOT GENDARMERIE",
          "ST-MARTIN GRAND-CASE",
          "STE-ANNE MARLY",
          "SAINTE-ANNE DESHAUTEURS_SAPC",
          "STE-ROSE CLUGNY",
          "STE-ROSE BELLE-RIVIERE",
          "STE-ROSE VIARD",
          "SAINTE-ROSE SOFAIA_SAPC",
          "SAINTE-ROSE GRANDE-H_SAPC",
          "VIEUX-FORT BOURG",
          "VIEUX-HABITANTS GEND_SAPC",
          "VIEUX HABITANTS LAURICHESSE",
          "AJOUPA-BOUILLON EDEN",
          "BASSEPOINTE-CHAL",
          "DIAMANT - JACQUA",
          "DUCOS",
          "FOND-DENIS-CADET",
          "FORT-D-FRANCE-DONIS",
          "FORT-DE-FRANCE DESAIX",
          "FORT-D-FRANCE-PTE NEGRES",
          "FRANCOIS-CHOPOT",
          "FRANCOIS-SIMON",
          "GROS-MORNE BELLEVUE_SAPC",
          "LAMENTIN-AERO",
          "LORRAIN VALLON",
          "MARIN",
          "MORNE-ROUGE-CHAMP",
          "RIVIERE-PILOTE CAPRON",
          "ROBERT-PTE FORT",
          "ST-ESPRIT GEND",
          "ST-JOSEPH RABUCH",
          "ST-JOSEPH LEZARD",
          "ST-PIERRE DEPAZ",
          "ST-PIERRE",
          "STE ANNE-SALINES",
          "STE-MARIE GEND",
          "STE-MARIE CONCO",
          "TRINITE-CARAVEL",
          "TRINITE-SPOUTOU",
          "TRINITE-RESERVOIR",
          "TROIS-ILETS GOLF",
          "VAUCLIN",
          "REGINA",
          "CAYENNE SUZINI",
          "IRACOUBO",
          "ILE ROYALE",
          "KOUROU CSG",
          "KOUROU PLAGE",
          "TONATE",
          "MANA AERODROME",
          "CAYENNE-MATOURY",
          "LARIVOT",
          "SAINT GEORGES",
          "DEGRAD CANNES",
          "ROURA",
          "CACAO",
          "SAINT LAURENT",
          "CHARVEIN",
          "SINNAMARY",
          "SAVANE COMBI",
          "MONTSINERY",
          "SAUL_SAPC",
          "MARIPASOULA",
          "TALUEN_SAPC",
          "CAMOPI_SAPC",
          "TROIS_SAUTS_SAPC",
          "GRAND SANTI_SAPC",
          "SAINT ELIE",
          "APATOU",
          "AWALA-YALIMAPO",
          "LE TEVELAVE",
          "LES AVIRONS - CIRAD",
          "BELLEVUE BRAS-PANON",
          "LE DIMITILE_SAPC",
          "BRAS-LONG_SAPC",
          "PONT-MATHURIN",
          "PITON-BLOC_SAPC",
          "PETITE-ILE - CIRAD",
          "PLAINE DES PALMISTES",
          "LE PORT",
          "DOS D'ANE - 1",
          "AURERE_SAPC",
          "LA NOUVELLE_SAPC",
          "DOS D'ANE",
          "BOIS-ROUGE",
          "LE COLOSSE",
          "MENCIOL",
          "BEAUVALLON",
          "SAINT-BENOIT",
          "TAKAMAKA - PK12_SAPC",
          "CHEMIN DE CEINTURE_SAPC",
          "CHAUDRON",
          "COLORADO_SAPC",
          "SAINT-FRANCOIS",
          "MONTAUBAN_SAPC",
          "LE BRULE - VAL FLEURI_SAPC",
          "PLAINE DES CHICOTS_SAPC",
          "COMMERSON_SAPC",
          "GRAND-COUDE_SAPC",
          "GRAND-GALET",
          "LA CRETE_SAPC",
          "ST-JOSEPH_SAPC",
          "ST JOSEPH-CIRAD",
          "COLIMACONS",
          "ST-LEU",
          "SAINT-LEU - CIRAD",
          "ETANG SAINT-LEU - CIRAD",
          "PITON SAINT-LEU_SAPC",
          "PLAINE DES MAKES_SAPC",
          "LE GOL LES HAUTS - CIRAD",
          "LE TAPAGE - CIRAD",
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   "source": [
    "# trace une carte plotly des points et sauvegarde tout dans des fichier excel, html et png\n",
    "import openpyxl \n",
    "\n",
    "fig = px.scatter_mapbox(df, 'lat', lon= 'lon', \n",
    "                        hover_name= \"nom_usuel\", hover_data= [\"num_poste\", 'alti', \"commune\", 'ficheClimComplete', 'ficheClimReduite'], \n",
    "                        zoom=5, height= 800, width= 900, \n",
    "                        )\n",
    "\n",
    "now= datetime.datetime.now()\n",
    "title= 'Postes Météo-France en activité (meteo.data.gouv.fr) ' + now.strftime(\"%Y-%m-%d\")\n",
    "fig.update_layout(title_text= title, title_x=0.5  , hoverlabel= dict(bgcolor= 'rgb(255,255,255)'))\n",
    "fig.update_traces(marker=dict(color='red'))\n",
    "\n",
    "#===================== Ajoute une couche des départements français à partir d'un fichier GeoJSON\n",
    "fig.update_layout(mapbox_layers=[\n",
    "    {\n",
