9_The_chase.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# \"Let's cut to the chase\"\n",
    "## Voici un petit exercice de collecte, exploration, analyse de données."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "On utilisera le jeu de données \"Stations Vélo'v de la Métropole de Lyon - disponibilité temps réel\"\n",
    "\n",
    "https://data.grandlyon.com/jeux-de-donnees/stations-velo-v-metropole-lyon-disponibilite-temps-reel/donnees"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Collecte"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "L'URL suivante permet d'effectuer une requête WFS, restituant un document de type GeoJSON dans le système de projection EPSG:2154, http://epsg.io/2154"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "url = \"https://download.data.grandlyon.com/wfs/rdata?SERVICE=WFS&VERSION=2.0.0&request=GetFeature&typename=jcd_jcdecaux.jcdvelov&outputFormat=application/json;%20subtype=geojson&SRSNAME=EPSG:2154&count=500&startIndex=1\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests\n",
    "\n",
    "proxies = {\n",
    "    'http': 'http://proxyhttp1pro:8080',\n",
    "    'https': 'http://proxyhttp1pro:8080'\n",
    "}\n",
    "\n",
    "s = requests.Session()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "s.proxies = proxies\n",
    "s.proxies = None"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "response = s.get(url)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['__attrs__',\n",
       " '__bool__',\n",
       " '__class__',\n",
       " '__delattr__',\n",
       " '__dict__',\n",
       " '__dir__',\n",
       " '__doc__',\n",
       " '__enter__',\n",
       " '__eq__',\n",
       " '__exit__',\n",
       " '__format__',\n",
       " '__ge__',\n",
       " '__getattribute__',\n",
       " '__getstate__',\n",
       " '__gt__',\n",
       " '__hash__',\n",
       " '__init__',\n",
       " '__init_subclass__',\n",
       " '__iter__',\n",
       " '__le__',\n",
       " '__lt__',\n",
       " '__module__',\n",
       " '__ne__',\n",
       " '__new__',\n",
       " '__nonzero__',\n",
       " '__reduce__',\n",
       " '__reduce_ex__',\n",
       " '__repr__',\n",
       " '__setattr__',\n",
       " '__setstate__',\n",
       " '__sizeof__',\n",
       " '__str__',\n",
       " '__subclasshook__',\n",
       " '__weakref__',\n",
       " '_content',\n",
       " '_content_consumed',\n",
       " '_next',\n",
       " 'apparent_encoding',\n",
       " 'close',\n",
       " 'connection',\n",
       " 'content',\n",
       " 'cookies',\n",
       " 'elapsed',\n",
       " 'encoding',\n",
       " 'headers',\n",
       " 'history',\n",
       " 'is_permanent_redirect',\n",
       " 'is_redirect',\n",
       " 'iter_content',\n",
       " 'iter_lines',\n",
       " 'json',\n",
       " 'links',\n",
       " 'next',\n",
       " 'ok',\n",
       " 'raise_for_status',\n",
       " 'raw',\n",
       " 'reason',\n",
       " 'request',\n",
       " 'status_code',\n",
       " 'text',\n",
       " 'url']"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dir(response)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "200"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "response.status_code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [],
   "source": [
    "assert response.status_code == 200"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Date': 'Mon, 09 Mar 2020 22:31:13 GMT', 'Server': 'Apache', 'Access-Control-Allow-Credentials': 'true', 'Access-Control-Allow-Origin': '*', 'Access-Control-Allow-Headers': 'Origin, X-Requested-With, Content-Type, Accept, Authorization', 'Access-Control-Allow-Methods': 'GET,POST,OPTIONS,DELETE,PUT', 'Content-Type': 'application/json; subtype=geojson', 'Vary': 'Accept-Encoding', 'Content-Encoding': 'gzip', 'Connection': 'close', 'Transfer-Encoding': 'chunked'}"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "response.headers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'{\\n\"type\": \"FeatureCollection\",\\n\"name\": \"jcd_jcdecaux.jcdvelov\",\\n\"crs\": { \"type\": \"name\", \"properties\": { \"name\": \"urn:ogc:def:crs:EPSG::2154\" } },\\n\"features\": [\\n{ \"type\": \"Feature\", \"properties\": { \"number\": \"4008\", \"name\": \"Clos Savaron\", \"address\": \"10 Rue Clos Savaron\", \"address2\": \"Face au n°19\", \"commune\": \"Lyon 4 ème\", \"nmarrond\": \"\", \"bonus\": \"\", \"pole\": \"deleuvre\", \"lat\": \"45.7826362574796000\", \"lng\": \"4.8255591851847730\", \"bike_stands\": \"20\", \"status\": \"OPEN\", \"available_bike_stands\": \"15\", \"available_bikes\": \"5\", \"availabilitycode\": \"1\", \"availability\": \"Vert\", \"banking\": \"false\", \"gid\": \"1211\", \"last_update\": \"2020-03-09 23:22:49\", \"last_update_fme\": \"2020-03-09 23:31:00\", \"code_insee\": \"69384\", \"langue\": \"\", \"etat\": \"\", \"nature\": \"\", \"titre\": \"\", \"description\": \"\", \"startdate\": \"\", \"enddate\": \"\" }, \"geometry\": { \"type\": \"Point\", \"coordinates\": [ 841830.834847709396854, 6521975.112768361344934 ] } },\\n{ \"type\": \"Feature\", \"properties\": { \"number\": \"7031\", \"name\": \"Jaurès \\\\/ Gerland\", \"address\": \"45, Rue de Gerland\", \"address2\": \"\", \"commune\": \"Lyon 7 ème\", \"nmarrond\": \"31\", \"bonus\": \"\", \"pole\": \"Complexe sportif Benjamin Delessert\", \"lat\": \"45.7398132348896800\", \"lng\": \"4.8403073886228570\", \"bike_stands\": \"20\", \"status\": \"OPEN\", \"available_bike_stands\": \"8\", \"available_bikes\": \"12\", \"availabilitycode\": \"1\", \"availability\": \"Vert\", \"banking\": \"false\", \"gid\": \"998\", \"last_update\": \"2020-03-09 23:27:56\", \"last_update_fme\": \"2020-03-09 23:31:00\", \"code_insee\": \"69387\", \"langue\": \"\", \"etat\": \"\", \"nature\": \"\", \"titre\": \"\", \"description\": \"\", \"startdate\": \"\", \"enddate\": \"\" }, \"geometry\": { \"type\": \"Point\", \"coordinates\": [ 843087.264406786533073, 6517247.469551800750196 ] } },\\n{ \"type\": \"Feature\", \"properties\": { \"number\": \"9050\", \"name\": \"Allée de l\\'Europe\", \"address\": \"228 avenue du Plateau\", \"address2\": \"\", \"commune\": \"Lyon 9 ème\", \"nmarrond\": \"50\", \"bonus\": \"\", \"pole\": \"Commerces, poste, mairie, cpam, marché\", \"lat\": \"45.7836371650547900\", \"lng\": \"4.7945253084995630\", \"bike_stands\": \"12\", \"status\": \"OPEN\", \"available_bike_stands\": \"6\", \"available_bikes\": \"6\", \"availabilitycode\": \"1\", \"availability\": \"Vert\", \"banking\": \"false\", \"gid\": \"1016\", \"last_update\": \"2020-03-09 23:27:23\", \"last_update_fme\": \"2020-03-09 23:31:00\", \"code_insee\": \"69389\", \"langue\": \"\", \"etat\": \"\", \"nature\": \"\", \"titre\": \"\", \"description\": \"\", \"startdate\": \"\", \"enddate\": \"\" }, \"geometry\": { \"type\": \"Point\", \"coordinates\": [ 839417.652413151459768, 6522030.966835048049688 ] } },\\n{ \"type\": \"Feature\", \"properties\": { \"number\": \"2020\", \"name\": \"Musée des Confluences\", \"address\": \"Pont Raymond Barre\", \"address2\": \"Parvis du Musée des Confluences\", \"commune\": \"Lyon 2 ème\", \"nmarrond\": \"20\", \"bonus\": \"\", \"pole\": \"Musée des Confluences\", \"lat\": \"45.7333083359277900\", \"lng\": \"4.8189203135366740\", \"bike_stands\": \"20\", \"status\": \"OPEN\", \"available_bike_stands\": \"16\", \"available_bikes\": \"4\", \"availabilitycode\": \"1\", \"availability\": \"Vert\", \"banking\": \"true\", \"gid\": \"1107\", \"last_update\": \"2020-03-09 23:25:00\", \"last_update_fme\": \"2020-03-09 23:31:00\", \"code_insee\": \"69382\", \"langue\": \"\", \"etat\": \"\", \"nature\": \"\", \"titre\": \"\", \"description\": \"\", \"startdate\": \"\", \"enddate\": \"\" }, \"geometry\": { \"type\": \"Point\", \"coordinates\": [ 841441.314702541334555, 6516486.755597262643278 ] } },\\n{ \"type\": \"Feature\", \"properties\": { \"number\": \"17003\", \"name\": \"St Fons - Théatre\", \"address\": \"Face, 47 Rue Carnot\", \"address2\": \"\", \"commune\": \"SAINT-FONS\", \"nmarrond\": \"\", \"bonus\": \"\", \"pole\": \"Saint-Fons\", \"lat\": \"45.7079860163389800\", \"lng\": \"4.8601564934850360\", \"bike_stands\": \"18\", \"status\": \"OPEN\", \"available_bike_stands\": \"10\", \"available_bikes\": \"8\", \"availabilitycode\": \"1\", \"availability\": \"Vert\", \"banking\": \"false\", \"gid\": \"1258\", \"last_update\": \"2020-03-09 23:24:33\", \"last_update_fme\": \"2020-03-09 23:31:00\", \"code_insee\": \"69199\", \"langue\": \"\", \"etat\": \"\", \"nature\": \"\", \"titre\": \"\", \"description\": \"\", \"startdate\": \"\", \"enddate\": \"\" }, \"geometry\": { \"type\": \"Point\", \"coordinates\": [ 844713.539572198875248, 6513750.165933434851468 ] } },\\n{ \"type\": \"Feature\", \"properties\": { \"number\": \"4001\", \"name\": \"Conservatoire bis\", \"address\": \"1, Quai Joseph Gillet\", \"address2\": \"\", \"commune\": \"Lyon 1 er\", \"nmarrond\": \"1\", \"bonus\": \"\", \"pole\": \"Conservatoire, logements\", \"lat\": \"45.7703894302220250\", \"lng\": \"4.8142456674237000\", \"bike_stands\": \"22\", \"status\": \"OPEN\", \"available_bike_stands\": \"15\", \"available_bikes\": \"7\", \"availabilitycode\": \"1\", \"availability\": \"Vert\", \"banking\": \"false\", \"gid\": \"1207\", \"last_update\": \"2020-03-09 23:30:46\", \"last_update_fme\": \"2020-03-09 23:31:00\", \"code_insee\": \"69381\", \"langue\": \"\", \"etat\": \"\", \"nature\": \"\", \"titre\": \"\", \"description\": \"\", \"startdate\": \"\", \"enddate\": \"\" }, \"geometry\": { \"type\": \"Point\", \"coordinates\": [ 840983.268460610765032, 6520595.19433846604079 ] } },\\n{ \"type\": \"Feature\", \"properties\": { \"number\": \"10043\", \"name\": \"Salengro \\\\/ Feyssine\", \"address\": \"Face 44, Rue de la Feyssine\", \"address2\": \"\", \"commune\": \"VILLEURBANNE\", \"nmarrond\": \"43\", \"bonus\": \"\", \"pole\": \"itinéraires cyclables\", \"lat\": \"45.7830110745978800\", \"lng\": \"4.8905858366251020\", \"bike_stands\": \"20\", \"status\": \"OPEN\", \"available_bike_stands\": \"0\", \"available_bikes\": \"20\", \"availabilitycode\": \"2\", \"availability\": \"Bleu\", \"banking\": \"true\", \"gid\": \"826\", \"last_update\": \"2020-03-09 23:24:04\", \"last_update_fme\": \"2020-03-09 23:31:00\", \"code_insee\": \"69266\", \"langue\": \"\", \"etat\": \"\", \"nature\": \"\", \"titre\": \"\", \"description\": \"\", \"startdate\": \"\", \"enddate\": \"\" }, \"geometry\": { \"type\": \"Point\", \"coordinates\": [ 846880.922007694840431, 6522135.603964024223387 ] } },\\n{ \"type\": \"Feature\", \"properties\": { \"number\": \"5007\", \"name\": \"Place de Trion\", \"address\": \"Place de Trion\", \"address2\": \"Angle rue de Trion et place de Trion\", \"commune\": \"Lyon 5 ème\", \"nmarrond\": \"7\", \"bonus\": \"\", \"pole\": \"Place de Trion, St