Census Map

This page documents a completed project. I created a map to visualize commute methods by ratio of income to poverty line.

The map: http://charlesreid1.github.io/a-shrubbery/triplepie/

The Github repo: http://github.com/charlesreid1/a-shrubbery

Goal is to set up a map that connects census tract data with some other census data, e.g., population or median income.

Picking an API

Census.gov API Key

I started with the SunglightLabs Census library, which provides a Python wrapper to the 2010 Census data API (wow!):

https://github.com/sunlightlabs/census

But it requires a developer key from census.gov (obtained here http://www.census.gov/developers/), which I requested, and then waited, and waited, and waited...

Census Reporter API

After giving up on waiting for a Census.gov developer key in the next day, I found the census reporter API, which allows for queries of census data in a very sensible REST format.

Detailed documentation of their API available here: https://github.com/censusreporter/census-api/blob/master/API.md

A very, very nice interface!

Mapping Census Regions

In order to accomplish the ultimate goal of mapping census data, we have to be able to first map census regions - counties, states, congressional districts, and so on. This section covers attempts to do this.

Shapefiles for U.S. Counties

I started with a shapefile defining US county boundaries.

Here is a list of shapefile information that is provided by the Census Bureau: http://www.census.gov/cgi-bin/geo/shapefiles2010/main

I started with a county map of California, tl_2010_06_county10.zip. The zip file contained a set of files, including the shapefile. I fired up QGIS to have a look at it.

Next, I loaded up a (quite large) US counties map - 70 MB total. It was straightforward to find, download, and view in QGIS:

Note that you can also obtain geographic information from various APIs - for example, the Census Reporter API returns GeoJSON for geographic entities by ID:

$ curl "https://api.censusreporter.org/1.0/geo/tiger2016/04000US55?geom=true"
{
    "geometry": {
        "type": "MultiPolygon",
        "coordinates": [
            [
                [
                    [
                        -92.674543,
                        45.382868
                    ],
                    ...
                ]
            ]
        ]
    },
    "type": "Feature",
    "properties": {
        "awater": 29365986992,
        "display_name": "Wisconsin",
        "simple_name": "Wisconsin",
        "sumlevel": "040",
        "population": 5664893,
        "full_geoid": "04000US55",
        "aland": 140268861626
    }
}

Visualizing County Boundaries with GeoJSON in QGIS

I'll show you another way to visualize county boundaries, this one using GeoJSON instead of shape files.

First, use the Census Reporter API to extract GeoJSON data for a particular county (in this case, Yuma County in Arizona):

$ curl "https://api.censusreporter.org/1.0/geo/tiger2016/05000US04027?geom=True"

{"geometry": {"type": "MultiPolygon", "coordinates": [[[[-114.563779, 32.418853999999996], [-114.813613, 32.494276], [-114.816591, 32.507695999999996], [-114.802211, 32.513191], [-114.813348, 32.524186], [-114.802181, 32.536414], [-114.80583, 32.546354], [-114.791551, 32.557023], [-114.793224, 32.569459], [-114.80683, 32.55888], [-114.813995, 32.562201], [-114.812995, 32.568706], [-114.801877, 32.576009], [-114.799737, 32.592177], [-114.807906, 32.602782999999995], [-114.809393, 32.617118999999995], [-114.799302, 32.625115], [-114.782573, 32.624303999999995], [-114.779215, 32.633578], [-114.764382, 32.642666], [-114.76495, 32.649391], [-114.74948, 32.66178], [-114.730086, 32.704298], [-114.702223, 32.74541], [-114.68823, 32.73753], [-114.617395, 32.728257], [-114.615112, 32.734515], [-114.581784, 32.734946], [-114.581736, 32.74232], [-114.564508, 32.742274], [-114.564447, 32.749553999999996], [-114.539224, 32.749812], [-114.539092, 32.756949], [-114.526856, 32.757093999999995], [-114.532432, 32.776922], [-114.529633, 32.795477], [-114.510327, 32.816488], [-114.494116, 32.823287], [-114.468971, 32.845155], [-114.46289, 32.905797], [-114.48092, 32.935252], [-114.468061, 32.955259999999996], [-114.468605, 32.971649], [-114.47653199999999, 32.975173999999996], [-114.492938, 32.971781], [-114.501226, 33.007556], [-114.516454, 33.027617], [-114.268748, 33.029815], [-114.267815, 33.463574], [-113.958042, 33.464655], [-113.958046, 33.377578], [-113.33392, 33.377424999999995], [-113.333767, 32.038607], [-114.563779, 32.418853999999996]]]]}, "type": "Feature", "properties": {"awater": 13175612, "display_name": "Yuma County, AZ", "simple_name": "Yuma County", "sumlevel": "050", "population": 199026, "full_geoid": "05000US04027", "aland": 14281187259}}