    "        \"sourcetype\": \"geojson\",\n",
    "        # \"source\": \"https://france-geojson.gregoiredavid.fr/repo/departements.geojson\",\n",
    "        \"source\": \"https://www.data.gouv.fr/fr/datasets/r/90b9341a-e1f7-4d75-a73c-bbc010c7feeb\", \n",
    "        \"type\": \"line\",\n",
    "        \"color\": \"rgba(0, 0, 0, 0.9)\",\n",
    "        \"line\": {\"width\": 1}\n",
    "    }\n",
    "    ])\n",
    "fig.update_layout(mapbox_style= \"open-street-map\", mapbox_zoom=5, mapbox_center = {\"lat\": 46.5, \"lon\": 2.}\n",
    "                  )\n",
    "#===================== sauvegarde les fichiers\n",
    "file_start= 'postes meteo-france '\n",
    "\n",
    "# Fichier de la carte \n",
    "file_map= file_start + '- carte_' + now.strftime(\"%Y-%m-%d\")\n",
    "fig.write_html(os.path.join(folder_out, file_map + '.html'))\n",
    "file_png= os.path.join(folder_out, file_map + '.png')\n",
    "fig.write_image(file_png)\n",
    "\n",
    "# Version Excel du fichier JSON + ajout des urls de fiche de métadonnées\n",
    "file_excel= os.path.join(folder_out, file_start + ' - liste_' + now.strftime(\"%Y-%m-%d\") + '.xlsx')\n",
    "\n",
    "onglet_liste= 'liste'\n",
    "df.to_excel(file_excel, index=False, sheet_name= onglet_liste)\n",
    "\n",
    "wb = openpyxl.load_workbook(file_excel) # Chargement du classeur existant\n",
    "ws = wb[onglet_liste] # récupère onglet_liste\n",
    "ws.add_image(openpyxl.drawing.image.Image(file_png), 'J3') # ajoute l'image png de la carte\n",
    "# ajoute un texte\n",
    "ws['N1']= 'Version geoJSON'\n",
    "ws['P1']= 'https://gist.github.com/2803media/84acfec402ce2210f5c38e6d7de3f39b'\n",
    "\n",
    "# Ajoute un nouvel onglet au fichier excel, avec une brute de json.dumps(data_json, indent=4)\n",
    "onglet_json= 'JSON'\n",
    "ws = wb.create_sheet(onglet_json) # Création d'une nouvelle feuille\n",
    "for i, line in enumerate(json.dumps(data_json, indent=4).split('\\n'), start=1): # Ajout de la chaîne ligne par ligne à la nouvelle feuille\n",
    "    ws[f'A{i}'] = line\n",
    "\n",
    "wb.save(file_excel) # Sauvegarde du classeur\n",
    "\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "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 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>lat</th>\n",
       "      <th>lon</th>\n",
       "      <th>nom_usuel</th>\n",
       "      <th>num_poste</th>\n",
       "      <th>commune</th>\n",
       "      <th>ficheClimComplete</th>\n",
       "      <th>ficheClimReduite</th>\n",
       "      <th>alti</th>\n",
       "      <th>url_metadata</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1951</th>\n",
       "      <td>43.794500</td>\n",
       "      <td>6.244833</td>\n",
       "      <td>AIGUINES_SAPC</td>\n",
       "      <td>83002004</td>\n",
       "      <td>AIGUINES</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>563</td>\n",
       "      <td>https://publitheque.meteo.fr/okapi/_composants...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1952</th>\n",
       "      <td>43.451000</td>\n",
       "      <td>6.470833</td>\n",
       "      <td>LES ARCS_SAPC</td>\n",
       "      <td>83004004</td>\n",
       "      <td>LES ARCS</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>55</td>\n",
       "      <td>https://publitheque.meteo.fr/okapi/_composants...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1953</th>\n",
       "      <td>43.641000</td>\n",
       "      <td>6.187500</td>\n",
       "      <td>AUPS</td>\n",
       "      <td>83007004</td>\n",
       "      <td>AUPS</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>497</td>\n",
       "      <td>https://publitheque.meteo.fr/okapi/_composants...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1954</th>\n",
       "      <td>43.195167</td>\n",
       "      <td>6.379333</td>\n",
       "      <td>BORMES LES MIMOSAS</td>\n",
       "      <td>83019002</td>\n",
       "      <td>BORMES-LES-MIMOSAS</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>88</td>\n",
       "      <td>https://publitheque.meteo.fr/okapi/_composants...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1955</th>\n",
