In this demo, we'll walk through the process of downloading and processing a dataset, using the concepts we learned today:
try and excepttime.sleep()dateutil.parserdatetime.datetimeimport requests
import json
# define the endpoint for the api request
bp_api_endpoint = "https://data.seattle.gov/resource/mags-97de.json?"
#set parameters that we are passing to the API, to filter the data we want
bp_api_params = {
"$select" : "application_permit_number, action_type, address, category, value, issue_date, latitude, longitude",
"$where" : "(action_type='NEW' OR action_type='ADD/ALT') AND category='MULTIFAMILY' AND (status='Permit Issued' OR status='Permit Finaled' OR status='Permit Closed')",
"$order" : "issue_date DESC",
"$limit" : "10000",
}
#request the data from data.seattle.gov API and store it as a Python dictionary
bp_api_req = requests.get(bp_api_endpoint, params=bp_api_params)
bp_api_data = bp_api_req.json()
print(bp_api_data[0])
print(len(bp_api_data))
{'longitude': '-122.35414135', 'value': '311000', 'application_permit_number': '6118877', 'action_type': 'NEW', 'address': '8725 PHINNEY AVE N', 'category': 'MULTIFAMILY', 'latitude': '47.69321735'}
2744
#save the JSON object as a file as well, just in case we lose access to the API later
with open('multifamily_permits_2010-2016.json', 'w') as json_outfile:
json.dump(bp_api_data, json_outfile)
def queryGmapsAPI(query_params, query_type):
if query_type == "latlng":
gmaps_api_params = {'latlng' : query_params}
elif query_type == "address":
gmaps_api_params = {'address' : query_params}
else:
return "unrecognized query type. Please use 'latlng' or 'address'"
# q_string = "http://maps.googleapis.com/maps/api/geocode/json?" + query_type + "=" + query_params
# print(q_string)
gmaps_api_req = requests.get("http://maps.googleapis.com/maps/api/geocode/json", params=gmaps_api_params)
gmaps_api_data = gmaps_api_req.json()
return gmaps_api_data
import time
with open("multifamily_permits_2010-2016.json") as json_infile:
bp_api_data = json.load(json_infile)
# print(json.dumps(bp_api_data, indent=2))
counter = 0
permits_with_neighborhoods = 0
permits_by_neighborhood = {}
skipped_records = []
for x in bp_api_data:
if counter < 10:
print(counter)
counter+= 1
try:
loc_params = x['latitude'] + "," + x["longitude"]
loc_type = "latlng"
loc_data = queryGmapsAPI(loc_params, loc_type)
except KeyError:
print("Couldn't find lat/lng for %s, trying query again with address" % (x['application_permit_number']))
loc_params = x['address'] + "Seattle WA"
loc_type = "address"
loc_data = queryGmapsAPI(loc_params, loc_type)
if loc_data['status']:
if loc_data['status'] == "OK":
neighborhood = loc_data['results'][0]['address_components'][2]['long_name']
permits_with_neighborhoods += 1
print("Found neighborhood for %s: %s" % (x['application_permit_number'], neighborhood))
time.sleep(0.2)
elif loc_data['status'] == "OVER_QUERY_LIMIT":
print("Could not get neighborhood data for record %s: %s"
% (x['application_permit_number'], loc_data['status']))
print(loc_data)
skipped_records.append(x)
time.sleep(0.2)
continue
elif loc_data['status'] == "ZERO_RESULTS":
print("unrecognized location %s for record %s"
% (x['address'], x['application_permit_number']))
skipped_records.append(x)
time.sleep(0.2)
continue
else:
print("unrecognized status in API response: %s"
% (loc_data['status']))
skipped_records.append(x)
time.sleep(0.2)
continue
else:
print(loc_data)
continue
if neighborhood in permits_by_neighborhood:
permits_by_neighborhood[neighborhood] += 1
else:
permits_by_neighborhood[neighborhood] = 1
else:
break
print("%d records were analyzed" % (counter))
print("/n")
print("Neighborhoods were identified for %d records" % (permits_with_neighborhoods))
print("/n")
print("%d records were skipped" % (len(skipped_records)))
print("/n")
print("Here's your data!")