Now we can save that output to a GeoJSON file,

$ curl "https://api.censusreporter.org/1.0/geo/tiger2016/05000US04027?geom=True" > yuma.geojson

and open up the GeoJSON file in QGIS, by picking Add Vector Layer, then picking GeoJSON or All File Formats from the file format drop-down box.

This vector layer can then be plotted on top of the existing US county map for comparison, or added by itself in a new document. Either way, it works out great:

Every County in State N

If we want to get every county for state N, we can use the API endpoint GET /1.0/geo/show/tiger2013, to which we can pass two pices of information: what entity level we want boundaries for (county level), and the parent entity (the state of N).

National level is code 010, state level is code 040, and county level is code 050.

States are identified by the string 04000USXX, where XX is a state FIPS code.

A complete list of FIPS codes for states is here: http://www.census.gov/geo/reference/ansi_statetables.html

A complete list of FIPS codes for various entity levels here: http://www.census.gov/geo/reference/ansi.html

Illinois

Illinois is number 17. So to get GeoJSON for every boundary in Illinois, we can issue the command:

$ curl "http://api.censusreporter.org/1.0/geo/show/tiger2016?geo_ids=050|04000US17"

This spits out a whole bunch of GeoJSON:

{"type": "FeatureCollection", "features": [{"geometry": {"type": "MultiPolygon", "coordinates": [[[[-88.23629199999999, 40.675019999999996], [-88.24730000000001, 40.99456], [-88.13193799999999, 40.997839], [-88.12561099999999, 40.763403], [-88.12298299999999, 40.691153], [-88.12223499999999, 40.676673], [-88.12123299999999, 40.676697], [-88.11831699999999, 40.575168], [-88.117905, 40.488085999999996], [-88.004076, 40.488672], [-87.99260000000001, 40.485568], [-87.93530899999999, 40.485923], [-87.93168, 40.3994], [-88.116616, 40.400611999999995], [-88.329228, 40.398585], [-88.459957, 40.398849999999996], [-88.459475, 40.617345], [-88.234949, 40.618165999999995], [-88.23629199999999, 40.675019999999996]]]]}, "type": "Feature", "properties": {"geoid": "05000US17053", "name": "Ford County, IL"}}, {"geometry": {"type": "MultiPolygon", "coordinates": [[[[-87.968267, 39.773922], [-87.9666, 39.685928], [-88.026224, 39.684867], [-88.026208, 39.681664999999995], [-88.063467, 39.681312999999996], [-88.063437, 39.652555], [-88.472073, 39.651588], [-88.473182, 39.791837], [-88.462328, 39.79182], [-88.46220699999999, 39.879092], [-88.236583, 39.879109], [-88.122326, 39.880227], [-87.93764499999999, 39.879802999999995], [-87.937029, 39.792370999999996], [-87.968777, 39.79235], [-87.968267, 39.773922]]]]}, "type": "Feature", "properties": {"geoid": "05000US17041", "name": "Douglas County, IL"}}, {"geometry": {"type": "MultiPolygon", "coordinates": [[[[-90.186914, 38.6079], [-90.179377, 38.626657], [-90.177897, 38.633776], [-90.17786799999999, 38.642649], [-90.181615, 38.660368999999996], [-89.70702399999999, 38.655152], [-89.70459, 38.480278], [-89.703256, 38.219404], [-89.89906099999999, 38.220755], [-89.90351299999999, 38.225043], [-89.904471, 38.227461], [-89.89770399999999, 38.228708], [-89.896948, 38.23111], [-89.90191, 38.235580999999996], [-89.908684, 38.237531], [-89.906819, 38.240556999999995], [-89.90913499999999, 38.245408], [-89.910687, 38.246021999999996], [-89.911323, 38.24841], [-89.917174, 38.251396], [-89.91349699999999, 38.254523], [-89.91469699999999, 38.259378999999996], [-89.923755, 38.269186999999995], [-89.920412, 38.272158999999995], [-89.925029, 38.272715999999996], [-89.92206, 38.276018], [-89.919629, 38.281684999999996], [-89.920345, 38.284179], [-89.919478, 38.28617], [-89.916945, 38.285163], [-89.912706, 38.285652999999996], [-89.91111099999999, 38.284445], [-89.91162899999999, 38.282468], [-89.918138, 38.279706999999995], [-89.917853, 38.278110999999996], [-89.91511799999999, 38.277214], [-89.90728399999999, 38.276756], [-89.904113, 38.278866], [-89.902428, 38.28205], [-89.90115399999999, 38.287437], [-89.906793, 38.293313999999995], [-89.904082, 