example/tests_new_sources.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: owslib in /opt/mamba/lib/python3.11/site-packages (0.28.1)\n",
      "Requirement already satisfied: lxml in /opt/mamba/lib/python3.11/site-packages (from owslib) (4.9.3)\n",
      "Requirement already satisfied: python-dateutil>=1.5 in /opt/mamba/lib/python3.11/site-packages (from owslib) (2.8.2)\n",
      "Requirement already satisfied: pytz in /opt/mamba/lib/python3.11/site-packages (from owslib) (2023.3)\n",
      "Requirement already satisfied: pyyaml in /opt/mamba/lib/python3.11/site-packages (from owslib) (6.0.1)\n",
      "Requirement already satisfied: requests>=1.0 in /opt/mamba/lib/python3.11/site-packages (from owslib) (2.31.0)\n",
      "Requirement already satisfied: six>=1.5 in /opt/mamba/lib/python3.11/site-packages (from python-dateutil>=1.5->owslib) (1.16.0)\n",
      "Requirement already satisfied: charset-normalizer<4,>=2 in /opt/mamba/lib/python3.11/site-packages (from requests>=1.0->owslib) (3.2.0)\n",
      "Requirement already satisfied: idna<4,>=2.5 in /opt/mamba/lib/python3.11/site-packages (from requests>=1.0->owslib) (3.4)\n",
      "Requirement already satisfied: urllib3<3,>=1.21.1 in /opt/mamba/lib/python3.11/site-packages (from requests>=1.0->owslib) (1.26.15)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in /opt/mamba/lib/python3.11/site-packages (from requests>=1.0->owslib) (2023.7.22)\n"
     ]
    }
   ],
   "source": [
    "!pip install owslib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['ADMINEXPRESS-COG-CARTO.LATEST:arrondissement', 'ADMINEXPRESS-COG-CARTO.LATEST:arrondissement_municipal', 'ADMINEXPRESS-COG-CARTO.LATEST:canton', 'ADMINEXPRESS-COG-CARTO.LATEST:chflieu_arrondissement_municipal', 'ADMINEXPRESS-COG-CARTO.LATEST:chflieu_commune', 'ADMINEXPRESS-COG-CARTO.LATEST:chflieu_commune_associee_ou_deleguee', 'ADMINEXPRESS-COG-CARTO.LATEST:collectivite_territoriale', 'ADMINEXPRESS-COG-CARTO.LATEST:commune', 'ADMINEXPRESS-COG-CARTO.LATEST:commune_associee_ou_deleguee', 'ADMINEXPRESS-COG-CARTO.LATEST:departement', 'ADMINEXPRESS-COG-CARTO.LATEST:epci', 'ADMINEXPRESS-COG-CARTO.LATEST:region']\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from owslib.wfs import WebFeatureService\n",
    "import geopandas as gpd\n",
    "import requests\n",
    "\n",
    "url = \"https://wxs.ign.fr/geoportail/wfs\"\n",
    "wfs = WebFeatureService(url=url, version='2.0.0')\n",
    "cog_files = [\n",
    "    x for x in wfs.contents\n",
    "    if 'cog' in x.lower()\n",
    "    and 'carto' in x.lower()\n",
    "    and 'latest' in x.lower()\n",
    "    ]\n",
    "print(cog_files)\n",
    "file = cog_files[-1]\n",
    "bbox_world = \"\"\"{\"type\":\"Polygon\", \"coordinates\":[[[-180,-90],[-180,90],[180,90],[180,-90],[-180,-90]]]}\"\"\"\n",
    "r = requests.get(\n",
    "    'https://apicarto.ign.fr/api/wfs-geoportail/search',\n",
    "    params={\"source\":file, \"geom\":bbox_world}\n",
    "    )\n",
    "gdf = gpd.GeoDataFrame.from_features(r.json())\n",
    "gdf.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['BDTOPO-EXTENSION_NOM-USUEL_BDD_WLD_WGS84_20180123:extension_nom_usuel', 'BDTOPO.EXTENSION.NOM_USUEL:extension_nom_usuel', 'BDTOPOMILLESIMEE-LIMITES-ADM-2011_SYMBO_BDD_WLD_WGS84G_20170227:limites_adm', 'BDTOPOMILLESIMEE-LIMITES-ADM-2012_SYMBO_BDD_WLD_WGS84G_20170302:limites_adm', 'BDTOPOMILLESIMEE-LIMITES-ADM-2013_SYMBO_BDD_WLD_WGS84G_20170302:limites_adm', 'BDTOPOMILLESIMEE-LIMITES-ADM-2014_SYMBO_BDD_WLD_WGS84G_20170302:limites_adm', 'BDTOPOMILLESIMEE-LIMITES-ADM-2015_SYMBO_BDD_WLD_WGS84G_20170302:limites_adm', 'BDTOPOMILLESIMEE-LIMITES-ADM-2016_SYMBO_BDD_WLD_WGS84G_20170302:limites_adm', 'BDTOPOMILLESIMEE-RESEAU-ROUTIER-2011_SYMBO_BDD_WLD_WGS84G_20161202:adresse', 'BDTOPOMILLESIMEE-RESEAU-ROUTIER-2011_SYMBO_BDD_WLD_WGS84G_20161202:adresse_numero', 'BDTOPOMILLESIMEE-RESEAU-ROUTIER-2011_SYMBO_BDD_WLD_WGS84G_20161202:routes_carte', 'BDTOPOMILLESIMEE-RESEAU-ROUTIER-2011_SYMBO_BDD_WLD_WGS84G_20161202:routes_carte_m1', 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'BDTOPOMILLESIMEE-RESEAU-ROUTIER-2016_SYMBO_BDD_WLD_WGS84G_20161125:routes_carte', 'BDTOPOMILLESIMEE-RESEAU-ROUTIER-2016_SYMBO_BDD_WLD_WGS84G_20161125:routes_carte_m1', 'BDTOPOMILLESIMEE-RESEAU-ROUTIER-2016_SYMBO_BDD_WLD_WGS84G_20161125:routes_carte_p1', 'BDTOPO_BDD_WLD_WGS84G:aire_triage', 'BDTOPO_BDD_WLD_WGS84G:arrondissement', 'BDTOPO_BDD_WLD_WGS84G:bati_indifferencie', 'BDTOPO_BDD_WLD_WGS84G:bati_industriel', 'BDTOPO_BDD_WLD_WGS84G:bati_remarquable', 'BDTOPO_BDD_WLD_WGS84G:canalisation_eau', 'BDTOPO_BDD_WLD_WGS84G:chef_lieu', 'BDTOPO_BDD_WLD_WGS84G:chemin', 'BDTOPO_BDD_WLD_WGS84G:cimetiere', 'BDTOPO_BDD_WLD_WGS84G:commune', 'BDTOPO_BDD_WLD_WGS84G:conduite', 'BDTOPO_BDD_WLD_WGS84G:construction_legere', 'BDTOPO_BDD_WLD_WGS84G:construction_lineaire', 'BDTOPO_BDD_WLD_WGS84G:construction_ponctuelle', 'BDTOPO_BDD_WLD_WGS84G:construction_surfacique', 'BDTOPO_BDD_WLD_WGS84G:gare', 'BDTOPO_BDD_WLD_WGS84G:hydronyme', 'BDTOPO_BDD_WLD_WGS84G:lieu_dit_habite', 'BDTOPO_BDD_WLD_WGS84G:lieu_dit_non_habite', 'BDTOPO_BDD_WLD_WGS84G:ligne_electrique', 'BDTOPO_BDD_WLD_WGS84G:ligne_orographique', 'BDTOPO_BDD_WLD_WGS84G:oronyme', 'BDTOPO_BDD_WLD_WGS84G:pai_administratif_militaire', 'BDTOPO_BDD_WLD_WGS84G:pai_culture_loisirs', 'BDTOPO_BDD_WLD_WGS84G:pai_espace_naturel', 'BDTOPO_BDD_WLD_WGS84G:pai_gestion_eaux', 'BDTOPO_BDD_WLD_WGS84G:pai_hydrographie', 'BDTOPO_BDD_WLD_WGS84G:pai_industriel_commercial', 'BDTOPO_BDD_WLD_WGS84G:pai_orographie', 'BDTOPO_BDD_WLD_WGS84G:pai_religieux', 'BDTOPO_BDD_WLD_WGS84G:pai_sante', 'BDTOPO_BDD_WLD_WGS84G:pai_science_enseignement', 'BDTOPO_BDD_WLD_WGS84G:pai_sport', 'BDTOPO_BDD_WLD_WGS84G:pai_transport', 'BDTOPO_BDD_WLD_WGS84G:pai_zone_habitation', 'BDTOPO_BDD_WLD_WGS84G:piste_aerodrome', 