Building permits by neighborhood

In this demo, we'll walk through the process of downloading and processing a dataset, using the concepts we learned today:

  • try and except
  • time.sleep()
  • dateutil.parser
  • datetime.datetime
  • writing your own functions
import 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",
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    "longitude": "-122.32739596",
    "value": "1019000",
    "issue_date": "2011-09-15T00:00:00",
    "application_permit_number": "6279254",
    "action_type": "ADD/ALT",
    "latitude": "47.62542553",
    "category": "MULTIFAMILY",
    "address": "703 BELLEVUE AVE E"
  },
  {
    "longitude": "-122.38805812",
    "value": "190000",
    "issue_date": "2011-09-14T00:00:00",
    "application_permit_number": "6292148",
    "action_type": "ADD/ALT",
    "latitude": "47.67577112",
    "category": "MULTIFAMILY",
    "address": "2405 NW 65TH ST"
  },
  {
    "longitude": "-122.29729143",
    "value": "576830",
    "issue_date": "2011-09-14T00:00:00",
    "application_permit_number": "6230580",
    "action_type": "NEW",
    "latitude": "47.56711751",
    "category": "MULTIFAMILY",
    "address": "4051 M L KING JR WAY S"
  },
  {
    "longitude": "-122.29239418",
    "value": "5000",
    "issue_date": "2011-09-13T00:00:00",
    "application_permit_number": "6291142",
    "action_type": "ADD/ALT",
    "latitude": "47.71849657",
    "category": "MULTIFAMILY",
    "address": "12334 33RD AVE NE"
  },
  {
    "longitude": "-122.37795191",
    "value": "2500",
    "issue_date": "2011-09-13T00:00:00",
    "application_permit_number": "6289042",
    "action_type": "ADD/ALT",
    "latitude": "47.57297915",
    "category": "MULTIFAMILY",
    "address": "3400 37TH AVE SW"
  },
  {
    "longitude": "-122.32365087",
    "value": "120000",
    "issue_date": "2011-09-12T00:00:00",
    "application_permit_number": "6288048",
    "action_type": "ADD/ALT",
    "latitude": "47.63016813",
    "category": "MULTIFAMILY",
    "address": "640 32ND AVE E"
  },
  {
    "longitude": "-122.33352832",
    "value": "76000",
    "issue_date": "2011-09-09T00:00:00",
    "application_permit_number": "6295125",
    "action_type": "ADD/ALT",
    "latitude": "47.61397452",
    "category": "MULTIFAMILY",
    "address": "809 OLIVE WAY"
  },
  {
    "longitude": "-122.32692429",
    "value": "8363105",
    "issue_date": "2011-09-07T00:00:00",
    "application_permit_number": "6213875",
    "action_type": "NEW",
    "latitude": "47.62543165",
    "category": "MULTIFAMILY",
    "address": "711 BELLEVUE AVE E"
  },
  {
    "longitude": "-122.29317606",
    "value": "15000",
    "issue_date": "2011-08-31T00:00:00",
    "application_permit_number": "6289805",
    "action_type": "ADD/ALT",
    "latitude": "47.57433895",
    "category": "MULTIFAMILY",
    "address": "3300 WETMORE AVE S"
  },
  {
    "longitude": "-122.32933488",
    "value": "79000",
    "issue_date": "2011-08-26T00:00:00",
    "application_permit_number": "6293828",
    "action_type": "ADD/ALT",
    "latitude": "47.61089077",
    "category": "MULTIFAMILY",
    "address": "900 UNIVERSITY ST"
  },
  {
    "longitude": "-122.31162516",
    "value": "150000",
    "issue_date": "2011-08-24T00:00:00",
    "application_permit_number": "6284323",
    "action_type": "ADD/ALT",
    "latitude": "47.62426174",
    "category": "MULTIFAMILY",
    "address": "535 16TH AVE E"
  },
  {
    "longitude": "-122.34957979",
    "value": "742970",
    "issue_date": "2011-08-24T00:00:00",
    "application_permit_number": "6264991",
    "action_type": "ADD/ALT",
    "latitude": "47.61424902",
    "category": "MULTIFAMILY",
    "address": "2504 WESTERN AVE"
  },
  {
    "longitude": "-122.34891948",
    "value": "1442235",
