Commit b454f2c0 authored by Alessandro CERIONI's avatar Alessandro CERIONI
Browse files

Updated chase with response read from file

parent f36870e1
%% Cell type:markdown id: tags:
# "Let's cut to the chase"
## Voici un petit exercice de collecte, exploration, analyse de données.
%% Cell type:markdown id: tags:
On utilisera le jeu de données "Stations Vélo'v de la Métropole de Lyon - disponibilité temps réel"
https://data.beta.grandlyon.com/fr/datasets/46eac9e4-33cb-45b7-a104-7bcc8e654c98/resources
%% Cell type:markdown id: tags:
### Collecte
%% Cell type:markdown id: tags:
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 id: tags:
``` python
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 id: tags:
``` python
import requests
#help(requests)
```
%% Cell type:code id: tags:
``` python
response = requests.get(url)
```
%% Cell type:code id: tags:
``` python
import pickle
#with open('response.pkl', 'wb') as fp:
# pickle.dump(response, fp)
```
%% Cell type:code id: tags:
``` python
#del response
with open('response.pkl', 'rb') as fp:
response = pickle.load(fp)
```
%% Cell type:code id: tags:
``` python
dir(response)
```
%% Output
['__attrs__',
'__bool__',
'__class__',
'__delattr__',
'__dict__',
'__dir__',
'__doc__',
'__enter__',
'__eq__',
'__exit__',
'__format__',
'__ge__',
'__getattribute__',
'__getstate__',
'__gt__',
'__hash__',
'__init__',
'__iter__',
'__le__',
'__lt__',
'__module__',
'__ne__',
'__new__',
'__nonzero__',
'__reduce__',
'__reduce_ex__',
'__repr__',
'__setattr__',
'__setstate__',
'__sizeof__',
'__str__',
'__subclasshook__',
'__weakref__',
'_content',
'_content_consumed',
'_next',
'apparent_encoding',
'close',
'connection',
'content',
'cookies',
'elapsed',
'encoding',
'headers',
'history',
'is_permanent_redirect',
'is_redirect',
'iter_content',
'iter_lines',
'json',
'links',
'next',
'ok',
'raise_for_status',
'raw',
'reason',
'request',
'status_code',
'text',
'url']
%% Cell type:code id: tags:
``` python
response.status_code
```
%% Output
200
%% Cell type:code id: tags:
``` python
assert response.status_code == 200
```
%% Cell type:code id: tags:
``` python
response.headers
```
%% Output
{'Server': 'Apache', 'Access-Control-Allow-Origin': '*', 'Access-Control-Allow-Headers': 'Origin, X-Requested-With, Content-Type, Accept', 'Content-Type': 'application/json; subtype=geojson', 'Date': 'Wed, 15 May 2019 11:15:31 GMT', 'Connection': 'close', 'Transfer-Encoding': 'chunked', 'Access-Control-Allow-Methods': 'GET,POST,OPTIONS,DELETE,PUT'}
{'Connection': 'close', 'Access-Control-Allow-Methods': 'GET,POST,OPTIONS,DELETE,PUT', 'Access-Control-Allow-Headers': 'Origin, X-Requested-With, Content-Type, Accept', 'Content-Type': 'application/json; subtype=geojson', 'Date': 'Wed, 15 May 2019 11:58:56 GMT', 'Transfer-Encoding': 'chunked', 'Server': 'Apache', 'Access-Control-Allow-Origin': '*'}
%% Cell type:code id: tags:
``` python
response.text
```
%% Output
'{\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": 10063, "name": "Perrin \\/ Jean Jaurès", "address": "face au n°9 rue Jean Jaures", "address2": "", "commune": "VILLEURBANNE", "nmarrond": 63, "bonus": "", "pole": "quartier Grandclément", "lat": 45.758389382918224, "lng": 4.8856127542541374, "bike_stands": 34, "status": "CLOSED", "available_bike_stands": 0, "available_bikes": 0, "availabilitycode": 0, "availability": "Gris", "banking": 0, "gid": 757, "last_update": "2019\\/05\\/15 13:13:02", "last_update_fme": "2019\\/05\\/15 13:15:00", "code_insee": "69266", "langue": "FR", "etat": "CLOSING", "nature": "DETERIORATION", "titre": "Fermeture station 10063 - PERRIN \\/ JEAN JAURES", "description": "En raison d\'actes de vandalisme répétés, la station 10063 - PERRIN \\/ JEAN JAURES est fermée.\\n\\nNous vous invitons à utiliser la station suivante a proximité : \\n- 10021 - GRANDCLEMENT", "startdate": "2019\\/05\\/13 00:00:00", "enddate": "2019\\/06\\/17 00:00:00" }, "geometry": { "type": "Point", "coordinates": [ 846559.920829974813387, 6519392.887208973057568 ] } },\n{ "type": "Feature", "properties": { "number": 9043, "name": "Marietton Ouest", "address": "Face 77b, Rue Marietton", "address2": "", "commune": "Lyon 9 ème", "nmarrond": 43, "bonus": "", "pole": "Maillage", "lat": 45.776085042876275, "lng": 4.7997376609700089, "bike_stands": 20, "status": "OPEN", "available_bike_stands": 3, "available_bikes": 17, "availabilitycode": 1, "availability": "Vert", "banking": 0, "gid": 888, "last_update": "2019\\/05\\/15 13:12:44", "last_update_fme": "2019\\/05\\/15 13:15:00", "code_insee": "69389", "langue": "", "etat": "", "nature": "", "titre": "", "description": "" }, "geometry": { "type": "Point", "coordinates": [ 839841.646449990803376, 6521201.732437759637833 ] } },\n{ "type": "Feature", "properties": { "number": 1024, "name": "Rouville", "address": "Place Rouville", "address2": "", "commune": "Lyon 1 er", "nmarrond": 24, "bonus": "", "pole": "Lycée Diderot, clinique Saint Charles", "lat": 45.769664442293802, "lng": 4.8246123488633987, "bike_stands": 17, "status": "OPEN", "available_bike_stands": 17, "available_bikes": 0, "availabilitycode": 3, "availability": "Orange", "banking": 0, "gid": 1009, "last_update": "2019\\/05\\/15 13:06:08", "last_update_fme": "2019\\/05\\/15 13:15:00", "code_insee": "69381", "langue": "", "etat": "", "nature": "", "titre": "", "description": "" }, "geometry": { "type": "Point", "coordinates": [ 841790.570444088079967, 6520533.267388114705682 ] } },\n{ "type": "Feature", "properties": { "number": 4041, "name": "Boussange \\/ Austerlitz", "address": "17 rue d\'Austerlitz", "address2": "", "commune": "Lyon 4 ème", "nmarrond": 41, "bonus": "", "pole": "Renforcement 4022, commerces", "lat": 45.775502359048581, "lng": 4.8350625452914064, "bike_stands": 18, "status": "OPEN", "available_bike_stands": 6, "available_bikes": 12, "availabilitycode": 1, "availability": "Vert", "banking": 0, "gid": 934, "last_update": "2019\\/05\\/15 13:12:25", "last_update_fme": "2019\\/05\\/15 13:15:00", "code_insee": "69384", "langue": "", "etat": "", "nature": "", "titre": "", "description": "" }, "geometry": { "type": "Point", "coordinates": [ 842587.44405850127805, 6521200.216262095607817 ] } },\n{ "type": "Feature", "properties": { "number": 6043, "name": "Cité Internationale - Cinéma", "address": "80 Quai Charles de Gaulle", "address2": "", "commune": "Lyon 6 ème", "nmarrond": 43, "bonus": "", "pole": "Cinémas, commerces", "lat": 45.784736258023372, "lng": 4.8522154761179985, "bike_stands": 32, "status": "OPEN", "available_bike_stands": 21, "available_bikes": 11, "availabilitycode": 1, "availability": "Vert", "banking": 0, "gid": 991, "last_update": "2019\\/05\\/15 13:12:30", "last_update_fme": "2019\\/05\\/15 13:15:00", "code_insee": "69386", "langue": "", "etat": "", "nature": "", "titre": "", "description": "" }, "geometry": { "type": "Point", "coordinates": [ 843895.961047461722046, 6522256.484152951277792 ] } },\n{ "type": "Feature", "properties": { "number": 3088, "name": "Place Guichard", "address": "5, Rue Moncey", "address2": "", "commune": "Lyon 3 ème", "nmarrond": 88, "bonus": "", "pole": "Métro, tram, palais justice, bourse du travail", "lat": 45.758825249533047, "lng": 4.8465386095114376, "bike_stands": 16, "status": "OPEN", "available_bike_stands": 5, "available_bikes": 11, "availabilitycode": 1, "availability": "Vert", "banking": 0, "gid": 856, "last_update": "2019\\/05\\/15 13:04:59", "last_update_fme": "2019\\/05\\/15 13:15:00", "code_insee": "69383", "langue": "", "etat": "", "nature": "", "titre": "", "description": "" }, "geometry": { "type": "Point", "coordinates": [ 843522.296738499775529, 6519369.504248625598848 ] } },\n{ "type": "Feature", "properties": { "number": 7018, "name": "Lycée Louise Labé", "address": "Rue Rivet", "address2": "", "commune": "Lyon 7 ème", "nmarrond": 18, "bonus": "", "pole": "Lycée, QGF, projet cyclable", "lat": 45.740259190139923, "lng": 4.8321092446088985, "bike_stands": 20, "status": "OPEN", "available_bike_stands": 18, "available_bikes": 1, "availabilitycode": 1, "availability": "Vert", "banking": 0, "gid": 769, "last_update": "2019\\/05\\/15 13:09:58", "last_update_fme": "2019\\/05\\/15 13:15:00", "code_insee": "69387", "langue": "", "etat": "", "nature": "", "titre": "", "description": "" }, "geometry": { "type": "Point", "coordinates": [ 842448.809403037768789, 6517282.157270891591907 ] } },\n{ "type": "Feature", "properties": { "number": 2015, "name": "Place de la République", "address": "1, Rue Stella", "address2": "", "commune": "Lyon 2 ème", "nmarrond": 15, "bonus": "", "pole": "commerces, parking", "lat": 45.760709786313122, "lng": 4.8362889729420431, "bike_stands": 27, "status": "OPEN", "available_bike_stands": 19, "available_bikes": 8, "availabilitycode": 1, "availability": "Vert", "banking": 0, "gid": 846, "last_update": "2019\\/05\\/15 13:12:38", "last_update_fme": "2019\\/05\\/15 13:15:00", "code_insee": "69382", "langue": "", "etat": "", "nature": "", "titre": "", "description": "" }, "geometry": { "type": "Point", "coordinates": [ 842720.920893287518993, 6519560.148983377963305 ] } },\n{ "type": "Feature", "properties": { "number": 9051, "name": "Andréi Sakharov", "address": "301 avenue A.Sakharov", "address2": "", "commune": "Lyon 9 ème", "nmarrond": 51, "bonus": "", "pole": "Stade, lycée", "lat": 45.786524739349133, "lng": 4.7970709023310114, "bike_stands": 12, "status": "OPEN", "available_bike_stands": 12, "available_bikes": 0, "availabilitycode": 3, "availability": "Orange", "banking": 0, "gid": 989, "last_update": "2019\\/05\\/15 13:13:27", "last_update_fme": "2019\\/05\\/15 13:15:00", "code_insee": "69389", "langue": "", "etat": "", "nature": "", "titre": "", "description": "" }, "geometry": { "type": "Point", "coordinates": [ 839608.089580429252237, 6522356.048662704415619 ] } },\n{ "type": "Feature", "properties": { "number": 5045, "name": "Valdo \\/ Rivet", "address": "Rue Jeunet", "address2": "", "commune": "Lyon 5 ème", "nmarrond": 45, "bonus": "", "pole": "Maillage", "lat": 45.750481483431024, "lng": 4.7887741211031214, "bike_stands": 18, "status": "OPEN", "available_bike_stands": 18, "available_bikes": 0, "availabilitycode": 3, "availability": "Orange", "banking": 0, "gid": 883, "last_update": "2019\\/05\\/15 13:04:07", "last_update_fme": "2019\\/05\\/15 13:15:00", "code_insee": "69385", "langue": "", "etat": "", "nature": "", "titre": "", "description": "" }, "geometry": { "type": "Point", "coordinates": [ 839054.318232138408348, 6518339.808662064373493 ] } },\n{ "type": "Feature", "properties": { "number": 10058, "name": "métro Flachet", "address": "276, Cours Emile Zola", "address2": "", "commune": "VILLEURBANNE", "nmarrond": 58, "bonus": "", "pole": "métro A", "lat": 45.767126386426931, "lng": 4.8921504262349247, "bike_stands": 22, "status": "OPEN", "available_bike_stands": 21, "available_bikes": 1, "availabilitycode": 1, "availability": "Vert", "banking": 0, "gid": 903, "last_update": "2019\\/05\\/15 13:11:29", "last_update_fme": "2019\\/05\\/15 13:15:00", "code_insee": "69266", "langue": "", "etat": "", "nature": "", "titre": "", "description": "" }, "geometry": { "type": "Point", "coordinates": [ 847044.719035512302071, 6520375.015446797013283 ] } },\n{ "type": "Feature", "properties": { "number": 10048, "name": "Place Marengo", "address": "Place Marengo", "address2": "", "commune": "VILLEURBANNE", "nmarrond": 48, "bonus": "", "pole": "c¿ur quartier, itinéraire cyclable", "lat": 45.759243850094101, "lng": 4.875888065717219, "bike_stands": 27, "status": "OPEN", "available_bike_stands": 16, "available_bikes": 7, "availabilitycode": 1, "availability": "Vert", "banking": 0, "gid": 829, "last_update": "2019\\/05\\/15 13:13:05", "last_update_fme": "2019\\/05\\/15 13:15:00", "code_insee": "69266", "langue": "", "etat": "", "nature": "", "titre": "", "description": "" }, "geometry": { "type": "Point", "coordinates": [ 845801.954486320493743, 6519469.74655666667968 ] } },\n{ "type": "Feature", "properties": { "number": 8010, "name": "Place Mendès France", "address": "93 av de l\'Europe", "address2": "", "commune": "Lyon 8 ème", "nmarrond": 10, "bonus": "", "pole": "Tramway, place, Commerces", "lat": 45.739927058713477, "lng": 4.8595210870362999, "bike_stands": 20, "status": "OPEN", "available_bike_stands": 19, "available_bikes": 1, "availabilitycode": 1, "availability": "Vert", "banking": 0, "gid": 996, "last_update": "2019\\/05\\/15 13:05:46", "last_update_fme": "2019\\/05\\/15 13:15:00", "code_insee": "69388", "langue": "", "etat": "", "nature": "", "titre": "", "description": "" }, "geometry": { "type": "Point", "coordinates": [ 844580.592203717213124, 6517295.105002896860242 ] } },\n{ "type": "Feature", "properties": { "number": 2014, "name": "Jacobins", "address": "6 rue Jean de Tournes", "address2": "", "commune": "Lyon 2 ème", "nmarrond": 14, "bonus": "", "pole": "Coeur quartier, commerces, site", "lat": 45.760745780481543, "lng": 4.8342878502581286, "bike_stands": 16, "status": "OPEN", "available_bike_stands": 14, "available_bikes": 12, "availabilitycode": 1, "availability": "Vert", "banking": 0, "gid": 920, "last_update": "2019\\/05\\/15 13:13:20", "last_update_fme": "2019\\/05\\/15 13:15:00", "code_insee": "69382", "langue": "", "etat": "", "nature": "", "titre": "", "description": "" }, "geometry": { "type": "Point", "coordinates": [ 842565.323835724964738, 6519560.530123108066618 ] } },\n{ "type": "Feature", "properties": { "number": 3007, "name": "Place d\'Arsonval", "address": "Place d\'Arsonval", "address2": "A côté du stand de fleurs", "commune": "Lyon 3 ème", "nmarrond": 7, "bonus": "", "pole": "hôpital Herriot, métro D, tram, fac de pharmacie", "lat": 45.743441684170989, "lng": 4.8789031261753726, "bike_stands": 32, "status": "OPEN", "available_bike_stands": 19, "available_bikes": 10, "availabilitycode": 1, "availability": "Vert", "banking": 0, "gid": 1050, "last_update": "2019\\/05\\/15 13:11:28", "last_update_fme": "2019\\/05\\/15 13:15:00", "code_insee": "69383", "langue": "", "etat": "", "nature": "", "titre": "", "description": "" }, "geometry": { "type": "Point", "coordinates": [ 846078.005932721542194, 6517720.970505366101861 ] } },\n{ "type": "Feature", "properties": { "number": 7049, "name": "Cité Scolaire Internationale", "address": "26, Avenue Tony Garnier", "address2": "", "commune": "Lyon 7 ème", "nmarrond": 49, "bonus": "", "pole": " ", "lat": 45.727960451033169, "lng": 4.8235587426812723, "bike_stands": 25, "status": "OPEN", "available_bike_stands": 17, "available_bikes": 8, "availabilitycode": 1, "availability": "Vert", "banking": 0, "gid": 1001, "last_update": "2019\\/05\\/15 13:05:43", "last_update_fme": "2019\\/05\\/15 13:15:00", "code_insee": "69387", "langue": "", "etat": "", "nature": "", "titre": "", "description": "" }, "geometry": { "type": "Point", "coordinates": [ 841815.654219707008451, 6515901.345050658099353 ] } },\n{ "type": "Feature", "properties": { "number": 1020, "name": "Terreaux \\/ Chenavard", "address": "11, Rue Chenavard", "address2": "Côté place des Terreaux", "commune": "Lyon 1 er", "nmarrond": 20, "bonus": "", "pole": "Place des Terreaux", "lat": 45.766767104563002, "lng": 4.8329314879659684, "bike_stands": 18, "status": "OPEN", "available_bike_stands": 16, "available_bikes": 2, "availabilitycode": 1, "availability": "Vert", "banking": 0, "gid": 805, "last_update": "2019\\/05\\/15 13:04:54", "last_update_fme": "2019\\/05\\/15 13:15:00", "code_insee": "69381", "langue": "", "etat": "", "nature": "", "titre": "", "description": "" }, "geometry": { "type": "Point", "coordinates": [ 842444.402688452624716, 6520226.574919849634171 ] } },\n{ "type": "Feature", "properties": { "number": 10064, 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compter du mercredi 29 mai 2019.\\n\\nNous vous invitons à utiliser les stations suivantes à proximité : \\n- 3067 HACHETTE\\n- 3043 PLACE ROUGET DE L\'ISLE\\n- 3036 FELIX FAURE VIVIER MERLE\\n", "startdate": "2019\\/05\\/29 00:00:00", "enddate": "2019\\/09\\/30 00:00:00" }, "geometry": { "type": "Point", "coordinates": [ 844849.684175750007853, 6518893.930683209560812 ] } },\n{ "type": "Feature", "properties": { "number": 7024, "name": "Bancel \\/ Chevreul", "address": "Rue Bancel", "address2": "", "commune": "Lyon 7 ème", "nmarrond": 24, "bonus": "", "pole": "Itinéraire cyclable", "lat": 45.748518880254053, "lng": 4.840523165113189, "bike_stands": 21, "status": "OPEN", "available_bike_stands": 11, "available_bikes": 4, "availabilitycode": 1, "availability": "Vert", "banking": 0, "gid": 910, "last_update": "2019\\/05\\/15 13:08:55", "last_update_fme": "2019\\/05\\/15 13:15:00", "code_insee": "69387", "langue": "", "etat": "", "nature": "", "titre": "", "description": "" }, "geometry": { "type": "Point", "coordinates": [ 843081.50614227168262, 6518214.367988348938525 ] } },\n{ "type": "Feature", "properties": { "number": 8029, "name": "Etats Unis \\/ Lévigne", "address": "79 boulevard des Etats-Unis", "address2": "Angle Lévigne \\/ Etats-Unis", "commune": "Lyon 8 ème", "nmarrond": 29, "bonus": "", "pole": "Commerce, habitat, école, tramway T4", "lat": 45.732218010659686, "lng": 4.865141536736715, "bike_stands": 20, "status": "OPEN", "available_bike_stands": 17, "available_bikes": 3, "availabilitycode": 1, "availability": "Vert", "banking": 0, "gid": 994, "last_update": "2019\\/05\\/15 13:09:28", "last_update_fme": "2019\\/05\\/15 13:15:00", "code_insee": "69388", "langue": "", "etat": "", "nature": "", "titre": "", "description": "" }, "geometry": { "type": "Point", "coordinates": [ 845037.729222724563442, 6516449.553059970960021 ] } },\n{ "type": "Feature", "properties": { "number": 6042, "name": "Cité Internationale \\/ Résidence hôtelière", "address": "Allée Achille Lignon", "address2": "", "commune": "Lyon 6 ème", "nmarrond": 42, "bonus": "", "pole": "Amphithéâtre, bureaux, résidence hôtelière", "lat": 45.784855740543051, "lng": 4.8556154279208155, "bike_stands": 28, "status": "OPEN", "available_bike_stands": 24, "available_bikes": 4, "availabilitycode": 1, "availability": "Vert", "banking": 0, "gid": 936, "last_update": "2019\\/05\\/15 13:05:19", "last_update_fme": "2019\\/05\\/15 13:15:00", "code_insee": "69386", "langue": "", "etat": "", "nature": "", "titre": "", "description": "" }, "geometry": { "type": "Point", "coordinates": [ 844159.738057831651531, 6522275.950638463720679 ] } },\n{ "type": "Feature", "properties": { "number": 2013, "name": "Célestins", "address": "Place des Célestins", "address2": "Côté nord de la place, vers l\'ascenseur", "commune": "Lyon 2 ème", "nmarrond": 13, "bonus": "", "pole": "théâtre", "lat": 45.759939832589723, "lng": 4.8320716113863762, "bike_stands": 22, "status": "OPEN", "available_bike_stands": 16, "available_bikes": 6, "availabilitycode": 1, "availability": "Vert", "banking": 0, "gid": 916, "last_update": "2019\\/05\\/15 13:08:10", "last_update_fme": "2019\\/05\\/15 13:15:00", "code_insee": "69382", "langue": "", "etat": "", "nature": "", "titre": "", "description": "" }, "geometry": { "type": "Point", "coordinates": [ 842395.179678607848473, 6519467.054066611453891 ] } },\n{ "type": "Feature", "properties": { "number": 3086, "name": "Feuillat \\/ Lacassagne", "address": "115 avenue Lacassagne", "address2": "", "commune": "Lyon 3 ème", "nmarrond": 86, "bonus": "", "pole": "Maillage, stade", "lat": 45.749546957743568, "lng": 4.8760219922353407, "bike_stands": 16, "status": "OPEN", "available_bike_stands": 14, "available_bikes": 0, "availabilitycode": 3, "availability": "Orange", "banking": 0, "gid": 1096, "last_update": "2019\\/05\\/15 13:08:27", "last_update_fme": "2019\\/05\\/15 13:15:00", "code_insee": "69383", "langue": "", "etat": "", "nature": "", "titre": "", "description": "" }, "geometry": { "type": "Point", "coordinates": [ 845837.943650419940241, 6518393.449464594013989 ] } },\n{ "type": "Feature", "properties": { "number": 10119, "name": "Villeurbanne Saint Jean", "address": "2, Rue des Acacias", "address2": "", "commune": "VILLEURBANNE", "nmarrond": 119, "bonus": "", "pole": "Collège Jean Vilar", "lat": 45.780445821710941, "lng": 4.9044888457892961, "bike_stands": 12, "status": "OPEN", "available_bike_stands": 11, "available_bikes": 0, "availabilitycode": 3, "availability": "Orange", "banking": 0, "gid": 782, "last_update": "2019\\/05\\/15 13:11:02", "last_update_fme": "2019\\/05\\/15 13:15:00", "code_insee": "69266", "langue": "", "etat": "", "nature": "", "titre": "", "description": "" }, "geometry": { "type": "Point", "coordinates": [ 847967.71788643754553, 6521876.770217049866915 ] } },\n{ "type": "Feature", "properties": { "number": 7053, "name": "Jaurès \\/ Thibaudière", "address": "27 rue de la Thibaudière", "address2": "", "commune": "Lyon 7 ème", "nmarrond": 53, "bonus": "", "pole": "Maillage", "lat": 45.750263873691459, "lng": 4.8451925201643542, "bike_stands": 18, "status": "OPEN", "available_bike_stands": 15, "available_bikes": 2, "availabilitycode": 1, "availability": "Vert", "banking": 0, "gid": 893, "last_update": "2019\\/05\\/15 13:13:55", "last_update_fme": "2019\\/05\\/15 13:15:00", "code_insee": "69387", "langue": "", "etat": "", "nature": "", "titre": "", "description": "" }, "geometry": { "type": "Point", "coordinates": [ 843439.90596762439236, 6518416.569860561750829 ] } },\n{ "type": "Feature", "properties": { "number": 3012, "name": "Place du Château", "address": "Place du Château", "address2": "A côté de l\'Eglise", "commune": "Lyon 3 ème", "nmarrond": 12, "bonus": "", "pole": "coeur de quartier", "lat": 45.74951707884712, "lng": 4.8872857232192937, "bike_stands": 25, "status": "CLOSED", "available_bike_stands": 0, "available_bikes": 0, "availabilitycode": 0, "availability": "Gris", "banking": 0, "gid": 865, "last_update": "2019\\/05\\/15 13:08:25", "last_update_fme": "2019\\/05\\/15 13:15:00", "code_insee": "69383", "langue": "FR", "etat": "CLOSING", "nature": "DETERIORATION", "titre": "Fermeture de la station 3012 PLACE DU CHATEAU", "description": "En raison d\'actes de vandalisme répétés, la station 3012 - PLACE DU CHATEAU est fermée.\\n\\nNous vous invitons à utiliser les stations suivantes a proximité : \\n- 3013 - PLACE ANTOINETTE\\n- 3089 - TRARIEUX LACASSAGNE\\n- 3051 - PLACE HENRI \\n- 3102 - DOCTEUR LONG", "startdate": "2019\\/05\\/10 00:00:00", "enddate": "2019\\/06\\/11 00:00:00" }, "geometry": { "type": "Point", "coordinates": [ 846713.475098800845444, 6518410.998067484237254 ] } },\n{ "type": "Feature", "properties": { "number": 4009, "name": "Jacquart \\/ Denfert-Rochereau", "address": "Rue Denfert-Rochereau", "address2": "angle Rue Jacquard", "commune": "Lyon 4 ème", "nmarrond": 9, "bonus": "", "pole": "maillage", "lat": 45.775899511213836, "lng": 4.8253789620711203, "bike_stands": 14, "status": "OPEN", "available_bike_stands": 10, "available_bikes": 1, "availabilitycode": 1, "availability": "Vert", "banking": 0, "gid": 1041, "last_update": "2019\\/05\\/15 13:13:31", "last_update_fme": "2019\\/05\\/15 13:15:00", "code_insee": "69384", "langue": "", "etat": "", "nature": "", "titre": "", "description": "" }, "geometry": { "type": "Point", "coordinates": [ 841834.128295012516901, 6521226.868401361629367 ] } },\n{ "type": "Feature", "properties": { "number": 6024, "name": "Tronchet \\/ Anatole France", "address": "115, Rue Tronchet", "address2": "angle rue Anatole France", "commune": "Lyon 6 ème", "nmarrond": 24, "bonus": "", "pole": "Lycée du Parc, piscine Tronchet", "lat": 45.770737154622886, "lng": 4.8567521774675422, "bike_stands": 10, "status": "OPEN", "available_bike_stands": 5, "available_bikes": 5, "availabilitycode": 1, "availability": "Vert", "banking": 0, "gid": 1061, "last_update": "2019\\/05\\/15 13:05:25", "last_update_fme": "2019\\/05\\/15 13:15:00", "code_insee": "69386", "langue": "", "etat": "", "nature": "", "titre": "", "description": "" }, "geometry": { "type": "Point", "coordinates": [ 