Just, commerces\", \"lat\": \"45.7579063089064060\", \"lng\": \"4.8131349528107470\", \"bike_stands\": \"16\", \"status\": \"OPEN\", \"available_bike_stands\": \"16\", \"available_bikes\": \"0\", \"availabilitycode\": \"3\", \"availability\": \"Orange\", \"banking\": \"false\", \"gid\": \"863\", \"last_update\": \"2020-03-09 23:21:16\", \"last_update_fme\": \"2020-03-09 23:31:00\", \"code_insee\": \"69385\", \"langue\": \"\", \"etat\": \"\", \"nature\": \"\", \"titre\": \"\", \"description\": \"\", \"startdate\": \"\", \"enddate\": \"\" }, \"geometry\": { \"type\": \"Point\", \"coordinates\": [ 840928.799581663333811, 6519207.316545021720231 ] } },\\n{ \"type\": \"Feature\", \"properties\": { \"number\": \"3015\", \"name\": \"Servient \\\\/ Garibaldi\", \"address\": \"Servient\", \"address2\": \"Angle rue Garibaldi\", \"commune\": \"Lyon 3 ème\", \"nmarrond\": \"15\", \"bonus\": \"\", \"pole\": \"tram, cité administrative\", \"lat\": \"45.7607758409992000\", \"lng\": \"4.8526939571425470\", \"bike_stands\": \"17\", \"status\": \"OPEN\", \"available_bike_stands\": \"17\", \"available_bikes\": \"0\", \"availabilitycode\": \"3\", \"availability\": \"Orange\", \"banking\": \"false\", \"gid\": \"804\", \"last_update\": \"2020-03-09 23:22:41\", \"last_update_fme\": \"2020-03-09 23:31:00\", \"code_insee\": \"69383\", \"langue\": \"\", \"etat\": \"\", \"nature\": \"\", \"titre\": \"\", \"description\": \"\", \"startdate\": \"\", \"enddate\": \"\" }, \"geometry\": { \"type\": \"Point\", \"coordinates\": [ 843995.551800516084768, 6519597.266048663295805 ] } },\\n{ \"type\": \"Feature\", \"properties\": { \"number\": \"10056\", \"name\": \"11 novembre \\\\/ Gaston Berger\", \"address\": \"Avenue du 11 novembre 1918\", \"address2\": \"Angle Avenue Gaston Berger\", \"commune\": \"VILLEURBANNE\", \"nmarrond\": \"56\", \"bonus\": \"\", \"pole\": \"resto U, associations, logements étudiants, iti. Cyclable\", \"lat\": \"45.7790639863242460\", \"lng\": \"4.8714964631896150\", \"bike_stands\": \"35\", \"status\": \"OPEN\", \"available_bike_stands\": \"35\", \"available_bikes\": \"0\", \"availabilitycode\": \"3\", \"availability\": \"Orange\", \"banking\": \"false\", \"gid\": \"902\", \"last_update\": \"2020-03-09 23:28:13\", \"last_update_fme\": \"2020-03-09 23:31:00\", \"code_insee\": \"69266\", \"langue\": \"\", \"etat\": \"\", \"nature\": \"\", \"titre\": \"\", \"description\": \"\", \"startdate\": \"\", \"enddate\": \"\" }, \"geometry\": { \"type\": \"Point\", \"coordinates\": [ 845408.522356160567142, 6521662.070497713051736 ] } },\\n{ \"type\": \"Feature\", \"properties\": { \"number\": \"6006\", \"name\": \"Boulevard des Belges\", \"address\": \"Boulevard des Belges\", \"address2\": \"Face rue Duquenne\", \"commune\": \"Lyon 6 ème\", \"nmarrond\": \"6\", \"bonus\": \"\", \"pole\": \"Parc de la Tête d\\'Or\", \"lat\": \"45.7733270382747500\", \"lng\": \"4.8519894989151780\", \"bike_stands\": \"15\", \"status\": \"OPEN\", \"available_bike_stands\": \"2\", \"available_bikes\": \"11\", \"availabilitycode\": \"1\", \"availability\": \"Vert\", \"banking\": \"true\", \"gid\": \"835\", \"last_update\": \"2020-03-09 23:28:06\", \"last_update_fme\": \"2020-03-09 23:31:00\", \"code_insee\": \"69386\", \"langue\": \"\", \"etat\": \"\", \"nature\": \"\", \"titre\": \"\", \"description\": \"\", \"startdate\": \"\", \"enddate\": \"\" }, \"geometry\": { \"type\": \"Point\", \"coordinates\": [ 843908.122027078294195, 6520989.418698517605662 ] } },\\n{ \"type\": \"Feature\", \"properties\": { \"number\": \"10002\", \"name\": \"INSA\", \"address\": \"Avenue Albert Einstein\", \"address2\": \"au niveau du virage de l\\'avenue\", \"commune\": \"VILLEURBANNE\", \"nmarrond\": \"2\", \"bonus\": \"\", \"pole\": \"INSA, tram, itinéraires cyclables\", \"lat\": \"45.7821896441245850\", \"lng\": \"4.8768799244436720\", \"bike_stands\": \"40\", \"status\": \"OPEN\", \"available_bike_stands\": \"35\", \"available_bikes\": \"5\", \"availabilitycode\": \"1\", \"availability\": \"Vert\", \"banking\": \"true\", \"gid\": \"899\", \"last_update\": \"2020-03-09 23:27:28\", \"last_update_fme\": \"2020-03-09 23:31:00\", \"code_insee\": \"69266\", \"langue\": \"\", \"etat\": \"\", \"nature\": \"\", \"titre\": \"\", \"description\": \"\", \"startdate\": \"\", \"enddate\": \"\" }, \"geometry\": { \"type\": \"Point\", \"coordinates\": [ 845818.469517566962168, 6522019.006832329556346 ] } },\\n{ \"type\": \"Feature\", \"properties\": { \"number\": \"1012\", \"name\": \"Ampère \\\\/ Bourse\", \"address\": \"29, Rue de la Bourse\", \"address2\": \"Long du Collège-Lycée Ampère\", \"commune\": \"Lyon 1 er\", \"nmarrond\": \"12\", \"bonus\": \"\", \"pole\": \"Lycée Ampère et rue de la Bourse, Métro A\", \"lat\": \"45.7658113822040560\", \"lng\": \"4.8368957414205630\", \"bike_stands\": \"26\", \"status\": \"OPEN\", \"available_bike_stands\": \"10\", \"available_bikes\": \"14\", \"availabilitycode\": \"1\", \"availability\": \"Vert\", \"banking\": \"true\", \"gid\": \"1066\", \"last_update\": \"2020-03-09 23:28:49\", \"last_update_fme\": \"2020-03-09 23:31:00\", \"code_insee\": \"69381\", \"langue\": \"\", \"etat\": \"\", \"nature\": \"\", \"titre\": \"\", \"description\": \"\", \"startdate\": \"\", \"enddate\": \"\" }, \"geometry\": { \"type\": \"Point\", \"coordinates\": [ 842754.893845700193197, 6520127.628957435488701 ] } },\\n{ \"type\": \"Feature\", \"properties\": { \"number\": \"2012\", \"name\": \"Gailleton\", \"address\": \"4 place Gailleton\", \"address2\": \"\", \"commune\": \"Lyon 2 ème\", \"nmarrond\": \"12\", \"bonus\": \"\", \"pole\": \" \", \"lat\": \"45.7534549142114400\", \"lng\": \"4.8333538439572380\", \"bike_stands\": \"16\", \"status\": \"OPEN\", \"available_bike_stands\": \"0\", \"available_bikes\": \"16\", \"availabilitycode\": \"2\", \"availability\": \"Bleu\", \"banking\": \"false\", \"gid\": \"771\", \"last_update\": \"2020-03-09 23:21:04\", \"last_update_fme\": \"2020-03-09 23:31:00\", \"code_insee\": \"69382\", \"langue\": \"\", \"etat\": \"\", \"nature\": \"\", \"titre\": \"\", \"description\": \"\", \"startdate\": \"\", \"enddate\": \"\" }, \"geometry\": { \"type\": \"Point\", \"coordinates\": [ 842511.540595582919195, 6518749.405547644942999 ] } },\\n{ \"type\": \"Feature\", \"properties\": { \"number\": \"10049\", \"name\": \"Pressensé\", \"address\": \"294, Rue Francis de Préssensé\", \"address2\": \" \", \"commune\": \"VILLEURBANNE\", \"nmarrond\": \"49\", \"bonus\": \"\", \"pole\": \"itinéraires cyclables\", \"lat\": \"45.7691684753850800\", \"lng\": \"4.8967695846255020\", \"bike_stands\": \"16\", \"status\": \"OPEN\", \"available_bike_stands\": \"4\", \"available_bikes\": \"12\", \"availabilitycode\": \"1\", \"availability\": \"Vert\", \"banking\": \"false\", \"gid\": \"869\", \"last_update\": \"2020-03-09 23:30:11\", \"last_update_fme\": \"2020-03-09 23:31:00\", \"code_insee\": \"69266\", \"langue\": \"\", \"etat\": \"\", \"nature\": \"\", \"titre\": \"\", \"description\": \"\", \"startdate\": \"\", \"enddate\": \"\" }, \"geometry\": { \"type\": \"Point\", \"coordinates\": [ 847398.171922542154789, 6520610.337948436848819 ] } },\\n{ \"type\": \"Feature\", \"properties\": { \"number\": \"21001\", \"name\": \"La Mulatière - Aquarium\", \"address\": \"\", \"address2\": \"\", \"commune\": \"LA MULATIERE\", \"nmarrond\": \"\", \"bonus\": \"\", \"pole\": \"P1_dechant\", \"lat\": \"45.7273693332767340\", \"lng\": \"4.8146354766198370\", \"bike_stands\": \"24\", \"status\": \"OPEN\", \"available_bike_stands\": \"11\", \"available_bikes\": \"13\", \"availabilitycode\": \"1\", \"availability\": \"Vert\", \"banking\": \"true\", \"gid\": \"1237\", \"last_update\": \"2020-03-09 23:28:20\", \"last_update_fme\": \"2020-03-09 23:31:00\", \"code_insee\": \"69142\", \"langue\": \"\", \"etat\": \"\", \"nature\": \"\", \"titre\": \"\", \"description\": \"\", \"startdate\": \"\", \"enddate\": \"\" }, \"geometry\": { \"type\": \"Point\", \"coordinates\": [ 841123.335002232575789, 6515819.731265353038907 ] } },\\n{ \"type\": \"Feature\", \"properties\": { \"number\": \"7019\", \"name\": \"Croix Barret \\\\/ Artillerie\", \"address\": \"\", \"address2\": \"\", \"commune\": \"Lyon 7 ème\", \"nmarrond\": \"\", \"bonus\": \"\", \"pole\": \" \", \"lat\": \"45.7367915784470100\", \"lng\": \"4.8433904964244150\", \"bike_stands\": \"32\", \"status\": \"CLOSED\", \"available_bike_stands\": \"32\", \"available_bikes\": \"0\", \"availabilitycode\": \"3\", \"availability\": \"Orange\", \"banking\": \"false\", \"gid\": \"1273\", \"last_update\": \"2020-03-09 23:29:55\", \"last_update_fme\": \"2020-03-09 23:31:00\", \"code_insee\": \"69387\", \"langue\": \"\", \"etat\": \"\", \"nature\": \"\", \"titre\": \"\", \"description\": \"\", \"startdate\": \"\", \"enddate\": \"\" }, \"geometry\": { \"type\": \"Point\", \"coordinates\": [ 843334.771099013625644, 6516917.594665638171136 ] } },\\n{ \"type\": \"Feature\", \"properties\": { \"number\": \"3029\", \"name\": \"Place Aristide Briand\", \"address\": \"Face 303, Rue Duguesclin\", \"address2\": \"Angle Gambetta\", \"commune\": \"Lyon 3 ème\", \"nmarrond\": \"29\", \"bonus\": \"\", \"pole\": \"itinéraires cyclables\", \"lat\": \"45.7530043530221000\", \"lng\": \"4.8502474272199690\", \"bike_stands\": \"38\", \"status\": \"OPEN\", \"available_bike_stands\": \"6\", \"available_bikes\": \"32\", \"availabilitycode\": \"1\", \"availability\": \"Vert\", \"banking\": \"true\", \"gid\": \"881\", \"last_update\": \"2020-03-09 23:27:36\", \"last_update_fme\": \"2020-03-09 23:31:00\", \"code_insee\": \"69383\", \"langue\": \"\", \"etat\": \"\", \"nature\": \"\", \"titre\": \"\", \"description\": \"\", \"startdate\": \"\", \"enddate\": \"\" }, \"geometry\": { \"type\": \"Point\", \"coordinates\": [ 843825.657468555495143, 6518730.014074278995395 ] } },\\n{ \"type\": \"Feature\", \"properties\": { \"number\": \"10061\", \"name\": \"République\", \"address\": \"105, cours Emile Zola\", \"address2\": \" \", \"commune\": \"VILLEURBANNE\", \"nmarrond\": \"61\", \"bonus\": \"\", \"pole\": \"métro\", \"lat\": \"45.7707838400683800\", \"lng\": \"4.8729593888672900\", \"bike_stands\": \"17\", \"status\": \"OPEN\", \"available_bike_stands\": \"1\", \"available_bikes\": \"16\", \"availabilitycode\": \"1\", \"availability\": \"Vert\", \"banking\": \"true\", \"gid\": \"907\", \"last_update\": \"2020-03-09 23:28:03\", \"last_update_fme\": \"2020-03-09 23:31:00\", \"code_insee\": \"69266\", \"langue\": \"\", \"etat\": \"\", \"nature\": \"\", \"titre\": \"\", \"description\": \"\", \"startdate\": \"\", \"enddate\": \"\" }, \"geometry\": { \"type\": \"Point\", \"coordinates\": [ 845543.973625177983195, 6520745.507730991579592 ] } },\\n{ \"type\": \"Feature\", \"properties\": { \"number\": \"4003\", \"name\": \"Place Commandant Arnaud\", \"address\": \"Place Commandant Arnaud\", \"address2\": 