import requests import pandas as pd API_KEY = "ea9637fd9f0c41f3e2e932faa99dfcd76f8041aa" def fetch_county_data(): """Fetch county-level Census data, return as DataFrame.""" county_url = ( f"https://api.census.gov/data/2019/pep/population" f"?get=NAME&for=county:*&key={API_KEY}" ) r_counties = requests.get(county_url) county_data = r_counties.json() df = pd.DataFrame(county_data[1:], columns=county_data[0]) # Split the NAME column into state and county df[['countyName', 'stateName']] = df['NAME'].str.split(',', expand=True) # Combine state and county to form FIPS df["FIPS"] = df["state"].str.zfill(2) + df["county"].str.zfill(3) df.to_csv("./us_counties.csv", index=False) fetch_county_data()