38.29763], [-89.90968099999999, 38.302465], [-89.913226, 38.307829], [-90.036018, 38.30885], [-90.03607799999999, 38.323347], [-90.128665, 38.397324], [-90.145608, 38.412152999999996], [-90.145336, 38.426266], [-90.264056, 38.521025], [-90.247187, 38.548556999999995], [-90.241272, 38.553191], [-90.23232, 38.56672], [-90.22305999999999, 38.575731999999995], [-90.20318499999999, 38.588125999999995], [-90.19738799999999, 38.593004], [-90.192441, 38.598619], [-90.186914, 38.6079]]]]}, "type": "Feature", "properties": {"geoid": "05000US17163", "name": "St. Clair County, IL"}}, {"geometry": {"type": "MultiPolygon", "coordinates": [[[[-89.59279699999999, 38.219271], [-89.703256, 38.219404], [-89.70441699999999, 38.415667], [-89.69449399999999, 38.417153], [-89.69256899999999, 38.420204], [-89.695377, 38.421845999999995], [-89.696452, 38.425118999999995], [-89.688919, 38.426542], [-89.686545, 38.429846], [-89.683791, 38.428118], [-89.68589, 38.426378], [-89.68556199999999, 38.425193], [-89.677279, 38.425002], [-89.67831, 38.427143], [-89.67777799999999, 38.431961], [-89.671849, 38.429679], [-89.67432099999999, 38.434442], [-89.66888399999999, 38.432078], [-89.666636, 38.43261], [-89.66545599999999, 38.435141], [-89.66851899999999, 38.435445], [-89.66840499999999, 38.441151999999995], [-89.665273, 38.444694999999996], [-89.66269, 38.445304], [-89.65641, 38.44309], [-89.64473699999999, 38.441721], [-89.643739, 38.44405], [-89.64692699999999, 38.446062999999995], [-89.646182, 38.447773], [-89.63902499999999, 38.445223999999996], [-89.637135, 38.446708], [-89.638616, 38.4491], [-89.63802199999999, 38.44995], [-89.635975, 38.447758], [-89.63283799999999, 38.447739], [-89.634914, 38.450168999999995], [-89.633997, 38.452073999999996], [-89.63205599999999, 38.451999], [-89.630319, 38.449740999999996], [-89.62820699999999, 38.450465], [-89.626697, 38.454626999999995], [-89.62888, 38.463373], [-89.626249, 38.464231], [-89.62517, 38.463269], [-89.62541999999999, 38.460575], [-89.622565, 38.461131], [-89.620115, 38.463552], [-89.620379, 38.466498], [-89.616509, 38.467231999999996], [-89.614306, 38.472803], [-89.607309, 38.474959], [-89.602969, 38.474213], [-89.60032799999999, 38.476044], [-89.594145, 38.474990999999996], [-89.591651, 38.476436], [-89.588577, 38.475753999999995], [-89.579644, 38.480039], [-89.57763899999999, 38.483159], [-89.575735, 38.478135], [-89.574193, 38.477502], [-89.572975, 38.478643], [-89.574242, 38.48061], [-89.573279, 38.482541], [-89.568878, 38.481260999999996], [-89.565182, 38.482862999999995], [-89.56505399999999, 38.481153], [-89.56731099999999, 38.479341999999995], [-89.568236, 38.476137], [-89.560205, 38.477601], [-89.55909899999999, 38.475016], [-89.55712, 38.475519999999996], [-89.557847, 38.477624], [-89.552027, 38.478242], [-89.55106699999999, 38.477258], [-89.552115, 38.475702999999996], [-89.549379, 38.477052], [-89.546644, 38.474672999999996], [-89.540967, 38.474342], [-89.539701, 38.475722], [-89.54177899999999, 38.478687], [-89.539648, 38.480936], [-89.534273, 38.480664999999995], [-89.53110099999999, 38.479017], [-89.528161, 38.480869], [-89.52801699999999, 38.477255], [-89.524553, 38.47929], [-89.520045, 38.474827], [-89.516437, 38.473476], [-89.511693, 38.472514], [-89.50802499999999, 38.474686], [-89.504592, 38.473631999999995], [-89.501914, 38.474409], [-89.490085, 38.471686999999996], [-89.49297, 38.475505999999996], [-89.489944, 38.477520999999996], [-89.488952, 38.474295999999995], [-89.48391699999999, 38.473337], [-89.48275, 38.46883], [-89.481556, 38.468464999999995], [-89.478124, 38.471326], [-89.469512, 38.473251], [-89.467417, 38.476065999999996], [-89.461073, 38.477028], [-89.455253, 38.479729], [-89.45531199999999, 38.482726], [-89.44844499999999, 38.489270999999995], [-89.43455999999999, 38.490736], [-89.43421099999999, 38.494488], [-89.428185, 38.498903999999996], [-89.425331, 38.496158], [-89.417879, 38.494465], [-89.41066099999999, 38.487417], [-89.408216, 38.489018], [-89.405856, 38.495629], [-89.40149, 38.494256], [-89.402045, 