844284.898292061989196, 6520710.580731198191643 ] } },\n{ "type": "Feature", "properties": { "number": 6022, "name": "Place Maréchal Lyautey", "address": "5-6, Place Maréchal Lyautey", "address2": "", "commune": "Lyon 6 ème", "nmarrond": 22, "bonus": "", "pole": "", "lat": 45.769373057756539, "lng": 4.8423179538871635, "bike_stands": 20, "status": "OPEN", "available_bike_stands": 20, "available_bikes": 0, "availabilitycode": 3, "availability": "Orange", "banking": 0, "gid": 1042, "last_update": "2019\\/05\\/15 13:08:05", "last_update_fme": "2019\\/05\\/15 13:15:00", "code_insee": "69386", "langue": "", "etat": "", "nature": "", "titre": "", "description": "" }, "geometry": { "type": "Point", "coordinates": [ 843166.978908533230424, 6520532.865377721376717 ] } },\n{ "type": "Feature", "properties": { "number": 2016, "name": "Place Regaud", "address": "Place Regaud", "address2": "Angle rue Tupin \\/ rue Herriot", "commune": "Lyon 2 ème", "nmarrond": 16, "bonus": "", "pole": "maillage, Virgin", "lat": 45.763076929566999, "lng": 4.8342866883470439, "bike_stands": 12, "status": "OPEN", "available_bike_stands": 6, "available_bikes": 6, "availabilitycode": 1, "availability": "Vert", "banking": 0, "gid": 832, "last_update": "2019\\/05\\/15 13:14:00", "last_update_fme": "2019\\/05\\/15 13:15:00", "code_insee": "69382", "langue": "", "etat": "", "nature": "", "titre": "", "description": "" }, "geometry": { "type": "Point", "coordinates": [ 842559.220433751586825, 6519819.334201307035983 ] } },\n{ "type": "Feature", "properties": { "number": 3080, "name": "Part-Dieu \\/ Villette", "address": "Rue de la Villette", "address2": "", "commune": "Lyon 3 ème", "nmarrond": 80, "bonus": "", "pole": "Gare Part-Dieu", "lat": 45.760055057814839, "lng": 4.8616738805899402, "bike_stands": 30, "status": "OPEN", "available_bike_stands": 28, "available_bikes": 2, "availabilitycode": 1, "availability": "Vert", "banking": 0, "gid": 797, "last_update": "2019\\/05\\/15 13:12:11", "last_update_fme": "2019\\/05\\/15 13:15:00", "code_insee": "69383", "langue": "", "etat": "", "nature": "", "titre": "", "description": "" }, "geometry": { "type": "Point", "coordinates": [ 844695.249674789374694, 6519533.660144481807947 ] } },\n{ "type": "Feature", "properties": { "number": 5029, "name": "Place Gerson", "address": "Place Gerson", "address2": "A proximité du Quai Pierre Size", "commune": "Lyon 5 ème", "nmarrond": 29, "bonus": "", "pole": "Vieux Lyon", "lat": 45.767054455141064, "lng": 4.8270475070640995, "bike_stands": 20, "status": "OPEN", "available_bike_stands": 14, "available_bikes": 6, "availabilitycode": 1, "availability": "Vert", "banking": 0, "gid": 1027, "last_update": "2019\\/05\\/15 13:09:06", "last_update_fme": "2019\\/05\\/15 13:15:00", "code_insee": "69385", "langue": "", "etat": "", "nature": "", "titre": "", "description": "" }, "geometry": { "type": "Point", "coordinates": [ 841986.478561369469389, 6520247.879509736783803 ] } },\n{ "type": "Feature", "properties": { "number": 7009, "name": "Jean Jaurès", "address": "avenue Jean Jaurès", "address2": "Angle rue Fourcade", "commune": "Lyon 7 ème", "nmarrond": 9, "bonus": "", "pole": "métro B", "lat": 45.737794826260711, "lng": 4.8375855217711159, "bike_stands": 16, "status": "OPEN", "available_bike_stands": 15, "available_bikes": 1, "availabilitycode": 1, "availability": "Vert", "banking": 0, "gid": 1081, "last_update": "2019\\/05\\/15 13:11:15", "last_update_fme": "2019\\/05\\/15 13:15:00", "code_insee": "69387", "langue": "", "etat": "", "nature": "", "titre": "", "description": "" }, "geometry": { "type": "Point", "coordinates": [ 842880.888293799012899, 6517018.455390849150717 ] } },\n{ "type": "Feature", "properties": { "number": 7045, "name": "Parc des Berges", "address": "40 avenue Leclerc", "address2": "", "commune": "Lyon 7 ème", "nmarrond": 45, "bonus": "", "pole": "Accès berges, parc, itinéraire cyclable", "lat": 45.737752098681447, "lng": 4.8244878801967017, "bike_stands": 25, "status": "OPEN", "available_bike_stands": 16, "available_bikes": 9, "availabilitycode": 1, "availability": "Vert", "banking": 0, "gid": 760, "last_update": "2019\\/05\\/15 13:13:57", "last_update_fme": "2019\\/05\\/15 13:15:00", "code_insee": "69387", "langue": "", "etat": "", "nature": "", "titre": "", "description": "" }, "geometry": { "type": "Point", "coordinates": [ 841862.776780637563206, 6516990.096264153718948 ] } },\n{ "type": "Feature", "properties": { "number": 4021, "name": "Tabareau", "address": "Rue Tabareau", "address2": "angle Boulevard de la Croix-Rousse", "commune": "Lyon 4 ème", "nmarrond": 21, "bonus": "", "pole": "IUFM", "lat": 45.774080670534389, "lng": 4.8251597121983645, "bike_stands": 10, "status": "OPEN", "available_bike_stands": 7, "available_bikes": 3, "availabilitycode": 1, "availability": "Vert", "banking": 0, "gid": 1043, "last_update": "2019\\/05\\/15 13:10:59", "last_update_fme": "2019\\/05\\/15 13:15:00", "code_insee": "69384", "langue": "", "etat": "", "nature": "", "titre": "", "description": "" }, "geometry": { "type": "Point", "coordinates": [ 841821.763639885932207, 6521024.544940195046365 ] } },\n{ "type": "Feature", "properties": { "number": 3103, "name": "Place Danton", "address": "4 place Danton", "address2": "", "commune": "Lyon 3 ème", "nmarrond": 103, "bonus": "", "pole": "Commerces, bureau", "lat": 45.754833994721082, "lng": 4.8575463985213476, "bike_stands": 18, "status": "OPEN", "available_bike_stands": 4, "available_bikes": 14, "availabilitycode": 1, "availability": "Vert", "banking": 0, "gid": 959, "last_update": "2019\\/05\\/15 13:14:01", "last_update_fme": "2019\\/05\\/15 13:15:00", "code_insee": "69383", "langue": "", "etat": "", "nature": "", "titre": "", "description": "" }, "geometry": { "type": "Point", "coordinates": [ 844388.146092891111039, 6518946.462037740275264 ] } },\n{ "type": "Feature", "properties": { "number": 6031, "name": "Lafayette \\/ Corneille", "address": "64, Rue Pierre Corneille", "address2": "angle Cours Lafayette", "commune": "Lyon 6 ème", "nmarrond": 31, "bonus": "", "pole": "maillage", "lat": 45.763759478341875, "lng": 4.8437773405191873, "bike_stands": 13, "status": "OPEN", "available_bike_stands": 11, "available_bikes": 2, "availabilitycode": 1, "availability": "Vert", "banking": 0, "gid": 943, "last_update": "2019\\/05\\/15 13:10:26", "last_update_fme": "2019\\/05\\/15 13:15:00", "code_insee": "69386", "langue": "", "etat": "", "nature": "", "titre": "", "description": "" }, "geometry": { "type": "Point", "coordinates": [ 843294.922517508035526, 6519912.289923483505845 ] } },\n{ "type": "Feature", "properties": { "number": 10018, "name": "Tolstoï \\/ Florian", "address": "Rue Florian", "address2": "Angle cours Tolstoï", "commune": "VILLEURBANNE", "nmarrond": 18, "bonus": "", "pole": "itinéraire cyclable", "lat": 45.761716350522157, "lng": 4.8807377796917413, "bike_stands": 21, "status": "OPEN", "available_bike_stands": 16, "available_bikes": 5, "availabilitycode": 1, "availability": "Vert", "banking": 0, "gid": 877, "last_update": "2019\\/05\\/15 13:12:29", "last_update_fme": "2019\\/05\\/15 13:15:00", "code_insee": "69266", "langue": "", "etat": "", "nature": "", "titre": "", "description": "" }, "geometry": { "type": "Point", "coordinates": [ 846172.284377036150545, 6519753.208334181457758 ] } },\n{ "type": "Feature", "properties": { "number": 9049, "name": "Sergent Berthet \\/ Gorge de Loup", "address": "6, Rue Gorge de Loup", "address2": "", "commune": "Lyon 9 ème", "nmarrond": 49, "bonus": "", "pole": "Commerces, coeur de quartier", "lat": 45.770134072017605, "lng": 4.8051580030149461, "bike_stands": 16, "status": "OPEN", "available_bike_stands": 6, "available_bikes": 9, "availabilitycode": 1, "availability": "Vert", "banking": 0, "gid": 886, "last_update": "2019\\/05\\/15 13:04:09", "last_update_fme": "2019\\/05\\/15 13:15:00", "code_insee": "69389", "langue": "", "etat": "", "nature": "", "titre": "", "description": "" }, "geometry": { "type": "Point", "coordinates": [ 840277.846454114187509, 6520550.6591129116714 ] } },\n{ "type": "Feature", "properties": { "number": 10072, "name": "Jacques Brel", "address": "Rue Jacques Brel", "address2": "", "commune": "VILLEURBANNE", "nmarrond": 64, "bonus": "", "pole": "Tram, habitat dense et quartier du Tonkin", "lat": 45.774225539718252, "lng": 4.8642860657508757, "bike_stands": 23, "status": "CLOSED", "available_bike_stands": 0, "available_bikes": 0, "availabilitycode": 0, "availability": "Gris", "banking": 0, "gid": 844, "last_update": "2019\\/05\\/15 13:11:25", "last_update_fme": "2019\\/05\\/15 13:15:00", "code_insee": "69266", "langue": "FR", "etat": "CLOSING", "nature": "DETERIORATION", "titre": "Fermeture de la station 10072 - Jacques Brel", "description": "En raison d\'actes de vandalisme répétés la station 7046 - Place de l\'école est fermée.\\n \\n\\nNous nous excusons de la gêne occasionnée et vous invitons à consulter les stations les plus proches sur la carte \\n", "startdate": "2019\\/05\\/03 00:00:00", "enddate": "2019\\/06\\/03 00:00:00" }, "geometry": { "type": "Point", "coordinates": [ 844861.089452600223012, 6521111.654879428446293 ] } },\n{ "type": "Feature", "properties": { "number": 12001, "name": "La Soie", "address": "Rue de la Poudrette", "address2": "", "commune": "VAULX-EN-VELIN", "nmarrond": 1, "bonus": "", "pole": "Pôle multimodal de la Soie", "lat": 45.760813194682925, "lng": 4.9206039456886055, "bike_stands": 25, "status": "OPEN", "available_bike_stands": 21, "available_bikes": 4, "availabilitycode": 1, "availability": "Vert", "banking": 0, "gid": 986, "last_update": "2019\\/05\\/15 13:09:08", "last_update_fme": "2019\\/05\\/15 13:15:00", "code_insee": "69256", "langue": "", "etat": "", "nature": "", "titre": "", "description": "" }, "geometry": { "type": "Point", "coordinates": [ 849272.545854991767555, 6519727.522521357052028 ] } },\n{ "type": "Feature", "properties": { "number": 6012, "name": "Place Puvis de Chavannes", "address": "Place Puvis de Chavannes", "address2": "Angle rue Vendôme", "commune": "Lyon 6 ème", "nmarrond": 12, "bonus": "", "pole": "", "lat": 45.771757085573398, "lng": 4.8446036357483555, "bike_stands": 10, "status": "OPEN", "available_bike_stands": 5, "available_bikes": 5, "availabilitycode": 1, "availability": "Vert", "banking": 0, "gid": 838, "last_update": "2019\\/05\\/15 13:07:39", "last_update_fme": "2019\\/05\\/15 13:15:00", "code_insee": "69386", "langue": "", "etat": "", "nature": "", "titre": "", "description": "" }, "geometry": { "type": "Point", "coordinates": [ 843338.383424686035141, 6520801.688016450032592 ] } },\n{ "type": "Feature", "properties": { "number": 3058, "name": "Place du Lac", "address": "Place du Lac", "address2": "face à la Poste", "commune": "Lyon 3 ème", "nmarrond": 58, "bonus": "", "pole": " ", "lat": 45.758815494892524, "lng": 4.8538808561219176, "bike_stands": 19, "status": "OPEN", "available_bike_stands": 10, "available_bikes": 9, "availabilitycode": 1, "availability": "Vert", "banking": 0, "gid": 1045, "last_update": "2019\\/05\\/15 13:12:35", "last_update_fme": "2019\\/05\\/15 13:15:00", "code_insee": "69383", "langue": "", "etat": "", "nature": "", "titre": "", "description": "" }, "geometry": { "type": "Point", "coordinates": [ 844092.893966460600495, 6519381.793091401457787 ] } },\n{ "type": "Feature", "properties": { "number": 6045, "name": "Brotteaux \\/ Vauban", "address": "44 bd des Brotteaux", "address2": "", "commune": "Lyon 6 ème", "nmarrond": 45, "bonus": "", "pole": "Commerces, maillage", "lat": 45.766367311266961, "lng": 4.8570018759142295, "bike_stands": 15, "status": "OPEN", "available_bike_stands": 4, "available_bikes": 9, "availabilitycode": 1, "availability": "Vert", "banking": 0, "gid": 761, "last_update": "2019\\/05\\/15 13:12:20", "last_update_fme": "2019\\/05\\/15 13:15:00", "code_insee": "69386", "langue": "", "etat": "", "nature": "", "titre": "", "description": "" }, "geometry": { "type": "Point", "coordinates": [ 