Created
February 9, 2018 14:44
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Python request of parking availability of the city of Lille (from MEL opendata platform)
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#!/usr/bin/env python3 | |
# -*- coding: utf-8 -*- | |
import dateutil.parser | |
import requests | |
import pandas as pd | |
import datetime | |
# some consts | |
NAN = float('nan') | |
URL = 'https://opendata.lillemetropole.fr/api/records/1.0/search/' | |
PARK_REQ = '?dataset=disponibilite-parkings&rows=50' | |
# set global options | |
pd.set_option('display.width', 120) | |
# some vars | |
park_df = pd.DataFrame(columns=['name', 'state', 'display', 'available', 'capacity', 'update', 'occupied']) | |
park_df.index.name = 'id' | |
# request Lille parking dataset | |
try: | |
park_raw_d = requests.get(URL + PARK_REQ).json() | |
except requests.exceptions.RequestException: | |
park_raw_d = None | |
# process data | |
try: | |
for record in list(park_raw_d['records']): | |
# decode 'fields' part | |
fields = dict(record['fields']) | |
try: | |
park_id = str(fields['id']) | |
park_name = str(fields['libelle']) | |
park_state = str(fields['etat']) | |
park_display = str(fields.get('aff', '')) | |
try: | |
park_update = dateutil.parser.parse(fields.get('datemaj', '')) | |
except (KeyError, ValueError): | |
park_update = datetime.datetime(1970, 1, 1, tzinfo=datetime.timezone.utc) | |
park_available = float(fields.get('dispo', NAN)) | |
park_capacity = float(fields.get('max', NAN)) | |
except KeyError: | |
# ignore this one, go next | |
continue | |
# process park data | |
park_df.loc[park_id, 'name'] = park_name | |
park_df.loc[park_id, 'state'] = park_state | |
park_df.loc[park_id, 'display'] = park_display | |
park_df.loc[park_id, 'available'] = park_available | |
park_df.loc[park_id, 'capacity'] = park_capacity | |
park_df.loc[park_id, 'update'] = park_update | |
except (TypeError, KeyError): | |
# global json fmt mismatch | |
print('json not available or not valid') | |
exit() | |
# add "occupied" ratio | |
park_df['occupied'] = 100 - 100 * park_df['available']/park_df['capacity'] | |
# echo parking selection | |
print(park_df.loc[['LIL0005', 'LIL0006', 'LIL0007', 'LIL0008']].sort_values(by='occupied', ascending=False)) |
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