38.489497], [-89.400502, 38.489131], [-89.395639, 38.490272999999995], [-89.398724, 38.492219], [-89.39834499999999, 38.494712], [-89.396307, 38.493797], [-89.393425, 38.495146], [-89.389029, 38.494229], [-89.38792199999999, 38.496997], [-89.38507, 38.494364999999995], [-89.382274, 38.497338], [-89.37947899999999, 38.496925], [-89.38078999999999, 38.495187], [-89.38006299999999, 38.49434], [-89.376887, 38.497015], [-89.377381, 38.498090999999995], [-89.37552099999999, 38.498044], [-89.375433, 38.499393999999995], [-89.372728, 38.500479], [-89.371714, 38.500049], [-89.372992, 38.497057999999996], [-89.371769, 38.496853], [-89.370025, 38.499551], [-89.36690899999999, 38.497999], [-89.36873899999999, 38.500479999999996], [-89.36513, 38.501008], [-89.36498499999999, 38.502792], [-89.367926, 38.503133999999996], [-89.36795699999999, 38.504940999999995], [-89.360824, 38.506294], [-89.361466, 38.507919], [-89.363911, 38.507093999999995], [-89.365979, 38.507985], [-89.363186, 38.510388999999996], [-89.35910799999999, 38.508812], [-89.35878799999999, 38.510871], [-89.360742, 38.515332], [-89.36001499999999, 38.516613], [-89.357073, 38.514922], [-89.35861799999999, 38.517002], [-89.35698699999999, 38.517986], [-89.35489, 38.516476999999995], [-89.35425, 38.517942], [-89.350872, 38.518584], [-89.34959099999999, 38.517761], [-89.35008499999999, 38.516343], [-89.34775599999999, 38.516641], [-89.345221, 38.514285], [-89.34679299999999, 38.513003], [-89.345918, 38.510211999999996], [-89.345337, 38.512454], [-89.342337, 38.510282], [-89.341144, 38.512433], [-89.33823199999999, 38.513371], [-89.337183, 38.512502], [-89.338231, 38.510968999999996], [-89.333688, 38.512251], [-89.328621, 38.510376], [-89.325739, 38.513351], [-89.325768, 38.511497], [-89.32274, 38.512755999999996], [-89.323118, 38.510650999999996], [-89.32110899999999, 38.510949], [-89.316391, 38.508638], [-89.31510999999999, 38.51143], [-89.31109099999999, 38.512344999999996], [-89.309985, 38.509553], [-89.30873299999999, 38.510926], [-89.30771399999999, 38.508798], [-89.307189, 38.510377], [-89.302967, 38.509599], [-89.299793, 38.51088], [-89.30130799999999, 38.508317], [-89.29813399999999, 38.509141], [-89.299328, 38.507562], [-89.29877499999999, 38.505938], [-89.295048, 38.506052], [-89.293593, 38.504906999999996], [-89.29426199999999, 38.507515999999995], [-89.292194, 38.50779], [-89.291525, 38.506004999999995], [-89.28904999999999, 38.505272999999995], [-89.28971899999999, 38.508476], [-89.28456399999999, 38.509367], [-89.284274, 38.506507], [-89.279876, 38.50781], [-89.28045999999999, 38.50582], [-89.279557, 38.505499], [-89.27693599999999, 38.507625999999995], [-89.276646, 38.504858], [-89.27309199999999, 38.507145], [-89.272453, 38.504422], [-89.271463, 38.505725], [-89.269571, 38.504855], [-89.27035599999999, 38.506685999999995], [-89.26569599999999, 38.507508], [-89.264122, 38.510253], [-89.260396, 38.507276999999995], [-89.25859, 38.508809], [-89.25698899999999, 38.508099], [-89.253785, 38.509333], [-89.25370099999999, 38.508147], [-89.143898, 38.503088], [-89.14741599999999, 38.212896], [-89.408845, 38.214642999999995], [-89.59279699999999, 38.219271]]]]}, "type": "Feature", "properties": {"geoid": "05000US17189", "name": "Washington County, IL"}}, {"geometry": {"type": "MultiPolygon", "coordinates": [[[[-90.51794, 39.789629999999995], [-90.483063, 39.78924], [-90.483385, 39.753434], [-90.371253, 39.753388], [-90.372969, 39.665780999999996], [-90.337812, 39.665583], [-90.338123, 39.63672], [-90.30066599999999, 39.636541], [-90.301801, 39.520192], [-90.58105499999999, 39.521727999999996], [-90.581767, 39.525881999999996], [-90.574356, 39.535191999999995], [-90.572293, 39.539166], [-90.57244299999999, 39.542997], [-90.574362, 39.546185], [-90.57661999999999, 39.559536], [-90.580666, 39.567105], [-90.582664, 39.574003], [-90.592092, 39.596683], [-90.598096, 39.604760999999996], [-90.604884, 39.619749999999996], [-90.607351, 39.628695], [-90.607394, 39.635508], [-90.608871, 39.640287], [-90.61635299999999, 