import requests import csv import json import zipfile import tempfile import os import subprocess import io # https://www2.census.gov/programs-surveys/popest/technical-documentation/file-layouts/2020-2022/SUB-EST2022.pdf INCORPORATED_PLACE = "162" # Get state FIPS/ANSI codes and other data # from https://www.census.gov/library/reference/code-lists/ansi.html#states print("Fetching states…", flush=True, end="") res = requests.get("https://www2.census.gov/geo/docs/reference/codes2020/national_state2020.txt") states = list(csv.DictReader(res.text.split('\n'), delimiter='|')) # {'STATE': 'AL', 'STATEFP': '01', 'STATENS': '01779775', 'STATE_NAME': 'Alabama'} print("done") # Find geographic centers of cities place_locations = {} for state in states[:51]: # Just the 50 and DC, not Guam/American Samoa/PR/etc with tempfile.TemporaryDirectory() as tmpdir: print(f"Fetching data for {state['STATE_NAME']}…", flush=True, end="") res = requests.get(f"https://www2.census.gov/geo/tiger/TIGER2020/PLACE/tl_2020_{state['STATEFP']}_place.zip") print("processing…", end="", flush=True) zipfile.ZipFile(io.BytesIO(res.content)).extractall(tmpdir) shapefile_name = os.path.join(tmpdir, f"tl_2020_{state['STATEFP']}_place.shp") geojson_file_name = os.path.join(tmpdir, "out.geojson") subprocess.run(f"ogr2ogr -f GeoJSON {geojson_file_name} {shapefile_name}", shell=True) with open(geojson_file_name) as f: data = json.load(f) for feature in data['features']: # {"type": "Feature", "properties": {"STATEFP": "01", "PLACEFP": "02260", "PLACENS": "02405163", "GEOID": "0102260", "NAME": "Ardmore", "NAMELSAD": "Ardmore town", "LSAD": "43", "CLASSFP": "C1", "PCICBSA": "N", "PCINECTA": "N", "MTFCC": "G4110", "FUNCSTAT": "A", "ALAND": 5289895, "AWATER": 21830, "INTPTLAT": "+34.9878376", "INTPTLON": "-086.8290225"}, "geometry": {"type": "Polygon", "coordinates": [[[-86.856689, 34.992046], [-86.855354, 34.992044], [-86.855101, 34.99204] state_place = (feature['properties']['STATEFP'], feature['properties']['PLACEFP']) lon_lat = (float(feature['properties']['INTPTLON']), float(feature['properties']['INTPTLAT'])) place_locations[state_place] = lon_lat print("done") print("Fetching population data for all states…", flush=True, end="") res = requests.get("https://www2.census.gov/programs-surveys/popest/datasets/2020-2022/cities/totals/sub-est2022.csv") res.raise_for_status() print("processing…", flush=True, end="") cities_by_state = {} for line in csv.DictReader(res.content.decode('utf-8-sig').split('\n')): if line['SUMLEV'] != INCORPORATED_PLACE: continue if not line['STNAME'] in cities_by_state: cities_by_state[line['STNAME']] = [] try: loc = place_locations[(line['STATE'], line['PLACE'])] except KeyError: # TODO: why do these happen? Currently these: # WARN: KeyError for ('17', '10373') # WARN: KeyError for ('17', '31991') # WARN: KeyError for ('27', '13708') # WARN: KeyError for ('36', '75779') # WARN: KeyError for ('40', '43725') # WARN: KeyError for ('40', '49860') # WARN: KeyError for ('48', '21031') # WARN: KeyError for ('48', '23176') # WARN: KeyError for ('48', '58502') # WARN: KeyError for ('48', '73493') # WARN: KeyError for ('55', '31525') # WARN: KeyError for ('55', '82575') # WARN: KeyError for ('55', '84275') # Well, we'll just shove 'em on Null Island, I guess loc = [0,0] print("WARN: KeyError for", (line['STATE'], line['PLACE'])) import time time.sleep(0.1) cities_by_state[line['STNAME']].append({ "name": " ".join(line['NAME'].split(" ")[:-1]), # Remove "city" or "town" from the end "pop": int(line['POPESTIMATE2022']), "location": loc, }) print("done") print("Writing data to disk…", flush=True, end="") for state, cities in cities_by_state.items(): cities.sort(key=lambda i: i["pop"], reverse=True) with open(f"data/{state}.json", 'w') as f: f.write(json.dumps(cities)) with open(f"data/states.json", 'w') as f: f.write(json.dumps(list(cities_by_state.keys()))) print("done") # ----- MAP ----- print("Fetching state outlines…", flush=True, end="") CMD=""" curl --silent --remote-name https://www2.census.gov/geo/tiger/GENZ2022/shp/cb_2022_us_state_20m.zip unzip -q -o cb_2022_us_state_20m.zip ogr2ogr -f GeoJSON data/states.geojson cb_2022_us_state_20m.shp sed -i '/^"crs":/d' data/states.geojson rm cb_2022_us_state_20m.* """ subprocess.run(CMD, shell=True) print("done")