print(json.dumps(permits_by_neighborhood, indent = 2))
0
Found neighborhood for 6118877: Greenwood
1
Could not get neighborhood data for record 6118890: OVER_QUERY_LIMIT
{'status': 'OVER_QUERY_LIMIT', 'error_message': 'You have exceeded your daily request quota for this API. We recommend registering for a key at the Google Developers Console: https://console.developers.google.com/apis/credentials?project=_', 'results': []}
2
Could not get neighborhood data for record 6526311: OVER_QUERY_LIMIT
{'status': 'OVER_QUERY_LIMIT', 'error_message': 'You have exceeded your daily request quota for this API. We recommend registering for a key at the Google Developers Console: https://console.developers.google.com/apis/credentials?project=_', 'results': []}
3
Found neighborhood for 6494431: Capitol Hill
4
Could not get neighborhood data for record 6533460: OVER_QUERY_LIMIT
{'status': 'OVER_QUERY_LIMIT', 'error_message': 'You have exceeded your daily request quota for this API. We recommend registering for a key at the Google Developers Console: https://console.developers.google.com/apis/credentials?project=_', 'results': []}
5
Could not get neighborhood data for record 6533460: OVER_QUERY_LIMIT
{'status': 'OVER_QUERY_LIMIT', 'error_message': 'You have exceeded your daily request quota for this API. We recommend registering for a key at the Google Developers Console: https://console.developers.google.com/apis/credentials?project=_', 'results': []}
6
Could not get neighborhood data for record 6517579: OVER_QUERY_LIMIT
{'status': 'OVER_QUERY_LIMIT', 'error_message': 'You have exceeded your daily request quota for this API. We recommend registering for a key at the Google Developers Console: https://console.developers.google.com/apis/credentials?project=_', 'results': []}
7
Could not get neighborhood data for record 6532847: OVER_QUERY_LIMIT
{'status': 'OVER_QUERY_LIMIT', 'error_message': 'You have exceeded your daily request quota for this API. We recommend registering for a key at the Google Developers Console: https://console.developers.google.com/apis/credentials?project=_', 'results': []}
8
Could not get neighborhood data for record 6532847: OVER_QUERY_LIMIT
{'status': 'OVER_QUERY_LIMIT', 'error_message': 'You have exceeded your daily request quota for this API. We recommend registering for a key at the Google Developers Console: https://console.developers.google.com/apis/credentials?project=_', 'results': []}
9
Could not get neighborhood data for record 6483012: OVER_QUERY_LIMIT
{'status': 'OVER_QUERY_LIMIT', 'error_message': 'You have exceeded your daily request quota for this API. We recommend registering for a key at the Google Developers Console: https://console.developers.google.com/apis/credentials?project=_', 'results': []}
10 records were analyzed
/n
Neighborhoods were identified for 2 records
/n
8 records were skipped
/n
Here's your data!
{
"Capitol Hill": 1,
"Greenwood": 1
}
with open("multifamily_permits_2010-2016.json") as json_infile:
bp_api_data = json.load(json_infile)
print(json.dumps(bp_api_data, indent=2))
[
{
"longitude": "-122.37549243",
"value": "104821",
"issue_date": "2016-05-13T00:00:00",
"application_permit_number": "6526311",
"action_type": "ADD/ALT",
"latitude": "47.63886596",
"category": "MULTIFAMILY",
"address": "1404 W BOSTON ST"
},
{
"longitude": "-122.26612732",
"value": "75000",
"issue_date": "2016-05-12T00:00:00",
"application_permit_number": "6533460",
"action_type": "ADD/ALT",
"latitude": "47.67450527",
"category": "MULTIFAMILY",
"address": "6323 SAND POINT WAY NE"
},
{
"longitude": "-122.26612732",
"value": "75000",
"issue_date": "2016-05-12T00:00:00",
"application_permit_number": "6533460",
"action_type": "ADD/ALT",
"latitude": "47.67450527",
"category": "MULTIFAMILY",
"address": "6323 SAND POINT WAY NE"
},
{
"longitude": "-122.30442270",
"value": "36306",
"issue_date": "2016-05-12T00:00:00",
