USA ZCTA (Zip Code Tabulation Area) Latitude, Longitude, GeoJSON Points, Population, Population Density: 2010 pop figures; 2017 ZCTA codes.

US Zip Code ZCTA Latitude, Longitude, Population Density.py

# !/usr/bin/python

"""
US 2017 Zip Code Tabulation Areas (ZCTA), latitude and longitude, and 2010 Census population, from US government data.

The final file includes GeoJSON Points for each ZCTA, and estimated population density per square kilometre.

Python code to create this Gist follows.

Notes:
1. Per https://gist.github.com/erichurst/7882666
2. Note that reported lat, long are direct from the US Govt. They are approximate centres but caveats are listed here: https://www.census.gov/geo/reference/gtc/gtc_area_attr.html (e.g. if the ZCTA has a crescent shape, the listed centre is the closest point to the real geometric centre which is within the boundary).
3. ZCTAs are the latest available (2017) at creation time. Populations are from 2010 census (and are therefore out of date).

# Data downloaded from:
# ZCTAs 2010: https://www.census.gov/geo/maps-data/data/gazetteer2010.html (includes pop)
# ZCTAs 2017: https://www.census.gov/geo/maps-data/data/gazetteer2017.html (excludes pop but includes the "same" ZCTAs)
"""

import os
import pandas as pd

data_dir = r"C:\data"
ga_2010_fp = os.path.join(data_dir, "2010_Gaz_zcta_national.txt")
ga_2017_fp = os.path.join(data_dir, "2017_Gaz_zcta_national.txt")

ga_2010_headers = ["GEOID", "POP10", "HU10", "ALAND", "AWATER",
                   "ALAND_SQMI", "AWATER_SQMI", "INTPTLAT", "INTPTLONG"]
ga_2017_headers = ["GEOID", "ALAND", "AWATER",
                   "ALAND_SQMI", "AWATER_SQMI", "INTPTLAT", "INTPTLONG"]

df_ga_2010 = pd.read_csv(ga_2010_fp, delim_whitespace=True,
                         header=1, names=ga_2010_headers, dtype=str)
df_ga_2017 = pd.read_csv(ga_2017_fp, delim_whitespace=True,
                         header=1, names=ga_2017_headers, dtype=str)

# Combine the DataFrames, assume ZCTAs are consistent. Only take population from 2010.
df_ga = pd.merge(
    df_ga_2017, df_ga_2010[['GEOID', 'POP10']], on='GEOID', how='left')

# Drop ZCTAs without pop data
df_ga.dropna(axis=0, subset=['POP10'], inplace=True)

# Remove irrelevant columns
df_ga_subset = df_ga[['GEOID', 'INTPTLAT', 'INTPTLONG', 'POP10']]

df_ga_subset.to_csv(os.path.join(
    data_dir, "US_ZCTA_LAT_LONG_population.csv"), index=False)

# Optionally ...

# Cast to numeric
df_ga[['POP10', 'ALAND', 'AWATER', 'INTPTLAT', 'INTPTLONG']] = df_ga[[
    'POP10', 'ALAND', 'AWATER', 'INTPTLAT', 'INTPTLONG']].apply(pd.to_numeric)

# Add a GeoJSON Point
df_ga.loc[:, 'location'] = df_ga.apply(lambda row: {'type': "Point", 'coordinates': [
    row['INTPTLONG'], row['INTPTLAT']]}, axis=1)

# Calculate population density per square kilometre, for each ZCTA
# (Sum the land and water areas first)
df_ga['TotalArea_SqKM'] = (df_ga['ALAND'] + df_ga['AWATER']) / 1000000.
df_ga['PopDensity_SqKM'] = df_ga.apply(
    lambda row: row['POP10'] / row['TotalArea_SqKM'], axis=1)

df_ga_subset = df_ga[['GEOID', 'INTPTLAT', 'INTPTLONG',
                      'POP10', 'location', 'TotalArea_SqKM', 'PopDensity_SqKM']]

df_ga_subset.to_csv(os.path.join(
    data_dir, "US_ZCTA_LAT_LONG_population_density.csv"), index=False)