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23:31:00\", \"code_insee\": \"69389\", \"langue\": \"\", \"etat\": \"\", \"nature\": \"\", \"titre\": \"\", \"description\": \"\", \"startdate\": \"\", \"enddate\": \"\" }, \"geometry\": { \"type\": \"Point\", \"coordinates\": [ 839608.089580429252237, 6522356.048662704415619 ] } },\\n{ \"type\": \"Feature\", \"properties\": { \"number\": \"1002\", \"name\": \"Opéra\", \"address\": \"Angle Place de la Comédie, rue Joseph Serlin\", \"address2\": \"\", \"commune\": \"Lyon 1 er\", \"nmarrond\": \"2\", \"bonus\": \"\", \"pole\": \"Opéra, métro, mairie centrale\", \"lat\": \"45.7676109468329100\", \"lng\": \"4.8366570054128440\", \"bike_stands\": \"41\", \"status\": \"OPEN\", \"available_bike_stands\": \"36\", \"available_bikes\": \"2\", \"availabilitycode\": \"1\", \"availability\": \"Vert\", \"banking\": \"true\", \"gid\": \"1092\", \"last_update\": \"2020-03-09 23:30:27\", \"last_update_fme\": \"2020-03-09 23:31:00\", \"code_insee\": \"69381\", \"langue\": \"\", \"etat\": \"\", 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}, \"geometry\": { \"type\": \"Point\", \"coordinates\": [ 846100.001557019655593, 6514612.43655385542661 ] } },\\n{ \"type\": \"Feature\", \"properties\": { \"number\": \"9032\", \"name\": \"Place du Port Mouton\", \"address\": \"Place du Port Mouton\", \"address2\": \"Quai Arloing\", \"commune\": \"Lyon 9 ème\", \"nmarrond\": \"32\", \"bonus\": \"\", \"pole\": \" \", \"lat\": \"45.7738201179439200\", \"lng\": \"4.8095603029641690\", \"bike_stands\": \"18\", \"status\": \"OPEN\", \"available_bike_stands\": \"1\", \"available_bikes\": \"16\", \"availabilitycode\": \"1\", \"availability\": \"Vert\", \"banking\": \"true\", \"gid\": \"987\", \"last_update\": \"2020-03-09 23:24:46\", \"last_update_fme\": \"2020-03-09 23:31:00\", \"code_insee\": \"69389\", \"langue\": \"\", \"etat\": \"\", \"nature\": \"\", \"titre\": \"\", \"description\": \"\", \"startdate\": \"\", \"enddate\": \"\" }, \"geometry\": { \"type\": \"Point\", \"coordinates\": [ 840610.507105690427125, 6520967.720125584863126 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\"Ambroise Paré\", \"address\": \"Boulevard Ambroise Paré\", \"address2\": \"\", \"commune\": \"Lyon 8 ème\", \"nmarrond\": \"40\", \"bonus\": \"\", \"pole\": \"Services et habitat\", \"lat\": \"45.7362404944940700\", \"lng\": \"4.8837368262130560\", \"bike_stands\": \"24\", \"status\": \"OPEN\", \"available_bike_stands\": \"21\", \"available_bikes\": \"2\", \"availabilitycode\": \"1\", \"availability\": \"Vert\", \"banking\": \"true\", \"gid\": \"1091\", \"last_update\": \"2020-03-09 23:24:45\", \"last_update_fme\": \"2020-03-09 23:31:00\", \"code_insee\": \"69388\", \"langue\": \"\", \"etat\": \"\", \"nature\": \"\", \"titre\": \"\", \"description\": \"\", \"startdate\": \"\", \"enddate\": \"\" }, \"geometry\": { \"type\": \"Point\", \"coordinates\": [ 846472.813533494598232, 6516930.452725933864713 ] } },\\n{ \"type\": \"Feature\", \"properties\": { \"number\": \"6016\", \"name\": \"Viabert \\\\/ Thiers\", \"address\": \"Rue de la Viabert\", \"address2\": \"angle avenue Thiers\", \"commune\": \"Lyon 6 ème\", \"nmarrond\": \"16\", \"bonus\": \"\", \"pole\": \"tram, itinéraire cyclable\", \"lat\": \"45.7659879833823500\", \"lng\": \"4.8620922782007510\", \"bike_stands\": \"16\", \"status\": \"OPEN\", \"available_bike_stands\": \"10\", \"available_bikes\": \"5\", \"availabilitycode\": \"1\", \"availability\": \"Vert\", \"banking\": \"false\", \"gid\": \"942\", \"last_update\": \"2020-03-09 23:26:51\", \"last_update_fme\": \"2020-03-09 23:31:00\", \"code_insee\": \"69386\", \"langue\": \"\", \"etat\": \"\", \"nature\": \"\", \"titre\": \"\", \"description\": \"\", \"startdate\": \"\", \"enddate\": \"\" }, \"geometry\": { \"type\": \"Point\", \"coordinates\": [ 844712.227145845885389, 6520193.099956061691046 ] } },\\n{ \"type\": \"Feature\", \"properties\": { \"number\": \"6008\", \"name\": \"Place Jules Ferry\", \"address\": \"17, Rue des Emeraudes\", \"address2\": \"Place Jules Ferry\", \"commune\": \"Lyon 6 ème\", \"nmarrond\": \"8\", \"bonus\": \"\", \"pole\": 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\"status\": \"OPEN\", \"available_bike_stands\": \"7\", \"available_bikes\": \"31\", \"availabilitycode\": \"1\", \"availability\": \"Vert\", \"banking\": \"true\", \"gid\": \"854\", \"last_update\": \"2020-03-09 23:26:02\", \"last_update_fme\": \"2020-03-09 23:31:00\", \"code_insee\": \"69385\", \"langue\": \"\", \"etat\": \"\", \"nature\": \"\", \"titre\": \"\", \"description\": \"\", \"startdate\": \"\", \"enddate\": \"\" }, \"geometry\": { \"type\": \"Point\", \"coordinates\": [ 841965.869361208402552, 6519517.524498422630131 ] } },\\n{ \"type\": \"Feature\", \"properties\": { \"number\": \"3031\", \"name\": \"Corneille \\\\/ Servient\", \"address\": \"Rue Corneille\", \"address2\": \"Angle Corneille \\\\/ Servient\", \"commune\": \"Lyon 3 ème\", \"nmarrond\": \"31\", \"bonus\": \"\", \"pole\": \"tram\", \"lat\": \"45.7599305258836100\", \"lng\": \"4.8445159039671500\", \"bike_stands\": \"13\", \"status\": \"OPEN\", \"available_bike_stands\": \"0\", \"available_bikes\": \"13\", \"availabilitycode\": \"2\", \"availability\": \"Bleu\", \"banking\": \"false\", \"gid\": \"857\", \"last_update\": \"2020-03-09 23:24:04\", \"last_update_fme\": \"2020-03-09 23:31:00\", \"code_insee\": \"69383\", \"langue\": \"\", \"etat\": \"\", \"nature\": \"\", \"titre\": \"\", \"description\": \"\", \"startdate\": \"\", \"enddate\": \"\" }, \"geometry\": { \"type\": \"Point\", \"coordinates\": [ 843362.243555304128677, 6519488.538166269659996 ] } },\\n{ \"type\": \"Feature\", \"properties\": { \"number\": \"3003\", \"name\": \"Part-Dieu \\\\/ Deruelle\", \"address\": \"Boulevard Eugène Deruelle\", \"address2\": \"Face rue Masséna, entrée centre commercia\", \"commune\": \"Lyon 3 ème\", \"nmarrond\": \"3\", \"bonus\": \"\", \"pole\": \"centre commercial\", \"lat\": \"45.7629790120815440\", \"lng\": \"4.8550066229888000\", \"bike_stands\": \"30\", \"status\": \"OPEN\", \"available_bike_stands\": \"22\", \"available_bikes\": \"8\", \"availabilitycode\": \"1\", \"availability\": \"Vert\", \"banking\": \"true\", \"gid\": \"1017\", \"last_update\": \"2020-03-09 23:28:03\", \"last_update_fme\": \"2020-03-09 23:31:00\", \"code_insee\": \"69383\", \"langue\": \"\", \"etat\": \"\", \"nature\": \"\", \"titre\": \"\", \"description\": \"\", \"startdate\": \"\", \"enddate\": \"\" }, \"geometry\": { \"type\": \"Point\", \"coordinates\": [ 844169.517177634639665, 6519846.082494838163257 ] } },\\n{ \"type\": \"Feature\", \"properties\": { \"number\": \"3011\", \"name\": \"Part-Dieu \\\\/ Cuirassiers\", \"address\": \"Rue des Cuirassiers\", \"address2\": \"angle Rue Bouchut\", \"commune\": \"Lyon 3 ème\", \"nmarrond\": \"10\", \"bonus\": \"\", \"pole\": \"centre commercial, bibliothèque de la Part-Dieu\", \"lat\": \"45.7598976512354200\", \"lng\": \"4.8575730314142140\", \"bike_stands\": \"59\", \"status\": \"OPEN\", \"available_bike_stands\": \"57\", \"available_bikes\": \"2\", \"availabilitycode\": \"1\", \"availability\": \"Vert\", \"banking\": \"false\", \"gid\": \"1208\", \"last_update\": \"2020-03-09 23:28:40\", \"last_update_fme\": \"2020-03-09 23:31:00\", \"code_insee\": \"69383\", \"langue\": \"FR\", \"etat\": \"CLOSING\", \"nature\": \"WORKS\", \"titre\": \"Fermeture de la station  3038 - VIVIER MERLE \\\\/ PAUL BERT\", \"description\": \"En raison de travaux sur le boulevard Marius Vivier Merle, votre station  3038 - VIVIER MERLE \\\\/ PAUL BERT sera fermée à partir de mardi 1er octobre jusqu\\'à la fin des travaux sur zone.\\\\n\\\\nUne station temporaire sera mise à disposition le temps des travaux à l\\'angle de la rue Paul Bert et ouvrira dans les prochaines semaines.\\\\nVous pouvez aussi vous reporter sur les stations voisines:\\\\n\\\\n- 3011 - PART DIEU \\\\/ CUIRASSIERS  \\\\n- 3084 - DESAIX  \\\\n- 3103 - PLACE DANTON  \\\\n- 3094 - VILLETTE\", \"startdate\": \"2019-10-01 00:00:00\", \"enddate\": \"2020-04-30 00:00:00\" }, \"geometry\": { \"type\": \"Point\", \"coordinates\": [ 844376.988599674892612, 6519508.678498571738601 ] } },\\n{ \"type\": \"Feature\", \"properties\": { \"number\": \"11003\", \"name\": \"Caluire - La Rochette\", \"address\": \"Place de la Rochette\", \"address2\": \"\", \"commune\": \"CALUIRE-ET-CUIRE\", \"nmarrond\": \"3\", \"bonus\": \"\", \"pole\": \"\", \"lat\": \"45.7916701826039940\", \"lng\": \"4.8235970239637440\", \"bike_stands\": \"20\", \"status\": \"OPEN\", \"available_bike_stands\": \"13\", \"available_bikes\": \"7\", \"availabilitycode\": \"1\", \"availability\": \"Vert\", \"banking\": \"false\", \"gid\": \"956\", \"last_update\": \"2020-03-09 23:22:21\", \"last_update_fme\": \"2020-03-09 23:31:00\", \"code_insee\": \"69034\", \"langue\": \"\", \"etat\": \"\", \"nature\": \"\", \"titre\": \"\", \"description\": \"\", \"startdate\": \"\", \"enddate\": \"\" }, \"geometry\": { \"type\": \"Point\", \"coordinates\": [ 841655.251417440595105, 6522974.546311762183905 ] } },\\n{ \"type\": \"Feature\", \"properties\": { \"number\": \"9011\", \"name\": \"Conservatoire\", \"address\": \"Face 40, Quai Chauveau\", \"address2\": \"avant angle Pont Général Koenig\", \"commune\": \"Lyon 9 ème\", \"nmarrond\": \"11\", \"bonus\": \"\", \"pole\": \"Conservatoire National de musique\", \"lat\": \"45.7697822121574100\", \"lng\": \"4.8126762195854050\", \"bike_stands\": \"19\", \"status\": \"OPEN\", \"available_bike_stands\": \"15\", \"available_bikes\": \"4\", \"availabilitycode\": \"1\", \"availability\": \"Vert\", \"banking\": \"true\", \"gid\": \"839\", \"last_update\": \"2020-03-09 23:23:18\", \"last_update_fme\": \"2020-03-09 23:31:00\", \"code_insee\": \"69389\", \"langue\": \"\", \"etat\": \"\", \"nature\": \"\", \"titre\": \"\", \"description\": \"\", \"startdate\": \"\", \"enddate\": \"\" }, \"geometry\": { \"type\": \"Point\", \"coordinates\": [ 840862.877473142580129, 6520524.979115508496761 ] } },\\n{ \"type\": \"Feature\", \"properties\": { \"number\": \"9015\", \"name\": \"Saint-Cyr\", \"address\": \"51t Rue de Saint-Cyr\", \"address2\": \"\", 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\"lng\": \"4.8363931815987780\", \"bike_stands\": \"40\", \"status\": \"OPEN\", \"available_bike_stands\": \"40\", \"available_bikes\": \"0\", \"availabilitycode\": \"3\", \"availability\": \"Orange\", \"banking\": \"true\", \"gid\": \"1088\", \"last_update\": \"2020-03-09 23:25:23\", \"last_update_fme\": \"2020-03-09 23:31:00\", \"code_insee\": \"69387\", \"langue\": \"\", \"etat\": \"\", \"nature\": \"\", \"titre\": \"\", \"description\": \"\", \"startdate\": \"\", \"enddate\": \"\" }, \"geometry\": { \"type\": \"Point\", \"coordinates\": [ 842753.026454190723598, 6518528.225686934776604 ] } },\\n{ \"type\": \"Feature\", \"properties\": { \"number\": \"2042\", \"name\": \"Joffre \\\\/ Vaubecour\", \"address\": \"43 rue Vaubecour\", \"address2\": \"\", \"commune\": \"Lyon 2 ème\", \"nmarrond\": \"42\", \"bonus\": \"\", \"pole\": \"Centre-ville, entrée zone 30\", \"lat\": \"45.7518482427555360\", \"lng\": \"4.8247344893159925\", \"bike_stands\": \"20\", \"status\": \"OPEN\", 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\"availability\": \"Vert\", \"banking\": \"true\", \"gid\": \"959\", \"last_update\": \"2020-03-09 23:26:57\", \"last_update_fme\": \"2020-03-09 23:31:00\", \"code_insee\": \"69383\", \"langue\": \"FR\", \"etat\": \"CLOSING\", \"nature\": \"WORKS\", \"titre\": \"Fermeture de la station  3038 - VIVIER MERLE \\\\/ PAUL BERT\", \"description\": \"En raison de travaux sur le boulevard Marius Vivier Merle, votre station  3038 - VIVIER MERLE \\\\/ PAUL BERT sera fermée à partir de mardi 1er octobre jusqu\\'à la fin des travaux sur zone.