    "issue_date": "2011-08-24T00:00:00",
    "application_permit_number": "6264992",
    "action_type": "ADD/ALT",
    "latitude": "47.61386890",
    "category": "MULTIFAMILY",
    "address": "2440 WESTERN AVE"
  },
  {
    "longitude": "-122.37523531",
    "value": "37000",
    "issue_date": "2011-08-19T00:00:00",
    "application_permit_number": "6285157",
    "action_type": "ADD/ALT",
    "latitude": "47.65064605",
    "category": "MULTIFAMILY",
    "address": "3407 14TH AVE W"
  },
  {
    "longitude": "-122.32734946",
    "value": "4000",
    "issue_date": "2011-08-18T00:00:00",
    "application_permit_number": "6283976",
    "action_type": "ADD/ALT",
    "latitude": "47.62769014",
    "category": "MULTIFAMILY",
    "address": "1027 BELLEVUE CT E"
  },
  {
    "longitude": "-122.29693458",
    "value": "4000",
    "issue_date": "2011-08-18T00:00:00",
    "application_permit_number": "6281501",
    "action_type": "ADD/ALT",
    "latitude": "47.59308896",
    "category": "MULTIFAMILY",
    "address": "2717 S NORMAN ST"
  },
  {
    "longitude": "-122.35739732",
    "value": "6131929",
    "issue_date": "2011-08-15T00:00:00",
    "application_permit_number": "6258969",
    "action_type": "NEW",
    "latitude": "47.63662870",
    "category": "MULTIFAMILY",
    "address": "1919 QUEEN ANNE AVE N"
  },
  {
    "longitude": "-122.32607834",
    "value": "75000",
    "issue_date": "2011-08-10T00:00:00",
    "application_permit_number": "6282468",
    "action_type": "ADD/ALT",
    "latitude": "47.62764043",
    "category": "MULTIFAMILY",
    "address": "1012 BELMONT AVE E"
  },
  {
    "longitude": "-122.28580136",
    "value": "12517658",
    "issue_date": "2011-08-03T00:00:00",
    "application_permit_number": "6255925",
    "action_type": "NEW",
    "latitude": "47.55681585",
    "category": "MULTIFAMILY",
    "address": "3701 S HUDSON ST"
  },
  {
    "longitude": "-122.27332298",
    "value": "439692",
    "issue_date": "2011-08-01T00:00:00",
    "application_permit_number": "6176772",
    "action_type": "NEW",
    "latitude": "47.52258945",
    "category": "MULTIFAMILY",
    "address": "4624 S DIRECTOR ST"
  },
  {
    "longitude": "-122.27312488",
    "value": "413976",
    "issue_date": "2011-08-01T00:00:00",
    "application_permit_number": "6222233",
    "action_type": "NEW",
    "latitude": "47.52266884",
    "category": "MULTIFAMILY",
    "address": "9041 48TH AVE S"
  },
  {
    "longitude": "-122.27313361",
    "value": "296299",
    "issue_date": "2011-08-01T00:00:00",
    "application_permit_number": "6222231",
    "action_type": "NEW",
    "latitude": "47.52250141",
    "category": "MULTIFAMILY",
    "address": "4630 S DIRECTOR ST"
  },
  {
    "longitude": "-122.27341866",
    "value": "276978",
    "issue_date": "2011-08-01T00:00:00",
    "application_permit_number": "6222232",
    "action_type": "NEW",
    "latitude": "47.52266964",
    "category": "MULTIFAMILY",
    "address": "9047 48TH AVE S"
  },
  {
    "longitude": "-122.34755185",
    "value": "11654",
    "issue_date": "2011-07-29T00:00:00",
    "application_permit_number": "6221154",
    "action_type": "ADD/ALT",
    "latitude": "47.63422822",
    "category": "MULTIFAMILY",
    "address": "1717 5TH AVE N"
  },
  {
    "longitude": "-122.37795191",
    "value": "4000",
    "issue_date": "2011-07-28T00:00:00",
    "application_permit_number": "6290730",
    "action_type": "ADD/ALT",
    "latitude": "47.57297915",
    "category": "MULTIFAMILY",
    "address": "3400 37TH AVE SW"
  },
  {
    "longitude": "-122.33927313",
    "value": "6000",
    "issue_date": "2011-07-26T00:00:00",
    "application_permit_number": "6290405",
    "action_type": "ADD/ALT",
    "latitude": "47.61296669",
    "category": "MULTIFAMILY",