844315.70974000217393, 6520225.896687623113394 ] } },\n{ "type": "Feature", "properties": { "number": 8053, "name": "Lumière\\/Trouilhet", "address": "6, Rue Antoine Lumière", "address2": "", "commune": "Lyon 8 ème", "nmarrond": 53, "bonus": "", "pole": "Poste, commerces", "lat": 45.74357206905033, "lng": 4.8701059691417319, "bike_stands": 16, "status": "OPEN", "available_bike_stands": 16, "available_bikes": 0, "availabilitycode": 3, "availability": "Orange", "banking": 0, "gid": 796, "last_update": "2019\\/05\\/15 13:06:58", "last_update_fme": "2019\\/05\\/15 13:15:00", "code_insee": "69388", "langue": "", "etat": "", "nature": "", "titre": "", "description": "" }, "geometry": { "type": "Point", "coordinates": [ 845393.843693054863252, 6517719.209443966858089 ] } },\n{ "type": "Feature", "properties": { "number": 9008, "name": "L\'Ile Barbe", "address": "3 quai Paul Sédallian", "address2": "", "commune": "Lyon 9 ème", "nmarrond": 8, "bonus": "", "pole": "Mairie annexe, Ile Barbe, coeur quartier, Poste, commerces", "lat": 45.797412196271445, "lng": 4.8290463533634593, "bike_stands": 16, "status": "OPEN", "available_bike_stands": 0, "available_bikes": 16, "availabilitycode": 2, "availability": "Bleu", "banking": 0, "gid": 930, "last_update": "2019\\/05\\/15 13:04:30", "last_update_fme": "2019\\/05\\/15 13:15:00", "code_insee": "69389", "langue": "", "etat": "", "nature": "", "titre": "", "description": "" }, "geometry": { "type": "Point", "coordinates": [ 842063.705473891575821, 6523621.820060176774859 ] } },\n{ "type": "Feature", "properties": { "number": 4042, "name": "Grégory Coupet", "address": "79, Rue Philippe De Lassalle", "address2": "", "commune": "Lyon 4 ème", "nmarrond": 42, "bonus": "", "pole": "Stade", "lat": 45.78170010676795, "lng": 4.8206000461275869, "bike_stands": 16, "status": "OPEN", "available_bike_stands": 14, "available_bikes": 2, "availabilitycode": 1, "availability": "Vert", "banking": 0, "gid": 931, "last_update": "2019\\/05\\/15 13:09:48", "last_update_fme": "2019\\/05\\/15 13:15:00", "code_insee": "69384", "langue": "", "etat": "", "nature": "", "titre": "", "description": "" }, "geometry": { "type": "Point", "coordinates": [ 841448.015916500240564, 6521862.28478700760752 ] } },\n{ "type": "Feature", "properties": { "number": 9014, "name": "Quai du Commerce", "address": "12 quai Commerce", "address2": "entre la rue Dupont et la rue bourget => centre", "commune": "Lyon 9 ème", "nmarrond": 14, "bonus": "", "pole": "itinéraires cyclables", "lat": 45.783341035692423, "lng": 4.8114330448312526, "bike_stands": 23, "status": "OPEN", "available_bike_stands": 11, "available_bikes": 12, "availabilitycode": 1, "availability": "Vert", "banking": 0, "gid": 1008, "last_update": "2019\\/05\\/15 13:04:57", "last_update_fme": "2019\\/05\\/15 13:15:00", "code_insee": "69389", "langue": "", "etat": "", "nature": "", "titre": "", "description": "" }, "geometry": { "type": "Point", "coordinates": [ 840731.748671378591098, 6522028.08334759902209 ] } },\n{ "type": "Feature", "properties": { "number": 3097, "name": "Augagneur \\/ Fosse aux Ours", "address": "28, Quai Victor Augagneur", "address2": "", "commune": "Lyon 3 ème", "nmarrond": 97, "bonus": "", "pole": "Commerces, quartier, point nodal (Guillotière, 7e,", "lat": 45.757199702326538, "lng": 4.840499137542488, "bike_stands": 16, "status": "OPEN", "available_bike_stands": 10, "available_bikes": 6, "availabilitycode": 1, "availability": "Vert", "banking": 0, "gid": 988, "last_update": "2019\\/05\\/15 13:09:32", "last_update_fme": "2019\\/05\\/15 13:15:00", "code_insee": "69383", "langue": "", "etat": "", "nature": "", "titre": "", "description": "" }, "geometry": { "type": "Point", "coordinates": [ 843057.17089707183186, 6519178.075488403439522 ] } },\n{ "type": "Feature", "properties": { "number": 9022, "name": "Rue Masaryk \\/ Saint-Cyr", "address": "Rue Masaryk", "address2": "angle Rue Chinard \\/ Rue de Saint-Cyr", "commune": "Lyon 9 ème", "nmarrond": 22, "bonus": "", "pole": "maillage", "lat": 45.77862889890703, "lng": 4.8071200280976578, "bike_stands": 13, "status": "OPEN", "available_bike_stands": 10, "available_bikes": 3, "availabilitycode": 1, "availability": "Vert", "banking": 0, "gid": 1034, "last_update": "2019\\/05\\/15 13:10:16", "last_update_fme": "2019\\/05\\/15 13:15:00", "code_insee": "69389", "langue": "", "etat": "", "nature": "", "titre": "", "description": "" }, "geometry": { "type": "Point", "coordinates": [ 840408.700148234609514, 6521497.256442402489483 ] } },\n{ "type": "Feature", "properties": { "number": 3099, "name": "Place Sainte Anne", "address": "2 place Saint Anne", "address2": "", "commune": "Lyon 3 ème", "nmarrond": 99, "bonus": "", "pole": "Coeur de quartier, commerces", "lat": 45.75695497472752, "lng": 4.865441659195346, "bike_stands": 18, "status": "OPEN", "available_bike_stands": 15, "available_bikes": 2, "availabilitycode": 1, "availability": "Vert", "banking": 0, "gid": 940, "last_update": "2019\\/05\\/15 13:10:34", "last_update_fme": "2019\\/05\\/15 13:15:00", "code_insee": "69383", "langue": "", "etat": "", "nature": "", "titre": "", "description": "" }, "geometry": { "type": "Point", "coordinates": [ 844996.171398718724959, 6519196.400647939182818 ] } },\n{ "type": "Feature", "properties": { "number": 9010, "name": "Piscine de Vaise", "address": "52, Rue Sidoine Apollinaire", "address2": "", "commune": "Lyon 9 ème", "nmarrond": 10, "bonus": "", "pole": "Piscine d\'hiver de Vaise", "lat": 45.771018288451508, "lng": 4.7964503487575509, "bike_stands": 19, "status": "OPEN", "available_bike_stands": 8, "available_bikes": 11, "availabilitycode": 1, "availability": "Vert", "banking": 0, "gid": 890, "last_update": "2019\\/05\\/15 13:11:53", "last_update_fme": "2019\\/05\\/15 13:15:00", "code_insee": "69389", "langue": "", "etat": "", "nature": "", "titre": "", "description": "" }, "geometry": { "type": "Point", "coordinates": [ 839599.062648192048073, 6520633.394662632606924 ] } },\n{ "type": "Feature", "properties": { "number": 6028, "name": "Récamier \\/ Tête d\'Or", "address": "10, Rue Juliette Récamier", "address2": "angle rue Tête d\'Or", "commune": "Lyon 6 ème", "nmarrond": 28, "bonus": "", "pole": "maillage", "lat": 45.764333697561206, "lng": 4.8534921297061953, "bike_stands": 16, "status": "OPEN", "available_bike_stands": 4, "available_bikes": 11, "availabilitycode": 1, "availability": "Vert", "banking": 0, "gid": 1069, "last_update": "2019\\/05\\/15 13:12:45", "last_update_fme": "2019\\/05\\/15 13:15:00", "code_insee": "69386", "langue": "", "etat": "", "nature": "", "titre": "", "description": "" }, "geometry": { "type": "Point", "coordinates": [ 844048.302751357201487, 6519993.715943302027881 ] } },\n{ "type": "Feature", "properties": { "number": 10034, "name": "Docteur Damidot", "address": "Rue du Docteur Damidot", "address2": "Devant la MJC", "commune": "VILLEURBANNE", "nmarrond": 34, "bonus": "", "pole": "MJC", "lat": 45.761788284968709, "lng": 4.8861572848566013, "bike_stands": 10, "status": "CLOSED", "available_bike_stands": 0, "available_bikes": 0, "availabilitycode": 0, "availability": "Gris", "banking": 0, "gid": 823, "last_update": "2019\\/05\\/15 13:06:12", "last_update_fme": "2019\\/05\\/15 13:15:00", "code_insee": "69266", "langue": "FR", "etat": "CLOSING", "nature": "DETERIORATION", "titre": "Fermeture station 10034 - DOCTEUR DAMIDOT", "description": "En raison d\'actes de vandalisme répétés, la station 10034 - DOCTEUR DAMIDOT est fermée.\\n\\nNous vous invitons à utiliser les stations suivantes a proximité : \\n- 10018 - TOLSTOI \\/ FLORIAN\\n- 10021 - GRANDCLEMENT\\n- 10064 - 4 AOUT 1789", "startdate": "2019\\/05\\/13 00:00:00", "enddate": "2019\\/06\\/17 00:00:00" }, "geometry": { "type": "Point", "coordinates": [ 846593.221394923632033, 6519771.241266217082739 ] } },\n{ "type": "Feature", "properties": { "number": 7021, "name": "Challemel Lacour \\/ Gerland", "address": "rue de Gerland", "address2": "angle rue Challemel Lacour", "commune": "Lyon 7 ème", "nmarrond": 21, "bonus": "", "pole": "maillage", "lat": 45.72980586520876, "lng": 4.8381384383404171, "bike_stands": 12, "status": "OPEN", "available_bike_stands": 6, "available_bikes": 6, "availabilitycode": 1, "availability": "Vert", "banking": 0, "gid": 1064, "last_update": "2019\\/05\\/15 13:08:56", "last_update_fme": "2019\\/05\\/15 13:15:00", "code_insee": "69387", "langue": "", "etat": "", "nature": "", "titre": "", "description": "" }, "geometry": { "type": "Point", "coordinates": [ 842944.522907163598575, 6516132.51429485809058 ] } },\n{ "type": "Feature", "properties": { "number": 3004, "name": "Bourse du travail", "address": "Rue de la Part-Dieu", "address2": "face Place Voltaire", "commune": "Lyon 3 ème", "nmarrond": 4, "bonus": "", "pole": "métro B, coeur quartier", "lat": 45.759638232495469, "lng": 4.8480846921356076, "bike_stands": 20, "status": "OPEN", "available_bike_stands": 16, "available_bikes": 4, "availabilitycode": 1, "availability": "Vert", "banking": 0, "gid": 855, "last_update": "2019\\/05\\/15 13:11:14", "last_update_fme": "2019\\/05\\/15 13:15:00", "code_insee": "69383", "langue": "", "etat": "", "nature": "", "titre": "", "description": "" }, "geometry": { "type": "Point", "coordinates": [ 843640.331315527902916, 6519462.573299480602145 ] } },\n{ "type": "Feature", "properties": { "number": 5047, "name": "Albéric Pont", "address": "2, Rue Docteur Albéric Pont", "address2": "", "commune": "Lyon 5 ème", "nmarrond": 47, "bonus": "", "pole": "Gymnase, Terrain de sports, collège", "lat": 45.753444343560041, "lng": 4.8044009888454049, "bike_stands": 16, "status": "OPEN", "available_bike_stands": 13, "available_bikes": 3, "availabilitycode": 1, "availability": "Vert", "banking": 0, "gid": 914, "last_update": "2019\\/05\\/15 13:10:25", "last_update_fme": "2019\\/05\\/15 13:15:00", "code_insee": "69385", "langue": "", "etat": "", "nature": "", "titre": "", "description": "" }, "geometry": { "type": "Point", "coordinates": [ 840261.378774692420848, 6518696.390365350060165 ] } },\n{ "type": "Feature", "properties": { "number": 9052, "name": "Balmont", "address": "332 bd de Balmont", "address2": "", "commune": "Lyon 9 ème", "nmarrond": 52, "bonus": "", "pole": "Commerces", "lat": 45.789315187584513, "lng": 4.7991603409726267, "bike_stands": 12, "status": "OPEN", "available_bike_stands": 10, "available_bikes": 2, "availabilitycode": 1, "availability": "Vert", "banking": 0, "gid": 966, "last_update": "2019\\/05\\/15 13:10:14", "last_update_fme": "2019\\/05\\/15 13:15:00", "code_insee": "69389", "langue": "", "etat": "", "nature": "", "titre": "", "description": "" }, "geometry": { "type": "Point", "coordinates": [ 839763.322578372317366, 6522669.545743404887617 ] } },\n{ "type": "Feature", "properties": { "number": 12002, "name": "Poudrette la Soie", "address": "Face 2 rue de la Poudrette", "address2": "", "commune": "VAULX-EN-VELIN", "nmarrond": 70, "bonus": "", "pole": "Centre commercial Carré de Soie", "lat": 45.764400313058779, "lng": 4.9192757859473666, "bike_stands": 20, "status": "OPEN", "available_bike_stands": 16, "available_bikes": 3, "availabilitycode": 1, "availability": "Vert", "banking": 0, "gid": 1004, "last_update": "2019\\/05\\/15 13:10:08", "last_update_fme": "2019\\/05\\/15 13:15:00", "code_insee": "69256", "langue": "", "etat": "", "nature": "", "titre": "", "description": "" }, "geometry": { "type": "Point", "coordinates": [ 849159.657926666201092, 6520123.247366645373404 ] } },\n{ "type": "Feature", "properties": { "number": 6033, "name": "Créqui \\/ Lafayette", "address": "153, Rue de Créqui", "address2": "Angle avec Cours Lafayette", "commune": "Lyon 6 ème", "bonus": "", "pole": "Part-Dieu", "lat": 45.763796012526328, "lng": 4.8470620002854572, "bike_stands": 15, "status": "OPEN", "available_bike_stands": 8, "available_bikes": 7, "availabilitycode": 