\\\\n\\\\nUne station temporaire sera mise à disposition le temps des travaux à l\\'angle de la rue Paul Bert et ouvrira dans les prochaines semaines.\\\\nVous pouvez aussi vous reporter sur les stations voisines:\\\\n\\\\n- 3011 - PART DIEU \\\\/ CUIRASSIERS  \\\\n- 3084 - DESAIX  \\\\n- 3103 - PLACE DANTON  \\\\n- 3094 - VILLETTE\", \"startdate\": \"2019-10-01 00:00:00\", \"enddate\": \"2020-04-30 00:00:00\" }, \"geometry\": { \"type\": \"Point\", 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Cyclable, associations sportives\", \"lat\": \"45.7648217045185500\", \"lng\": \"4.8843189291137270\", \"bike_stands\": \"15\", \"status\": \"OPEN\", \"available_bike_stands\": \"3\", \"available_bikes\": \"12\", \"availabilitycode\": \"1\", \"availability\": \"Vert\", \"banking\": \"false\", \"gid\": \"813\", \"last_update\": \"2020-03-09 23:21:28\", \"last_update_fme\": \"2020-03-09 23:31:00\", \"code_insee\": \"69266\", \"langue\": \"\", \"etat\": \"\", \"nature\": \"\", \"titre\": \"\", \"description\": \"\", \"startdate\": \"\", \"enddate\": \"\" }, \"geometry\": { \"type\": \"Point\", \"coordinates\": [ 846442.332496304414235, 6520104.597832447849214 ] } },\\n{ \"type\": \"Feature\", \"properties\": { \"number\": \"8050\", \"name\": \"Bataille \\\\/ Krüger\", \"address\": \"Face au 140 rue Bataille\", \"address2\": \"\", \"commune\": \"Lyon 8 ème\", \"nmarrond\": \"\", \"bonus\": \"\", \"pole\": \"bataille_kruger\", \"lat\": \"45.7362395960067300\", \"lng\": 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\"address2\": \"face station tram Ste Blandine\", \"commune\": \"Lyon 2 ème\", \"nmarrond\": \"28\", \"bonus\": \"\", \"pole\": \"tram\", \"lat\": \"45.7444223014223040\", \"lng\": \"4.8221428704396105\", \"bike_stands\": \"16\", \"status\": \"OPEN\", \"available_bike_stands\": \"2\", \"available_bikes\": \"14\", \"availabilitycode\": \"1\", \"availability\": \"Vert\", \"banking\": \"false\", \"gid\": \"847\", \"last_update\": \"2020-03-09 23:22:57\", \"last_update_fme\": \"2020-03-09 23:31:00\", \"code_insee\": \"69382\", \"langue\": \"\", \"etat\": \"\", \"nature\": \"\", \"titre\": \"\", \"description\": \"\", \"startdate\": \"\", \"enddate\": \"\" }, \"geometry\": { \"type\": \"Point\", \"coordinates\": [ 841663.38162215705961, 6517726.421103343367577 ] } },\\n{ \"type\": \"Feature\", \"properties\": { \"number\": \"10024\", \"name\": \"Maisons Neuves\", \"address\": \"Place des Maisons Neuves\", \"address2\": \"Côté rue Jean Jaurès\", \"commune\": \"VILLEURBANNE\", \"nmarrond\": \"24\", \"bonus\": \"\", \"pole\": \"centre quartier, itinéraire cyclable\", \"lat\": \"45.7559510292356100\", \"lng\": \"4.8773464298740200\", \"bike_stands\": \"23\", \"status\": \"OPEN\", \"available_bike_stands\": \"0\", \"available_bikes\": \"23\", \"availabilitycode\": \"2\", \"availability\": \"Bleu\", \"banking\": \"true\", \"gid\": \"820\", \"last_update\": \"2020-03-09 23:30:26\", \"last_update_fme\": \"2020-03-09 23:31:00\", \"code_insee\": \"69266\", \"langue\": \"\", \"etat\": \"\", \"nature\": \"\", \"titre\": \"\", \"description\": \"\", \"startdate\": \"\", \"enddate\": \"\" }, \"geometry\": { \"type\": \"Point\", \"coordinates\": [ 845923.976428729714826, 6519106.87323013227433 ] } },\\n{ \"type\": \"Feature\", \"properties\": { \"number\": \"1034\", \"name\": \"Carmélites\", \"address\": \"Montée des Carmélites\", \"address2\": \"\", \"commune\": \"Lyon 1 er\", \"nmarrond\": \"34\", \"bonus\": \"\", \"pole\": \" \", \"lat\": \"45.7700015740910800\", \"lng\": \"4.8292695053207500\", \"bike_stands\": \"16\", \"status\": \"OPEN\", \"available_bike_stands\": \"0\", \"available_bikes\": \"16\", \"availabilitycode\": \"2\", \"availability\": \"Bleu\", \"banking\": \"false\", \"gid\": \"807\", \"last_update\": \"2020-03-09 23:23:44\", \"last_update_fme\": \"2020-03-09 23:31:00\", \"code_insee\": \"69381\", \"langue\": \"\", \"etat\": \"\", \"nature\": \"\", \"titre\": \"\", \"description\": \"\", \"startdate\": \"\", \"enddate\": \"\" }, \"geometry\": { \"type\": \"Point\", \"coordinates\": [ 842151.546028730226681, 6520579.069478994235396 ] } },\\n{ \"type\": \"Feature\", \"properties\": { \"number\": \"23001\", \"name\": \"Tassin - Tuileries\", \"address\": \"13 Promenade des Tuileries\", \"address2\": \"\", \"commune\": \"TASSIN-LA-DEMI-LUNE\", \"nmarrond\": \"\", \"bonus\": \"\", \"pole\": \"Tassin-la-Demi-Lune\", \"lat\": \"45.7632560325953860\", \"lng\": \"4.7786100656705530\", \"bike_stands\": \"12\", \"status\": \"OPEN\", \"available_bike_stands\": \"5\", \"available_bikes\": \"7\", \"availabilitycode\": \"1\", \"availability\": \"Vert\", \"banking\": \"true\", \"gid\": \"1241\", \"last_update\": \"2020-03-09 23:29:56\", \"last_update_fme\": \"2020-03-09 23:31:00\", \"code_insee\": \"69244\", \"langue\": \"\", \"etat\": \"\", \"nature\": \"\", \"titre\": \"\", \"description\": \"\", \"startdate\": \"\", \"enddate\": \"\" }, \"geometry\": { \"type\": \"Point\", \"coordinates\": [ 838232.375418768730015, 6519740.225121575407684 ] } },\\n{ \"type\": \"Feature\", \"properties\": { \"number\": \"9052\", \"name\": \"Balmont\", \"address\": \"332 bd de Balmont\", \"address2\": \"\", \"commune\": \"Lyon 9 ème\", \"nmarrond\": \"52\", \"bonus\": \"\", \"pole\": \"Commerces\", \"lat\": \"45.7893151875845100\", \"lng\": \"4.7991603409726270\", \"bike_stands\": \"12\", \"status\": \"OPEN\", \"available_bike_stands\": \"6\", \"available_bikes\": \"6\", \"availabilitycode\": \"1\", \"availability\": \"Vert\", \"banking\": \"false\", \"gid\": \"966\", \"last_update\": \"2020-03-09 23:26:49\", \"last_update_fme\": \"2020-03-09 23:31:00\", \"code_insee\": \"69389\", \"langue\": \"\", \"etat\": \"\", \"nature\": \"\", \"titre\": \"\", \"description\": \"\", \"startdate\": \"\", \"enddate\": \"\" }, \"geometry\": { \"type\": \"Point\", \"coordinates\": [ 839763.322578372317366, 6522669.545743404887617 ] } },\\n{ \"type\": \"Feature\", \"properties\": { \"number\": \"8024\", \"name\": \"Mermoz \\\\/ Michelet\", \"address\": \"66, Avenue Jean Mermoz\", \"address2\": \"Angle Boulevard Edmond Michelet\", \"commune\": \"Lyon 8 ème\", \"nmarrond\": \"24\", \"bonus\": \"\", \"pole\": \"Cité des Entreprises, itinéraire cyclable\", \"lat\": \"45.7332717801444000\", \"lng\": \"4.8786008569623750\", \"bike_stands\": \"12\", \"status\": \"OPEN\", \"available_bike_stands\": \"9\", \"available_bikes\": \"3\", \"availabilitycode\": \"1\", \"availability\": \"Vert\", \"banking\": \"false\", \"gid\": \"810\", \"last_update\": \"2020-03-09 23:30:10\", \"last_update_fme\": \"2020-03-09 23:31:00\", \"code_insee\": \"69388\", \"langue\": \"\", \"etat\": \"\", \"nature\": \"\", \"titre\": \"\", \"description\": \"\", \"startdate\": \"\", \"enddate\": \"\" }, \"geometry\": { \"type\": \"Point\", \"coordinates\": [ 846081.376574198598973, 6516591.353277051821351 ] } },\\n{ \"type\": \"Feature\", \"properties\": { \"number\": \"7026\", \"name\": \"Baldassini \\\\/ Gerland\", \"address\": \"25, Rue Jean Baldassini\", \"address2\": \"\", \"commune\": \"Lyon 7 ème\", \"nmarrond\": \"68\", \"bonus\": \"\", \"pole\": \"baldassini_gerland\", \"lat\": \"45.7276967807767200\", \"lng\": \"4.8373820902736710\", \"bike_stands\": \"20\", \"status\": \"OPEN\", \"available_bike_stands\": \"20\", \"available_bikes\": \"0\", \"availabilitycode\": \"3\", \"availability\": \"Orange\", \"banking\": \"false\", \"gid\": \"1213\", \"last_update\": \"2020-03-09 23:20:45\", \"last_update_fme\": \"2020-03-09 23:31:00\", \"code_insee\": \"69387\", \"langue\": \"\", \"etat\": \"\", \"nature\": \"\", \"titre\": \"\", \"description\": \"\", \"startdate\": \"\", \"enddate\": \"\" }, \"geometry\": { \"type\": \"Point\", \"coordinates\": [ 842891.164917329559103, 6515896.992770433425903 ] } },\\n{ \"type\": \"Feature\", \"properties\": { \"number\": \"24001\", \"name\": \"Ecully - Mairie\", \"address\": \"Place de la Libération\", \"address2\": \"Face à la Rue Auguste Tramier\", \"commune\": \"ECULLY\", \"nmarrond\": \"\", \"bonus\": \"\", \"pole\": \"deplacee place liberation\", \"lat\": \"45.7750890702448960\", \"lng\": \"4.7786729160837340\", \"bike_stands\": \"12\", \"status\": \"OPEN\", \"available_bike_stands\": \"7\", \"available_bikes\": \"5\", \"availabilitycode\": \"1\", \"availability\": \"Vert\", \"banking\": \"true\", \"gid\": \"1236\", \"last_update\": \"2020-03-09 23:29:50\", \"last_update_fme\": \"2020-03-09 23:31:00\", \"code_insee\": \"69081\", \"langue\": \"\", \"etat\": \"\", \"nature\": \"\", \"titre\": \"\", \"description\": \"\", \"startdate\": \"\", \"enddate\": \"\" }, \"geometry\": { \"type\": \"Point\", \"coordinates\": [ 838207.661683149053715, 6521054.069847137667239 ] } },\\n{ \"type\": \"Feature\", \"properties\": { \"number\": \"7007\", \"name\": \"Farge \\\\/ Ayasse\", \"address\": \"117, Boulevard Yves Farge\", \"address2\": \"Face Rue Commandant Ayasse\", \"commune\": \"Lyon 7 ème\", \"nmarrond\": \"52\", \"bonus\": \"\", \"pole\": \"Centre commercial, logements, itinéraire cyclable\", \"lat\": \"45.7356738897812000\", \"lng\": \"4.8277191559612230\", \"bike_stands\": \"20\", \"status\": \"OPEN\", \"available_bike_stands\": \"0\", \"available_bikes\": \"20\", \"availabilitycode\": \"2\", \"availability\": \"Bleu\", \"banking\": \"false\", \"gid\": \"766\", \"last_update\": \"2020-03-09 23:21:03\", \"last_update_fme\": \"2020-03-09 23:31:00\", \"code_insee\": \"69387\", \"langue\": \"\", \"etat\": \"\", \"nature\": \"\", \"titre\": \"\", \"description\": \"\", \"startdate\": \"\", \"enddate\": \"\" }, \"geometry\": { \"type\": \"Point\", \"coordinates\": [ 842119.320782133610919, 6516765.181353102438152 ] } },\\n{ \"type\": \"Feature\", \"properties\": { \"number\": \"3089\", \"name\": \"Trarieux \\\\/ Lacassagne\", \"address\": \"221 avenue Lacassagne\", \"address2\": \"\", \"commune\": \"Lyon 3 ème\", \"nmarrond\": \"89\", \"bonus\": \"\", \"pole\": \"Ecole