       "      <td>43.383167</td>\n",
       "      <td>6.386167</td>\n",
       "      <td>LE LUC</td>\n",
       "      <td>83031001</td>\n",
       "      <td>LE CANNET-DES-MAURES</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>80</td>\n",
       "      <td>https://publitheque.meteo.fr/okapi/_composants...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1956</th>\n",
       "      <td>43.252167</td>\n",
       "      <td>5.784667</td>\n",
       "      <td>LE CASTELLET</td>\n",
       "      <td>83035001</td>\n",
       "      <td>LE CASTELLET</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>417</td>\n",
       "      <td>https://publitheque.meteo.fr/okapi/_composants...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1957</th>\n",
       "      <td>43.184000</td>\n",
       "      <td>5.770167</td>\n",
       "      <td>LE CASTELLET_SAPC</td>\n",
       "      <td>83035002</td>\n",
       "      <td>LE CASTELLET</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>66</td>\n",
       "      <td>https://publitheque.meteo.fr/okapi/_composants...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1958</th>\n",
       "      <td>43.261667</td>\n",
       "      <td>6.510333</td>\n",
       "      <td>COGOLIN_SAPC</td>\n",
       "      <td>83042001</td>\n",
       "      <td>COGOLIN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>31</td>\n",
       "      <td>https://publitheque.meteo.fr/okapi/_composants...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1959</th>\n",
       "      <td>43.232167</td>\n",
       "      <td>6.258000</td>\n",
       "      <td>COLLOBRIERES_SAPC</td>\n",
       "      <td>83043005</td>\n",
       "      <td>COLLOBRIERES</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>128</td>\n",
       "      <td>https://publitheque.meteo.fr/okapi/_composants...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1960</th>\n",
       "      <td>43.658833</td>\n",
       "      <td>6.471333</td>\n",
       "      <td>COMPS-SUR-ARTUBY</td>\n",
       "      <td>83044003</td>\n",
       "      <td>MONTFERRAT</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>892</td>\n",
       "      <td>https://publitheque.meteo.fr/okapi/_composants...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1961</th>\n",
       "      <td>43.247667</td>\n",
       "      <td>6.131333</td>\n",
       "      <td>CUERS</td>\n",
       "      <td>83049005</td>\n",
       "      <td>PIERREFEU-DU-VAR</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>72</td>\n",
       "      <td>https://publitheque.meteo.fr/okapi/_composants...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1962</th>\n",
       "      <td>43.526167</td>\n",
       "      <td>6.453333</td>\n",
       "      <td>DRAGUIGNAN_SAPC</td>\n",
       "      <td>83050007</td>\n",
       "      <td>DRAGUIGNAN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>173</td>\n",
       "      <td>https://publitheque.meteo.fr/okapi/_composants...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1963</th>\n",
       "      <td>43.521333</td>\n",
       "      <td>6.252167</td>\n",
       "      <td>ENTRECASTEAUX</td>\n",
       "      <td>83051001</td>\n",
       "      <td>ENTRECASTEAUX</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>279</td>\n",
       "      <td>https://publitheque.meteo.fr/okapi/_composants...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1964</th>\n",
       "      <td>43.423500</td>\n",
       "      <td>6.738000</td>\n",
       "      <td>FREJUS</td>\n",
       "      <td>83061001</td>\n",
       "      <td>FREJUS</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>https://publitheque.meteo.fr/okapi/_composants...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1965</th>\n",
       "      <td>43.502667</td>\n",
       "      <td>6.815500</td>\n",
       "      <td>FREJUS MONT VINAIGRE</td>\n",
       "      <td>83061007</td>\n",
       "      <td>FREJUS</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>560</td>\n",
       "      <td>https://publitheque.meteo.fr/okapi/_composants...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1966</th>\n",