1, "availability": "Vert", "banking": 0, "gid": 1204, "last_update": "2019\\/05\\/15 13:09:51", "last_update_fme": "2019\\/05\\/15 13:15:00", "code_insee": "69386", "langue": "", "etat": "", "nature": "", "titre": "", "description": "" }, "geometry": { "type": "Point", "coordinates": [ 843550.058709103614092, 6519922.312017040327191 ] } },\n{ "type": "Feature", "properties": { "number": 10012, "name": "Zola \\/ France", "address": "230, Cours emile Zola", "address2": "Angle cours Emile Zola", "commune": "VILLEURBANNE", "nmarrond": 12, "bonus": "", "pole": "IUT maison des sports, maison de l\'image, centre culturel", "lat": 45.768070420214578, "lng": 4.8871237200591935, "bike_stands": 16, "status": "OPEN", "available_bike_stands": 15, "available_bikes": 1, "availabilitycode": 1, "availability": "Vert", "banking": 0, "gid": 879, "last_update": "2019\\/05\\/15 13:09:37", "last_update_fme": "2019\\/05\\/15 13:15:00", "code_insee": "69266", "langue": "", "etat": "", "nature": "", "titre": "", "description": "" }, "geometry": { "type": "Point", "coordinates": [ 846651.647776399040595, 6520470.472853573039174 ] } },\n{ "type": "Feature", "properties": { "number": 4022, "name": "Place de la Croix-Rousse", "address": "Place de la Croix-Rousse", "address2": "A proximité de la Grande Rue", "commune": "Lyon 4 ème", "nmarrond": 22, "bonus": "", "pole": "Place de le Croix-Rousse, commerces, Métro", "lat": 45.776075139086394, "lng": 4.8325539207543908, "bike_stands": 21, "status": "OPEN", "available_bike_stands": 12, "available_bikes": 9, "availabilitycode": 1, "availability": "Vert", "banking": 0, "gid": 1105, "last_update": "2019\\/05\\/15 13:06:05", "last_update_fme": "2019\\/05\\/15 13:15:00", "code_insee": "69384", "langue": "", "etat": "", "nature": "", "titre": "", "description": "" }, "geometry": { "type": "Point", "coordinates": [ 842391.078668539761566, 6521259.27989848703146 ] } },\n{ "type": "Feature", "properties": { "number": 10047, "name": "Lherminier \\/ Pressensé", "address": "2, Rue du Commandant Lherminier", "address2": "Angle Rue de Pressensé", "commune": "VILLEURBANNE", "nmarrond": 47, "bonus": "", "pole": "itinéraires cyclables", "lat": 45.771172325504288, "lng": 4.8849976819807139, "bike_stands": 10, "status": "OPEN", "available_bike_stands": 8, "available_bikes": 2, "availabilitycode": 1, "availability": "Vert", "banking": 0, "gid": 828, "last_update": "2019\\/05\\/15 13:11:55", "last_update_fme": "2019\\/05\\/15 13:15:00", "code_insee": "69266", "langue": "", "etat": "", "nature": "", "titre": "", "description": "" }, "geometry": { "type": "Point", "coordinates": [ 846478.238676656037569, 6520810.897377070039511 ] } },\n{ "type": "Feature", "properties": { "number": 10049, "name": "Préssensé", "address": "294, Rue Francis de Préssensé", "address2": " ", "commune": "VILLEURBANNE", "nmarrond": 49, "bonus": "", "pole": "itinéraires cyclables", "lat": 45.769180194457221, "lng": 4.8967237070913487, "bike_stands": 16, "status": "OPEN", "available_bike_stands": 14, "available_bikes": 1, "availabilitycode": 1, "availability": "Vert", "banking": 0, "gid": 869, "last_update": "2019\\/05\\/15 13:07:40", "last_update_fme": "2019\\/05\\/15 13:15:00", "code_insee": "69266", "langue": "", "etat": "", "nature": "", "titre": "", "description": "" }, "geometry": { "type": "Point", "coordinates": [ 847394.576202403288335, 6520611.553347169421613 ] } },\n{ "type": "Feature", "properties": { "number": 8024, "name": "Mermoz \\/ Michelet", "address": "Avenue Mermoz", "address2": "angle avenue Michelet", "commune": "Lyon 8 ème", "nmarrond": 24, "bonus": "", "pole": "Cité des Entreprises, itinéraire cyclable", "lat": 45.733237389191387, "lng": 4.8786320591691865, "bike_stands": 12, "status": "OPEN", "available_bike_stands": 1, "available_bikes": 10, "availabilitycode": 1, "availability": "Vert", "banking": 0, "gid": 810, "last_update": "2019\\/05\\/15 13:04:02", "last_update_fme": "2019\\/05\\/15 13:15:00", "code_insee": "69388", "langue": "", "etat": "", "nature": "", "titre": "", "description": "" }, "geometry": { "type": "Point", "coordinates": [ 846083.893277379218489, 6516587.592932953499258 ] } },\n{ "type": "Feature", "properties": { "number": 7007, "name": "Farge \\/ Ayasse", "address": "117 boulevard Yves Farge", "address2": "", "commune": "Lyon 7 ème", "nmarrond": 52, "bonus": "", "pole": "Centre commercial, logements, itinéraire cyclable", "lat": 45.735673889781197, "lng": 4.8277191559612227, "bike_stands": 20, "status": "OPEN", "available_bike_stands": 10, "available_bikes": 6, "availabilitycode": 1, "availability": "Vert", "banking": 0, "gid": 766, "last_update": "2019\\/05\\/15 13:05:42", "last_update_fme": "2019\\/05\\/15 13:15:00", "code_insee": "69387", "langue": "", "etat": "", "nature": 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"properties": { "number": 8009, "name": "Jean XXIII \\/ Mermoz", "address": "place du 11 novembre 1918", "address2": "", "commune": "Lyon 8 ème", "nmarrond": 9, "bonus": "", "pole": "tram", "lat": 45.736574944562335, "lng": 4.8699160915100874, "bike_stands": 20, "status": "OPEN", "available_bike_stands": 6, "available_bikes": 11, "availabilitycode": 1, "availability": "Vert", "banking": 0, "gid": 1093, "last_update": "2019\\/05\\/15 13:10:38", "last_update_fme": "2019\\/05\\/15 13:15:00", "code_insee": "69388", "langue": "", "etat": "", "nature": "", "titre": "", "description": "" }, "geometry": { "type": "Point", "coordinates": [ 845397.483527320437133, 6516942.040336353704333 ] } },\n{ "type": "Feature", "properties": { "number": 3036, "name": "Félix Faure \\/ Vivier Merle", "address": "Face au 106 avenue Félix Faure", "address2": "", "commune": "Lyon 3 ème", "nmarrond": 36, "bonus": "", "pole": "", "lat": 45.753799458227306, "lng": 4.8598633397749014, "bike_stands": 35, "status": 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"geometry": { "type": "Point", "coordinates": [ 844728.570691843284294, 6521330.187645139172673 ] } },\n{ "type": "Feature", "properties": { "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": 45.788170018823656, "lng": 4.8185602866725281, "bike_stands": 25, "status": "OPEN", "available_bike_stands": 20, "available_bikes": 5, "availabilitycode": 1, "availability": "Vert", "banking": 0, "gid": 951, "last_update": "2019\\/05\\/15 13:04:36", "last_update_fme": "2019\\/05\\/15 13:15:00", "code_insee": "69384", "langue": "", "etat": "", "nature": "", "titre": "", "description": "" }, "geometry": { "type": "Point", "coordinates": [ 841273.022949323174544, 6522576.930642936378717 ] } },\n{ "type": "Feature", "properties": { "number": 1005, "name": "Meissonier", "address": "Place Meissonier", "address2": "Angle sud-est de la 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"available_bikes": 4, "availabilitycode": 1, "availability": "Vert", "banking": 0, "gid": 976, "last_update": "2019\\/05\\/15 13:09:41", "last_update_fme": "2019\\/05\\/15 13:15:00", "code_insee": "69266", "langue": "", "etat": "", "nature": "", "titre": "", "description": "" }, "geometry": { "type": "Point", "coordinates": [ 846401.971985035692342, 6521552.505602202378213 ] } },\n{ "type": "Feature", "properties": { "number": 2017, "name": "République \\/ Ferrandière", "address": "Face 30, Rue Ferrandière", "address2": "rue de la République", "commune": "Lyon 2 ème", "nmarrond": 17, "bonus": "", "pole": "métro A, commerces", "lat": 45.762189982346754, "lng": 4.8359599250768337, "bike_stands": 15, "status": "OPEN", "available_bike_stands": 3, "available_bikes": 11, "availabilitycode": 1, "availability": "Vert", "banking": 0, "gid": 852, "last_update": "2019\\/05\\/15 13:12:02", "last_update_fme": "2019\\/05\\/15 13:15:00", "code_insee": "69382", "langue": "", "etat": "", "nature": "", "titre": "", "description": "" }, "geometry": { "type": "Point", "coordinates": [ 842691.529496000148356, 6519723.886857729405165 ] } },\n{ "type": "Feature", "properties": { "number": 8057, "name": "Vienne \\/ Montagny", "address": "184 route de Vienne", "address2": "", "commune": "Lyon 8 ème", "nmarrond": 57, "bonus": "", "pole": "Maillage", "lat": 45.732360363435632, "lng": 4.8534202156019024, "bike_stands": 20, "status": "OPEN", "available_bike_stands": 20, "available_bikes": 0, "availabilitycode": 3, "availability": "Orange", "banking": 0, "gid": 786, "last_update": "2019\\/05\\/15 13:07:22", "last_update_fme": "2019\\/05\\/15 13:15:00", "code_insee": "69388", "langue": "", "etat": "", "nature": "", "titre": "", "description": "" }, "geometry": { "type": "Point", "coordinates": [ 844126.049024057225324, 6516443.895119084976614 ] } },\n{ "type": "Feature", "properties": { "number": 3051, "name": "Place Henri", "address": "Place Henri", "address2": "rue du Docteur Long", "commune": "Lyon 3 ème", "nmarrond": 51, "bonus": "", "pole": "maillage", "lat": 45.748166473362893, "lng": 4.8805634886690417, "bike_stands": 13, "status": "OPEN", "available_bike_stands": 11, "available_bikes": 2, "availabilitycode": 1, "availability": "Vert", "banking": 0, "gid": 840, "last_update": "2019\\/05\\/15 13:09:45", "last_update_fme": "2019\\/05\\/15 13:15:00", "code_insee": "69383", "langue": "", "etat": "", "nature": "", "titre": "", "description": "" }, "geometry": { "type": "Point", "coordinates": [ 846194.573945265379734, 6518248.586870494298637 ] } },\n{ "type": "Feature", "properties": { "number": 7014, "name": "Marseille \\/ Félissent", "address": "rue Félissent", "address2": "angle rue de Marseille", "commune": "Lyon 7 ème", "nmarrond": 14, "bonus": "", "pole": "maillage", "lat": 45.753009808240172, "lng": 4.841377964319034, "bike_stands": 15, "status": "OPEN", "available_bike_stands": 3, "available_bikes": 8, "availabilitycode": 1, "availability": "Vert", "banking": 0, "gid": 1052, "last_update": "2019\\/05\\/15 13:13:17", "last_update_fme": "2019\\/05\\/15 13:15:00", "code_insee": "69387", "langue": "", "etat": "", "nature": "", "titre": "", "description": "" }, "geometry": { "type": "Point", "coordinates": [ 843136.316870863200165, 6518714.503206801600754 ] } },\n{ "type": "Feature", "properties": { "number": 2011, "name": "Sala \\/ Rue du Plat", "address": "25 Rue du Plat", "address2": "Face faculté catholique", "commune": "Lyon 2 ème", "nmarrond": 11, "bonus": "", "pole": "faculté catholique", "lat": 45.756808487616944, "lng": 4.828374380139512, "bike_stands": 15, "status": "OPEN", "available_bike_stands": 13, "available_bikes": 1, "availabilitycode": 1, "availability": "Vert", "banking": 0, "gid": 1033, "last_update": "2019\\/05\\/15 13:07:04", "last_update_fme": "2019\\/05\\/15 13:15:00", "code_insee": "69382", "langue": "", "etat": "", "nature": "", "titre": "", "description": "" }, "geometry": { "type": "Point", "coordinates": [ 842115.920168327749707, 6519112.748193891718984 ] } },\n{ "type": "Feature", "properties": { "number": 5004, "name": "Saint Jean", "address": "Rue Saint-Jean", "address2": "entre entrée de la Cathédrale et le métro", "commune": "Lyon 5 ème", "nmarrond": 4, "bonus": "", "pole": "funiculaire, coeur quartier, Vieux Lyon", "lat": 45.76048374389778, "lng": 4.8265650503972601, "bike_stands": 29, "status": "OPEN", "available_bike_stands": 26, "available_bikes": 13, "availabilitycode": 1, "availability": "Vert", "banking": 0, "gid": 854, "last_update": "2019\\/05\\/15 13:12:35", "last_update_fme": "2019\\/05\\/15 13:15:00", "code_insee": "69385", "langue": "", "etat": "", "nature": "", "titre": "", "description": "" }, "geometry": { "type": "Point", "coordinates": [ 841965.869361208402552, 6519517.524498422630131 ] } },\n{ "type": "Feature", "properties": { "number": 10030, "name": "Greuze", "address": "2, Rue Greuze", "address2": "", "commune": "VILLEURBANNE", "nmarrond": 30, "bonus": "", "pole": "centre social", "lat": 45.773843668198161, "lng": 4.8938480167143412, "bike_stands": 18, "status": "OPEN", "available_bike_stands": 10, "available_bikes": 8, "availabilitycode": 