US_ZCTA_LAT_LONG_population_density.csv

GEOID,INTPTLAT,INTPTLONG,POP10,location,TotalArea_SqKM,PopDensity_SqKM
00602,18.361945000000002,-67.175597,41520,"{'type': 'Point', 'coordinates': [-67.175597, 18.361945000000002]}",83.735963,495.84430049487815
00603,18.455182999999998,-67.119887,54689,"{'type': 'Point', 'coordinates': [-67.119887, 18.455182999999998]}",82.068602,666.3815231067297
00606,18.158345,-66.932911,6615,"{'type': 'Point', 'coordinates': [-66.932911, 18.158345]}",109.592485,60.359978149961655
00610,18.295366,-67.125135,29016,"{'type': 'Point', 'coordinates': [-67.125135, 18.295366]}",97.185487,298.5630971834303
00612,18.402252999999998,-66.71139699999999,67010,"{'type': 'Point', 'coordinates': [-66.71139699999999, 18.402252999999998]}",184.855191,362.49996355255183
00616,18.420412,-66.67197900000001,11017,"{'type': 'Point', 'coordinates': [-66.67197900000001, 18.420412]}",30.011866,367.08813773858645
00617,18.445147,-66.559696,24597,"{'type': 'Point', 'coordinates': [-66.559696, 18.445147]}",43.335804,567.5907155201273
00622,17.991245000000003,-67.153993,7853,"{'type': 'Point', 'coordinates': [-67.153993, 17.991245000000003]}",76.785627,102.27174416378732
00623,18.083361,-67.153897,43061,"{'type': 'Point', 'coordinates': [-67.153897, 18.083361]}",99.985226,430.6736277217596
00624,18.064919,-66.71668299999999,26241,"{'type': 'Point', 'coordinates': [-66.71668299999999, 18.064919]}",114.319971,229.53994626188282
00627,18.4126,-66.863926,35159,"{'type': 'Point', 'coordinates': [-66.863926, 18.4126]}",123.565306,284.53779736522483
00631,18.190607,-66.832041,1852,"{'type': 'Point', 'coordinates': [-66.832041, 18.190607]}",11.084643,167.07800151976028
00637,18.076713,-66.947389,25287,"{'type': 'Point', 'coordinates': [-66.947389, 18.076713]}",89.247955,283.3342231763181
00638,18.295913,-66.515588,18941,"{'type': 'Point', 'coordinates': [-66.515588, 18.295913]}",171.548758,110.41175827108
00641,18.263085,-66.712985,31191,"{'type': 'Point', 'coordinates': [-66.712985, 18.263085]}",245.703697,126.94558682200048
00646,18.43315,-66.285875,38199,"{'type': 'Point', 'coordinates': [-66.285875, 18.43315]}",56.933159,670.9446774242757
00647,17.963613,-66.94712700000001,6172,"{'type': 'Point', 'coordinates': [-66.94712700000001, 17.963613]}",47.39316,130.2297631134957
00650,18.349417000000003,-66.578078,14998,"{'type': 'Point', 'coordinates': [-66.578078, 18.349417000000003]}",79.60995,188.3935362351063
00652,18.448452,-66.594127,4715,"{'type': 'Point', 'coordinates': [-66.594127, 18.448452]}",17.930882,262.9541591986384
00653,17.985032999999998,-66.88653599999999,13307,"{'type': 'Point', 'coordinates': [-66.88653599999999, 17.985032999999998]}",44.681208,297.82095416936806
00656,18.053539,-66.79293100000001,21481,"{'type': 'Point', 'coordinates': [-66.79293100000001, 18.053539]}",88.309704,243.24620089316574
00659,18.407226,-66.808999,41953,"{'type': 'Point', 'coordinates': [-66.808999, 18.407226]}",111.250555,377.1037366959652
00660,18.134695,-67.116199,17250,"{'type': 'Point', 'coordinates': [-67.116199, 18.134695]}",29.385374,587.0267296921251
00662,18.468320000000002,-67.015781,43282,"{'type': 'Point', 'coordinates': [-67.015781, 18.468320000000002]}",120.249047,359.9363244849666
00664,18.21033,-66.591616,16784,"{'type': 'Point', 'coordinates': [-66.591616, 18.21033]}",117.900773,142.35699709958644
00667,18.003422,-67.03581,25968,"{'type': 'Point', 'coordinates': [-67.03581, 18.003422]}",184.462636,140.7764768145241
00669,18.277102,-66.86964499999999,29744,"{'type': 'Point', 'coordinates': [-66.86964499999999, 18.277102]}",159.587531,186.38047605360845