"application_permit_number": "6517579",
"action_type": "ADD/ALT",
"latitude": "47.66159817",
"category": "MULTIFAMILY",
"address": "4510 22ND AVE NE"
},
{
"longitude": "-122.34705940",
"value": "1583000",
"issue_date": "2016-05-10T00:00:00",
"application_permit_number": "6483012",
"action_type": "ADD/ALT",
"latitude": "47.66027266",
"category": "MULTIFAMILY",
"address": "4300 AURORA AVE N"
},
{
"longitude": "-122.26131660",
"value": "30000",
"issue_date": "2016-05-09T00:00:00",
"application_permit_number": "6532465",
"action_type": "ADD/ALT",
"latitude": "47.52126789",
"category": "MULTIFAMILY",
"address": "9500 RAINIER AVE S"
},
{
"longitude": "-122.32876744",
"value": "2057331",
"issue_date": "2016-05-09T00:00:00",
"application_permit_number": "6464363",
"action_type": "NEW",
"latitude": "47.68266564",
"category": "MULTIFAMILY",
"address": "7440 EAST GREEN LAKE DR N"
},
{
"longitude": "-122.35964685",
"value": "58000",
"issue_date": "2016-05-06T00:00:00",
"application_permit_number": "6533018",
"action_type": "ADD/ALT",
"latitude": "47.62985781",
"category": "MULTIFAMILY",
"address": "200 W HIGHLAND DR"
},
{
"longitude": "-122.38930561",
"value": "478778",
"issue_date": "2016-05-06T00:00:00",
"application_permit_number": "6474348",
"action_type": "NEW",
"latitude": "47.67575339",
"category": "MULTIFAMILY",
"address": "2515 NW 65TH ST"
},
{
"longitude": "-122.32933488",
"value": "40000",
"issue_date": "2016-05-05T00:00:00",
"application_permit_number": "6533297",
"action_type": "ADD/ALT",
"latitude": "47.61089077",
"category": "MULTIFAMILY",
"address": "900 UNIVERSITY ST"
},
{
"longitude": "-122.30780668",
"value": "450000",
"issue_date": "2016-05-05T00:00:00",
"application_permit_number": "6512309",
"action_type": "ADD/ALT",
"latitude": "47.61820708",
"category": "MULTIFAMILY",
"address": "1819 E DENNY WAY"
},
{
"longitude": "-122.34835476",
"value": "50000",
"issue_date": "2016-05-03T00:00:00",
"application_permit_number": "6501162",
"action_type": "ADD/ALT",
"latitude": "47.69084082",
"category": "MULTIFAMILY",
"address": "730 N 85TH ST"
},
{
"longitude": "-122.33729971",
"value": "25000",
"issue_date": "2016-05-02T00:00:00",
"application_permit_number": "6532600",
"action_type": "ADD/ALT",
"latitude": "47.61783173",
"category": "MULTIFAMILY",
"address": "2200 WESTLAKE AVE"
},
{
"longitude": "-122.32702723",
"value": "40000",
"issue_date": "2016-05-02T00:00:00",
"application_permit_number": "6530865",
"action_type": "ADD/ALT",
"latitude": "47.61769861",
"category": "MULTIFAMILY",
"address": "1717 BELLEVUE AVE"
},
{
"longitude": "-122.33163123",
"value": "70000",
"issue_date": "2016-05-02T00:00:00",
"application_permit_number": "6503415",
"action_type": "ADD/ALT",
"latitude": "47.66050825",
"category": "MULTIFAMILY",
"address": "4405 CORLISS AVE N"
},
{
"longitude": "-122.32721261",
"value": "130000",
"issue_date": "2016-04-28T00:00:00",
"application_permit_number": "6525114",
"action_type": "ADD/ALT",
"latitude": "47.61390837",
"category": "MULTIFAMILY",
"address": "303 E PIKE ST"
},
{
"longitude": "-122.39157610",
"value": "80000",
"issue_date": "2016-04-28T00:00:00",
"application_permit_number": "6520912",
"action_type": "ADD/ALT",
"latitude": "47.53860111",
"category": "MULTIFAMILY",
"address": "7135 FAUNTLEROY WAY SW"
},
{
"longitude": "-122.28813256",
"value": "1026361",
"issue_date": "2016-04-28T00:00:00",
"application_permit_number": "6485840",
"action_type": "NEW",
"latitude": "47.68187905",
"category": "MULTIFAMILY",
"address": "3628 NE 73RD PL"
},
{
"longitude": "-122.28690282",
"value": "600000",
"issue_date": "2016-04-26T00:00:00",
"application_permit_number": "6500328",
"action_type": "NEW",
"latitude": "47.56991545",
"category": "MULTIFAMILY",
"address": "3660 COURTLAND PL S"
},
{
"longitude": "-122.29807873",
"value": "786928",
"issue_date": "2016-04-26T00:00:00",
"application_permit_number": "6440671",