39.650372], [-90.617919, 39.654162], [-90.62364099999999, 39.661094], [-90.62870699999999, 39.669332], [-90.63349099999999, 39.673007999999996], [-90.644488, 39.693110999999995], [-90.646112, 39.698291], [-90.64575099999999, 39.704594], [-90.64098399999999, 39.717425999999996], [-90.628422, 39.729485], [-90.619552, 39.743254], [-90.611246, 39.758551], [-90.60763399999999, 39.763873], [-90.606247, 39.768431], [-90.607447, 39.772929999999995], [-90.606931, 39.776376], [-90.599105, 39.79006], [-90.51794, 39.789629999999995]]]]}, "type": "Feature", "properties": {"geoid": "05000US17171", "name": "Scott County, IL"}}, {"geometry": {"type": "MultiPolygon", "coordinates": [[[[-88.023341, 38.849726], [-87.908113, 38.850107], [-87.909847, 38.589994999999995], [-87.910258, 38.575074], [-87.912351, 38.569908999999996], [-88.02396999999999, 38.570552], [-88.147773, 38.569039], [-88.148044, 38.597988], [-88.253851, 38.599502], [-88.253136, 38.600498], [-88.251269, 38.599719], [-88.24873199999999, 38.601503], [-88.25216999999999, 38.603885], [-88.25193499999999, 38.605213], [-88.257622, 38.607046], [-88.26010199999999, 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37.290065999999996], [-89.203356, 37.306757], [-89.205882, 37.317242], [-89.208873, 37.318909], [-89.206623, 37.321168], [-89.20701199999999, 37.321988], [-89.209575, 37.323403], [-89.21149, 37.322739], [-89.21561799999999, 37.324463], [-89.217129, 37.327137], [-89.21959299999999, 37.327515], [-89.222218, 37.329460999999995], [-89.22171399999999, 37.33104], [-89.222867, 37.332184], [-89.243803, 37.331669], [-89.24843899999999, 37.335108999999996], [-89.099277, 37.333556], [-89.044787, 37.329845999999996], [-89.04458799999999, 37.294163], [-89.031646, 37.298564999999996], [-89.021611, 37.306661]]]]}, "type": "Feature", "properties": {"geoid": "05000US17153", "name": "Pulaski County, IL"}}, {"geometry": {"type": "MultiPolygon", "coordinates": [[[[-90.037105, 38.658449], [-90.181615, 38.660368999999996], [-90.187806, 38.677589999999995], [-90.1941, 38.685936999999996], [-90.20602099999999, 38.697404], [-90.21024, 38.704401], [-90.21298, 38.711988], [-90.20991, 38.72605], 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[[[[-88.199086, 42.314062], [-88.199535, 42.495132], [-87.981324, 42.494928], [-87.793371, 42.49172], [-87.01993499999999, 42.493497999999995], [-87.111162, 42.149409], [-87.721762, 42.153425999999996], [-87.76292199999999, 42.152293], [-88.199584, 42.15426], [-88.199086, 42.314062]]]]}, "type": "Feature", "properties": {"geoid": "05000US17097", "name": "Lake County, IL"}}, {"geometry": {"type": "MultiPolygon", "coordinates": [[[[-89.978096, 42.196828], [-89.875051, 42.196373], [-89.688486, 42.199112], [-89.684694, 42.025932999999995], [-89.686549, 41.937492999999996], [-89.685366, 41.93034], [-89.976404, 41.931218], [-90.15198, 41.928917], [-90.1516, 41.931002], [-90.152659, 41.933057999999996], [-90.16384699999999, 41.944933999999996], [-90.16493899999999, 41.948861], [-90.164135, 41.956178], [-90.16214099999999, 41.961293], [-90.15382799999999, 41.974121], [-90.146225, 41.981328999999995], [-90.146033, 41.988139], [-90.140613, 41.995999], [-90.140061, 42.003251999999996], [-90.14230599999999, 42.011838999999995], [-90.148096, 42.020013999999996], [-90.151579, 42.030632999999995], [-90.164485, 42.042105], [-90.165294, 42.050973], [-90.16685299999999, 42.05491], [-90.165555, 42.062638], [-90.168358, 42.075779], [-90.163405, 42.087613], [-90.161779, 42.096835999999996], [-90.161326, 42.109721], [-90.16289499999999, 42.116718], [-90.17040999999999, 42.125021], [-90.190452, 42.125779], [-90.19734199999999, 42.128163], [-90.201404, 42.130936999999996], [-90.20536, 42.139078999999995], [-90.20826, 42.15099], [-90.216107, 42.156729999999996], [-90.250129, 42.171468999999995], [-90.26908, 42.1745], [-90.282173, 42.178846], [-90.298442, 42.187576], [-90.317949, 42.193909], [-90.160191, 42.196827], [-89.978096, 42.196828]]]]}, "type": "Feature", "properties": {"geoid": "05000US17015", "name": "Carroll County, IL"}}]}

