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set of functions to geolocate addresses and calculate distances betwe…
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…en points using Google API, OSM API, and Census API
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crisjf committed Mar 4, 2020
1 parent 4f6b377 commit 14a850a
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161 changes: 161 additions & 0 deletions geocode.py
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import warnings
try:
import censusgeocode as cg
except:
warnings.warn("Module censusgeocode not available")
import requests
import time
import pandas as pd
import numpy as np


def get_OSM(address):
'''
Geocodes given address using Open Street Map.
Returns
-------
r : dict
Query results under r['results'], and request status under r['status'].
If request fails r['status'] will be 'NOT_FOUND'
'''
base_url = 'https://nominatim.openstreetmap.org/search'
query = {
'q':address, #Free form string
'format':'json',
'polygon':1,
'addressdetails':1,
'namedetails':1
}
r = requests.get(base_url,params=query)
return {'results':r.json(),'status':('OK' if len(r.json())>0 else 'NOT_FOUND')}

def get_census(address):
'''
Geocodes given address using census API.
Returns
-------
r : dict
Query results under r['results'], and request status under r['status'].
If request fails r['status'] will be 'NOT_FOUND'
'''
try:
r = cg.onelineaddress(address, returntype='locations')
return {'results':r,'status':('OK' if len(r)>0 else 'NOT_FOUND')}
except:
return {'results':[],'status':'NOT_FOUND'}

class GAPI():
'''
Instanciated object can be used to query Google Geocoding API.
Parameters
----------
KEY : str
Google Geocoding API KEY
debug : boolean (optional, default=False)
If True, it will not trigger a request.
'''
def __init__(self,KEY,debug=False,qLimit=35000):
self.base_url = 'https://maps.googleapis.com/maps/api/geocode/json'
self.distance_base_url = 'https://maps.googleapis.com/maps/api/distancematrix/json'
self.over_limit = False
self.GOOGLE_GEOCODING_API_KEY = KEY
self.debug = debug
self.time = time.time()
self.QPS = 50.
self.qLimit = qLimit
self.qCount = 0
self.pricePerQuery = 0.005

def money_spent(self):
'''
Amount of money spent in queries so far.
'''
print('Total of',self.qCount,'queries')
print('\tpaid',self.qCount*self.pricePerQuery,'USD')

def get(self,address):
'''
Geocodes given address using Google API.
Returns
-------
r : dict
Query results under r['results'], and request status under r['status'].
If request fails it will try until it goes through, unless its over query limit.
If KEY exceedes query limit, then r['status']='OVER_QUERY_LIMIT'
'''
query = {'address':address,'key':self.GOOGLE_GEOCODING_API_KEY}
if not self.over_limit:
r = self._get(self.base_url,params=query)
if r['status'] in set(['OVER_QUERY_LIMIT','OVER_DAILY_LIMIT']):
self.over_limit = True
return r
else:
return {'status':'OVER_QUERY_LIMIT','results':[]}

def distance(self,origins,destinations,mode='all',departure_time=None,arrival_time=None,transit_mode='subway|bus'):
'''
Uses Google API to find travel times betweel all originas and destinations.
Returns
-------
origins : list
List of lat,lon coordinates
destinations : list
List of lat,lon coordinates
mode : str (default='all')
Choose form driving, walking, transit
'''
if len(origins)*len(destinations)>100:
raise NameError('Number of elements per request exceeds limit:',len(origins)*len(destinations))
if len(origins[0])>2:
origins = [o[-2:] for o in origins]
destinations = [d[-2:] for d in destinations]

query = {'key':self.GOOGLE_GEOCODING_API_KEY,
'origins':'|'.join(map(lambda x: ','.join(map(str,x)),origins)),
'destinations':'|'.join(map(lambda x: ','.join(map(str,x)),destinations)),
'arrival_time':arrival_time,'departure_time':departure_time,
'transit_mode':transit_mode,'mode':mode}

if mode == 'all':
out = {'status':'all_modes'}
for m in ['driving','walking','transit']:
query['mode']=m
r = self._get(self.distance_base_url,params=query)
out[m] = r
else:
r = self._get(self.distance_base_url,params=query)
out = {mode:r}
return out

def _getWrapper(self,url,params):
if self.qCount>self.qLimit:
raise NameError('Local query limit exceeded')
r = requests.get(url,params=params).json()
self.qCount+=1
return r

def _get(self,url,params={}):
if not self.debug:
while (time.time()-self.time)<60./self.QPS:
time.sleep(1)
self.time = time.time()
# r = requests.get(url,params=params).json()
r = self._getWrapper(url,params)
while r['status']=='OVER_QUERY_LIMIT':
print('OVER_QUERY_LIMIT')
time.sleep(1)
# r = requests.get(url,params=params).json()
r = self._getWrapper(url,params)
while r['status']=='OVER_DAILY_LIMIT':
print('OVER_DAILY_LIMIT')
time.sleep(3600)
# r = requests.get(url,params=params).json()
r = self._getWrapper(url,params)
else:
r = {'status':'OK','results':[]}
return r

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