1, "availability": "Vert", "banking": 0, "gid": 822, "last_update": "2019\\/05\\/15 13:11:00", "last_update_fme": "2019\\/05\\/15 13:15:00", "code_insee": "69266", "langue": "", "etat": "", "nature": "", "titre": "", "description": "" }, "geometry": { "type": "Point", "coordinates": [ 847158.72913965175394, 6521123.922923660837114 ] } },\n{ "type": "Feature", "properties": { "number": 10110, "name": "Mémoire & Société", "address": "Rue Hauy", "address2": "", "commune": "VILLEURBANNE", "nmarrond": 110, "bonus": "", "pole": "Mémoire et société, itinéraire cyclable", "lat": 45.759577656417854, "lng": 4.8827081207421843, "bike_stands": 18, "status": "CLOSED", "available_bike_stands": 0, "available_bikes": 0, "availabilitycode": 0, "availability": "Gris", "banking": 0, "gid": 985, "last_update": "2019\\/05\\/15 13:10:15", "last_update_fme": "2019\\/05\\/15 13:15:00", "code_insee": "69266", "langue": "FR", "etat": "CLOSING", "nature": "DETERIORATION", "titre": "Fermeture de la station 10110 MEMOIRE ET SOCIETE", "description": "En raison d\'actes de vandalisme répétés, la station 10110 MÉMOIRE ET SOCIÉTÉ est fermée à compter de ce jour. \\n\\nNous vous invitons à utiliser les stations suivantes à proximité : \\n- 10060 SAINT EXUPÉRY\\n- 10063 PERRIN \\/ JEAN JAURES\\n\\n", "startdate": "2019\\/05\\/09 00:00:00", "enddate": "2019\\/06\\/07 00:00:00" }, "geometry": { "type": "Point", "coordinates": [ 846331.053970338543877, 6519519.421417252160609 ] } },\n{ "type": "Feature", "properties": { "number": 5053, "name": "St Just", "address": "16 rue des Fargues", "address2": "", "commune": "Lyon 5 ème", "nmarrond": 53, "bonus": "", "pole": "Coeur de quartier, commerces, jardin public, lycée", "lat": 45.756082553797015, "lng": 4.8193144977508515, "bike_stands": 18, "status": "OPEN", 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Zola", "address2": "Angle passage Rey", "commune": "VILLEURBANNE", "nmarrond": 74, "bonus": "", "pole": "Salle de gym des Gratte-Ciel, centre-ville", "lat": 45.770048087817877, "lng": 4.8769484147115385, "bike_stands": 19, "status": "OPEN", "available_bike_stands": 18, "available_bikes": 1, "availabilitycode": 1, "availability": "Vert", "banking": 0, "gid": 909, "last_update": "2019\\/05\\/15 13:06:23", "last_update_fme": "2019\\/05\\/15 13:15:00", "code_insee": "69266", "langue": "", "etat": "", "nature": "", "titre": "", "description": "" }, "geometry": { "type": "Point", "coordinates": [ 845855.836596923996694, 6520671.185375038534403 ] } },\n{ "type": "Feature", "properties": { "number": 8015, "name": "Bd Jean XXIII", "address": "25, Rue Maryse Bastié", "address2": "", "commune": "Lyon 8 ème", "nmarrond": 15, "bonus": "", "pole": "Tramway, habitations", "lat": 45.74032592964187, "lng": 4.8741942706838781, "bike_stands": 16, "status": "OPEN", "available_bike_stands": 13, 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de la Paix", "address2": "En face de la poste", "commune": "Lyon 1 er", "nmarrond": 31, "bonus": "", "pole": "Opéra, métro A, mairie centrale", "lat": 45.768023612654652, "lng": 4.831741251718416, "bike_stands": 20, "status": "OPEN", "available_bike_stands": 15, "available_bikes": 5, "availabilitycode": 1, "availability": "Vert", "banking": 0, "gid": 1067, "last_update": "2019\\/05\\/15 13:13:05", "last_update_fme": "2019\\/05\\/15 13:15:00", "code_insee": "69381", "langue": "", "etat": "", "nature": "", "titre": "", "description": "" }, "geometry": { "type": "Point", "coordinates": [ 842348.684671667753719, 6520363.927162845619023 ] } },\n{ "type": "Feature", "properties": { "number": 3037, "name": "Paul Bert \\/ Garibaldi", "address": "209, Rue Paul Bert", "address2": "Face place des Martyrs de la Résistance", "commune": "Lyon 3 ème", "nmarrond": 37, "bonus": "", "pole": "maillage (piscine Garibaldi)", "lat": 45.757102858168174, "lng": 4.85348079711666, "bike_stands": 20, "status": "OPEN", "available_bike_stands": 18, "available_bikes": 2, "availabilitycode": 1, "availability": "Vert", "banking": 0, "gid": 859, "last_update": "2019\\/05\\/15 13:04:17", "last_update_fme": "2019\\/05\\/15 13:15:00", "code_insee": "69383", "langue": "", "etat": "", "nature": "", "titre": "", "description": "" }, "geometry": { "type": "Point", "coordinates": [ 844066.268992617609911, 6519190.925769073888659 ] } },\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": 45.757829669874603, "lng": 4.868395040197143, "bike_stands": 16, "status": "CLOSED", "available_bike_stands": 0, "available_bikes": 0, "availabilitycode": 0, "availability": "Gris", "banking": 0, "gid": 946, "last_update": "2019\\/05\\/15 13:12:02", "last_update_fme": "2019\\/05\\/15 13:15:00", "code_insee": "69383", "langue": "FR", 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formation", "lat": 45.739813234889681, "lng": 4.8403073886228567, "bike_stands": 20, "status": "OPEN", "available_bike_stands": 15, "available_bikes": 5, "availabilitycode": 1, "availability": "Vert", "banking": 0, "gid": 998, "last_update": "2019\\/05\\/15 13:12:21", "last_update_fme": "2019\\/05\\/15 13:15:00", "code_insee": "69387", "langue": "", "etat": "", "nature": "", "titre": "", "description": "" }, "geometry": { "type": "Point", "coordinates": [ 843087.264406786533073, 6517247.469551800750196 ] } },\n{ "type": "Feature", "properties": { "number": 6007, "name": "Masséna", "address": "Rue Tête d\'Or", "address2": "angle Cours Vitton", "commune": "Lyon 6 ème", "nmarrond": 7, "bonus": "", "pole": "métro A", "lat": 45.769672180690506, "lng": 4.8523652715024763, "bike_stands": 20, "status": "OPEN", "available_bike_stands": 14, "available_bikes": 6, "availabilitycode": 1, "availability": "Vert", "banking": 0, "gid": 818, "last_update": "2019\\/05\\/15 13:12:09", "last_update_fme": 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"number": 10079, "name": "Anatole France \\/ Barbusse", "address": "Rue Anatole France", "address2": "Angle avenue Barbusse", "commune": "VILLEURBANNE", "nmarrond": 79, "bonus": "", "pole": "marché, centre-ville", "lat": 45.768130400229929, "lng": 4.8791614891381103, "bike_stands": 20, "status": "OPEN", "available_bike_stands": 18, "available_bikes": 2, "availabilitycode": 1, "availability": "Vert", "banking": 0, "gid": 834, "last_update": "2019\\/05\\/15 13:13:23", "last_update_fme": "2019\\/05\\/15 13:15:00", "code_insee": "69266", "langue": "", "etat": "", "nature": "", "titre": "", "description": "" }, "geometry": { "type": "Point", "coordinates": [ 846032.84760537778493, 6520462.375273146666586 ] } },\n{ "type": "Feature", "properties": { "number": 3101, "name": "Patinoire Baraban", "address": "Face 34 rue Baraban", "address2": "", "commune": "Lyon 3 ème", "nmarrond": 101, "bonus": "", "pole": "Patinoire, activités", "lat": 45.762585664618541, "lng": 4.8686111248701751, 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"69266", "langue": "", "etat": "", "nature": "", "titre": "", "description": "" }, "geometry": { "type": "Point", "coordinates": [ 848519.046142991282977, 6519386.416088805533946 ] } },\n{ "type": "Feature", "properties": { "number": 10038, "name": "Condorcet", "address": "Boulevard du 11 Novembre 1918", "address2": "Croisement Tram", "commune": "VILLEURBANNE", "nmarrond": 38, "bonus": "", "pole": "tram, itinéraire cyclable", "lat": 45.779045773718579, "lng": 4.8667783280240924, "bike_stands": 12, "status": "OPEN", "available_bike_stands": 7, "available_bikes": 5, "availabilitycode": 1, "availability": "Vert", "banking": 0, "gid": 825, "last_update": "2019\\/05\\/15 13:06:15", "last_update_fme": "2019\\/05\\/15 13:15:00", "code_insee": "69266", "langue": "", "etat": "", "nature": "", "titre": "", "description": "" }, "geometry": { "type": "Point", "coordinates": [ 845042.056473409407772, 6521651.371095263399184 ] } },\n{ "type": "Feature", "properties": { "number": 10060, "name": 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00:00:00" }, "geometry": { "type": "Point", "coordinates": [ 846020.006495205569081, 6519432.802157342433929 ] } },\n{ "type": "Feature", "properties": { "number": 4005, "name": "1 Place Bertone", "address": "Rue du Chariot d\'Or", "address2": "Place Bertone", "commune": "Lyon 4 ème", "nmarrond": 5, "bonus": "", "pole": "coeur quartier", "lat": 45.777617376504985, "lng": 4.8345009421112763, "bike_stands": 12, "status": "OPEN", "available_bike_stands": 7, "available_bikes": 5, "availabilitycode": 1, "availability": "Vert", "banking": 0, "gid": 853, "last_update": "2019\\/05\\/15 13:07:57", "last_update_fme": "2019\\/05\\/15 13:15:00", "code_insee": "69384", "langue": "", "etat": "", "nature": "", "titre": "", "description": "" }, "geometry": { "type": "Point", "coordinates": [ 842538.358158802147955, 6521434.013163824565709 ] } },\n{ "type": "Feature", "properties": { "number": 7012, "name": "Place des Pavillons", "address": "Place des Pavillons", "address2": "Devant la Bibliothèque", "commune": "Lyon 7 ème", "nmarrond": 12, "bonus": "", "pole": "ENS Sciences, coeur quartier", "lat": 45.729500990428903, "lng": 4.8296900421611282, "bike_stands": 13, "status": "CLOSED", "available_bike_stands": 0, "available_bikes": 0, "availabilitycode": 0, "availability": "Gris", "banking": 0, "gid": 1079, "last_update": "2019\\/05\\/15 13:09:08", "last_update_fme": "2019\\/05\\/15 13:15:00", "code_insee": "69387", "langue": "FR", "etat": "CLOSING", "nature": "DETERIORATION", "titre": "Fermeture de la station 7012 PLACE DES PAVILLONS", "description": "En raison de travaux de maintenance, la station 7012 PLACE DES PAVILLONS est fermée jusqu\'au 27\\/05\\/2019 inclus. \\n\\nNous vous invitons à utiliser les stations suivantes a proximité : \\n- 7005 DEBOURG\\n- 7006 GERLAND", "startdate": "2019\\/04\\/26 00:00:00", "enddate": "2019\\/05\\/27 00:00:00" }, "geometry": { "type": "Point", "coordinates": [ 842288.427929394179955, 6516083.407866971567273 ] } },\n{ "type": "Feature", "properties": { "number": 10102, "name": "DOUA \\/ Gaston Berger", "address": "Avenue Gaston Berger", "address2": "", "commune": "VILLEURBANNE", "nmarrond": 102, "bonus": "", "pole": "Tramway, itinéraires cyclabels, amphis", "lat": 45.780944479741017, "lng": 4.8713269128915702, "bike_stands": 30, "status": "OPEN", "available_bike_stands": 4, "available_bikes": 26, "availabilitycode": 1, "availability": "Vert", "banking": 0, "gid": 969, "last_update": "2019\\/05\\/15 13:08:58", "last_update_fme": "2019\\/05\\/15 13:15:00", "code_insee": "69266", "langue": "", "etat": "", "nature": "", "titre": "", "description": "" }, "geometry": { "type": "Point", "coordinates": [ 845390.40278592647519, 6521870.529796060174704 ] } },\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": 45.767540802515761, "lng": 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4.8411393393513276, "bike_stands": 14, "status": "OPEN", "available_bike_stands": 11, "available_bikes": 2, "availabilitycode": 1, "availability": "Vert", "banking": 0, "gid": 1060, "last_update": "2019\\/05\\/15 13:04:57", "last_update_fme": "2019\\/05\\/15 13:15:00", "code_insee": "69386", "langue": "", "etat": "", "nature": "", "titre": "", "description": "" }, "geometry": { "type": "Point", "coordinates": [ 843081.990295382565819, 6520248.355085469782352 ] } },\n{ "type": "Feature", "properties": { "number": 10005, "name": "Bd du 11 novembre", "address": "Boulevard du 11 novembre 1918", "address2": "Entrée parc", "commune": "VILLEURBANNE", "nmarrond": 5, "bonus": "", "pole": "Parc Tête d\'Or, itinéraire cyclable", "lat": 45.779701613248939, "lng": 4.859991160995687, "bike_stands": 35, "status": "OPEN", "available_bike_stands": 11, "available_bikes": 22, "availabilitycode": 1, "availability": "Vert", "banking": 0, "gid": 1080, "last_update": "2019\\/05\\/15 13:13:42", 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"type": "Feature", "properties": { "number": 10120, "name": "Salengro \\/ Descartes", "address": "39 rue Roger Salengro", "address2": "", "commune": "VILLEURBANNE", "nmarrond": 