00670,18.240187,-66.988776,9807,"{'type': 'Point', 'coordinates': [-66.988776, 18.240187]}",118.383164,82.84117157064665
00674,18.422908,-66.489337,44457,"{'type': 'Point', 'coordinates': [-66.489337, 18.422908]}",123.305621,360.54317426453736
00676,18.377637,-67.079574,40316,"{'type': 'Point', 'coordinates': [-67.079574, 18.377637]}",130.686817,308.4932430483788
00677,18.332568,-67.22702199999999,15272,"{'type': 'Point', 'coordinates': [-67.22702199999999, 18.332568]}",40.732066,374.93801566559375
00678,18.434099,-66.927384,27819,"{'type': 'Point', 'coordinates': [-66.927384, 18.434099]}",72.070774,385.9955770698397
00680,18.178225,-67.151514,58140,"{'type': 'Point', 'coordinates': [-67.151514, 18.178225]}",186.128203,312.3653431500652
00682,18.221464,-67.156039,32615,"{'type': 'Point', 'coordinates': [-67.156039, 18.221464]}",43.625902,747.6063188332472
00683,18.1078,-67.037263,33772,"{'type': 'Point', 'coordinates': [-67.037263, 18.1078]}",135.194404,249.80323889737332
00685,18.332929,-66.959689,42831,"{'type': 'Point', 'coordinates': [-66.959689, 18.332929]}",202.86649,211.12900410511367
00687,18.319026,-66.42055699999999,32610,"{'type': 'Point', 'coordinates': [-66.42055699999999, 18.319026]}",100.815718,323.46146659392934
00688,18.382310999999998,-66.626416,13543,"{'type': 'Point', 'coordinates': [-66.626416, 18.382310999999998]}",82.480818,164.19575276278178
00690,18.49551,-67.098671,6255,"{'type': 'Point', 'coordinates': [-67.098671, 18.49551]}",7.303732,856.4114893591386
00692,18.410188,-66.336556,37511,"{'type': 'Point', 'coordinates': [-66.336556, 18.410188]}",71.307658,526.044481786234
00693,18.422987,-66.397214,61038,"{'type': 'Point', 'coordinates': [-66.397214, 18.422987]}",105.492483,578.6004676750287
00694,18.482073,-66.391274,328,"{'type': 'Point', 'coordinates': [-66.391274, 18.482073]}",4.027561,81.43886585454571
00698,18.064848,-66.856319,41782,"{'type': 'Point', 'coordinates': [-66.856319, 18.064848]}",188.074476,222.1566737211061
00703,18.248401,-66.130662,28605,"{'type': 'Point', 'coordinates': [-66.130662, 18.248401]}",76.88373,372.05531001162404
00704,17.965770000000003,-66.219555,8577,"{'type': 'Point', 'coordinates': [-66.219555, 17.965770000000003]}",14.401599,595.5588681506824
00705,18.128961,-66.266683,25598,"{'type': 'Point', 'coordinates': [-66.266683, 18.128961]}",82.820613,309.07764471629787
00707,18.014055,-65.920751,12225,"{'type': 'Point', 'coordinates': [-65.920751, 18.014055]}",58.378211,209.41032262876297
00714,18.003025,-66.046237,19566,"{'type': 'Point', 'coordinates': [-66.046237, 18.003025]}",37.906225,516.1685184953132
00715,18.011232999999997,-66.56006500000001,3656,"{'type': 'Point', 'coordinates': [-66.56006500000001, 18.011232999999997]}",20.531972,178.06375344755
00716,17.991269,-66.606774,33779,"{'type': 'Point', 'coordinates': [-66.606774, 17.991269]}",30.092091,1122.5208643693122
00717,18.003222,-66.614037,18457,"{'type': 'Point', 'coordinates': [-66.614037, 18.003222]}",5.521263,3342.8945514821517
00718,18.231988,-65.759623,26606,"{'type': 'Point', 'coordinates': [-65.759623, 18.231988]}",120.62906,220.5604520171176
00719,18.289927,-66.25344,30990,"{'type': 'Point', 'coordinates': [-66.25344, 18.289927]}",73.426186,422.0565126452299
00720,18.217945999999998,-66.428076,23129,"{'type': 'Point', 'coordinates': [-66.428076, 18.217945999999998]}",154.669144,149.5385530807619
00723,18.043498,-66.015479,19277,"{'type': 'Point', 'coordinates': [-66.015479, 18.043498]}",120.873655,159.48057498550864
00725,18.218819,-66.042375,89374,"{'type': 'Point', 'coordinates': [-66.042375, 18.218819]}",110.533137,808.5720031631781