       "      <td>43.094333</td>\n",
       "      <td>6.146333</td>\n",
       "      <td>HYERES</td>\n",
       "      <td>83069001</td>\n",
       "      <td>HYERES</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>https://publitheque.meteo.fr/okapi/_composants...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1967</th>\n",
       "      <td>43.000000</td>\n",
       "      <td>6.226833</td>\n",
       "      <td>PORQUEROLLES</td>\n",
       "      <td>83069002</td>\n",
       "      <td>HYERES</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>135</td>\n",
       "      <td>https://publitheque.meteo.fr/okapi/_composants...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1968</th>\n",
       "      <td>43.032500</td>\n",
       "      <td>6.469333</td>\n",
       "      <td>ILE DU LEVANT</td>\n",
       "      <td>83069003</td>\n",
       "      <td>HYERES</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>118</td>\n",
       "      <td>https://publitheque.meteo.fr/okapi/_composants...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1969</th>\n",
       "      <td>43.770667</td>\n",
       "      <td>6.598667</td>\n",
       "      <td>LA MARTRE</td>\n",
       "      <td>83074002</td>\n",
       "      <td>LA MARTRE</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>967</td>\n",
       "      <td>https://publitheque.meteo.fr/okapi/_composants...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1970</th>\n",
       "      <td>43.316833</td>\n",
       "      <td>6.358333</td>\n",
       "      <td>LES MAYONS_SAPC</td>\n",
       "      <td>83075001</td>\n",
       "      <td>LES MAYONS</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>147</td>\n",
       "      <td>https://publitheque.meteo.fr/okapi/_composants...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1971</th>\n",
       "      <td>43.258000</td>\n",
       "      <td>5.964833</td>\n",
       "      <td>MEOUNES LES MONTRIEUX_SAPC</td>\n",
       "      <td>83077001</td>\n",
       "      <td>MEOUNES-LES-MONTRIEUX</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>309</td>\n",
       "      <td>https://publitheque.meteo.fr/okapi/_composants...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1972</th>\n",
       "      <td>43.694333</td>\n",
       "      <td>6.710167</td>\n",
       "      <td>MONS</td>\n",
       "      <td>83080001</td>\n",
       "      <td>MONS</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>796</td>\n",
       "      <td>https://publitheque.meteo.fr/okapi/_composants...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1973</th>\n",
       "      <td>43.469667</td>\n",
       "      <td>6.127000</td>\n",
       "      <td>MONTFORT-SUR-ARGENS_SAPC</td>\n",
       "      <td>83083001</td>\n",
       "      <td>MONTFORT-SUR-ARGENS</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>141</td>\n",
       "      <td>https://publitheque.meteo.fr/okapi/_composants...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1974</th>\n",
       "      <td>43.342667</td>\n",
       "      <td>5.728333</td>\n",
       "      <td>PLAN D'AUPS - STE BAUME_SAPC</td>\n",
       "      <td>83093005</td>\n",
       "      <td>PLAN-D'AUPS-SAINTE-BAUME</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>605</td>\n",
       "      <td>https://publitheque.meteo.fr/okapi/_composants...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1975</th>\n",
       "      <td>43.200500</td>\n",
       "      <td>6.674500</td>\n",
       "      <td>CAP CAMARAT</td>\n",
       "      <td>83101001</td>\n",
       "      <td>RAMATUELLE</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>107</td>\n",
       "      <td>https://publitheque.meteo.fr/okapi/_composants...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1976</th>\n",
       "      <td>43.668167</td>\n",
       "      <td>6.105167</td>\n",
       "      <td>REGUSSE</td>\n",
       "      <td>83102005</td>\n",
       "      <td>REGUSSE</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>561</td>\n",
       "      <td>https://publitheque.meteo.fr/okapi/_composants...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1977</th>\n",