120, "bonus": "", "pole": "Maillage", "lat": 45.77625175150645, "lng": 4.8716291781443655, "bike_stands": 15, "status": "OPEN", "available_bike_stands": 10, "available_bikes": 5, "availabilitycode": 1, "availability": "Vert", "banking": 0, "gid": 777, "last_update": "2019\\/05\\/15 13:11:52", "last_update_fme": "2019\\/05\\/15 13:15:00", "code_insee": "69266", "langue": "", "etat": "", "nature": "", "titre": "", "description": "" }, "geometry": { "type": "Point", "coordinates": [ 845426.233597584301606, 6521350.101884432137012 ] } },\n{ "type": "Feature", "properties": { "number": 8037, "name": "Cazeneuve", "address": "Rue Paul Cazeneuve", "address2": "", "commune": "Lyon 8 ème", "nmarrond": 37, "bonus": "", "pole": "Quartier d\'habitation", "lat": 45.734032495648357, "lng": 4.862904488884066, "bike_stands": 19, "status": "OPEN", "available_bike_stands": 12, "available_bikes": 5, "availabilitycode": 1, "availability": "Vert", "banking": 0, "gid": 1012, "last_update": "2019\\/05\\/15 13:10:49", "last_update_fme": "2019\\/05\\/15 13:15:00", "code_insee": "69388", "langue": "", "etat": "", "nature": "", "titre": "", "description": "" }, "geometry": { "type": "Point", "coordinates": [ 844859.050079663400538, 6516646.890833581797779 ] } },\n{ "type": "Feature", "properties": { "number": 8059, "name": "Laennec\\/Pinel", "address": "Rue Paradin", "address2": "", "commune": "Lyon 8 ème", "nmarrond": 59, "bonus": "", "pole": "Jardin public", "lat": 45.735346022546032, "lng": 4.889583976281175, "bike_stands": 18, "status": "OPEN", "available_bike_stands": 0, "available_bikes": 0, "availabilitycode": 0, "availability": "Gris", "banking": 0, "gid": 787, "last_update": "2019\\/05\\/15 00:30:01", "last_update_fme": "2019\\/05\\/15 00:30:01", "code_insee": "69388", "langue": "", "etat": "", "nature": "", "titre": "", "description": "" }, "geometry": { "type": "Point", "coordinates": [ 846929.757701747119427, 6516842.012278444133699 ] } },\n{ "type": "Feature", "properties": { "number": 3090, "name": "Vinatier", "address": "95, Boulevard Pinel", "address2": "", "commune": "Lyon 3 ème", "nmarrond": 90, "bonus": "", "pole": "Hôpital", "lat": 45.741849613616331, "lng": 4.8938560628157219, "bike_stands": 17, "status": "OPEN", "available_bike_stands": 0, "available_bikes": 0, "availabilitycode": 0, "availability": "Gris", "banking": 0, "gid": 788, "last_update": "2019\\/05\\/15 00:30:01", "last_update_fme": "2019\\/05\\/15 00:30:01", "code_insee": "69383", "langue": "", "etat": "", "nature": "", "titre": "", "description": "" }, "geometry": { "type": "Point", "coordinates": [ 847244.561328802024946, 6517571.992923505604267 ] } },\n{ "type": "Feature", "properties": { "number": 3050, "name": "Friche RVI", "address": "5 rue Félix Rollet", "address2": "", "commune": "Lyon 3 ème", "nmarrond": 50, "bonus": "", "pole": "ancienne friche RVI", "lat": 45.748392003176626, "lng": 4.8759903056684522, "bike_stands": 20, "status": "CLOSED", "available_bike_stands": 0, "available_bikes": 0, "availabilitycode": 0, "availability": "Gris", "banking": 0, "gid": 1108, "last_update": "2019\\/05\\/15 13:05:02", "last_update_fme": "2019\\/05\\/15 13:15:00", "code_insee": "69383", "langue": "FR", "etat": "CLOSING", "nature": "DETERIORATION", "titre": "Fermeture de la station 3050 FRICHE RVI", "description": "En raison de travaux de maintenance, la station 3050 FRICHE RVI est fermée jusqu\'au 27\\/05\\/2019 inclus. \\n\\nNous vous invitons à utiliser les stations suivantes a proximité : \\n- 3007 PLACE D\'ARSONVAL\\n- 3008 INSTITUT LUMIERES\\n- 3051 PLACE HENRI\\n- 3086 FEUILLAT LACASSAGNE \\n\\n", "startdate": "2019\\/04\\/26 00:00:00", "enddate": "2019\\/05\\/27 00:00:00" }, "geometry": { "type": "Point", "coordinates": [ 845838.527752445428632, 6518265.168393908068538 ] } },\n{ "type": "Feature", "properties": { "number": 10116, "name": "Blum \\/ Faÿs", "address": "171 rue Léon Blum", "address2": "", "commune": "VILLEURBANNE", "nmarrond": 116, "bonus": "", "pole": "Square, commerces, lycée technique", "lat": 45.760521238802887, "lng": 4.9059454396164748, "bike_stands": 16, "status": "OPEN", "available_bike_stands": 13, "available_bikes": 3, "availabilitycode": 1, "availability": "Vert", "banking": 0, "gid": 961, "last_update": "2019\\/05\\/15 13:13:56", "last_update_fme": "2019\\/05\\/15 13:15:00", "code_insee": "69266", "langue": "", "etat": "", "nature": "", "titre": "", "description": "" }, "geometry": { "type": "Point", "coordinates": [ 848134.266902217175812, 6519667.504958023317158 ] } },\n{ "type": "Feature", "properties": { "number": 8020, "name": "Moulin à Vent", "address": "Angle rue du Moulin à Vent \\/ route de Vienne", "address2": "", "commune": "Lyon 8 ème", "nmarrond": 20, "bonus": "", "pole": "Commerces, itinéraire cyclable, coeur de quartier", "lat": 45.729726695630873, "lng": 4.8539637571905674, "bike_stands": 20, "status": "OPEN", "available_bike_stands": 0, "available_bikes": 0, "availabilitycode": 0, "availability": "Gris", "banking": 0, "gid": 1020, "last_update": "2019\\/05\\/15 00:30:01", "last_update_fme": "2019\\/05\\/15 00:30:01", "code_insee": "69388", "langue": "", "etat": "", "nature": "", "titre": "", "description": "" }, "geometry": { "type": "Point", "coordinates": [ 844175.17457438306883, 6516152.496483379043639 ] } }\n]\n}\n'
%% Cell type:code id: tags:
``` python
type(response.text)
```
%% Output
str
%% Cell type:markdown id: tags:
Par contre :
%% Cell type:code id: tags:
``` python
type(response.json())
```
%% Output
dict
%% Cell type:markdown id: tags:
qui est énormement plus pratique !
%% Cell type:code id: tags:
``` python
data = response.json()
```
%% Cell type:markdown id: tags:
### Exploration
%% Cell type:code id: tags:
``` python
data.keys()
```
%% Output
dict_keys(['features', 'type', 'crs', 'name'])
%% Cell type:code id: tags:
``` python
data['name']
```
%% Output
'jcd_jcdecaux.jcdvelov'
%% Cell type:code id: tags:
``` python
data['type']
```
%% Output
'FeatureCollection'
%% Cell type:code id: tags:
``` python
data['crs']
```
%% Output
{'properties': {'name': 'urn:ogc:def:crs:EPSG::2154'}, 'type': 'name'}
%% Cell type:code id: tags:
``` python
#data['features']
```
%% Cell type:code id: tags:
``` python
data['features'][0]
```
%% Output
{'geometry': {'coordinates': [846559.9208299748, 6519392.887208973],
'type': 'Point'},
'properties': {'address': 'face au n°9 rue Jean Jaures',
'address2': '',
'availability': 'Gris',
'availabilitycode': 0,
'available_bike_stands': 0,
'available_bikes': 0,
'banking': 0,
'bike_stands': 34,
'bonus': '',
'code_insee': '69266',
'commune': 'VILLEURBANNE',
'description': "En raison d'actes de vandalisme répétés, la station 10063 - PERRIN / JEAN JAURES est fermée.\n\nNous vous invitons à utiliser la station suivante a proximité : \n- 10021 - GRANDCLEMENT",
'enddate': '2019/06/17 00:00:00',
'etat': 'CLOSING',
'gid': 757,
'langue': 'FR',
'last_update': '2019/05/15 13:13:02',
'last_update_fme': '2019/05/15 13:15:00',
'lat': 45.758389382918224,
'lng': 4.885612754254137,
'name': 'Perrin / Jean Jaurès',
'nature': 'DETERIORATION',
'nmarrond': 63,
'number': 10063,
'pole': 'quartier Grandclément',
'startdate': '2019/05/13 00:00:00',
'status': 'CLOSED',
'titre': 'Fermeture station 10063 - PERRIN / JEAN JAURES'},
'type': 'Feature'}
%% Cell type:code id: tags:
``` python
data['features'][0].keys()
```
%% Output
dict_keys(['geometry', 'type', 'properties'])
%% Cell type:code id: tags:
``` python
data['features'][0]['properties']
```
%% Output
{'address': 'face au n°9 rue Jean Jaures',
'address2': '',
'availability': 'Gris',
'availabilitycode': 0,
'available_bike_stands': 0,
'available_bikes': 0,
'banking': 0,
'bike_stands': 34,
'bonus': '',
'code_insee': '69266',
'commune': 'VILLEURBANNE',
'description': "En raison d'actes de vandalisme répétés, la station 10063 - PERRIN / JEAN JAURES est fermée.\n\nNous vous invitons à utiliser la station suivante a proximité : \n- 10021 - GRANDCLEMENT",
'enddate': '2019/06/17 00:00:00',
'etat': 'CLOSING',
'gid': 757,
'langue': 'FR',
'last_update': '2019/05/15 13:13:02',
'last_update_fme': '2019/05/15 13:15:00',
'lat': 45.758389382918224,
'lng': 4.885612754254137,
'name': 'Perrin / Jean Jaurès',
'nature': 'DETERIORATION',
'nmarrond': 63,
'number': 10063,
'pole': 'quartier Grandclément',
'startdate': '2019/05/13 00:00:00',
'status': 'CLOSED',
'titre': 'Fermeture station 10063 - PERRIN / JEAN JAURES'}
%% Cell type:markdown id: tags:
N.B. : l'attribut `number` porte l'identifiant unique "métiers" de chaque station Vélo'V
%% Cell type:markdown id: tags:
### Analyse
%% Cell type:markdown id: tags:
#### Quelle station a le plus de Vélo'V disponibles ?
%% Cell type:markdown id: tags:
#### 1. Approche bête et mechante
%% Cell type:code id: tags:
``` python
# initialisation
max_available_bikes = -1
for feature in data['features']:
this_station_available_bikes = feature['properties']['available_bikes']
this_station = feature['properties']
if this_station_available_bikes > max_available_bikes:
max_available_bikes = this_station_available_bikes
most_available_station = this_station
```
%% Cell type:code id: tags:
``` python
print("""La station qui actuellement a le plus de Vélo'V disponibles est la station numéro %i ;
%i Vélo'V sont disponibles.""" % (most_available_station['number'], max_available_bikes))
```
%% Output
La station qui actuellement a le plus de Vélo'V disponibles est la station numéro 2005 ;
27 Vélo'V sont disponibles.
%% Cell type:markdown id: tags:
...et pour en savoir plus sur cette station ?
%% Cell type:code id: tags:
``` python
this_station
```
%% Output
{'address': 'Angle rue du Moulin à Vent / route de Vienne',
'address2': '',
'availability': 'Gris',
'availabilitycode': 0,
'available_bike_stands': 0,
'available_bikes': 0,
'banking': 0,
'bike_stands': 20,
'bonus': '',
'code_insee': '69388',
'commune': 'Lyon 8 ème',
'description': '',
'etat': '',
'gid': 1020,
'langue': '',
'last_update': '2019/05/15 00:30:01',
'last_update_fme': '2019/05/15 00:30:01',
'lat': 45.72972669563087,
'lng': 4.853963757190567,
'name': 'Moulin à Vent',
'nature': '',
'nmarrond': 20,
'number': 8020,
'pole': 'Commerces, itinéraire cyclable, coeur de quartier',
'status': 'OPEN',
'titre': ''}
%% Cell type:markdown id: tags:
### 2. Une approche plus "pythonique"
%% Cell type:code id: tags:
``` python
data['features'].sort(key=lambda x: x['properties']['available_bikes'], reverse=True)
```
%% Cell type:code id: tags:
``` python
data['features'][0]
```
%% Output
{'geometry': {'coordinates': [841442.971287748, 6517289.903131141],
'type': 'Point'},
'properties': {'address': '101, Cours Charlemagne',
'address2': '',
'availability': 'Vert',
'availabilitycode': 1,
'available_bike_stands': 5,
'available_bikes': 27,
'banking': 0,
'bike_stands': 32,
'bonus': '',
'code_insee': '69382',
'commune': 'Lyon 2 ème',
'description': '',
'etat': '',
'gid': 1006,
'langue': '',
'last_update': '2019/05/15 13:14:05',
'last_update_fme': '2019/05/15 13:15:00',
'lat': 45.740538315203914,
'lng': 4.819179518436805,
'name': 'Confluence Hôtel de Région',
'nature': '',
'nmarrond': 5,
'number': 2005,
'pole': 'Hôtel de Région - Tram Montrochet - Pôle de loisirs',
'status': 'OPEN',
'titre': ''},
'type': 'Feature'}
%% Cell type:markdown id: tags:
### 3. Avec `pandas`
%% Cell type:code id: tags:
``` python
import pandas as pd
pd.set_option('display.max_rows', 100) # <- cela permet d'afficher jusqu'à 100 lignes d'un DataFrame
pd.set_option('display.max_columns', 100) # <- cela permet d'afficher jusqu'à 100 colonnes d'un DataFrame
```
%% Cell type:code id: tags:
``` python
df0 = pd.DataFrame.from_records(data['features'])
```
%% Cell type:code id: tags:
``` python
df0.head()
```
%% Output
geometry \
0 {'coordinates': [841442.971287748, 6517289.903...
1 {'coordinates': [845390.4027859265, 6521870.52...
2 {'coordinates': [846238.9482558605, 6522411.45...
3 {'coordinates': [842889.4046442341, 6518775.49...