d\\'infirmière\", \"lat\": \"45.7453145927333700\", \"lng\": \"4.8889645723972110\", \"bike_stands\": \"24\", \"status\": \"OPEN\", \"available_bike_stands\": \"18\", \"available_bikes\": \"6\", \"availabilitycode\": \"1\", \"availability\": \"Vert\", \"banking\": \"true\", \"gid\": \"918\", \"last_update\": \"2020-03-09 23:29:21\", \"last_update_fme\": \"2020-03-09 23:31:00\", \"code_insee\": \"69383\", \"langue\": \"\", \"etat\": \"\", \"nature\": \"\", \"titre\": \"\", \"description\": \"\", \"startdate\": \"\", \"enddate\": \"\" }, \"geometry\": { \"type\": \"Point\", \"coordinates\": [ 846855.123521200381219, 6517947.562407589517534 ] } },\\n{ \"type\": \"Feature\", \"properties\": { \"number\": \"5055\", \"name\": \"Buyer \\\\/ Apollinaire\", \"address\": \"103 av. Barthélémy Buyer\", \"address2\": \"\", \"commune\": \"Lyon 5 ème\", \"nmarrond\": \"55\", \"bonus\": \"\", \"pole\": \"Centre commercial\", \"lat\": \"45.7620132943614000\", \"lng\": \"4.8027598903443770\", \"bike_stands\": \"22\", \"status\": \"OPEN\", \"available_bike_stands\": \"13\", \"available_bikes\": \"9\", \"availabilitycode\": \"1\", \"availability\": \"Vert\", \"banking\": \"false\", \"gid\": \"891\", \"last_update\": \"2020-03-09 23:25:56\", \"last_update_fme\": \"2020-03-09 23:31:00\", \"code_insee\": \"69385\", \"langue\": \"\", \"etat\": \"\", \"nature\": \"\", \"titre\": \"\", \"description\": \"\", \"startdate\": \"\", \"enddate\": \"\" }, \"geometry\": { \"type\": \"Point\", \"coordinates\": [ 840112.110093612689525, 6519644.817848523147404 ] } },\\n{ \"type\": \"Feature\", \"properties\": { \"number\": \"10048\", \"name\": \"Place Marengo\", \"address\": \"54, Avenue Marc Sangnier\", \"address2\": \"Angle Place Marengo\", \"commune\": \"VILLEURBANNE\", \"nmarrond\": \"48\", \"bonus\": \"\", \"pole\": \"coeur quartier, itinéraire cyclable\", \"lat\": \"45.7591435230511500\", \"lng\": \"4.8759935561091980\", \"bike_stands\": \"27\", \"status\": \"OPEN\", \"available_bike_stands\": \"0\", \"available_bikes\": \"27\", \"availabilitycode\": \"2\", \"availability\": \"Bleu\", \"banking\": \"false\", \"gid\": \"829\", \"last_update\": \"2020-03-09 23:27:38\", \"last_update_fme\": \"2020-03-09 23:31:00\", \"code_insee\": \"69266\", \"langue\": \"\", \"etat\": \"\", \"nature\": \"\", \"titre\": \"\", \"description\": \"\", \"startdate\": \"\", \"enddate\": \"\" }, \"geometry\": { \"type\": \"Point\", \"coordinates\": [ 845810.416776073281653, 6519458.803089216351509 ] } },\\n{ \"type\": \"Feature\", \"properties\": { \"number\": \"10115\", \"name\": \"Place d\\'Espagne \\\\/ Stade Kruger\", \"address\": \"143, Avenue Paul Kruger\", \"address2\": \"\", \"commune\": \"VILLEURBANNE\", \"nmarrond\": \"115\", \"bonus\": \"\", \"pole\": \"Stade\", \"lat\": \"45.7541767015908200\", \"lng\": \"4.9052991893735280\", \"bike_stands\": \"22\", \"status\": \"OPEN\", \"available_bike_stands\": \"20\", \"available_bikes\": \"1\", \"availabilitycode\": \"1\", \"availability\": \"Vert\", \"banking\": \"true\", \"gid\": \"921\", \"last_update\": \"2020-03-09 23:24:00\", \"last_update_fme\": \"2020-03-09 23:31:00\", \"code_insee\": \"69266\", \"langue\": \"\", \"etat\": \"\", \"nature\": \"\", \"titre\": \"\", \"description\": \"\", \"startdate\": \"\", \"enddate\": \"\" }, \"geometry\": { \"type\": \"Point\", \"coordinates\": [ 848101.047615886200219, 6518961.931646627373993 ] } },\\n{ \"type\": \"Feature\", \"properties\": { \"number\": \"10063\", \"name\": \"Perrin \\\\/ Jean Jaurès\", \"address\": \"9, Place Jules Grandclément\", \"address2\": \"Rue Antonin Perrin\", \"commune\": \"VILLEURBANNE\", \"nmarrond\": \"63\", \"bonus\": \"\", \"pole\": \"quartier Grandclément\", \"lat\": \"45.7583918194315600\", \"lng\": \"4.8856094344245130\", \"bike_stands\": \"34\", \"status\": \"OPEN\", \"available_bike_stands\": \"12\", \"available_bikes\": \"22\", \"availabilitycode\": \"1\", \"availability\": \"Vert\", \"banking\": \"true\", \"gid\": \"757\", \"last_update\": \"2020-03-09 23:27:52\", \"last_update_fme\": \"2020-03-09 23:31:00\", \"code_insee\": \"69266\", \"langue\": \"\", \"etat\": \"\", \"nature\": \"\", \"titre\": \"\", \"description\": \"\", \"startdate\": \"\", \"enddate\": \"\" }, \"geometry\": { \"type\": \"Point\", \"coordinates\": [ 846559.656383375870064, 6519393.151546854525805 ] } },\\n{ \"type\": \"Feature\", \"properties\": { \"number\": \"10045\", \"name\": \"Anatole France \\\\/ Alsace\", \"address\": \"24 Rue Anatole France\", \"address2\": \"\", \"commune\": \"VILLEURBANNE\", \"nmarrond\": \"\", \"bonus\": \"\", \"pole\": \"Villeurbanne\", \"lat\": \"45.7669053920040840\", \"lng\": \"4.8701613960086180\", \"bike_stands\": \"20\", \"status\": \"OPEN\", \"available_bike_stands\": \"0\", \"available_bikes\": \"20\", \"availabilitycode\": \"2\", \"availability\": \"Bleu\", \"banking\": \"false\", \"gid\": \"1227\", \"last_update\": \"2020-03-09 23:20:55\", \"last_update_fme\": \"2020-03-09 23:31:00\", \"code_insee\": \"69266\", \"langue\": \"\", \"etat\": \"\", \"nature\": \"\", \"titre\": \"\", \"description\": \"\", \"startdate\": \"\", \"enddate\": \"\" }, \"geometry\": { \"type\": \"Point\", \"coordinates\": [ 845336.787748933071271, 6520309.770413974300027 ] } },\\n{ \"type\": \"Feature\", \"properties\": { \"number\": \"3085\", \"name\": \"Sacré Coeur\", \"address\": \"rue Charial\", \"address2\": \"\", \"commune\": \"Lyon 3 ème\", \"nmarrond\": \"85\", \"bonus\": \"\", \"pole\": \"Gymnase, piscine, lycée, jardin public, sacré coeur\", \"lat\": \"45.7578296698746000\", \"lng\": \"4.8683950401971430\", \"bike_stands\": \"16\", \"status\": \"OPEN\", \"available_bike_stands\": \"3\", \"available_bikes\": \"13\", \"availabilitycode\": \"1\", \"availability\": \"Vert\", \"banking\": \"true\", \"gid\": \"946\", \"last_update\": \"2020-03-09 23:23:14\", \"last_update_fme\": \"2020-03-09 23:31:00\", \"code_insee\": \"69383\", \"langue\": \"\", \"etat\": \"\", \"nature\": \"\", \"titre\": \"\", \"description\": \"\", \"startdate\": \"\", \"enddate\": \"\" }, \"geometry\": { \"type\": \"Point\", \"coordinates\": [ 845223.389406969072297, 6519298.936583270318806 ] } },\\n{ \"type\": \"Feature\", \"properties\": { \"number\": \"3094\", \"name\": \"Villette\", \"address\": \"74 rue de la Villette\", \"address2\": \"\", \"commune\": \"Lyon 3 ème\", \"nmarrond\": \"94\", \"bonus\": \"\", \"pole\": \"Etablissements publics, bureaux\", \"lat\": \"45.7577645564235300\", \"lng\": \"4.8614965859401120\", \"bike_stands\": \"38\", \"status\": \"OPEN\", \"available_bike_stands\": \"37\", \"available_bikes\": \"1\", \"availabilitycode\": \"1\", \"availability\": \"Vert\", \"banking\": \"true\", \"gid\": \"939\", \"last_update\": \"2020-03-09 23:21:49\", \"last_update_fme\": \"2020-03-09 23:31:00\", \"code_insee\": \"69383\", \"langue\": \"FR\", \"etat\": \"CLOSING\", \"nature\": \"WORKS\", \"titre\": \"Fermeture de la station  3038 - VIVIER MERLE \\\\/ PAUL BERT\", \"description\": \"En raison de travaux sur le boulevard Marius Vivier Merle, votre station  3038 - VIVIER MERLE \\\\/ PAUL BERT sera fermée à partir de mardi 1er octobre jusqu\\'à la fin des travaux sur zone.\\\\n\\\\nUne station temporaire sera mise à disposition le temps des travaux à l\\'angle de la rue Paul Bert et ouvrira dans les prochaines semaines.\\\\nVous pouvez aussi vous reporter sur les stations voisines:\\\\n\\\\n- 3011 - PART DIEU \\\\/ CUIRASSIERS  \\\\n- 3084 - DESAIX  \\\\n- 3103 - PLACE DANTON  \\\\n- 3094 - VILLETTE\", \"startdate\": \"2019-10-01 00:00:00\", \"enddate\": \"2020-04-30 00:00:00\" }, \"geometry\": { \"type\": \"Point\", \"coordinates\": [ 844687.468211128609255, 6519279.043851776048541 ] } },\\n{ \"type\": \"Feature\", \"properties\": { \"number\": \"5044\", \"name\": \"Champvert\", \"address\": \"Face 92, Rue Edmond Locard\", \"address2\": \"\", \"commune\": \"Lyon 5 ème\", \"nmarrond\": \"44\", \"bonus\": \"\", \"pole\": \"Bibliothèque, jardin public\", \"lat\": \"45.7597959541759600\", \"lng\": \"4.7965641858696300\", \"bike_stands\": \"20\", \"status\": \"CLOSED\", \"available_bike_stands\": \"0\", \"available_bikes\": \"0\", \"availabilitycode\": \"0\", \"availability\": \"Gris\", \"banking\": \"true\", \"gid\": \"882\", \"last_update\": \"2020-03-09 23:22:17\", \"last_update_fme\": \"2020-03-09 23:31:00\", \"code_insee\": \"69385\", \"langue\": \"FR\", \"etat\": \"CLOSING\", \"nature\": \"WORKS\", \"titre\": \"Fermeture de la station  5044 - CHAMPVERT\", \"description\": \"En raison de modification de voirie, la station  5044 - CHAMPVERT sera fermée pour permettre son déplacement.\\\\n\\\\nNous vous invitons à vous reporter sur les stations voisines:\\\\n- 5002 - PLACE DES COMPAGNONS DE LA CHANSON  \\\\n- 5016 - POINT DU JOUR \\\\/ GRANGES  \\\\n- 5055 - BUYER \\\\/ APOLLINAIRE  \\\\n- 5054 - CHAMPVERT \\\\n\\\\nNous vous remercions de votre compréhension\", \"startdate\": \"2020-03-02 00:00:00\", \"enddate\": \"2020-04-26 00:00:00\" }, \"geometry\": { \"type\": \"Point\", \"coordinates\": [ 839636.259583379141986, 6519387.669260457158089 ] } },\\n{ \"type\": \"Feature\", \"properties\": { \"number\": \"3069\", \"name\": \"Dauphiné \\\\/ Saint-Maximin\", \"address\": \"10 rue du Dauphiné\", \"address2\": \"\", \"commune\": \"Lyon 3 ème\", \"nmarrond\": \"\", \"bonus\": \"\", \"pole\": \"Lyon 3ème arrondissement\", \"lat\": \"45.7499462288418300\", \"lng\": \"4.8646503841216660\", \"bike_stands\": \"30\", \"status\": \"OPEN\", \"available_bike_stands\": \"13\", \"available_bikes\": \"17\", \"availabilitycode\": \"1\", \"availability\": \"Vert\", \"banking\": \"false\", \"gid\": \"1220\", \"last_update\": \"2020-03-09 23:29:26\", \"last_update_fme\": \"2020-03-09 23:31:00\", \"code_insee\": \"69383\", \"langue\": \"\", \"etat\": \"\", \"nature\": \"\", \"titre\": \"\", \"description\": \"\", \"startdate\": \"\", \"enddate\": \"\" }, \"geometry\": { \"type\": \"Point\", \"coordinates\": [ 844953.056993471342139, 6518416.837622932158411 ] } },\\n{ \"type\": \"Feature\", \"properties\": { \"number\": \"10006\", \"name\": \"Charpennes\", \"address\": \"Place Charles Hernu\", \"address2\": \" \", \"commune\": \"VILLEURBANNE\", \"nmarrond\": \"6\", \"bonus\": \"\", \"pole\": \"métro A B, tram, centre quartier, itinéraire cyclable\", \"lat\": \"45.7702267691493500\", \"lng\": \"4.8631327223602240\", \"bike_stands\": \"46\", \"status\": \"OPEN\", \"available_bike_stands\": \"38\", \"available_bikes\": \"8\", \"availabilitycode\": \"1\", \"availability\": \"Vert\", \"banking\": \"true\", \"gid\": \"927\", \"last_update\": \"2020-03-09 23:29:41\", \"last_update_fme\": \"2020-03-09 23:31:00\", \"code_insee\": \"69266\", \"langue\": \"\", \"etat\": \"\", \"nature\": \"\", \"titre\": 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\"enddate\": \"\" }, \"geometry\": { \"type\": \"Point\", \"coordinates\": [ 843057.17089707183186, 6519178.075488403439522 ] } },\\n{ \"type\": \"Feature\", \"properties\": { \"number\": \"3035\", \"name\": \"Philomène Magnin\", \"address\": \"3 Rue Philomène Magnin\", \"address2\": \"\", \"commune\": \"Lyon 3 ème\", \"nmarrond\": \"\", \"bonus\": \"\", \"pole\": \"buire_vivier_merle\", \"lat\": \"45.7526125818453550\", \"lng\": \"4.8587710033051470\", \"bike_stands\": \"24\", \"status\": \"OPEN\", \"available_bike_stands\": \"16\", \"available_bikes\": \"8\", \"availabilitycode\": \"1\", \"availability\": \"Vert\", \"banking\": \"true\", \"gid\": \"1245\", \"last_update\": \"2020-03-09 23:22:53\", \"last_update_fme\": \"2020-03-09 23:31:00\", \"code_insee\": \"69383\", \"langue\": \"\", \"etat\": \"\", \"nature\": \"\", \"titre\": \"\", \"description\": \"\", \"startdate\": \"\", \"enddate\": \"\" }, \"geometry\": { \"type\": \"Point\", \"coordinates\": [ 844489.124272601911798, 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\"number\": \"4024\", \"name\": \"Lyon Métropole\", \"address\": \"Face au 84, Quai Joseph Gillet\", \"address2\": \"150 mètres au sud de la Rue du Bois de la Caille\", \"commune\": \"Lyon 4 ème\", \"nmarrond\": \"24\", \"bonus\": \"\", \"pole\": \"\", \"lat\": \"45.7881700188236600\", \"lng\": \"4.8185602866725280\", \"bike_stands\": \"25\", \"status\": \"OPEN\", \"available_bike_stands\": \"18\", \"available_bikes\": \"7\", \"availabilitycode\": \"1\", \"availability\": \"Vert\", \"banking\": \"true\", \"gid\": \"951\", \"last_update\": \"2020-03-09 23:23:12\", \"last_update_fme\": \"2020-03-09 23:31:00\", \"code_insee\": \"69384\", \"langue\": \"\", \"etat\": \"\", \"nature\": \"\", \"titre\": \"\", \"description\": \"\", \"startdate\": \"\", \"enddate\": \"\" }, \"geometry\": { \"type\": \"Point\", \"coordinates\": [ 841273.022949323174544, 6522576.930642936378717 ] } },\\n{ \"type\": \"Feature\", \"properties\": { \"number\": \"5008\", \"name\": \"Sainte-Irénée\", \"address\": 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\"bike_stands\": \"16\", \"status\": \"OPEN\", \"available_bike_stands\": \"1\", \"available_bikes\": \"15\", \"availabilitycode\": \"1\", \"availability\": \"Vert\", \"banking\": \"true\", \"gid\": \"1032\", \"last_update\": \"2020-03-09 23:28:24\", \"last_update_fme\": \"2020-03-09 23:31:00\", \"code_insee\": \"69385\", \"langue\": \"\", \"etat\": \"\", \"nature\": \"\", \"titre\": \"\", \"description\": \"\", \"startdate\": \"\", \"enddate\": \"\" }, \"geometry\": { \"type\": \"Point\", \"coordinates\": [ 842142.994450361118652, 6519987.915003228932619 ] } },\\n{ \"type\": \"Feature\", \"properties\": { \"number\": \"3034\", \"name\": \"Garibaldi \\\\/ Pensionnat\", \"address\": \"52 Rue du Pensionnat\", \"address2\": \"\", \"commune\": \"Lyon 3 ème\", \"nmarrond\": \"104\", \"bonus\": \"\", \"pole\": \"Lyon 3ème arrondissement\", \"lat\": \"45.7547065642496240\", \"lng\": \"4.8534044474099280\", \"bike_stands\": \"30\", \"status\": \"OPEN\", \"available_bike_stands\": \"18\", \"available_bikes\": \"12\", \"availabilitycode\": \"1\", \"availability\": \"Vert\", \"banking\": \"true\", \"gid\": \"1210\", \"last_update\": \"2020-03-09 23:28:10\", \"last_update_fme\": \"2020-03-09 23:31:00\", \"code_insee\": \"69383\", \"langue\": \"\", \"etat\": \"\", \"nature\": \"\", \"titre\": \"\", \"description\": \"\", \"startdate\": \"\", \"enddate\": \"\" }, \"geometry\": { \"type\": \"Point\", \"coordinates\": [ 844066.581180528737605, 6518924.749280022457242 ] } },\\n{ \"type\": \"Feature\", \"properties\": { \"number\": \"8030\", \"name\": \"Laënnec\", \"address\": \"rue Nungesser et Coli\", \"address2\": \"angle avenue Laënnec\", \"commune\": \"Lyon 8 ème\", \"nmarrond\": \"30\", \"bonus\": \"\", \"pole\": \"fac, tram\", \"lat\": \"45.7413737377965600\", \"lng\": \"4.8797369306165574\", \"bike_stands\": \"16\", \"status\": \"OPEN\", \"available_bike_stands\": \"15\", \"available_bikes\": \"1\", \"availabilitycode\": \"1\", \"availability\": \"Vert\", \"banking\": \"false\", \"gid\": \"1056\", \"last_update\": \"2020-03-09 23:27:33\", \"last_update_fme\": \"2020-03-09 23:31:00\", \"code_insee\": \"69388\", \"langue\": \"\", \"etat\": \"\", \"nature\": \"\", \"titre\": \"\", \"description\": \"\", \"startdate\": \"\", \"enddate\": \"\" }, \"geometry\": { \"type\": \"Point\", \"coordinates\": [ 846148.285348920151591, 6517492.931033680215478 ] } },\\n{ \"type\": \"Feature\", \"properties\": { \"number\": \"3084\", \"name\": \"Desaix\", \"address\": \"128 rue Paul Bert\", \"address2\": \"\", \"commune\": \"Lyon 3 ème\", \"nmarrond\": \"84\", \"bonus\": \"\", \"pole\": \" \", \"lat\": \"45.7572612599251600\", \"lng\": \"4.8552008564228180\", \"bike_stands\": \"28\", \"status\": \"OPEN\", \"available_bike_stands\": \"10\", \"available_bikes\": \"18\", \"availabilitycode\": \"1\", \"availability\": \"Vert\", \"banking\": \"false\", \"gid\": \"776\", \"last_update\": \"2020-03-09 23:30:31\", \"last_update_fme\": \"2020-03-09 23:31:00\", \"code_insee\": 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Gravière\", \"commune\": \"CALUIRE-ET-CUIRE\", \"nmarrond\": \"\", \"bonus\": \"\", \"pole\": \"Caluire-et-Cuire\", \"lat\": \"45.7879516402910550\", \"lng\": \"4.8530543333992190\", \"bike_stands\": \"25\", \"status\": \"OPEN\", \"available_bike_stands\": \"12\", \"available_bikes\": \"13\", \"availabilitycode\": \"1\", \"availability\": \"Vert\", \"banking\": \"true\", \"gid\": \"1228\", \"last_update\": \"2020-03-09 23:24:38\", \"last_update_fme\": \"2020-03-09 23:31:00\", \"code_insee\": \"69034\", \"langue\": \"\", \"etat\": \"\", \"nature\": \"\", \"titre\": \"\", \"description\": \"\", \"startdate\": \"\", \"enddate\": \"\" }, \"geometry\": { \"type\": \"Point\", \"coordinates\": [ 843952.739911280106753, 6522614.985272662714124 ] } },\\n{ \"type\": \"Feature\", \"properties\": { \"number\": \"3079\", \"name\": \"Place Louise\", \"address\": \"4, Place Louise\", \"address2\": \"\", \"commune\": \"Lyon 3 ème\", \"nmarrond\": \"79\", \"bonus\": \"\", \"pole\": \"Coeur de quartier, 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\"lng\": \"4.8392671207183300\", \"bike_stands\": \"40\", \"status\": \"OPEN\", \"available_bike_stands\": \"30\", \"available_bikes\": \"9\", \"availabilitycode\": \"1\", \"availability\": \"Vert\", \"banking\": \"true\", \"gid\": \"1095\", \"last_update\": \"2020-03-09 23:22:40\", \"last_update_fme\": \"2020-03-09 23:31:00\", \"code_insee\": \"69387\", \"langue\": \"\", \"etat\": \"\", \"nature\": \"\", \"titre\": \"\", \"description\": \"\", \"startdate\": \"\", \"enddate\": \"\" }, \"geometry\": { \"type\": \"Point\", \"coordinates\": [ 842977.578622598317452, 6518482.547260100021958 ] } },\\n{ \"type\": \"Feature\", \"properties\": { \"number\": \"10120\", \"name\": \"Salengro \\\\/ Descartes\", \"address\": \"39 rue Roger Salengro\", \"address2\": \"\", \"commune\": \"VILLEURBANNE\", \"nmarrond\": \"120\", \"bonus\": \"\", \"pole\": \"Maillage\", \"lat\": \"45.7762517515064500\", \"lng\": \"4.8716291781443655\", \"bike_stands\": \"15\", \"status\": \"OPEN\", \"available_bike_stands\": \"0\", \"available_bikes\": \"13\", \"availabilitycode\": \"2\", \"availability\": \"Bleu\", \"banking\": \"true\", \"gid\": \"777\", \"last_update\": \"2020-03-09 23:26:38\", \"last_update_fme\": \"2020-03-09 23:31:00\", \"code_insee\": \"69266\", \"langue\": \"\", \"etat\": \"\", \"nature\": \"\", \"titre\": \"\", \"description\": \"\", \"startdate\": \"\", \"enddate\": \"\" }, \"geometry\": { \"type\": \"Point\", \"coordinates\": [ 845426.233597584301606, 6521350.101884432137012 ] } },\\n{ \"type\": \"Feature\", \"properties\": { \"number\": \"5045\", \"name\": \"Valdo \\\\/ Rivet\", \"address\": \"Rue Jeunet\", \"address2\": \"\", \"commune\": \"Lyon 5 ème\", \"nmarrond\": \"45\", \"bonus\": \"\", \"pole\": \"Maillage\", \"lat\": \"45.7504814834310240\", \"lng\": \"4.7887741211031210\", \"bike_stands\": \"18\", \"status\": \"OPEN\", \"available_bike_stands\": \"14\", \"available_bikes\": \"4\", \"availabilitycode\": \"1\", \"availability\": \"Vert\", \"banking\": \"true\", \"gid\": \"883\", \"last_update\": \"2020-03-09 23:21:25\", \"last_update_fme\": \"2020-03-09 23:31:00\", \"code_insee\": \"69385\", \"langue\": \"\", \"etat\": \"\", \"nature\": \"\", \"titre\": \"\", \"description\": \"\", \"startdate\": \"\", \"enddate\": \"\" }, \"geometry\": { \"type\": \"Point\", \"coordinates\": [ 839054.318232138408348, 6518339.808662064373493 ] } },\\n{ \"type\": \"Feature\", \"properties\": { \"number\": \"10083\", \"name\": \"Château Gaillard \\\\/ Bienvenus\", \"address\": \"Face 31, Rue des Bienvenus\", \"address2\": \"\", \"commune\": \"VILLEURBANNE\", \"nmarrond\": \"83\", \"bonus\": \"\", \"pole\": \"\", \"lat\": \"45.7778649152535660\", \"lng\": \"4.8842442857728360\", \"bike_stands\": \"15\", \"status\": \"OPEN\", \"available_bike_stands\": \"0\", \"available_bikes\": \"14\", \"availabilitycode\": \"2\", \"availability\": \"Bleu\", \"banking\": \"false\", \"gid\": \"976\", \"last_update\": \"2020-03-09 23:23:57\", \"last_update_fme\": \"2020-03-09 23:31:00\", \"code_insee\": \"69266\", \"langue\": \"\", \"etat\": \"\", \"nature\": \"\", \"titre\": \"\", \"description\": \"\", \"startdate\": \"\", \"enddate\": \"\" }, \"geometry\": { \"type\": \"Point\", \"coordinates\": [ 846401.971985035692342, 6521552.505602202378213 ] } },\\n{ \"type\": \"Feature\", \"properties\": { \"number\": \"10071\", \"name\": \"Lycée Marie Curie\", \"address\": \"33 Boulevard Eugène Réguillon\", \"address2\": \"\", \"commune\": \"VILLEURBANNE\", \"nmarrond\": \"71\", \"bonus\": \"\", \"pole\": \"lycée, quartier\", \"lat\": \"45.7615279698755500\", \"lng\": \"4.8956902199613600\", \"bike_stands\": \"15\", \"status\": \"OPEN\", \"available_bike_stands\": \"15\", \"available_bikes\": \"0\", \"availabilitycode\": \"3\", \"availability\": \"Orange\", \"banking\": \"false\", \"gid\": \"904\", \"last_update\": \"2020-03-09 23:22:31\", \"last_update_fme\": \"2020-03-09 23:31:00\", \"code_insee\": \"69266\", \"langue\": \"\", \"etat\": \"\", \"nature\": \"\", \"titre\": \"\", \"description\": \"\", \"startdate\": \"\", \"enddate\": \"\" }, \"geometry\": { \"type\": \"Point\", \"coordinates\": [ 847334.678512323880568, 6519760.083928138017654 ] } },\\n{ \"type\": \"Feature\", \"properties\": { \"number\": \"3087\", \"name\": \"Part-Dieu \\\\/ Garibaldi\", \"address\": \"4, Boulevard Eugène Deruelle\", \"address2\": \"\", \"commune\": \"Lyon 3 ème\", \"nmarrond\": \"87\", \"bonus\": \"\", \"pole\": \"Centre Commercial, bureaux, renforcement 2-003\", \"lat\": \"45.7627511569952000\", \"lng\": \"4.8524277723450730\", \"bike_stands\": \"20\", \"status\": \"OPEN\", \"available_bike_stands\": \"17\", \"available_bikes\": \"3\", \"availabilitycode\": \"1\", \"availability\": \"Vert\", \"banking\": \"true\", \"gid\": \"1018\", \"last_update\": \"2020-03-09 