       "      <td>43.618167</td>\n",
       "      <td>5.752500</td>\n",
       "      <td>RIANS</td>\n",
       "      <td>83104001</td>\n",
       "      <td>RIANS</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>390</td>\n",
       "      <td>https://publitheque.meteo.fr/okapi/_composants...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1978</th>\n",
       "      <td>43.477500</td>\n",
       "      <td>5.847833</td>\n",
       "      <td>ST MAXIMIN LA STE BAUME</td>\n",
       "      <td>83116022</td>\n",
       "      <td>SAINT-MAXIMIN-LA-SAINTE-BAUME</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>294</td>\n",
       "      <td>https://publitheque.meteo.fr/okapi/_composants...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1979</th>\n",
       "      <td>43.414500</td>\n",
       "      <td>6.852833</td>\n",
       "      <td>LE DRAMONT</td>\n",
       "      <td>83118002</td>\n",
       "      <td>SAINT-RAPHAEL</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>124</td>\n",
       "      <td>https://publitheque.meteo.fr/okapi/_composants...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1980</th>\n",
       "      <td>43.580167</td>\n",
       "      <td>6.622167</td>\n",
       "      <td>SEILLANS</td>\n",
       "      <td>83124002</td>\n",
       "      <td>SEILLANS</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>278</td>\n",
       "      <td>https://publitheque.meteo.fr/okapi/_composants...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1981</th>\n",
       "      <td>43.115833</td>\n",
       "      <td>5.900667</td>\n",
       "      <td>TOULON</td>\n",
       "      <td>83137001</td>\n",
       "      <td>TOULON</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>https://publitheque.meteo.fr/okapi/_composants...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1982</th>\n",
       "      <td>43.593833</td>\n",
       "      <td>5.962833</td>\n",
       "      <td>VARAGES</td>\n",
       "      <td>83145001</td>\n",
       "      <td>VARAGES</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>348</td>\n",
       "      <td>https://publitheque.meteo.fr/okapi/_composants...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1983</th>\n",
       "      <td>43.386667</td>\n",
       "      <td>6.525000</td>\n",
       "      <td>VIDAUBAN</td>\n",
       "      <td>83148002</td>\n",
       "      <td>VIDAUBAN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>282</td>\n",
       "      <td>https://publitheque.meteo.fr/okapi/_composants...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1984</th>\n",
       "      <td>43.734000</td>\n",
       "      <td>5.782667</td>\n",
       "      <td>VINON SUR VERDON</td>\n",
       "      <td>83150002</td>\n",
       "      <td>VINON-SUR-VERDON</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>271</td>\n",
       "      <td>https://publitheque.meteo.fr/okapi/_composants...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1985</th>\n",
       "      <td>43.079333</td>\n",
       "      <td>5.940833</td>\n",
       "      <td>CAP CEPET</td>\n",
       "      <td>83153001</td>\n",
       "      <td>SAINT-MANDRIER-SUR-MER</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>115</td>\n",
       "      <td>https://publitheque.meteo.fr/okapi/_composants...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            lat       lon                     nom_usuel num_poste  \\\n",
       "1951  43.794500  6.244833                 AIGUINES_SAPC  83002004   \n",
       "1952  43.451000  6.470833                 LES ARCS_SAPC  83004004   \n",
       "1953  43.641000  6.187500                          AUPS  83007004   \n",
       "1954  43.195167  6.379333            BORMES LES MIMOSAS  83019002   \n",
       "1955  43.383167  6.386167                        LE LUC  83031001   \n",
       "1956  43.252167  5.784667                  LE CASTELLET  83035001   \n",
       "1957  43.184000  5.770167             LE CASTELLET_SAPC  83035002   \n",
       "1958  43.261667  6.510333                  COGOLIN_SAPC  83042001   \n",
       "1959  43.232167  6.258000             COLLOBRIERES_SAPC  83043005   \n",