When loaded into QGIS, this GeoJSON forms a county map of Illinois:

s

California

Likewise, California has a FIPS code of 06 (via http://www.census.gov/geo/reference/ansi_statetables.html), so we can get county boundaries in California with the command:

$ curl "https://api.censusreporter.org/1.0/geo/show/tiger2016?geo_ids=050|04000US06"

This results in the following map:

Using Python

My ultimate goal was to create a map from census data, which is a multi-step process requiring several REST URL calls and complicated parsing of the hierarchically-organized data. Fortunately, Python is perfectly equipped to handle all of this, particularly since everything is happening in JSON format, and JSON can be handled using Python's built-in dictionary type.

The Census Reporter API can help me turn a place (state, county, etc.) into a geographic ID. This geographic ID can then be used to request and parse different census data tables. The calls to the API can be made using Python's urllib2 library, will return JSON. The JSON can be turned into dictionaries using the Python JSON library.

Extracting Location Data

Here is an example Python code that populates geographic IDs and corresponding names for counties in California:

import json
import urllib2

class CaliforniaCounties(object):
    """
    Populates information for California counties
    """

    def __init__(self):
        pass

    def populate(self):

        ca_counties_url = "https://api.censusreporter.org/1.0/geo/show/tiger2016?geo_ids=050|04000US06"

        ca_counties = json.load(urllib2.urlopen(ca_counties_url))
        self.county_data = ca_counties['features']
        # 58 elements, one for each county

        self.county_geoids = [county['properties']['geoid'] for county in self.county_data]
        self.county_names  = [county['properties']['name']  for county in self.county_data]

Now, the geographic IDs and county names can be used to populate name information in a new GeoJSON file.

Parsing Table Data

The second step of creating maps visualizing census data is the real meat of the problem: getting the actual census data!

The census data layout and organization can be intimidating at first, but becomes straightforward with a few examples.