23:29:17\", \"last_update_fme\": \"2020-03-09 23:31:00\", \"code_insee\": \"69383\", \"langue\": \"\", \"etat\": \"\", \"nature\": \"\", \"titre\": \"\", \"description\": \"\", \"startdate\": \"\", \"enddate\": \"\" }, \"geometry\": { \"type\": \"Point\", \"coordinates\": [ 843969.72147718607448, 6519816.080776046961546 ] } },\\n{ \"type\": \"Feature\", \"properties\": { \"number\": \"9004\", \"name\": \"Gare de Vaise\", \"address\": \"Face 14, Rue du 24 Mars 1852\", \"address2\": \"face entrée gare\", \"commune\": \"Lyon 9 ème\", \"nmarrond\": \"4\", \"bonus\": \"\", \"pole\": \"Gare, métro D\", \"lat\": \"45.7797819839255400\", \"lng\": \"4.8046653309593905\", \"bike_stands\": \"22\", \"status\": \"OPEN\", \"available_bike_stands\": \"9\", \"available_bikes\": \"8\", \"availabilitycode\": \"1\", \"availability\": \"Vert\", \"banking\": \"true\", \"gid\": \"1014\", \"last_update\": \"2020-03-09 23:30:03\", \"last_update_fme\": \"2020-03-09 23:31:00\", \"code_insee\": \"69389\", \"langue\": \"\", \"etat\": \"\", \"nature\": \"\", \"titre\": \"\", \"description\": \"\", \"startdate\": \"\", \"enddate\": \"\" }, \"geometry\": { \"type\": \"Point\", \"coordinates\": [ 840215.083245992427692, 6521620.912023536860943 ] } },\\n{ \"type\": \"Feature\", \"properties\": { \"number\": \"8002\", \"name\": \"Place Ambroise Courtois\", \"address\": \"Place Ambroise Courtois\", \"address2\": \"Face 107 Cours Albert Thomas\", \"commune\": \"Lyon 8 ème\", \"nmarrond\": \"2\", \"bonus\": \"\", \"pole\": \"Métro D, Institut Lumière, Place et avenue des frères Lumière\", \"lat\": \"45.7452926164535000\", \"lng\": \"4.8716789632578010\", \"bike_stands\": \"20\", \"status\": \"OPEN\", \"available_bike_stands\": \"19\", \"available_bikes\": \"1\", \"availabilitycode\": \"1\", \"availability\": \"Vert\", \"banking\": \"true\", \"gid\": \"895\", \"last_update\": \"2020-03-09 23:22:43\", \"last_update_fme\": \"2020-03-09 23:31:00\", \"code_insee\": \"69388\", \"langue\": \"\", \"etat\": \"\", \"nature\": \"\", \"titre\": \"\", \"description\": \"\", \"startdate\": \"\", \"enddate\": \"\" }, \"geometry\": { \"type\": \"Point\", \"coordinates\": [ 845511.586744328029454, 6517913.121734518557787 ] } },\\n{ \"type\": \"Feature\", \"properties\": { \"number\": \"10007\", \"name\": \"Piaton \\\\/ Condorcet\", \"address\": \"Avenue Piaton\", \"address2\": \"Angle rue Condorcet\", \"commune\": \"VILLEURBANNE\", \"nmarrond\": \"7\", \"bonus\": \"\", \"pole\": \"centre quartier, itinéraire cyclable\", \"lat\": \"45.7742151784181300\", \"lng\": \"4.8675042131350820\", \"bike_stands\": \"20\", \"status\": \"OPEN\", \"available_bike_stands\": \"1\", \"available_bikes\": \"19\", \"availabilitycode\": \"1\", \"availability\": \"Vert\", \"banking\": \"false\", \"gid\": \"1078\", \"last_update\": \"2020-03-09 23:29:07\", \"last_update_fme\": \"2020-03-09 23:31:00\", \"code_insee\": \"69266\", \"langue\": \"\", \"etat\": \"\", \"nature\": \"\", \"titre\": \"\", \"description\": \"\", \"startdate\": \"\", \"enddate\": \"\" }, \"geometry\": { \"type\": \"Point\", \"coordinates\": [ 845111.130594220710918, 6521116.413538206368685 ] } },\\n{ \"type\": \"Feature\", \"properties\": { \"number\": \"3038\", \"name\": \"Vivier Merle \\\\/ Paul Bert\", \"address\": \"65, Boulevard Vivier Merle\", \"address2\": \"angle rue Paul Bert\", \"commune\": \"Lyon 3 ème\", \"nmarrond\": \"38\", \"bonus\": \"\", \"pole\": \"CAFAL\", \"lat\": \"45.7573307386789700\", \"lng\": \"4.8589349649959805\", \"bike_stands\": \"40\", \"status\": \"CLOSED\", \"available_bike_stands\": \"0\", \"available_bikes\": \"0\", \"availabilitycode\": \"0\", \"availability\": \"Gris\", \"banking\": \"true\", \"gid\": \"867\", \"last_update\": \"2020-03-09 00:30:03\", \"last_update_fme\": \"2020-03-09 00:30:03\", \"code_insee\": \"69383\", \"langue\": \"FR\", \"etat\": \"CLOSING\", \"nature\": \"WORKS\", \"titre\": \"Fermeture de la station  3038 - VIVIER MERLE \\\\/ PAUL BERT\", \"description\": \"En raison de travaux sur le boulevard Marius Vivier Merle, votre station  3038 - VIVIER MERLE \\\\/ PAUL BERT sera fermée à partir de mardi 1er octobre jusqu\\'à la fin des travaux sur zone.\\\\n\\\\nUne station temporaire sera mise à disposition le temps des travaux à l\\'angle de la rue Paul Bert et ouvrira dans les prochaines semaines.\\\\nVous pouvez aussi vous reporter sur les stations voisines:\\\\n\\\\n- 3011 - PART DIEU \\\\/ CUIRASSIERS  \\\\n- 3084 - DESAIX  \\\\n- 3103 - PLACE DANTON  \\\\n- 3094 - VILLETTE\", \"startdate\": \"2019-10-01 00:00:00\", \"enddate\": \"2020-04-30 00:00:00\" }, \"geometry\": { \"type\": \"Point\", \"coordinates\": [ 844489.533442782470956, 6519226.190796877257526 ] } },\\n{ \"type\": \"Feature\", \"properties\": { \"number\": \"4006\", \"name\": \"Philippe de Lassalle\", \"address\": \"Rue Philippe de Lassalle\", \"address2\": \"angle Rue Anselme\", \"commune\": \"Lyon 4 ème\", \"nmarrond\": \"6\", \"bonus\": \"\", \"pole\": \"IUFM\", \"lat\": \"45.7737230904642600\", \"lng\": \"4.8213019761705525\", \"bike_stands\": \"22\", \"status\": \"CLOSED\", \"available_bike_stands\": \"0\", \"available_bikes\": \"0\", \"availabilitycode\": \"0\", \"availability\": \"Gris\", \"banking\": \"false\", \"gid\": \"872\", \"last_update\": \"2020-03-09 00:30:03\", \"last_update_fme\": \"2020-03-09 00:30:03\", \"code_insee\": \"69384\", \"langue\": \"\", \"etat\": \"\", \"nature\": \"\", \"titre\": \"\", \"description\": \"\", \"startdate\": \"\", \"enddate\": \"\" }, \"geometry\": { \"type\": \"Point\", \"coordinates\": [ 841522.972116354736499, 6520977.924540947191417 ] } },\\n{ \"type\": \"Feature\", \"properties\": { \"number\": \"3070\", \"name\": \"Rebatel \\\\/ Saint-Maximin\", \"address\": \"62 Rue Saint Maximin\", \"address2\": \"\", \"commune\": \"Lyon 3 ème\", \"nmarrond\": \"\", \"bonus\": \"\", \"pole\": \"st_maximin_rebatel\", \"lat\": \"45.7478135296658550\", \"lng\": \"4.8722519668217290\", \"bike_stands\": \"30\", \"status\": \"CLOSED\", \"available_bike_stands\": \"0\", \"available_bikes\": \"0\", \"availabilitycode\": \"0\", \"availability\": \"Gris\", \"banking\": \"false\", \"gid\": \"1265\", \"last_update\": \"2020-03-09 00:30:03\", \"last_update_fme\": \"2020-03-09 00:30:03\", \"code_insee\": \"69383\", \"langue\": \"\", \"etat\": \"\", \"nature\": \"\", \"titre\": \"\", \"description\": \"\", \"startdate\": \"\", \"enddate\": \"\" }, \"geometry\": { \"type\": \"Point\", \"coordinates\": [ 845549.488748307805508, 6518194.048853686079383 ] } }\\n]\\n}\\n'"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "response.text"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "str"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(response.text)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Par contre :"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(response.json())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "qui est énormement plus pratique !"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = response.json()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Exploration"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_keys(['type', 'name', 'crs', 'features'])"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'jcd_jcdecaux.jcdvelov'"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['name']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'FeatureCollection'"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['type']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'type': 'name', 'properties': {'name': 'urn:ogc:def:crs:EPSG::2154'}}"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['crs']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [],
   "source": [
    "#data['features']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'type': 'Feature',\n",
       " 'properties': {'number': '4008',\n",
       "  'name': 'Clos Savaron',\n",
       "  'address': '10 Rue Clos Savaron',\n",
       "  'address2': 'Face au n°19',\n",
       "  'commune': 'Lyon 4 ème',\n",
       "  'nmarrond': '',\n",
       "  'bonus': '',\n",
       "  'pole': 'deleuvre',\n",
       "  'lat': '45.7826362574796000',\n",
       "  'lng': '4.8255591851847730',\n",
       "  'bike_stands': '20',\n",
       "  'status': 'OPEN',\n",
       "  'available_bike_stands': '15',\n",
       "  'available_bikes': '5',\n",
       "  'availabilitycode': '1',\n",
       "  'availability': 'Vert',\n",
       "  'banking': 'false',\n",
       "  'gid': '1211',\n",
       "  'last_update': '2020-03-09 23:22:49',\n",
       "  'last_update_fme': '2020-03-09 23:31:00',\n",
       "  'code_insee': '69384',\n",
       "  'langue': '',\n",
       "  'etat': '',\n",
       "  'nature': '',\n",
       "  'titre': '',\n",
       "  'description': '',\n",
       "  'startdate': '',\n",
       "  'enddate': ''},\n",
       " 'geometry': {'type': 'Point',\n",
       "  'coordinates': [841830.8348477094, 6521975.112768361]}}"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['features'][0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_keys(['type', 'properties', 'geometry'])"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['features'][0].keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'number': '4008',\n",
       " 'name': 'Clos Savaron',\n",
       " 'address': '10 Rue Clos Savaron',\n",
       " 'address2': 'Face au n°19',\n",
       " 'commune': 'Lyon 4 ème',\n",
       " 'nmarrond': '',\n",
       " 'bonus': '',\n",
       " 'pole': 'deleuvre',\n",
       " 'lat': '45.7826362574796000',\n",
       " 'lng': '4.8255591851847730',\n",
       " 'bike_stands': '20',\n",
       " 'status': 'OPEN',\n",
       " 'available_bike_stands': '15',\n",
       " 'available_bikes': '5',\n",
       " 'availabilitycode': '1',\n",
       " 'availability': 'Vert',\n",
       " 'banking': 'false',\n",
       " 'gid': '1211',\n",
       " 'last_update': '2020-03-09 23:22:49',\n",
       " 'last_update_fme': '2020-03-09 23:31:00',\n",
       " 'code_insee': '69384',\n",
       " 'langue': '',\n",
       " 'etat': '',\n",
       " 'nature': '',\n",
       " 'titre': '',\n",
       " 'description': '',\n",
       " 'startdate': '',\n",
       " 'enddate': ''}"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['features'][0]['properties']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "N.B. : l'attribut `number` porte l'identifiant unique \"métiers\" de chaque station Vélo'V"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Analyse"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Quelle station a le plus de Vélo'V disponibles ?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 1. Approche bête et mechante "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [],
   "source": [
    "# initialisation\n",
    "max_available_bikes = -1\n",
    "\n",
    "for feature in data['features']:\n",
    "    \n",