       "1960  43.658833  6.471333              COMPS-SUR-ARTUBY  83044003   \n",
       "1961  43.247667  6.131333                         CUERS  83049005   \n",
       "1962  43.526167  6.453333               DRAGUIGNAN_SAPC  83050007   \n",
       "1963  43.521333  6.252167                 ENTRECASTEAUX  83051001   \n",
       "1964  43.423500  6.738000                        FREJUS  83061001   \n",
       "1965  43.502667  6.815500          FREJUS MONT VINAIGRE  83061007   \n",
       "1966  43.094333  6.146333                        HYERES  83069001   \n",
       "1967  43.000000  6.226833                  PORQUEROLLES  83069002   \n",
       "1968  43.032500  6.469333                 ILE DU LEVANT  83069003   \n",
       "1969  43.770667  6.598667                     LA MARTRE  83074002   \n",
       "1970  43.316833  6.358333               LES MAYONS_SAPC  83075001   \n",
       "1971  43.258000  5.964833    MEOUNES LES MONTRIEUX_SAPC  83077001   \n",
       "1972  43.694333  6.710167                          MONS  83080001   \n",
       "1973  43.469667  6.127000      MONTFORT-SUR-ARGENS_SAPC  83083001   \n",
       "1974  43.342667  5.728333  PLAN D'AUPS - STE BAUME_SAPC  83093005   \n",
       "1975  43.200500  6.674500                   CAP CAMARAT  83101001   \n",
       "1976  43.668167  6.105167                       REGUSSE  83102005   \n",
       "1977  43.618167  5.752500                         RIANS  83104001   \n",
       "1978  43.477500  5.847833       ST MAXIMIN LA STE BAUME  83116022   \n",
       "1979  43.414500  6.852833                    LE DRAMONT  83118002   \n",
       "1980  43.580167  6.622167                      SEILLANS  83124002   \n",
       "1981  43.115833  5.900667                        TOULON  83137001   \n",
       "1982  43.593833  5.962833                       VARAGES  83145001   \n",
       "1983  43.386667  6.525000                      VIDAUBAN  83148002   \n",
       "1984  43.734000  5.782667              VINON SUR VERDON  83150002   \n",
       "1985  43.079333  5.940833                     CAP CEPET  83153001   \n",
       "\n",
       "                            commune  ficheClimComplete  ficheClimReduite  \\\n",
       "1951                       AIGUINES                  0                 1   \n",
       "1952                       LES ARCS                  0                 1   \n",
       "1953                           AUPS                  0                 1   \n",
       "1954             BORMES-LES-MIMOSAS                  0                 0   \n",
       "1955           LE CANNET-DES-MAURES                  1                 1   \n",
       "1956                   LE CASTELLET                  1                 1   \n",
       "1957                   LE CASTELLET                  0                 1   \n",
       "1958                        COGOLIN                  0                 1   \n",
       "1959                   COLLOBRIERES                  0                 1   \n",
       "1960                     MONTFERRAT                  0                 1   \n",
       "1961               PIERREFEU-DU-VAR                  0                 1   \n",
       "1962                     DRAGUIGNAN                  0                 1   \n",
       "1963                  ENTRECASTEAUX                  0                 1   \n",
       "1964                         FREJUS                  0                 1   \n",
       "1965                         FREJUS                  0                 0   \n",
       "1966                         HYERES                  1                 1   \n",
       "1967                         HYERES                  0                 1   \n",
       "1968                         HYERES                  1                 1   \n",
       "1969                      LA MARTRE                  0                 0   \n",
       "1970                     LES MAYONS                  0                 0   \n",
       "1971          MEOUNES-LES-MONTRIEUX                  0                 0   \n",
       "1972                           MONS                  0                 0   \n",