The Census Reporter's show data URL is how you extract census data from the Census Reporter API. You'll need two things: a list of geoids, and a table id. Let's worry about the problem of finding a table ID later, and for now we'll use the example of table ID B08122 (Means of Transportation to Work by Poverty Status in the Past 12 Months).

The Census Reporter URL for getting data about this table looks like this:

url = "https://api.censusreporter.org/1.0/data/show/latest?table_ids="+table_id+"&geo_ids=050|04000US06"

where, as before, the geo_ids that is passed is shorthand for "all counties in California".

Here's how we request that information, continuing the CaliforniaCounties object defined above:

    def lookup_table(self,table_id):

        url = "https://api.censusreporter.org/1.0/data/show/latest?table_ids="+table_id+"&geo_ids=050|04000US06"
        
        results = json.load(urllib2.urlopen(url))

        # print out table titles:
        z = json.dumps( results['tables'], sort_keys=True, indent=4,separators=(',',': ') )
        print z

        # print out table data (for one county)
        y = json.dumps( results['data'][self.county_geoids[3]], sort_keys=True, indent=4, separators=(',',': ') )
        print y

Table Headers and Data

Here is what the headers and data contained in a census data table looks like. You can see that the information is stored hierarchically in nested dictionaries. It may not necessarily contain the final quantity that we're interested in - we may want a percentage, for example, in addition to absolute quantities.

Each table (B08122) has its set of columns, numbered sequentially (B08122001, B08122002, etc.). Because the JSON consists of nested Python dictionaries, it is very easy to parse this information. First, the titles:

        # table titles:
        z = json.dumps( results['tables'], sort_keys=True, indent=4,separators=(',',': ') )
        print z

{ "B08122": { "columns": { "B08122001": { "indent": 0, "name": "Total:" }, "B08122002": { "indent": 2, "name": "Below 100 percent of the poverty level" }, "B08122003": { "indent": 2, "name": "100 to 149 percent of the poverty level" }, "B08122004": { "indent": 2, "name": "At or above 150 percent of the poverty level" }, "B08122005": { "indent": 1, "name": "Car, truck, or van - drove alone:" }, "B08122006": { "indent": 2, "name": "Below 100 percent of the poverty level" }, "B08122007": { "indent": 2, "name": "100 to 149 percent of the poverty level" }, "B08122008": { "indent": 2, "name": "At or above 150 percent of the poverty level" }, "B08122009": { "indent": 1, "name": "Car, truck, or van - carpooled:" }, "B08122010": { "indent": 2, "name": "Below 100 percent of the poverty level" }, "B08122011": { "indent": 2, "name": "100 to 149 percent of the poverty level" }, "B08122012": { "indent": 2, "name": "At or above 150 percent of the poverty level" }, "B08122013": { "indent": 1, "name": "Public transportation (excluding taxicab):" }, "B08122014": { "indent": 2, "name": "Below 100 percent of the poverty level" }, "B08122015": { "indent": 2, "name": "100 to 149 percent of the poverty level" }, "B08122016": { "indent": 2, "name": "At or above 150 percent of the poverty level" }, "B08122017": { "indent": 1, "name": "Walked:" }, "B08122018": { "indent": 2, "name": "Below 100 percent of the poverty level" }, "B08122019": { "indent": 2, "name": "100 to 149 percent of the poverty level" }, "B08122020": { "indent": 2, "name": "At or above 150 percent of the poverty level" }, "B08122021": { "indent": 1, "name": "Taxicab, motorcycle, bicycle, or other means:" }, "B08122022": { "indent": 2, "name": "Below 100 percent of the poverty level" }, "B08122023": { "indent": 2, "name": "100 to 149 percent of the poverty level" }, "B08122024": { "indent": 2, "name": "At or above 150 percent of the poverty level" }, "B08122025": { "indent": 1, "name": "Worked at home:" }, "B08122026": { "indent": 2, "name": "Below 100 percent of the poverty level" }, "B08122027": { "indent": 2, "name": "100 to 149 percent of the poverty level" }, "B08122028": { "indent": 2, "name": "At or above 150 percent of the poverty level" } }, "denominator_column_id": "B08122001", "title": "Means of Transportation to Work by Poverty Status in the Past 12 Months", "universe": "Workers 16 Years and Over for Whom Poverty Status Is Determined" } }

Next, the data itself consists of 58 different data containers (dictionaries), corresponding to 58 California counties.

