I'm trying to associate the city/country/state name to the latitude and longitude of my dataset. This is how I made it:
import pandas as pd
import io
from geopy.geocoders import Nominatim
geolocator = Nominatim(user_agent="geoapiExercises")
def city_state_country(row):
coord = f"{row['latitude']}, {row['longitude']}"
location = geolocator.reverse(coord, exactly_one=True)
address = location.raw['address']
city = address.get('city', '')
state = address.get('state', '')
country = address.get('country', '')
row['city'] = city
row['state'] = state
row['country'] = country
return row
ddf_slice= ddf_slice.apply(city_state_country, axis=1)
but I have so many rows and it takes forever. how can I solve this?