4 {'coordinates': [844376.9885996749, 6519508.67...
properties type
0 {'available_bikes': 27, 'banking': 0, 'bike_st... Feature
1 {'available_bikes': 26, 'banking': 0, 'bike_st... Feature
2 {'available_bikes': 23, 'banking': 0, 'bike_st... Feature
3 {'available_bikes': 23, 'banking': 0, 'bike_st... Feature
4 {'available_bikes': 23, 'banking': 0, 'bike_st... Feature
%% Cell type:markdown id: tags:
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 id: tags:
``` python
df1 = pd.DataFrame.from_records( df0['properties'])
```
%% Cell type:code id: tags:
``` python
df1.head()
```
%% Output
address address2 availability availabilitycode \
0 101, Cours Charlemagne Vert 1
1 Avenue Gaston Berger Vert 1
2 Rue de la Technologie Vert 1
3 Quai Claude Bernard Vert 1
4 Rue des Cuirassiers angle Rue Bouchut Vert 1
available_bike_stands available_bikes banking bike_stands bonus \
0 5 27 0 32
1 4 26 0 30
2 4 23 0 30
3 7 23 0 28
4 35 23 0 59
code_insee commune description enddate etat gid langue \
0 69382 Lyon 2 ème NaN 1006
1 69266 VILLEURBANNE NaN 969
2 69266 VILLEURBANNE NaN 970
3 69387 Lyon 7 ème NaN 874
4 69383 Lyon 3 ème NaN 1208
last_update last_update_fme lat lng \
0 2019/05/15 13:14:05 2019/05/15 13:15:00 45.740538 4.819180
1 2019/05/15 13:08:58 2019/05/15 13:15:00 45.780944 4.871327
2 2019/05/15 13:11:38 2019/05/15 13:15:00 45.785632 4.882410
3 2019/05/15 13:12:12 2019/05/15 13:15:00 45.753611 4.838221
4 2019/05/15 13:13:59 2019/05/15 13:15:00 45.759898 4.857573
name nature nmarrond number \
0 Confluence Hôtel de Région 5.0 2005
1 DOUA / Gaston Berger 102.0 10102
2 IUT/ Feyssine 1.0 10001
3 Piscine du Rhône 34.0 7034
4 Part Dieu / Cuirassier 10.0 3011
pole startdate status titre
0 Hôtel de Région - Tram Montrochet - Pôle de lo... NaN OPEN
1 Tramway, itinéraires cyclabels, amphis NaN OPEN
2 IUT, tramway NaN OPEN
3 Piscine du Rhône NaN OPEN
4 centre commercial, bibliothèque de la Part-Dieu NaN OPEN
%% Cell type:markdown id: tags:
On extrait la géometrie,
%% Cell type:code id: tags:
``` python
geometry_df = pd.DataFrame.from_records(df0['geometry'])
```
%% Cell type:markdown id: tags:
et on crée deux colonnes dans df1, x et y, à partir de cette dernière :
%% Cell type:code id: tags:
``` python
df1['x'] = geometry_df.coordinates.apply( lambda row: row[0] )
df1['y'] = geometry_df.coordinates.apply( lambda row: row[1] )
```
%% Cell type:code id: tags:
``` python
df1.head()
```
%% Output
address address2 availability availabilitycode \
0 101, Cours Charlemagne Vert 1
1 Avenue Gaston Berger Vert 1
2 Rue de la Technologie Vert 1
3 Quai Claude Bernard Vert 1
4 Rue des Cuirassiers angle Rue Bouchut Vert 1
available_bike_stands available_bikes banking bike_stands bonus \
0 5 27 0 32
1 4 26 0 30
2 4 23 0 30
3 7 23 0 28
4 35 23 0 59
code_insee commune description enddate etat gid langue \
0 69382 Lyon 2 ème NaN 1006
1 69266 VILLEURBANNE NaN 969
2 69266 VILLEURBANNE NaN 970
3 69387 Lyon 7 ème NaN 874
4 69383 Lyon 3 ème NaN 1208
last_update last_update_fme lat lng \
0 2019/05/15 13:14:05 2019/05/15 13:15:00 45.740538 4.819180
1 2019/05/15 13:08:58 2019/05/15 13:15:00 45.780944 4.871327
2 2019/05/15 13:11:38 2019/05/15 13:15:00 45.785632 4.882410
3 2019/05/15 13:12:12 2019/05/15 13:15:00 45.753611 4.838221
4 2019/05/15 13:13:59 2019/05/15 13:15:00 45.759898 4.857573
name nature nmarrond number \
0 Confluence Hôtel de Région 5.0 2005
1 DOUA / Gaston Berger 102.0 10102
2 IUT/ Feyssine 1.0 10001
3 Piscine du Rhône 34.0 7034
4 Part Dieu / Cuirassier 10.0 3011
pole startdate status titre \
0 Hôtel de Région - Tram Montrochet - Pôle de lo... NaN OPEN
1 Tramway, itinéraires cyclabels, amphis NaN OPEN
2 IUT, tramway NaN OPEN
3 Piscine du Rhône NaN OPEN
4 centre commercial, bibliothèque de la Part-Dieu NaN OPEN
x y
0 841442.971288 6.517290e+06
1 845390.402786 6.521871e+06
2 846238.948256 6.522411e+06
3 842889.404644 6.518775e+06
4 844376.988600 6.519509e+06
%% Cell type:code id: tags:
``` python
df1.describe()
```
%% Output
availabilitycode available_bike_stands available_bikes banking \
count 347.000000 347.000000 347.000000 347.0
mean 1.167147 12.380403 5.285303 0.0
std 0.713830 7.322818 5.308069 0.0
min 0.000000 0.000000 0.000000 0.0
25% 1.000000 7.500000 1.000000 0.0
50% 1.000000 12.000000 4.000000 0.0
75% 1.000000 17.000000 8.000000 0.0
max 3.000000 38.000000 27.000000 0.0
bike_stands gid lat lng nmarrond \
count 347.000000 347.000000 347.000000 347.000000 345.000000
mean 19.723343 936.440922 45.760099 4.849945 36.057971
std 6.403449 105.998985 0.015280 0.027657 30.047677
min 10.000000 757.000000 45.722800 4.788149 1.000000
25% 16.000000 845.000000 45.749893 4.829669 11.000000
50% 19.000000 936.000000 45.760609 4.848477 30.000000
75% 22.000000 1025.500000 45.770942 4.870760 52.000000
max 59.000000 1208.000000 45.797412 4.920604 122.000000
number x y
count 347.000000 347.000000 3.470000e+02
mean 6237.507205 843783.728961 6.519517e+06
std 3030.314212 2153.450278 1.692143e+03
min 1001.000000 838995.264084 6.515363e+06
25% 3087.500000 842220.480246 6.518380e+06
50% 7003.000000 843672.746355 6.519597e+06
75% 9032.500000 845395.663610 6.520722e+06
max 12002.000000 849272.545855 6.523622e+06
%% Cell type:code id: tags:
``` python
df1['available_bikes'].max()
```
%% Output
27
%% Cell type:code id: tags:
``` python
df1[ df1['available_bikes'] == df1['available_bikes'].max()]
```
%% Output
address address2 availability availabilitycode \
0 101, Cours Charlemagne Vert 1
available_bike_stands available_bikes banking bike_stands bonus \
0 5 27 0 32
code_insee commune description enddate etat gid langue \
0 69382 Lyon 2 ème NaN 1006
last_update last_update_fme lat lng \
0 2019/05/15 13:14:05 2019/05/15 13:15:00 45.740538 4.81918
name nature nmarrond number \
0 Confluence Hôtel de Région 5.0 2005
pole startdate status titre \
0 Hôtel de Région - Tram Montrochet - Pôle de lo... NaN OPEN
x y
0 841442.971288 6.517290e+06
%% Cell type:markdown id: tags:
cf. https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.plot.html
%% Cell type:code id: tags:
``` python
df1.plot(x='number', y='available_bikes', kind='scatter')
```
%% Output
<matplotlib.axes._subplots.AxesSubplot at 0x7f341c207278>
%% Cell type:code id: tags:
``` python
df1.sort_values(by=['available_bikes'], ascending=False).head(3)
```
%% Output
address address2 availability availabilitycode \
0 101, Cours Charlemagne Vert 1
1 Avenue Gaston Berger Vert 1
2 Rue de la Technologie Vert 1
available_bike_stands available_bikes banking bike_stands bonus \
0 5 27 0 32
1 4 26 0 30
2 4 23 0 30
code_insee commune description enddate etat gid langue \
0 69382 Lyon 2 ème NaN 1006
1 69266 VILLEURBANNE NaN 969
2 69266 VILLEURBANNE NaN 970
last_update last_update_fme lat lng \
0 2019/05/15 13:14:05 2019/05/15 13:15:00 45.740538 4.819180
1 2019/05/15 13:08:58 2019/05/15 13:15:00 45.780944 4.871327
2 2019/05/15 13:11:38 2019/05/15 13:15:00 45.785632 4.882410
name nature nmarrond number \
0 Confluence Hôtel de Région 5.0 2005
1 DOUA / Gaston Berger 102.0 10102
2 IUT/ Feyssine 1.0 10001
pole startdate status titre \
0 Hôtel de Région - Tram Montrochet - Pôle de lo... NaN OPEN
1 Tramway, itinéraires cyclabels, amphis NaN OPEN
2 IUT, tramway NaN OPEN
x y
0 841442.971288 6.517290e+06
1 845390.402786 6.521871e+06
2 846238.948256 6.522411e+06
%% Cell type:markdown id: tags:
### Cela donne envie de mener d'autres investigations, n'est-ce pas ?!
%% Cell type:markdown id: tags:
#### Combien de stations Vélo'V par commune ?
%% Cell type:code id: tags:
``` python
df1.groupby(['commune'])['number'].count()
```
%% Output
commune
CALUIRE-ET-CUIRE 3
Lyon 1 er 19
Lyon 2 ème 31
Lyon 3 ème 49
Lyon 4 ème 19
Lyon 5 ème 24
Lyon 6 ème 29
Lyon 7 ème 41
Lyon 8 ème 34
Lyon 9 ème 23
VAULX-EN-VELIN 2
VENISSIEUX 1
VILLEURBANNE 72
Name: number, dtype: int64
%% Cell type:code id: tags:
``` python
df1[ df1['commune'] == 'VAULX-EN-VELIN' ]
```
%% Output
address address2 availability availabilitycode \
159 Rue de la Poudrette Vert 1
191 Face 2 rue de la Poudrette Vert 1
available_bike_stands available_bikes banking bike_stands bonus \
159 21 4 0 25
191 16 3 0 20
code_insee commune description enddate etat gid langue \
159 69256 VAULX-EN-VELIN NaN 986
191 69256 VAULX-EN-VELIN NaN 1004
last_update last_update_fme lat lng \
159 2019/05/15 13:09:08 2019/05/15 13:15:00 45.760813 4.920604
191 2019/05/15 13:10:08 2019/05/15 13:15:00 45.764400 4.919276
name nature nmarrond number \
159 La Soie 1.0 12001
191 Poudrette la Soie 70.0 12002
pole startdate status titre x \
159 Pôle multimodal de la Soie NaN OPEN 849272.545855
191 Centre commercial Carré de Soie NaN OPEN 849159.657927
y
159 6.519728e+06
191 6.520123e+06
%% Cell type:markdown id: tags:
#### Et la station Vélo'V la plus proche de nous ?
N.B. :
208b, rue Garibaldi $\longrightarrow$ lng, lat = 4.8522681,45.7585214 ; X, Y = 843968.3, 6519346.2
%% Cell type:code id: tags:
``` python
X0 = 843968.3
Y0 = 6519346.2
```
%% Cell type:code id: tags:
``` python
import math
def Euclidean_distance(a, b):
"""
a, b sont des tuples ~ (X, Y)
"""
return math.sqrt( (a[0]-b[0])**2 + (a[1]-b[1])**2 )
```
%% Cell type:code id: tags:
``` python
Euclidean_distance( (0,0), (1,1) )
```
%% Output
1.4142135623730951
%% Cell type:code id: tags:
``` python
df1['distance_from_here'] = df1.apply( lambda row: Euclidean_distance( (row.x, row.y), (X0, Y0)), axis=1 )
```
%% Cell type:code id: tags:
``` python
df1['distance_from_here'].head()
```
%% Output
0 3256.630455
1 2897.346588
2 3814.659016
3 1220.539462
4 439.801812
Name: distance_from_here, dtype: float64
%% Cell type:code id: tags:
``` python
data['features'].sort(key=lambda x: x['properties']['available_bikes'], reverse=True)
```
%% Cell type:code id: tags:
``` python
df1.sort_values('distance_from_here').head()
```
%% Output
address address2 \
70 Place du Lac face à la Poste
234 209, Rue Paul Bert Face place des Martyrs de la Résistance
50 Servient Angle rue Garibaldi
131 128 rue Paul Bert
160 Rue de la Part-Dieu face Place Voltaire
availability availabilitycode available_bike_stands available_bikes \
70 Vert 1 10 9
234 Vert 1 18 2
50 Vert 1 5 11
131 Vert 1 21 6
160 Vert 1 16 4
banking bike_stands bonus code_insee commune description enddate \
70 0 19 69383 Lyon 3 ème NaN
234 0 20 69383 Lyon 3 ème NaN
50 0 17 69383 Lyon 3 ème NaN
131 0 28 69383 Lyon 3 ème NaN
160 0 20 69383 Lyon 3 ème NaN
etat gid langue last_update last_update_fme lat \
70 1045 2019/05/15 13:12:35 2019/05/15 13:15:00 45.758815
234 859 2019/05/15 13:04:17 2019/05/15 13:15:00 45.757103
50 804 2019/05/15 13:13:23 2019/05/15 13:15:00 45.760777
131 776 2019/05/15 13:09:14 2019/05/15 13:15:00 45.757261
160 855 2019/05/15 13:11:14 2019/05/15 13:15:00 45.759638
lng name nature nmarrond number \
70 4.853881 Place du Lac 58.0 3058
234 4.853481 Paul Bert / Garibaldi 37.0 3037
50 4.852511 Servient / Garibaldi 15.0 3015
131 4.855201 Desaix 84.0 3084
160 4.848085 Bourse du travail 4.0 3004
pole startdate status titre x \
70 NaN OPEN 844092.893966
234 maillage (piscine Garibaldi) NaN OPEN 844066.268993
50 tram, cité administrative NaN OPEN 843981.300552
131 NaN OPEN 844199.526915
160 métro B, coeur quartier NaN OPEN 843640.331316
y distance_from_here
70 6.519382e+06 129.578257
234 6.519191e+06 183.597414
50 6.519597e+06 251.164342
131 6.519212e+06 267.524302
160 6.519463e+06 348.003165
......
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