        y = json.dumps( results['data'][self.county_geoids[3]], sort_keys=True, indent=4, separators=(',',': ') )
        print y

{ "B08122": { "error": { "B08122001": 862.0, "B08122002": 428.0, "B08122003": 661.0, "B08122004": 1031.0, "B08122005": 933.0, "B08122006": 341.0, "B08122007": 501.0, "B08122008": 884.0, "B08122009": 508.0, "B08122010": 188.0, "B08122011": 224.0, "B08122012": 433.0, "B08122013": 124.0, "B08122014": 78.0, "B08122015": 86.0, "B08122016": 51.0, "B08122017": 391.0, "B08122018": 131.0, "B08122019": 64.0, "B08122020": 375.0, "B08122021": 222.0, "B08122022": 32.0, "B08122023": 49.0, "B08122024": 212.0, "B08122025": 405.0, "B08122026": 112.0, "B08122027": 155.0, "B08122028": 379.0 }, "estimate": { "B08122001": 35910.0, "B08122002": 3537.0, "B08122003": 3564.0, "B08122004": 28809.0, "B08122005": 25960.0, "B08122006": 2228.0, "B08122007": 2426.0, "B08122008": 21306.0, "B08122009": 4213.0, "B08122010": 671.0, "B08122011": 604.0, "B08122012": 2938.0, "B08122013": 212.0, "B08122014": 59.0, "B08122015": 79.0, "B08122016": 74.0, "B08122017": 2064.0, "B08122018": 268.0, "B08122019": 157.0, "B08122020": 1639.0, "B08122021": 690.0, "B08122022": 38.0, "B08122023": 33.0, "B08122024": 619.0, "B08122025": 2771.0, "B08122026": 273.0, "B08122027": 265.0, "B08122028": 2233.0 } } }

Creating GeoJSON in Python

The next piece of the puzzle is, how to create a GeoJSON file with Python.

Fortunately, this is very straightforward: we'll let the Census Reporter API do all the hard work of creating all the GeoJSON for each of California's 58 counties, and then we'll do some calculations for each county and insert the new information in the GeoJSON that Census Reporter returned.

Once we output all of this GeoJSON to a file, it will add new properties to each county that we can use to visualize data, control map styles, etc.

California County Information

Start by grabbing information about CA counties:

class CaliforniaCounties(object):
    """
    Populates information for California counties
    """

    def __init__(self):
        pass

    def populate(self):

        ca_counties_url = "http://api.censusreporter.org/1.0/geo/show/tiger2013?geo_ids=050|04000US06"

        ca_counties = json.load(urllib2.urlopen(ca_counties_url))
        self.county_data = ca_counties['features']
        # 58 elements, one for each county

        self.county_geoids = [county['properties']['geoid'] for county in self.county_data]
        self.county_names  = [county['properties']['name']  for county in self.county_data]

    def lookup_table(self,table_id):

        url = "http://api.censusreporter.org/1.0/data/show/latest?table_ids="+table_id+"&geo_ids=050|04000US06"

        results = json.load(urllib2.urlopen(url))

        return results

Getting County GeoJSON

Next, define a way to get GeoJSON information for all of the counties:

    def get_counties_geojson(self):

        url = "https://api.censusreporter.org/1.0/geo/show/tiger2016?geo_ids=050|04000US06"

        results = json.load(urllib2.urlopen(url))

        self.county_geojson = results

        return self.county_geojson

Modify GeoJSON

Now we can grab the GeoJSON and modify it to make our own new GeoJSON file.

if __name__=="__main__":

    ca = CaliforniaCounties()
    ca.populate()

    results = ca.lookup_table("B08122")
    counties = ca.get_counties_geojson()
    n_counties = len(counties['features'])
    county_names = [f['properties']['name'] for f in counties['features']]

    for ii,conty_names in enumerate(county_names):

        derived_quantity = np.random.rand()*10

        counties['features'][ii]['properties']['derived_quantity'] = derived_quantity



    with open('ca_derived_quantity.geojson','w') as f:
        f.write( json.dumps(counties) )

    print "bing! all done!"

Now we can use the resulting GeoJSON file in our maps!

Links

Link to this script on Github: https://github.com/charlesreid1/a-shrubbery/blob/master/census/old_california/CACounties.py

Link to GeoJSON file on Github: https://github.com/charlesreid1/a-shrubbery/blob/master/census/old_california/ca_derived_quantity.geojson