'BDTOPO_BDD_WLD_WGS84G:point_eau', 'BDTOPO_BDD_WLD_WGS84G:poste_transformation', 'BDTOPO_BDD_WLD_WGS84G:pylone', 'BDTOPO_BDD_WLD_WGS84G:reservoir', 'BDTOPO_BDD_WLD_WGS84G:reservoir_eau', 'BDTOPO_BDD_WLD_WGS84G:route', 'BDTOPO_BDD_WLD_WGS84G:route_nommee', 'BDTOPO_BDD_WLD_WGS84G:route_primaire', 'BDTOPO_BDD_WLD_WGS84G:route_secondaire', 'BDTOPO_BDD_WLD_WGS84G:surface_activite', 'BDTOPO_BDD_WLD_WGS84G:surface_eau', 'BDTOPO_BDD_WLD_WGS84G:surface_route', 'BDTOPO_BDD_WLD_WGS84G:terrain_sport', 'BDTOPO_BDD_WLD_WGS84G:toponyme_communication', 'BDTOPO_BDD_WLD_WGS84G:toponyme_divers', 'BDTOPO_BDD_WLD_WGS84G:toponyme_ferre', 'BDTOPO_BDD_WLD_WGS84G:transport_cable', 'BDTOPO_BDD_WLD_WGS84G:troncon_cours_eau', 'BDTOPO_BDD_WLD_WGS84G:troncon_laisse', 'BDTOPO_BDD_WLD_WGS84G:troncon_voie_ferree', 'BDTOPO_BDD_WLD_WGS84G:zone_vegetation', 'BDTOPO_BDD_WLD_WGS84G_20190207:aire_triage', 'BDTOPO_BDD_WLD_WGS84G_20190207:arrondissement', 'BDTOPO_BDD_WLD_WGS84G_20190207:bati_indifferencie', 'BDTOPO_BDD_WLD_WGS84G_20190207:bati_industriel', 'BDTOPO_BDD_WLD_WGS84G_20190207:bati_remarquable', 'BDTOPO_BDD_WLD_WGS84G_20190207:canalisation_eau', 'BDTOPO_BDD_WLD_WGS84G_20190207:chef_lieu', 'BDTOPO_BDD_WLD_WGS84G_20190207:chemin', 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'BDTOPO_BDD_WLD_WGS84G_20190207:pai_industriel_commercial', 'BDTOPO_BDD_WLD_WGS84G_20190207:pai_orographie', 'BDTOPO_BDD_WLD_WGS84G_20190207:pai_religieux', 'BDTOPO_BDD_WLD_WGS84G_20190207:pai_sante', 'BDTOPO_BDD_WLD_WGS84G_20190207:pai_science_enseignement', 'BDTOPO_BDD_WLD_WGS84G_20190207:pai_sport', 'BDTOPO_BDD_WLD_WGS84G_20190207:pai_transport', 'BDTOPO_BDD_WLD_WGS84G_20190207:pai_zone_habitation', 'BDTOPO_BDD_WLD_WGS84G_20190207:piste_aerodrome', 'BDTOPO_BDD_WLD_WGS84G_20190207:point_eau', 'BDTOPO_BDD_WLD_WGS84G_20190207:poste_transformation', 'BDTOPO_BDD_WLD_WGS84G_20190207:pylone', 'BDTOPO_BDD_WLD_WGS84G_20190207:reservoir', 'BDTOPO_BDD_WLD_WGS84G_20190207:reservoir_eau', 'BDTOPO_BDD_WLD_WGS84G_20190207:route', 'BDTOPO_BDD_WLD_WGS84G_20190207:route_nommee', 'BDTOPO_BDD_WLD_WGS84G_20190207:route_primaire', 'BDTOPO_BDD_WLD_WGS84G_20190207:route_secondaire', 'BDTOPO_BDD_WLD_WGS84G_20190207:surface_activite', 'BDTOPO_BDD_WLD_WGS84G_20190207:surface_eau', 'BDTOPO_BDD_WLD_WGS84G_20190207:surface_route', 'BDTOPO_BDD_WLD_WGS84G_20190207:terrain_sport', 'BDTOPO_BDD_WLD_WGS84G_20190207:toponyme_communication', 'BDTOPO_BDD_WLD_WGS84G_20190207:toponyme_divers', 'BDTOPO_BDD_WLD_WGS84G_20190207:toponyme_ferre', 'BDTOPO_BDD_WLD_WGS84G_20190207:transport_cable', 'BDTOPO_BDD_WLD_WGS84G_20190207:troncon_cours_eau', 'BDTOPO_BDD_WLD_WGS84G_20190207:troncon_laisse', 'BDTOPO_BDD_WLD_WGS84G_20190207:troncon_voie_ferree', 'BDTOPO_BDD_WLD_WGS84G_20190207:zone_vegetation', 'BDTOPO_V3:aerodrome', 'BDTOPO_V3:arrondissement', 'BDTOPO_V3:arrondissement_municipal', 'BDTOPO_V3:bassin_versant_topographique', 'BDTOPO_V3:batiment', 'BDTOPO_V3:canalisation', 'BDTOPO_V3:cimetiere', 'BDTOPO_V3:collectivite_territoriale', 'BDTOPO_V3:commune', 'BDTOPO_V3:condominium', 'BDTOPO_V3:construction_lineaire', 'BDTOPO_V3:construction_ponctuelle', 'BDTOPO_V3:construction_surfacique', 'BDTOPO_V3:cours_d_eau', 'BDTOPO_V3:departement', 'BDTOPO_V3:detail_hydrographique', 'BDTOPO_V3:detail_orographique', 'BDTOPO_V3:epci', 'BDTOPO_V3:equipement_de_transport', 'BDTOPO_V3:erp', 'BDTOPO_V3:foret_publique', 'BDTOPO_V3:haie', 'BDTOPO_V3:itineraire_autre', 'BDTOPO_V3:lieu_dit_non_habite', 'BDTOPO_V3:ligne_electrique', 'BDTOPO_V3:ligne_orographique', 'BDTOPO_V3:limite_terre_mer', 'BDTOPO_V3:noeud_hydrographique', 'BDTOPO_V3:non_communication', 'BDTOPO_V3:parc_ou_reserve', 'BDTOPO_V3:piste_d_aerodrome', 'BDTOPO_V3:plan_d_eau', 'BDTOPO_V3:point_de_repere', 'BDTOPO_V3:point_du_reseau', 'BDTOPO_V3:poste_de_transformation', 'BDTOPO_V3:pylone', 'BDTOPO_V3:region', 'BDTOPO_V3:reservoir', 'BDTOPO_V3:route_numerotee_ou_nommee', 'BDTOPO_V3:section_de_points_de_repere', 'BDTOPO_V3:surface_hydrographique', 'BDTOPO_V3:terrain_de_sport', 'BDTOPO_V3:toponymie_bati', 'BDTOPO_V3:toponymie_hydrographie', 'BDTOPO_V3:toponymie_lieux_nommes', 'BDTOPO_V3:toponymie_services_et_activites', 'BDTOPO_V3:toponymie_transport', 'BDTOPO_V3:toponymie_zones_reglementees', 'BDTOPO_V3:transport_par_cable', 'BDTOPO_V3:troncon_de_route', 'BDTOPO_V3:troncon_de_voie_ferree', 'BDTOPO_V3:troncon_hydrographique', 'BDTOPO_V3:voie_ferree_nommee', 'BDTOPO_V3:voie_nommee', 'BDTOPO_V3:zone_d_activite_ou_d_interet', 'BDTOPO_V3:zone_d_estran', 'BDTOPO_V3:zone_d_habitation', 'BDTOPO_V3:zone_de_vegetation', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:aerodrome', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:arrondissement', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:arrondissement_municipal', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:bassin_versant_topographique', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:batiment', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:canalisation', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:cimetiere', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:collectivite_territoriale', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:commune', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:condominium', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:construction_lineaire', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:construction_ponctuelle', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:construction_surfacique', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:cours_d_eau', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:departement', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:detail_hydrographique', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:detail_orographique', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:epci', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:equipement_de_transport', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:erp', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:foret_publique', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:haie', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:itineraire_autre', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:lieu_dit_non_habite', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:ligne_electrique', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:ligne_orographique', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:limite_terre_mer', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:noeud_hydrographique', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:non_communication', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:parc_ou_reserve', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:piste_d_aerodrome', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:plan_d_eau', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:point_de_repere', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:point_du_reseau', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:poste_de_transformation', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:pylone', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:region', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:reservoir', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:route_numerotee_ou_nommee', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:section_de_points_de_repere', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:surface_hydrographique', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:terrain_de_sport', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:toponymie_bati', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:toponymie_hydrographie', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:toponymie_lieux_nommes', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:toponymie_services_et_activites', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:toponymie_transport', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:toponymie_zones_reglementees', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:transport_par_cable', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:troncon_de_route', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:troncon_de_voie_ferree', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:troncon_hydrographique', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:voie_ferree_nommee', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:voie_nommee', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:zone_d_activite_ou_d_interet', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:zone_d_estran', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:zone_d_habitation', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:zone_de_vegetation', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:aerodrome', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:arrondissement', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:arrondissement_municipal', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:bassin_versant_topographique', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:batiment', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:canalisation', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:cimetiere', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:collectivite_territoriale', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:commune', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:construction_lineaire', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:construction_ponctuelle', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:construction_surfacique', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:cours_d_eau', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:departement', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:detail_hydrographique', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:detail_orographique', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:epci', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:equipement_de_transport', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:erp', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:foret_publique', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:haie', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:lieu_dit_non_habite', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:ligne_electrique', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:ligne_orographique', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:limite_terre_mer', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:noeud_hydrographique', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:non_communication', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:parc_ou_reserve', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:piste_d_aerodrome', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:plan_d_eau', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:point_de_repere', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:point_du_reseau', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:poste_de_transformation', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:pylone', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:region', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:reservoir', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:route_numerotee_ou_nommee', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:surface_hydrographique', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:terrain_de_sport', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