00727,18.215308,-66.073565,58382,"{'type': 'Point', 'coordinates': [-66.073565, 18.215308]}",55.703794,1048.0794180733901
00728,17.989853,-66.664116,44908,"{'type': 'Point', 'coordinates': [-66.664116, 17.989853]}",62.143534,722.6496001981477
00729,18.323585,-65.883206,53750,"{'type': 'Point', 'coordinates': [-65.883206, 18.323585]}",88.323503,608.5582905379104
00730,18.030831,-66.616838,35742,"{'type': 'Point', 'coordinates': [-66.616838, 18.030831]}",16.982023,2104.696242609022
00731,18.109947000000002,-66.635622,15524,"{'type': 'Point', 'coordinates': [-66.635622, 18.109947000000002]}",126.412431,122.80437831307904
00735,18.252603,-65.68249399999999,13730,"{'type': 'Point', 'coordinates': [-65.68249399999999, 18.252603]}",62.211311,220.69941589882265
00736,18.103624,-66.151667,51532,"{'type': 'Point', 'coordinates': [-66.151667, 18.103624]}",142.780712,360.9170964212589
00738,18.308717,-65.738915,34922,"{'type': 'Point', 'coordinates': [-65.738915, 18.308717]}",154.956293,225.36677487502882
00739,18.177232999999998,-66.160645,39678,"{'type': 'Point', 'coordinates': [-66.160645, 18.177232999999998]}",82.906735,478.5859677142032
00740,18.331178,-65.63410400000001,2071,"{'type': 'Point', 'coordinates': [-65.63410400000001, 18.331178]}",1.144306,1809.8305872729845
00741,18.163854999999998,-65.754042,4971,"{'type': 'Point', 'coordinates': [-65.754042, 18.163854999999998]}",8.913876,557.6698621340481
00745,18.352216000000002,-65.817387,55062,"{'type': 'Point', 'coordinates': [-65.817387, 18.352216000000002]}",139.831198,393.77478550959705
00751,18.001317,-66.252183,23129,"{'type': 'Point', 'coordinates': [-66.252183, 18.001317]}",151.008306,153.16376040931152
00754,18.147107000000002,-65.976167,40828,"{'type': 'Point', 'coordinates': [-65.976167, 18.147107000000002]}",132.406098,308.354378058932
00757,17.995441,-66.391334,23263,"{'type': 'Point', 'coordinates': [-66.391334, 17.995441]}",82.856759,280.7616455285199
00765,18.130095999999998,-65.439369,9098,"{'type': 'Point', 'coordinates': [-65.439369, 18.130095999999998]}",51.058991,178.18605150266288
00766,18.133195999999998,-66.476916,26488,"{'type': 'Point', 'coordinates': [-66.476916, 18.133195999999998]}",107.440698,246.53600072479054
00767,18.069489,-65.89616099999999,38019,"{'type': 'Point', 'coordinates': [-65.89616099999999, 18.069489]}",150.306324,252.94344900617756
00769,18.1038,-66.357586,40248,"{'type': 'Point', 'coordinates': [-66.357586, 18.1038]}",198.207429,203.05999731220973
00771,18.187148,-65.871189,38394,"{'type': 'Point', 'coordinates': [-65.871189, 18.187148]}",87.623633,438.1694605152927
00772,18.438968,-65.905168,23105,"{'type': 'Point', 'coordinates': [-65.905168, 18.438968]}",51.607931,447.70250526028644
00773,18.342888000000002,-65.723109,20068,"{'type': 'Point', 'coordinates': [-65.723109, 18.342888000000002]}",65.53935,306.1977270143814
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00952,18.427448000000002,-66.18202600000001,10008,"{'type': 'Point', 'coordinates': [-66.18202600000001, 18.427448000000002]}",3.204976,3122.644288131955
00953,18.360729,-66.251527,73014,"{'type': 'Point', 'coordinates': [-66.251527, 18.360729]}",70.508744,1035.5311392300507
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00960,18.416747,-66.144485,1779,"{'type': 'Point', 'coordinates': [-66.144485, 18.416747]}",2.368816,751.0080985606312
00961,18.413307,-66.164683,32429,"{'type': 'Point', 'coordinates': [-66.164683, 18.413307]}",13.573318,2389.1726400280313
00962,18.444614,-66.14881899999999,22491,"{'type': 'Point', 'coordinates': [-66.14881899999999, 18.444614]}",11.010236,2042.7355053969777
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