    "    this_station_available_bikes = feature['properties']['available_bikes']\n",
    "    \n",
    "    if this_station_available_bikes == '':\n",
    "        continue\n",
    "    \n",
    "    this_station                 = feature['properties']\n",
    "    \n",
    "    if int(this_station_available_bikes) > max_available_bikes:\n",
    "        \n",
    "        max_available_bikes = int(this_station_available_bikes)\n",
    "        most_available_station = this_station"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "La station qui actuellement a le plus de Vélo'V disponibles est la station numéro 7003 ; \n",
      "40 Vélo'V sont disponibles.\n"
     ]
    }
   ],
   "source": [
    "print(\"\"\"La station qui actuellement a le plus de Vélo'V disponibles est la station numéro %s ; \n",
    "%i Vélo'V sont disponibles.\"\"\" % (most_available_station['number'], max_available_bikes))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "...et pour en savoir plus sur cette station ?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'number': '7003',\n",
       " 'name': 'Gambetta / Garibaldi',\n",
       " 'address': '100, Cours Gambetta',\n",
       " 'address2': 'Prolongement Rue Rachais',\n",
       " 'commune': 'Lyon 7 ème',\n",
       " 'nmarrond': '3',\n",
       " 'bonus': '',\n",
       " 'pole': 'métro D',\n",
       " 'lat': '45.7517901355474700',\n",
       " 'lng': '4.8526079660087520',\n",
       " 'bike_stands': '40',\n",
       " 'status': 'OPEN',\n",
       " 'available_bike_stands': '0',\n",
       " 'available_bikes': '40',\n",
       " 'availabilitycode': '2',\n",
       " 'availability': 'Bleu',\n",
       " 'banking': 'true',\n",
       " 'gid': '1058',\n",
       " 'last_update': '2020-03-09 23:26:37',\n",
       " 'last_update_fme': '2020-03-09 23:31:00',\n",
       " 'code_insee': '69387',\n",
       " 'langue': '',\n",
       " 'etat': '',\n",
       " 'nature': '',\n",
       " 'titre': '',\n",
       " 'description': '',\n",
       " 'startdate': '',\n",
       " 'enddate': ''}"
      ]
     },
     "execution_count": 98,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "most_available_station"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2. Une approche plus \"pythonique\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [],
   "source": [
    "tmp = [ el for el in data['features'] if el['properties']['available_bikes'] != '' ]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [],
   "source": [
    "tmp.sort(key=lambda x: int(x['properties']['available_bikes']), reverse=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'type': 'Feature',\n",
       " 'properties': {'number': '7003',\n",
       "  'name': 'Gambetta / Garibaldi',\n",
       "  'address': '100, Cours Gambetta',\n",
       "  'address2': 'Prolongement Rue Rachais',\n",
       "  'commune': 'Lyon 7 ème',\n",
       "  'nmarrond': '3',\n",
       "  'bonus': '',\n",
       "  'pole': 'métro D',\n",
       "  'lat': '45.7517901355474700',\n",
       "  'lng': '4.8526079660087520',\n",
       "  'bike_stands': '40',\n",
       "  'status': 'OPEN',\n",
       "  'available_bike_stands': '0',\n",
       "  'available_bikes': '40',\n",
       "  'availabilitycode': '2',\n",
       "  'availability': 'Bleu',\n",
       "  'banking': 'true',\n",
       "  'gid': '1058',\n",
       "  'last_update': '2020-03-09 23:26:37',\n",
       "  'last_update_fme': '2020-03-09 23:31:00',\n",
       "  'code_insee': '69387',\n",
       "  'langue': '',\n",
       "  'etat': '',\n",
       "  'nature': '',\n",
       "  'titre': '',\n",
       "  'description': '',\n",
       "  'startdate': '',\n",
       "  'enddate': ''},\n",
       " 'geometry': {'type': 'Point',\n",
       "  'coordinates': [844012.2793672716, 6518599.513596931]}}"
      ]
     },
     "execution_count": 104,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tmp[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3. Avec `pandas`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "pd.set_option('display.max_rows', 100)    # <- cela permet d'afficher jusqu'à 100 lignes d'un DataFrame\n",
    "pd.set_option('display.max_columns', 100) # <- cela permet d'afficher jusqu'à 100 colonnes d'un DataFrame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {},
   "outputs": [],
   "source": [
    "df0 = pd.DataFrame.from_records(data['features'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "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>type</th>\n",
       "      <th>properties</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Feature</td>\n",
       "      <td>{'number': '4008', 'name': 'Clos Savaron', 'ad...</td>\n",
       "      <td>{'type': 'Point', 'coordinates': [841830.83484...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Feature</td>\n",
       "      <td>{'number': '7031', 'name': 'Jaurès / Gerland',...</td>\n",
       "      <td>{'type': 'Point', 'coordinates': [843087.26440...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Feature</td>\n",
       "      <td>{'number': '9050', 'name': 'Allée de l'Europe'...</td>\n",
       "      <td>{'type': 'Point', 'coordinates': [839417.65241...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Feature</td>\n",
       "      <td>{'number': '2020', 'name': 'Musée des Confluen...</td>\n",
       "      <td>{'type': 'Point', 'coordinates': [841441.31470...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Feature</td>\n",
       "      <td>{'number': '17003', 'name': 'St Fons - Théatre...</td>\n",
       "      <td>{'type': 'Point', 'coordinates': [844713.53957...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      type                                         properties  \\\n",
       "0  Feature  {'number': '4008', 'name': 'Clos Savaron', 'ad...   \n",
       "1  Feature  {'number': '7031', 'name': 'Jaurès / Gerland',...   \n",
       "2  Feature  {'number': '9050', 'name': 'Allée de l'Europe'...   \n",
       "3  Feature  {'number': '2020', 'name': 'Musée des Confluen...   \n",
       "4  Feature  {'number': '17003', 'name': 'St Fons - Théatre...   \n",
       "\n",
       "                                            geometry  \n",
       "0  {'type': 'Point', 'coordinates': [841830.83484...  \n",
       "1  {'type': 'Point', 'coordinates': [843087.26440...  \n",
       "2  {'type': 'Point', 'coordinates': [839417.65241...  \n",
       "3  {'type': 'Point', 'coordinates': [841441.31470...  \n",
       "4  {'type': 'Point', 'coordinates': [844713.53957...  "
      ]
     },
     "execution_count": 107,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df0.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "On constate que la donnée qui peut nous intéresser se trouve dans les colonnes `properties` et `geometry`. On construit un autre DataFrame à partir de la colonne `properties` :"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {},
   "outputs": [],
   "source": [
    "df1 = pd.DataFrame.from_records( df0['properties'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "\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>number</th>\n",
       "      <th>name</th>\n",
       "      <th>address</th>\n",
       "      <th>address2</th>\n",
       "      <th>commune</th>\n",
       "      <th>nmarrond</th>\n",
       "      <th>bonus</th>\n",
       "      <th>pole</th>\n",
       "      <th>lat</th>\n",
       "      <th>lng</th>\n",
       "      <th>bike_stands</th>\n",
       "      <th>status</th>\n",
       "      <th>available_bike_stands</th>\n",
       "      <th>available_bikes</th>\n",
       "      <th>availabilitycode</th>\n",
       "      <th>availability</th>\n",
       "      <th>banking</th>\n",
       "      <th>gid</th>\n",
       "      <th>last_update</th>\n",
       "      <th>last_update_fme</th>\n",
       "      <th>code_insee</th>\n",
       "      <th>langue</th>\n",
       "      <th>etat</th>\n",
       "      <th>nature</th>\n",
       "      <th>titre</th>\n",
       "      <th>description</th>\n",
       "      <th>startdate</th>\n",
       "      <th>enddate</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>4008</td>\n",
       "      <td>Clos Savaron</td>\n",
       "      <td>10 Rue Clos Savaron</td>\n",
       "      <td>Face au n°19</td>\n",
       "      <td>Lyon 4 ème</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>deleuvre</td>\n",
       "      <td>45.7826362574796000</td>\n",
       "      <td>4.8255591851847730</td>\n",
       "      <td>20</td>\n",
       "      <td>OPEN</td>\n",
       "      <td>15</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>Vert</td>\n",
       "      <td>false</td>\n",
       "      <td>1211</td>\n",
       "      <td>2020-03-09 23:22:49</td>\n",
       "      <td>2020-03-09 23:31:00</td>\n",
       "      <td>69384</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>7031</td>\n",
       "      <td>Jaurès / Gerland</td>\n",
       "      <td>45, Rue de Gerland</td>\n",
       "      <td></td>\n",
       "      <td>Lyon 7 ème</td>\n",
       "      <td>31</td>\n",
       "      <td></td>\n",
       "      <td>Complexe sportif Benjamin Delessert</td>\n",
       "      <td>45.7398132348896800</td>\n",
       "      <td>4.8403073886228570</td>\n",
       "      <td>20</td>\n",
       "      <td>OPEN</td>\n",
       "      <td>8</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>Vert</td>\n",
       "      <td>false</td>\n",
       "      <td>998</td>\n",
       "      <td>2020-03-09 23:27:56</td>\n",
       "      <td>2020-03-09 23:31:00</td>\n",
       "      <td>69387</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>9050</td>\n",
       "      <td>Allée de l'Europe</td>\n",
       "      <td>228 avenue du Plateau</td>\n",
       "      <td></td>\n",
       "      <td>Lyon 9 ème</td>\n",
       "      <td>50</td>\n",
       "      <td></td>\n",
       "      <td>Commerces, poste, mairie, cpam, marché</td>\n",
       "      <td>45.7836371650547900</td>\n",
       "      <td>4.7945253084995630</td>\n",
       "      <td>12</td>\n",
       "      <td>OPEN</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>Vert</td>\n",
       "      <td>false</td>\n",
       "      <td>1016</td>\n",
       "      <td>2020-03-09 23:27:23</td>\n",
       "      <td>2020-03-09 23:31:00</td>\n",
       "      <td>69389</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2020</td>\n",
       "      <td>Musée des Confluences</td>\n",
       "      <td>Pont Raymond Barre</td>\n",
       "      <td>Parvis du Musée des Confluences</td>\n",
       "      <td>Lyon 2 ème</td>\n",
       "      <td>20</td>\n",
       "      <td></td>\n",
       "      <td>Musée des Confluences</td>\n",
       "      <td>45.7333083359277900</td>\n",
       "      <td>4.8189203135366740</td>\n",
       "      <td>20</td>\n",
       "      <td>OPEN</td>\n",