使用geopy从pandas数据框架中的坐标中查找国家/地区名称

时间:2016-04-14 12:52:27

标签: python pandas dataframe reverse-geocoding geopy

我正在尝试使用pandas确定geopy数据框中每行的国家/地区名称。我所拥有的是:

import pandas as pd
from geopy.geocoders import GoogleV3

df = pd.DataFrame({'ser_no': [1, 1, 1, 2, 2, 2],
                'lat': [53.57, 35.52, 35.53, 54.66, 54.67, 55.8],
                'lon': [-117.20, -98.29, -98.32, -119.48, -119.47, -119.46]})

def get_country(locations):
    locations = geolocator.reverse(row['lat'], row['lon'], timeout = 10)
    for location in locations:
        for component in location.raw['address_components']:
            if 'country' in component['types']:
                return component['long_name']

my_key = my_api_key                   
geolocator = GoogleV3(my_key, proxies ={"http": 'my proxy',
                                        "https": 'my proxy'})

df['country'] = df.apply(lambda row: get_country(row), axis = 1)

返回

     lat     lon  ser_no                                       country
0  53.57 -117.20       1  <function get_country at 0x000000000F6F9C88>
1  35.52  -98.29       1  <function get_country at 0x000000000F6F9C88>
2  35.53  -98.32       1  <function get_country at 0x000000000F6F9C88>
3  54.66 -119.48       2  <function get_country at 0x000000000F6F9C88>
4  54.67 -119.47       2  <function get_country at 0x000000000F6F9C88>
5  55.80 -119.46       2  <function get_country at 0x000000000F6F9C88>

没有发生任何错误,但我的输出并不有用。我不确定它是否只是错误地返回,或者我的apply中有错误。

1 个答案:

答案 0 :(得分:1)

geolocator.reverse需要一个字符串,因此您需要将函数更改为:

def get_country(row):
    pos = str(row['lat']) + ', ' + str(row['lon'])
    locations = geolocator.reverse(pos, timeout = 10)
    #... rest of func the same