:toponymie_bati', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:toponymie_hydrographie', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:toponymie_lieux_nommes', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:toponymie_services_et_activites', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:toponymie_transport', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:toponymie_zones_reglementees', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:transport_par_cable', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:troncon_de_route', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:troncon_de_voie_ferree', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:troncon_hydrographique', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:voie_ferree_nommee', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:zone_d_activite_ou_d_interet', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:zone_d_estran', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:zone_d_habitation', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:zone_de_vegetation', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:aerodrome', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:arrondissement', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:arrondissement_municipal', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:bassin_versant_topographique', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:batiment', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:canalisation', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:cimetiere', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:collectivite_territoriale', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:commune', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:condominium', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:construction_lineaire', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:construction_ponctuelle', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:construction_surfacique', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:cours_d_eau', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:departement', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:detail_hydrographique', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:detail_orographique', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:epci', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:equipement_de_transport', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:erp', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:foret_publique', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:haie', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:itineraire_autre', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:lieu_dit_non_habite', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:ligne_electrique', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:ligne_orographique', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:limite_terre_mer', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:noeud_hydrographique', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:non_communication', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:parc_ou_reserve', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:piste_d_aerodrome', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:plan_d_eau', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:point_de_repere', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:point_du_reseau', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:poste_de_transformation', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:pylone', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:region', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:reservoir', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:route_numerotee_ou_nommee', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:section_de_points_de_repere', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:surface_hydrographique', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:terrain_de_sport', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:toponymie_bati', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:toponymie_hydrographie', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:toponymie_lieux_nommes', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:toponymie_services_et_activites', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:toponymie_transport', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:toponymie_zones_reglementees', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:transport_par_cable', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:troncon_de_route', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:troncon_de_voie_ferree', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:troncon_hydrographique', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:voie_ferree_nommee', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:voie_nommee', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:zone_d_activite_ou_d_interet', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:zone_d_estran', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:zone_d_habitation', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:zone_de_vegetation']\n"
     ]
    }
   ],
   "source": [
    "cog_files = [\n",
    "    x for x in wfs.contents\n",
    "    if 'bdtopo' in x.lower()\n",
    "    ]\n",