    "address": "1920 4TH AVE"
  },
  {
    "longitude": "-122.31734902",
    "value": "3000",
    "issue_date": "2011-07-21T00:00:00",
    "application_permit_number": "6290113",
    "action_type": "ADD/ALT",
    "latitude": "47.65447918",
    "category": "MULTIFAMILY",
    "address": "2620 E CHERRY ST"
  },
  {
    "longitude": "-122.31645531",
    "value": "31154",
    "issue_date": "2011-07-21T00:00:00",
    "application_permit_number": "6284734",
    "action_type": "ADD/ALT",
    "latitude": "47.62501977",
    "category": "MULTIFAMILY",
    "address": "624 12TH AVE E"
  },
  {
    "longitude": "-122.28374911",
    "value": "3000",
    "issue_date": "2011-07-20T00:00:00",
    "application_permit_number": "6289889",
    "action_type": "ADD/ALT",
    "latitude": "47.55531959",
    "category": "MULTIFAMILY",
    "address": "5205 39TH AVE S"
  },
  {
    "longitude": "-122.32489014",
    "value": "27114",
    "issue_date": "2011-07-20T00:00:00",
    "application_permit_number": "6285061",
    "action_type": "ADD/ALT",
    "latitude": "47.61618664",
    "category": "MULTIFAMILY",
    "address": "1631 BELMONT AVE"
  },
  {
    "longitude": "-122.35392325",
    "value": "314926",
    "issue_date": "2011-07-20T00:00:00",
    "application_permit_number": "6285415",
    "action_type": "ADD/ALT",
    "latitude": "47.62660584",
    "category": "MULTIFAMILY",
    "address": "150 VALLEY ST"
  },
  {
    "longitude": "-122.28665026",
    "value": "33000",
    "issue_date": "2011-07-20T00:00:00",
    "application_permit_number": "6276010",
    "action_type": "ADD/ALT",
    "latitude": "47.66208426",
    "category": "MULTIFAMILY",
    "address": "4545 SAND POINT WAY NE"
  },
  {
    "longitude": "-122.37921355",
    "value": "973893",
    "issue_date": "2011-07-19T00:00:00",
    "application_permit_number": "6287225",
    "action_type": "ADD/ALT",
    "latitude": "47.58729790",
    "category": "MULTIFAMILY",
    "address": "1727 HARBOR AVE SW"
  },
  {
    "longitude": "-122.32012850",
    "value": "54000",
    "issue_date": "2011-07-15T00:00:00",
    "application_permit_number": "6283014",
    "action_type": "ADD/ALT",
    "latitude": "47.66001470",
    "category": "MULTIFAMILY",
    "address": "4317 8TH AVE NE"
  },
  {
    "longitude": "-122.32012519",
    "value": "54000",
    "issue_date": "2011-07-15T00:00:00",
    "application_permit_number": "6287303",
    "action_type": "ADD/ALT",
    "latitude": "47.66037822",
    "category": "MULTIFAMILY",
    "address": "4327 8TH AVE NE"
  },
  {
    "longitude": "-122.32012519",
    "value": "54000",
    "issue_date": "2011-07-15T00:00:00",
    "application_permit_number": "6287304",
    "action_type": "ADD/ALT",
    "latitude": "47.66037822",
    "category": "MULTIFAMILY",
    "address": "4337 8TH AVE NE"
  },
  {
    "longitude": "-122.31783228",
    "value": "295844",
    "issue_date": "2011-07-11T00:00:00",
    "application_permit_number": "6287523",
    "action_type": "ADD/ALT",
    "latitude": "47.61778446",
    "category": "MULTIFAMILY",
    "address": "1106 E HOWELL ST"
  },
  {
    "longitude": "-122.29525819",
    "value": "8000",
    "issue_date": "2011-07-01T00:00:00",
    "application_permit_number": "6287535",
    "action_type": "ADD/ALT",
    "latitude": "47.59188003",
    "category": "MULTIFAMILY",
    "address": "1306 29TH AVE S"
  },
  {
    "longitude": "-122.35649154",
    "value": "10000",
    "issue_date": "2011-06-29T00:00:00",
    "application_permit_number": "6280055",
    "action_type": "ADD/ALT",
    "latitude": "47.62749394",
    "category": "MULTIFAMILY",
    "address": "900 QUEEN ANNE AVE N"
  },
  {
    "longitude": "-122.34837693",
    "value": "786918",
    "issue_date": "2011-06-28T00:00:00",