"action_type": "NEW",
"latitude": "47.62118988",
"category": "MULTIFAMILY",
"address": "2609 E THOMAS ST"
},
{
"longitude": "-122.32691332",
"value": "50000",
"issue_date": "2016-04-22T00:00:00",
"application_permit_number": "6511469",
"action_type": "ADD/ALT",
"latitude": "47.63791829",
"category": "MULTIFAMILY",
"address": "2038 YALE AVE E"
},
{
"longitude": "-122.40137448",
"value": "373453",
"issue_date": "2016-04-22T00:00:00",
"application_permit_number": "6485885",
"action_type": "NEW",
"latitude": "47.66882483",
"category": "MULTIFAMILY",
"address": "3400 NW MARKET ST"
},
{
"longitude": "-122.32645363",
"value": "50000",
"issue_date": "2016-04-20T00:00:00",
"application_permit_number": "6502620",
"action_type": "ADD/ALT",
"latitude": "47.62328587",
"category": "MULTIFAMILY",
"address": "502 BELLEVUE AVE E"
},
{
"longitude": "-122.38809669",
"value": "40000",
"issue_date": "2016-04-19T00:00:00",
"application_permit_number": "6530243",
"action_type": "ADD/ALT",
"latitude": "47.67146019",
"category": "MULTIFAMILY",
"address": "2407 NW 59TH ST"
},
{
"longitude": "-122.34659425",
"value": "50000",
"issue_date": "2016-04-19T00:00:00",
"application_permit_number": "6485078",
"action_type": "ADD/ALT",
"latitude": "47.63099904",
"category": "MULTIFAMILY",
"address": "1251 TAYLOR AVE N"
},
{
"longitude": "-122.35766771",
"value": "35103256",
"issue_date": "2016-04-19T00:00:00",
"application_permit_number": "6462925",
"action_type": "NEW",
"latitude": "47.62127489",
"category": "MULTIFAMILY",
"address": "427 9TH AVE N"
},
{
"longitude": "-122.31487587",
"value": "15000",
"issue_date": "2016-04-18T00:00:00",
"application_permit_number": "6529938",
"action_type": "ADD/ALT",
"latitude": "47.57885517",
"category": "MULTIFAMILY",
"address": "2721 14TH AVE S"
},
{
"longitude": "-122.37596197",
"value": "532041",
"issue_date": "2016-04-18T00:00:00",
"application_permit_number": "6488058",
"action_type": "NEW",
"latitude": "47.67965178",
"category": "MULTIFAMILY",
"address": "1468 NW 70TH ST"
},
{
"longitude": "-122.339443",
"value": "121548017",
"issue_date": "2016-04-18T00:00:00",
"application_permit_number": "6425811",
"action_type": "NEW",
"latitude": "47.61789385",
"category": "MULTIFAMILY",
"address": "2202 8TH AVE"
},
{
"longitude": "-122.28301568",
"value": "204518",
"issue_date": "2016-04-18T00:00:00",
"application_permit_number": "6344417",
"action_type": "NEW",
"latitude": "47.55311584",
"category": "MULTIFAMILY",
"address": "3907 S BRANDON ST"
},
{
"longitude": "-122.28294264",
"value": "201863",
"issue_date": "2016-04-18T00:00:00",
"application_permit_number": "6446314",
"action_type": "NEW",
"latitude": "47.55332365",
"category": "MULTIFAMILY",
"address": "3911 S BRANDON ST"
},
{
"longitude": "-122.28306922",
"value": "201863",
"issue_date": "2016-04-18T00:00:00",
"application_permit_number": "6446315",
"action_type": "NEW",
"latitude": "47.55332387",
"category": "MULTIFAMILY",
"address": "3905 S BRANDON ST"
},
{
"longitude": "-122.28293970",
"value": "207306",
"issue_date": "2016-04-18T00:00:00",
"application_permit_number": "6446316",
"action_type": "NEW",
"latitude": "47.55310895",
"category": "MULTIFAMILY",
"address": "3909 S BRANDON ST"
},
{
"longitude": "-122.33163123",
"value": "60000",
"issue_date": "2016-04-15T00:00:00",
"application_permit_number": "6529723",
"action_type": "ADD/ALT",
"latitude": "47.66050825",
"category": "MULTIFAMILY",
"address": "4405 CORLISS AVE N"
},
{
"longitude": "-122.34799082",
"value": "29000",
"issue_date": "2016-04-13T00:00:00",
"application_permit_number": "6472262",
"action_type": "ADD/ALT",
"latitude": "47.63594864",
"category": "MULTIFAMILY",
"address": "1902 BIGELOW AVE N"
},
{
"longitude": "-122.30177668",
"value": "31000",
"issue_date": "2016-04-13T00:00:00",
"application_permit_number": "6529181",
"action_type": "ADD/ALT",
"latitude": "47.61911912",
"category": "MULTIFAMILY",