       "1973            MONTFORT-SUR-ARGENS                  0                 1   \n",
       "1974       PLAN-D'AUPS-SAINTE-BAUME                  0                 1   \n",
       "1975                     RAMATUELLE                  0                 0   \n",
       "1976                        REGUSSE                  0                 1   \n",
       "1977                          RIANS                  0                 0   \n",
       "1978  SAINT-MAXIMIN-LA-SAINTE-BAUME                  0                 1   \n",
       "1979                  SAINT-RAPHAEL                  0                 1   \n",
       "1980                       SEILLANS                  0                 1   \n",
       "1981                         TOULON                  1                 1   \n",
       "1982                        VARAGES                  0                 1   \n",
       "1983                       VIDAUBAN                  0                 1   \n",
       "1984               VINON-SUR-VERDON                  1                 1   \n",
       "1985         SAINT-MANDRIER-SUR-MER                  0                 1   \n",
       "\n",
       "      alti                                       url_metadata  \n",
       "1951   563  https://publitheque.meteo.fr/okapi/_composants...  \n",
       "1952    55  https://publitheque.meteo.fr/okapi/_composants...  \n",
       "1953   497  https://publitheque.meteo.fr/okapi/_composants...  \n",
       "1954    88  https://publitheque.meteo.fr/okapi/_composants...  \n",
       "1955    80  https://publitheque.meteo.fr/okapi/_composants...  \n",
       "1956   417  https://publitheque.meteo.fr/okapi/_composants...  \n",
       "1957    66  https://publitheque.meteo.fr/okapi/_composants...  \n",
       "1958    31  https://publitheque.meteo.fr/okapi/_composants...  \n",
       "1959   128  https://publitheque.meteo.fr/okapi/_composants...  \n",
       "1960   892  https://publitheque.meteo.fr/okapi/_composants...  \n",
       "1961    72  https://publitheque.meteo.fr/okapi/_composants...  \n",
       "1962   173  https://publitheque.meteo.fr/okapi/_composants...  \n",
       "1963   279  https://publitheque.meteo.fr/okapi/_composants...  \n",
       "1964     7  https://publitheque.meteo.fr/okapi/_composants...  \n",
       "1965   560  https://publitheque.meteo.fr/okapi/_composants...  \n",
       "1966     2  https://publitheque.meteo.fr/okapi/_composants...  \n",
       "1967   135  https://publitheque.meteo.fr/okapi/_composants...  \n",
       "1968   118  https://publitheque.meteo.fr/okapi/_composants...  \n",
       "1969   967  https://publitheque.meteo.fr/okapi/_composants...  \n",
       "1970   147  https://publitheque.meteo.fr/okapi/_composants...  \n",
       "1971   309  https://publitheque.meteo.fr/okapi/_composants...  \n",
       "1972   796  https://publitheque.meteo.fr/okapi/_composants...  \n",
       "1973   141  https://publitheque.meteo.fr/okapi/_composants...  \n",
       "1974   605  https://publitheque.meteo.fr/okapi/_composants...  \n",
       "1975   107  https://publitheque.meteo.fr/okapi/_composants...  \n",
       "1976   561  https://publitheque.meteo.fr/okapi/_composants...  \n",
       "1977   390  https://publitheque.meteo.fr/okapi/_composants...  \n",
       "1978   294  https://publitheque.meteo.fr/okapi/_composants...  \n",
       "1979   124  https://publitheque.meteo.fr/okapi/_composants...  \n",
       "1980   278  https://publitheque.meteo.fr/okapi/_composants...  \n",
       "1981     3  https://publitheque.meteo.fr/okapi/_composants...  \n",
       "1982   348  https://publitheque.meteo.fr/okapi/_composants...  \n",
       "1983   282  https://publitheque.meteo.fr/okapi/_composants...  \n",
       "1984   271  https://publitheque.meteo.fr/okapi/_composants...  \n",
       "1985   115  https://publitheque.meteo.fr/okapi/_composants...  "
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# interroge les poste d'un département donné\n",
    "departement= '83'\n",
    "\n",
    "df[df['num_poste'].str.startswith(departement)]"
   ]
  }
 ],
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