    "application_permit_number": "6270803",
    "action_type": "NEW",
    "latitude": "47.66371672",
    "category": "MULTIFAMILY",
    "address": "804 N 48TH ST"
  },
  {
    "longitude": "-122.33611689",
    "value": "50000",
    "issue_date": "2011-06-23T00:00:00",
    "application_permit_number": "6287229",
    "action_type": "ADD/ALT",
    "latitude": "47.60505522",
    "category": "MULTIFAMILY",
    "address": "1000 1ST AVE"
  },
  {
    "longitude": "-122.35427142",
    "value": "40000",
    "issue_date": "2011-06-21T00:00:00",
    "application_permit_number": "6286874",
    "action_type": "ADD/ALT",
    "latitude": "47.72650211",
    "category": "MULTIFAMILY",
    "address": "322 N 134TH ST"
  },
  {
    "longitude": "-122.31184531",
    "value": "4000",
    "issue_date": "2011-06-21T00:00:00",
    "application_permit_number": "6286171",
    "action_type": "ADD/ALT",
    "latitude": "47.62250064",
    "category": "MULTIFAMILY",
    "address": "403 16TH AVE E"
  },
  {
    "longitude": "-122.39313380",
    "value": "75000",
    "issue_date": "2011-06-14T00:00:00",
    "application_permit_number": "6286225",
    "action_type": "ADD/ALT",
    "latitude": "47.58998685",
    "category": "MULTIFAMILY",
    "address": "1526 ALKI AVE SW"
  },
  {
    "longitude": "-122.34523193",
    "value": "30000",
    "issue_date": "2011-06-10T00:00:00",
    "application_permit_number": "6285900",
    "action_type": "ADD/ALT",
    "latitude": "47.69306533",
    "category": "MULTIFAMILY",
    "address": "8801 AURORA AVE N"
  },
  {
    "longitude": "-122.32708613",
    "value": "46000",
    "issue_date": "2011-06-10T00:00:00",
    "application_permit_number": "6285883",
    "action_type": "ADD/ALT",
    "latitude": "47.62249180",
    "category": "MULTIFAMILY",
    "address": "421 BELLEVUE AVE E"
  },
  {
    "longitude": "-122.32602933",
    "value": "15000",
    "issue_date": "2011-06-10T00:00:00",
    "application_permit_number": "6285874",
    "action_type": "ADD/ALT",
    "latitude": "47.62879596",
    "category": "MULTIFAMILY",
    "address": "1028 LAKEVIEW BLVD E"
  },
  {
    "longitude": "-122.28255501",
    "value": "20000",
    "issue_date": "2011-06-10T00:00:00",
    "application_permit_number": "6285849",
    "action_type": "ADD/ALT",
    "latitude": "47.67841087",
    "category": "MULTIFAMILY",
    "address": "6825 43RD AVE NE"
  },
  {
    "longitude": "-122.28673926",
    "value": "231177",
    "issue_date": "2011-06-10T00:00:00",
    "application_permit_number": "6283663",
    "action_type": "ADD/ALT",
    "latitude": "47.59743109",
    "category": "MULTIFAMILY",
    "address": "510 LAKESIDE AVE S"
  },
  {
    "longitude": "-122.34902993",
    "value": "125000",
    "issue_date": "2011-06-06T00:00:00",
    "application_permit_number": "6285286",
    "action_type": "ADD/ALT",
    "latitude": "47.61754703",
    "category": "MULTIFAMILY",
    "address": "2720 3RD AVE"
  },
  {
    "longitude": "-122.31044878",
    "value": "100000",
    "issue_date": "2011-06-03T00:00:00",
    "application_permit_number": "6272017",
    "action_type": "ADD/ALT",
    "latitude": "47.61455577",
    "category": "MULTIFAMILY",
    "address": "1501 17TH AVE"
  },
  {
    "longitude": "-122.37790303",
    "value": "283133",
    "issue_date": "2011-06-03T00:00:00",
    "application_permit_number": "6265218",
    "action_type": "ADD/ALT",
    "latitude": "47.67545968",
    "category": "MULTIFAMILY",
    "address": "1536 NW 64TH ST"
  },
  {
    "longitude": "-122.31267151",
    "value": "25000",
    "issue_date": "2011-06-01T00:00:00",
    "application_permit_number": "6284866",
    "action_type": "ADD/ALT",
    "latitude": "47.66321856",
    "category": "MULTIFAMILY",
    "address": "4710 UNIVERSITY WAY NE"
  },
  {