"address": "2320 E DENNY WAY"
},
{
"longitude": "-122.38588712",
"value": "70000",
"issue_date": "2016-04-13T00:00:00",
"application_permit_number": "6513441",
"action_type": "ADD/ALT",
"latitude": "47.58969070",
"category": "MULTIFAMILY",
"address": "1520 CALIFORNIA AVE SW"
},
{
"longitude": "-122.32268625",
"value": "1614126",
"issue_date": "2016-04-13T00:00:00",
"application_permit_number": "6433185",
"action_type": "NEW",
"latitude": "47.62629031",
"category": "MULTIFAMILY",
"address": "741 HARVARD AVE E"
},
{
"longitude": "-122.35589245",
"value": "5000",
"issue_date": "2016-04-12T00:00:00",
"application_permit_number": "6519380",
"action_type": "ADD/ALT",
"latitude": "47.62829769",
"category": "MULTIFAMILY",
"address": "12 WARD ST"
},
{
"longitude": "-122.31273275",
"value": "80000",
"issue_date": "2016-04-12T00:00:00",
"application_permit_number": "6502783",
"action_type": "ADD/ALT",
"latitude": "47.66761574",
"category": "MULTIFAMILY",
"address": "5240 UNIVERSITY WAY NE"
},
{
"longitude": "-122.29757703",
"value": "275000",
"issue_date": "2016-04-09T00:00:00",
"application_permit_number": "6502630",
"action_type": "ADD/ALT",
"latitude": "47.60741804",
"category": "MULTIFAMILY",
"address": "540 27TH AVE"
},
{
"longitude": "-122.35336543",
"value": "415000",
"issue_date": "2016-04-08T00:00:00",
"application_permit_number": "6507806",
"action_type": "ADD/ALT",
"latitude": "47.61566330",
"category": "MULTIFAMILY",
"address": "2801 WESTERN AVE"
},
{
"longitude": "-122.31580511",
"value": "1389673",
"issue_date": "2016-04-05T00:00:00",
"application_permit_number": "6475222",
"action_type": "NEW",
"latitude": "47.61782102",
"category": "MULTIFAMILY",
"address": "1803 13TH AVE"
},
{
"longitude": "-122.28581293",
"value": "5837",
"issue_date": "2016-04-04T00:00:00",
"application_permit_number": "6504454",
"action_type": "ADD/ALT",
"latitude": "47.59968550",
"category": "MULTIFAMILY",
"address": "302 LAKESIDE AVE S"
},
{
"longitude": "-122.30016570",
"value": "65000",
"issue_date": "2016-04-04T00:00:00",
"application_permit_number": "6526560",
"action_type": "ADD/ALT",
"latitude": "47.62048194",
"category": "MULTIFAMILY",
"address": "2421 E MADISON ST"
},
{
"longitude": "-122.30016570",
"value": "65000",
"issue_date": "2016-04-04T00:00:00",
"application_permit_number": "6526560",
"action_type": "ADD/ALT",
"latitude": "47.62048194",
"category": "MULTIFAMILY",
"address": "2421 E MADISON ST"
},
{
"longitude": "-122.37841989",
"value": "627000",
"issue_date": "2016-04-01T00:00:00",
"application_permit_number": "6490582",
"action_type": "ADD/ALT",
"latitude": "47.64787497",
"category": "MULTIFAMILY",
"address": "3040 17TH AVE W"
},
{
"longitude": "-122.29230390",
"value": "860533",
"issue_date": "2016-04-01T00:00:00",
"application_permit_number": "6448778",
"action_type": "NEW",
"latitude": "47.56063803",
"category": "MULTIFAMILY",
"address": "4700 31ST AVE S"
},
{
"longitude": "-122.38780516",
"value": "2500",
"issue_date": "2016-03-30T00:00:00",
"application_permit_number": "6514191",
"action_type": "ADD/ALT",
"latitude": "47.65257550",
"category": "MULTIFAMILY",
"address": "3601 24TH AVE W"
},
{
"longitude": "-122.32310494",
"value": "108000",
"issue_date": "2016-03-30T00:00:00",
"application_permit_number": "6496769",
"action_type": "ADD/ALT",
"latitude": "47.61619606",
"category": "MULTIFAMILY",
"address": "1630 BOYLSTON AVE"
},
{
"longitude": "-122.31180797",
"value": "50000",
"issue_date": "2016-03-29T00:00:00",
"application_permit_number": "6503528",
"action_type": "ADD/ALT",
"latitude": "47.68636183",
"category": "MULTIFAMILY",
"address": "7750 15TH AVE NE"
},
{
"longitude": "-122.37452636",
"value": "415511",
"issue_date": "2016-03-29T00:00:00",
"application_permit_number": "6493116",
"action_type": "NEW",
"latitude": "47.65006193",
"category": "MULTIFAMILY",
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