    "print(cog_files)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['BDTOPO.EXTENSION.NOM_USUEL:extension_nom_usuel', 'BDTOPO_V3:aerodrome', 'BDTOPO_V3:arrondissement', 'BDTOPO_V3:arrondissement_municipal', 'BDTOPO_V3:bassin_versant_topographique', 'BDTOPO_V3:batiment', 'BDTOPO_V3:canalisation', 'BDTOPO_V3:cimetiere', 'BDTOPO_V3:collectivite_territoriale', 'BDTOPO_V3:commune', 'BDTOPO_V3:condominium', 'BDTOPO_V3:construction_lineaire', 'BDTOPO_V3:construction_ponctuelle', 'BDTOPO_V3:construction_surfacique', 'BDTOPO_V3:cours_d_eau', 'BDTOPO_V3:departement', 'BDTOPO_V3:detail_hydrographique', 'BDTOPO_V3:detail_orographique', 'BDTOPO_V3:epci', 'BDTOPO_V3:equipement_de_transport', 'BDTOPO_V3:erp', 'BDTOPO_V3:foret_publique', 'BDTOPO_V3:haie', 'BDTOPO_V3:itineraire_autre', 'BDTOPO_V3:lieu_dit_non_habite', 'BDTOPO_V3:ligne_electrique', 'BDTOPO_V3:ligne_orographique', 'BDTOPO_V3:limite_terre_mer', 'BDTOPO_V3:noeud_hydrographique', 'BDTOPO_V3:non_communication', 'BDTOPO_V3:parc_ou_reserve', 'BDTOPO_V3:piste_d_aerodrome', 'BDTOPO_V3:plan_d_eau', 'BDTOPO_V3:point_de_repere', 'BDTOPO_V3:point_du_reseau', 'BDTOPO_V3:poste_de_transformation', 'BDTOPO_V3:pylone', 'BDTOPO_V3:region', 'BDTOPO_V3:reservoir', 'BDTOPO_V3:route_numerotee_ou_nommee', 'BDTOPO_V3:section_de_points_de_repere', 'BDTOPO_V3:surface_hydrographique', 'BDTOPO_V3:terrain_de_sport', 'BDTOPO_V3:toponymie_bati', 'BDTOPO_V3:toponymie_hydrographie', 'BDTOPO_V3:toponymie_lieux_nommes', 'BDTOPO_V3:toponymie_services_et_activites', 'BDTOPO_V3:toponymie_transport', 'BDTOPO_V3:toponymie_zones_reglementees', 'BDTOPO_V3:transport_par_cable', 'BDTOPO_V3:troncon_de_route', 'BDTOPO_V3:troncon_de_voie_ferree', 'BDTOPO_V3:troncon_hydrographique', 'BDTOPO_V3:voie_ferree_nommee', 'BDTOPO_V3:voie_nommee', 'BDTOPO_V3:zone_d_activite_ou_d_interet', 'BDTOPO_V3:zone_d_estran', 'BDTOPO_V3:zone_d_habitation', 'BDTOPO_V3:zone_de_vegetation']\n"
     ]
    }
   ],
   "source": [
    "cog_files = [\n",
    "    x for x in wfs.contents\n",
    "    if 'bdtopo' in x.lower()\n",
    "    if 'bdd' not in x.lower()\n",
    "    ]\n",
    "print(cog_files)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:aerodrome', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:arrondissement', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:arrondissement_municipal', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:bassin_versant_topographique', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:batiment', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:canalisation', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:cimetiere', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:collectivite_territoriale', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:commune', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:condominium', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:construction_lineaire', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:construction_ponctuelle', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:construction_surfacique', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:cours_d_eau', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:departement', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:detail_hydrographique', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:detail_orographique', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:epci', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:equipement_de_transport', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:erp', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:foret_publique', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:haie', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:itineraire_autre', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:lieu_dit_non_habite', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:ligne_electrique', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:ligne_orographique', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:limite_terre_mer', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:noeud_hydrographique', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:non_communication', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:parc_ou_reserve', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:piste_d_aerodrome', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:plan_d_eau', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:point_de_repere', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:point_du_reseau', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:poste_de_transformation', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:pylone', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:region', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:reservoir', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:route_numerotee_ou_nommee', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:section_de_points_de_repere', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:surface_hydrographique', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:terrain_de_sport', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:toponymie_bati', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:toponymie_hydrographie', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:toponymie_lieux_nommes', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:toponymie_services_et_activites', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:toponymie_transport', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:toponymie_zones_reglementees', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:transport_par_cable', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:troncon_de_route', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:troncon_de_voie_ferree', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:troncon_hydrographique', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:voie_ferree_nommee', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:voie_nommee', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:zone_d_activite_ou_d_interet', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:zone_d_estran', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:zone_d_habitation', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_22.4:zone_de_vegetation', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:aerodrome', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:arrondissement', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:arrondissement_municipal', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:bassin_versant_topographique', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:batiment', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:canalisation', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:cimetiere', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:collectivite_territoriale', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:commune', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:construction_lineaire', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:construction_ponctuelle', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:construction_surfacique', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:cours_d_eau', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:departement', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:detail_hydrographique', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:detail_orographique', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:epci', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:equipement_de_transport', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:erp', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:foret_publique', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:haie', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:lieu_dit_non_habite', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:ligne_electrique', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:ligne_orographique', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:limite_terre_mer', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:noeud_hydrographique', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:non_communication', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:parc_ou_reserve', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:piste_d_aerodrome', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:plan_d_eau', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:point_de_repere', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:point_du_reseau', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:poste_de_transformation', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:pylone', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:region', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:reservoir', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:route_numerotee_ou_nommee', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:surface_hydrographique', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:terrain_de_sport', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:toponymie_bati', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:toponymie_hydrographie', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:toponymie_lieux_nommes', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:toponymie_services_et_activites', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:toponymie_transport', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:toponymie_zones_reglementees', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:transport_par_cable', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:troncon_de_route', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:troncon_de_voie_ferree', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:troncon_hydrographique', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:voie_ferree_nommee', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:zone_d_activite_ou_d_interet', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:zone_d_estran', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:zone_d_habitation', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_224:zone_de_vegetation', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:aerodrome', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:arrondissement', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:arrondissement_municipal', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:bassin_versant_topographique', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:batiment', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:canalisation', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:cimetiere', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:collectivite_territoriale', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:commune', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:condominium', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:construction_lineaire', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:construction_ponctuelle', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:construction_surfacique', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:cours_d_eau', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:departement', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:detail_hydrographique', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:detail_orographique', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:epci', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:equipement_de_transport', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:erp', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:foret_publique', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:haie', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:itineraire_autre', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:lieu_dit_non_habite', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:ligne_electrique', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:ligne_orographique', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:limite_terre_mer', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:noeud_hydrographique', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:non_communication', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:parc_ou_reserve', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:piste_d_aerodrome', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:plan_d_eau', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:point_de_repere', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:point_du_reseau', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:poste_de_transformation', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:pylone', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:region', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:reservoir', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:route_numerotee_ou_nommee', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:section_de_points_de_repere', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:surface_hydrographique', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:terrain_de_sport', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:toponymie_bati', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:toponymie_hydrographie', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:toponymie_lieux_nommes', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:toponymie_services_et_activites', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:toponymie_transport', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:toponymie_zones_reglementees', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:transport_par_cable', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:troncon_de_route', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:troncon_de_voie_ferree', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:troncon_hydrographique', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:voie_ferree_nommee', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:voie_nommee', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:zone_d_activite_ou_d_interet', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:zone_d_estran', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:zone_d_habitation', 'BDTOPO_V3_BDD_WLD_WGS84G_LATEST_23.2:zone_de_vegetation']\n"
     ]
    }
   ],
   "source": [
    "cog_files = [\n",
    "    x for x in wfs.contents\n",
    "    if 'bdtopo' in x.lower()\n",
    "    and 'latest' in x.lower()\n",
    "    ]\n",
    "print(cog_files)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "from cartiflette import download\n",
    "from importlib import reload\n",
    "download = reload(download)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "projet-cartiflette/diffusion/shapefiles-test1/md5.json\n",
      "md5 not found\n",
      "projet-cartiflette/diffusion/shapefiles-test1/md5.json  \n",
      "md5 not found\n",
      "                                                        \r"
     ]
    }
   ],
   "source": [
    "config = download.download_sources(\n",
    "    providers = [\"IGN\"],\n",
    "    dataset_family = [\"ADMINEXPRESS\"],\n",
    "    sources = [\"EXPRESS-COG-TERRITOIRE\"],\n",
    "    territories = [\"guadeloupe\", \"martinique\"],\n",
    "    years = [2019]\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'IGN': {'ADMINEXPRESS': {'EXPRESS-COG-TERRITOIRE': {'guadeloupe': {2019: {'downloaded': True,\n",
       "      'hash': '2fe18fa95dfa245e9890e7dc9cc78f3e',\n",
       "      'path': ('/tmp/tmpo7_ktdai/ADMIN-EXPRESS-COG_2-0__SHP__FRA_2019-09-24/ADMIN-EXPRESS-COG/1_DONNEES_LIVRAISON_2019-09-24/ADE-COG_2-0_SHP_RGAF09UTM20_D972',\n",
       "       '/tmp/tmpo7_ktdai/ADMIN-EXPRESS-COG_2-0__SHP__FRA_2019-09-24/ADMIN-EXPRESS-COG/1_DONNEES_LIVRAISON_2019-09-24/ADE-COG_2-0_SHP_RGAF09UTM20_D971')}},\n",
       "    'martinique': {2019: {'downloaded': True,\n",
       "      'hash': '2fe18fa95dfa245e9890e7dc9cc78f3e',\n",
       "      'path': ('/tmp/tmpc5o7ajpm/ADMIN-EXPRESS-COG_2-0__SHP__FRA_2019-09-24/ADMIN-EXPRESS-COG/1_DONNEES_LIVRAISON_2019-09-24/ADE-COG_2-0_SHP_RGAF09UTM20_D971',\n",
       "       '/tmp/tmpc5o7ajpm/ADMIN-EXPRESS-COG_2-0__SHP__FRA_2019-09-24/ADMIN-EXPRESS-COG/1_DONNEES_LIVRAISON_2019-09-24/ADE-COG_2-0_SHP_RGAF09UTM20_D972')}}}}}}"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "config"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'EXPRESS-COG-TERRITOIRE': {'guadeloupe': {2019: {'downloaded': True,\n",
       "    'hash': '2fe18fa95dfa245e9890e7dc9cc78f3e',\n",
       "    'path': ('/tmp/tmpo7_ktdai/ADMIN-EXPRESS-COG_2-0__SHP__FRA_2019-09-24/ADMIN-EXPRESS-COG/1_DONNEES_LIVRAISON_2019-09-24/ADE-COG_2-0_SHP_RGAF09UTM20_D972',\n",
       "     '/tmp/tmpo7_ktdai/ADMIN-EXPRESS-COG_2-0__SHP__FRA_2019-09-24/ADMIN-EXPRESS-COG/1_DONNEES_LIVRAISON_2019-09-24/ADE-COG_2-0_SHP_RGAF09UTM20_D971')}},\n",
       "  'martinique': {2019: {'downloaded': True,\n",
       "    'hash': '2fe18fa95dfa245e9890e7dc9cc78f3e',\n",
       "    'path': ('/tmp/tmpc5o7ajpm/ADMIN-EXPRESS-COG_2-0__SHP__FRA_2019-09-24/ADMIN-EXPRESS-COG/1_DONNEES_LIVRAISON_2019-09-24/ADE-COG_2-0_SHP_RGAF09UTM20_D971',\n",
       "     '/tmp/tmpc5o7ajpm/ADMIN-EXPRESS-COG_2-0__SHP__FRA_2019-09-24/ADMIN-EXPRESS-COG/1_DONNEES_LIVRAISON_2019-09-24/ADE-COG_2-0_SHP_RGAF09UTM20_D972')}}}}"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "config['IGN']['ADMINEXPRESS']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "projet-cartiflette/diffusion/shapefiles-test1/md5.json\n",
      "md5 not found\n"