    "longitude": "-122.31524783",
    "value": "391316",
    "issue_date": "2011-05-27T00:00:00",
    "application_permit_number": "6230470",
    "action_type": "NEW",
    "latitude": "47.62013550",
    "category": "MULTIFAMILY",
    "address": "15 ROY ST"
  },
  {
    "longitude": "-122.31531516",
    "value": "555695",
    "issue_date": "2011-05-27T00:00:00",
    "application_permit_number": "6266965",
    "action_type": "NEW",
    "latitude": "47.62028071",
    "category": "MULTIFAMILY",
    "address": "208 13TH AVE E"
  },
  {
    "longitude": "-122.38920402",
    "value": "1000",
    "issue_date": "2011-05-25T00:00:00",
    "application_permit_number": "6284382",
    "action_type": "ADD/ALT",
    "latitude": "47.56194875",
    "category": "MULTIFAMILY",
    "address": "4517 GLENN WAY SW"
  },
  {
    "longitude": "-122.35729520",
    "value": "1000",
    "issue_date": "2011-05-25T00:00:00",
    "application_permit_number": "6277142",
    "action_type": "NEW",
    "latitude": "47.63627759",
    "category": "MULTIFAMILY",
    "address": "1905 QUEEN ANNE AVE N"
  },
  {
    "longitude": "-122.35739732",
    "value": "100000",
    "issue_date": "2011-05-25T00:00:00",
    "application_permit_number": "6272314",
    "action_type": "NEW",
    "latitude": "47.63662870",
    "category": "MULTIFAMILY",
    "address": "1919 QUEEN ANNE AVE N"
  },
  {
    "longitude": "-122.32157708",
    "value": "8500",
    "issue_date": "2011-05-23T00:00:00",
    "application_permit_number": "6283809",
    "action_type": "ADD/ALT",
    "latitude": "47.70978696",
    "category": "MULTIFAMILY",
    "address": "11045 8TH AVE NE"
  },
  {
    "longitude": "-122.36268879",
    "value": "49604",
    "issue_date": "2011-05-20T00:00:00",
    "application_permit_number": "6283951",
    "action_type": "ADD/ALT",
    "latitude": "47.53332230",
    "category": "MULTIFAMILY",
    "address": "2201 SW HOLDEN ST"
  },
  {
    "longitude": "-122.32201451",
    "value": "60000",
    "issue_date": "2011-05-20T00:00:00",
    "application_permit_number": "6283932",
    "action_type": "ADD/ALT",
    "latitude": "47.67930699",
    "category": "MULTIFAMILY",
    "address": "505 NE 70TH ST"
  },
  {
    "longitude": "-122.28649950",
    "value": "20000",
    "issue_date": "2011-05-19T00:00:00",
    "application_permit_number": "6283798",
    "action_type": "ADD/ALT",
    "latitude": "47.56363437",
    "category": "MULTIFAMILY",
    "address": "4420 36TH AVE S"
  }
]
#save the JSON object as a file as well, just in case we lose access to the API later
with open('permits_by_neighborhood_2010-2016_1228.json', 'w') as json_outfile:
    json.dump(permits_by_neighborhood, json_outfile)
from dateutil import parser
for x in bp_api_data:
    x['issue_datetime'] = parser.parse(x['issue_date'])

print(bp_api_data[875])
print(bp_api_data[875]['issue_datetime'].year)
{'longitude': '-122.32756652', 'value': '20000', 'issue_date': '2013-10-08T00:00:00', 'application_permit_number': '6386469', 'issue_datetime': datetime.datetime(2013, 10, 8, 0, 0), 'action_type': 'ADD/ALT', 'latitude': '47.62332368', 'category': 'MULTIFAMILY', 'address': '308 E REPUBLICAN ST'}
2013
import datetime
oldest_record = datetime.datetime.today()

for x in bp_api_data:
    if x['issue_datetime'] < oldest_record:
        oldest_record = x['issue_datetime']

print("The oldest record in our dataset is from %s" % (oldest_record.strftime("%m/%d/%Y")))

newest_record = oldest_record
for x in bp_api_data:
    if x['issue_datetime'] > newest_record:
        newest_record = x['issue_datetime']

print("The newest record in our dataset is from %s" % (newest_record.strftime("%m/%d/%Y")))
The oldest record in our dataset is from 05/19/2011
The newest record in our dataset is from 05/13/2016