     ]
    },
    {
     "ename": "KeyError",
     "evalue": "'WGS84G_FRA'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "File \u001b[0;32m/opt/mamba/lib/python3.11/site-packages/cartiflette/download/download.py:196\u001b[0m, in \u001b[0;36mDataset.get_path_from_provider\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    195\u001b[0m \u001b[39mtry\u001b[39;00m:\n\u001b[0;32m--> 196\u001b[0m     url \u001b[39m=\u001b[39m sources[year][\u001b[39m\"\u001b[39;49m\u001b[39mfile\u001b[39;49m\u001b[39m\"\u001b[39;49m]\n\u001b[1;32m    198\u001b[0m \u001b[39mexcept\u001b[39;00m \u001b[39mKeyError\u001b[39;00m:\n",
      "\u001b[0;31mKeyError\u001b[0m: 'file'",
      "\nDuring handling of the above exception, another exception occurred:\n",
      "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "Cell \u001b[0;32mIn[14], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m config_bdtopo \u001b[39m=\u001b[39m download\u001b[39m.\u001b[39;49mdownload_sources(\n\u001b[1;32m      2\u001b[0m     providers \u001b[39m=\u001b[39;49m [\u001b[39m\"\u001b[39;49m\u001b[39mIGN\u001b[39;49m\u001b[39m\"\u001b[39;49m],\n\u001b[1;32m      3\u001b[0m     dataset_family \u001b[39m=\u001b[39;49m [\u001b[39m\"\u001b[39;49m\u001b[39mBDTOPO\u001b[39;49m\u001b[39m\"\u001b[39;49m],\n\u001b[1;32m      4\u001b[0m     sources \u001b[39m=\u001b[39;49m [\u001b[39m\"\u001b[39;49m\u001b[39mBDTOPO_shapefiles\u001b[39;49m\u001b[39m\"\u001b[39;49m],\n\u001b[1;32m      5\u001b[0m     territories \u001b[39m=\u001b[39;49m [\u001b[39m\"\u001b[39;49m\u001b[39mWGS84G_FRA\u001b[39;49m\u001b[39m\"\u001b[39;49m],\n\u001b[1;32m      6\u001b[0m     years \u001b[39m=\u001b[39;49m [\u001b[39m2017\u001b[39;49m]\n\u001b[1;32m      7\u001b[0m )\n",
      "File \u001b[0;32m/opt/mamba/lib/python3.11/site-packages/cartiflette/download/download.py:813\u001b[0m, in \u001b[0;36mdownload_sources\u001b[0;34m(providers, dataset_family, sources, territories, years)\u001b[0m\n\u001b[1;32m    807\u001b[0m \u001b[39m# TODO : certains fichiers sont téléchargés plusieurs fois, par ex.\u001b[39;00m\n\u001b[1;32m    808\u001b[0m \u001b[39m# les EXPRESS-COG-TERRITOIRE d'avant 2020... -> à optimiser au cas\u001b[39;00m\n\u001b[1;32m    809\u001b[0m \u001b[39m# où ça se produirait avec des jeux de données plus récents ?\u001b[39;00m\n\u001b[1;32m    810\u001b[0m \n\u001b[1;32m    811\u001b[0m \u001b[39m# TODO : gérer les extensions dans le yaml ?\u001b[39;00m\n\u001b[1;32m    812\u001b[0m \u001b[39mtry\u001b[39;00m:\n\u001b[0;32m--> 813\u001b[0m     result \u001b[39m=\u001b[39m s\u001b[39m.\u001b[39;49mdownload_unzip(\n\u001b[1;32m    814\u001b[0m         datafile,\n\u001b[1;32m    815\u001b[0m         preserve\u001b[39m=\u001b[39;49m\u001b[39m\"\u001b[39;49m\u001b[39mshape\u001b[39;49m\u001b[39m\"\u001b[39;49m,\n\u001b[1;32m    816\u001b[0m         pattern\u001b[39m=\u001b[39;49mBASE_CACHE_PATTERN,\n\u001b[1;32m    817\u001b[0m         ext\u001b[39m=\u001b[39;49m\u001b[39m\"\u001b[39;49m\u001b[39m.shp\u001b[39;49m\u001b[39m\"\u001b[39;49m,\n\u001b[1;32m    818\u001b[0m     )\n\u001b[1;32m    819\u001b[0m \u001b[39mexcept\u001b[39;00m \u001b[39mValueError\u001b[39;00m:\n\u001b[1;32m    820\u001b[0m     logger\u001b[39m.\u001b[39mwarning(\u001b[39mf\u001b[39m\u001b[39m\"\u001b[39m\u001b[39m{\u001b[39;00mdatafile\u001b[39m}\u001b[39;00m\u001b[39m failed\u001b[39m\u001b[39m\"\u001b[39m)\n",
      "File \u001b[0;32m/opt/mamba/lib/python3.11/site-packages/cartiflette/download/download.py:689\u001b[0m, in \u001b[0;36mMasterScraper.download_unzip\u001b[0;34m(self, datafile, preserve, pattern, ext, **kwargs)\u001b[0m\n\u001b[1;32m    686\u001b[0m     \u001b[39mraise\u001b[39;00m \u001b[39mValueError\u001b[39;00m(msg)\n\u001b[1;32m    688\u001b[0m \u001b[39mhash\u001b[39m \u001b[39m=\u001b[39m datafile\u001b[39m.\u001b[39mmd5\n\u001b[0;32m--> 689\u001b[0m url \u001b[39m=\u001b[39m datafile\u001b[39m.\u001b[39;49mget_path_from_provider()\n\u001b[1;32m    691\u001b[0m \u001b[39mif\u001b[39;00m url\u001b[39m.\u001b[39mstartswith((\u001b[39m\"\u001b[39m\u001b[39mhttp\u001b[39m\u001b[39m\"\u001b[39m, \u001b[39m\"\u001b[39m\u001b[39mhttps\u001b[39m\u001b[39m\"\u001b[39m)):\n\u001b[1;32m    692\u001b[0m     func \u001b[39m=\u001b[39m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mdownload_to_tempfile_http\n",
      "File \u001b[0;32m/opt/mamba/lib/python3.11/site-packages/cartiflette/download/download.py:199\u001b[0m, in \u001b[0;36mDataset.get_path_from_provider\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    196\u001b[0m     url \u001b[39m=\u001b[39m sources[year][\u001b[39m\"\u001b[39m\u001b[39mfile\u001b[39m\u001b[39m\"\u001b[39m]\n\u001b[1;32m    198\u001b[0m \u001b[39mexcept\u001b[39;00m \u001b[39mKeyError\u001b[39;00m:\n\u001b[0;32m--> 199\u001b[0m     field \u001b[39m=\u001b[39m sources[\u001b[39m\"\u001b[39;49m\u001b[39mfield\u001b[39;49m\u001b[39m\"\u001b[39;49m][\u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mterritory]\n\u001b[1;32m    200\u001b[0m     structure \u001b[39m=\u001b[39m sources[year][\u001b[39m\"\u001b[39m\u001b[39mstructure\u001b[39m\u001b[39m\"\u001b[39m]\n\u001b[1;32m    202\u001b[0m     kwargs \u001b[39m=\u001b[39m sources[year]\u001b[39m.\u001b[39mcopy()\n",
      "\u001b[0;31mKeyError\u001b[0m: 'WGS84G_FRA'"
     ]
    }
   ],
   "source": [
    "config_bdtopo = download.download_sources(\n",
    "    providers = [\"IGN\"],\n",
    "    dataset_family = [\"BDTOPO\"],\n",
    "    sources = [\"BDTOPO_shapefiles\"],\n",
    "    territories = [\"WGS84G_FRA\"],\n",
    "    years = [2017]\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{}"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "config_bdtopo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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