{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Using `cenpy` to analyze Segregation in US Cities\n", "\n", "*Levi John Wolf*\n", "\n", "University of Bristol\n", "\n", "levi.john.wolf@bristol.ac.uk" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`cenpy` makes it dead simple to fetch demographic data. It works by automatically *discovering* different data products made available by the US Census Bureau, *exposing* these data products in a consistent pythonic fashion, and then *wrangling* the data into a clean `geopandas` dataframe. This is useful in the analysis of segregation in American cities. It's often difficult to do large-scale demographic analysis because demographic data at sufficiently fine-grained spatial resolution is hard to get and process over a large geographic extent. A few cities in a few states rapidly becomes a difficult analytical task. With `cenpy`, though, this becomes easy. \n", "\n", "Further, the new `segregation` package allows for the computation and comparison of segregation measures in different urban systems. While it's often easy to compute a single measure of segregation, it's difficult to conduct *inference* on that measure. Thus, we can easily figure out *how* segregated a place is, but not figure out the intrinsic uncertainty in that estimated segregation measure. Further, *comparing* segregation indices between places or across time should consider this uncertainty. \n", "\n", "Fortunately, using `cenpy` and `segregation` packages in Python, we can conduct fast analyses to examine how segregation changes over time or between cities. Below, I'll walk through an example of how you can examine changes in the segregation of Hispanic populations over time in Phoenix and comparison of segregation between Phoenix and Austin. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Importing packages" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First, the packages we need are `cenpy` and `segregation`. But, to help get a sense of what the areas look like, I use `contextily`, a simple package to request basemap tiles to use in matplotlib plots. " ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import cenpy\n", "import segregation\n", "import contextily\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Cenpy has two different ways it can be used. The new `product` API focus on using geographical names to make querying [as simple as possible](https://nbviewer.jupyter.org/gist/ljwolf/3481aeadf1b0fbb46b72553a08bfc4e6?flush_cache=true). But, because it requires a little more prior knowledge about how queries should be formed, there are a limited number of data products that are supported. The 5-year ACS and 2010 Decennial census are supported. By default, the most recent 5-year ACS is fetched. " ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "acs = cenpy.products.ACS()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Once the product is built, it has a few useful attributes. All of the *variables*, or columns in the Census's database, are contained within the dataframe `variables`:" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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AIRESNaNNaNN/AGeography0NaNNaNNaNNaN
ANRCNaNNaNN/AGeography0NaNNaNNaNNaN
B00001_001EB00001_001EAUNWEIGHTED SAMPLE COUNT OF THE POPULATIONB00001Estimate!!Total0NaNintNaNNaN
B00002_001EB00002_001EAUNWEIGHTED SAMPLE HOUSING UNITSB00002Estimate!!Total0NaNintNaNNaN
B01001A_001EB01001A_001M,B01001A_001MA,B01001A_001EASEX BY AGE (WHITE ALONE)B01001AEstimate!!Total0NaNintNaNNaN
B01001A_002EB01001A_002M,B01001A_002MA,B01001A_002EASEX BY AGE (WHITE ALONE)B01001AEstimate!!Total!!Male0NaNintNaNNaN
B01001A_003EB01001A_003M,B01001A_003MA,B01001A_003EASEX BY AGE (WHITE ALONE)B01001AEstimate!!Total!!Male!!Under 5 years0NaNintNaNNaN
B01001A_004EB01001A_004M,B01001A_004MA,B01001A_004EASEX BY AGE (WHITE ALONE)B01001AEstimate!!Total!!Male!!5 to 9 years0NaNintNaNNaN
B01001A_005EB01001A_005M,B01001A_005MA,B01001A_005EASEX BY AGE (WHITE ALONE)B01001AEstimate!!Total!!Male!!10 to 14 years0NaNintNaNNaN
B01001A_006EB01001A_006M,B01001A_006MA,B01001A_006EASEX BY AGE (WHITE ALONE)B01001AEstimate!!Total!!Male!!15 to 17 years0NaNintNaNNaN
B01001A_007EB01001A_007M,B01001A_007MA,B01001A_007EASEX BY AGE (WHITE ALONE)B01001AEstimate!!Total!!Male!!18 and 19 years0NaNintNaNNaN
B01001A_008EB01001A_008M,B01001A_008MA,B01001A_008EASEX BY AGE (WHITE ALONE)B01001AEstimate!!Total!!Male!!20 to 24 years0NaNintNaNNaN
B01001A_009EB01001A_009M,B01001A_009MA,B01001A_009EASEX BY AGE (WHITE ALONE)B01001AEstimate!!Total!!Male!!25 to 29 years0NaNintNaNNaN
B01001A_010EB01001A_010M,B01001A_010MA,B01001A_010EASEX BY AGE (WHITE ALONE)B01001AEstimate!!Total!!Male!!30 to 34 years0NaNintNaNNaN
B01001A_011EB01001A_011M,B01001A_011MA,B01001A_011EASEX BY AGE (WHITE ALONE)B01001AEstimate!!Total!!Male!!35 to 44 years0NaNintNaNNaN
B01001A_012EB01001A_012M,B01001A_012MA,B01001A_012EASEX BY AGE (WHITE ALONE)B01001AEstimate!!Total!!Male!!45 to 54 years0NaNintNaNNaN
B01001A_013EB01001A_013M,B01001A_013MA,B01001A_013EASEX BY AGE (WHITE ALONE)B01001AEstimate!!Total!!Male!!55 to 64 years0NaNintNaNNaN
B01001A_014EB01001A_014M,B01001A_014MA,B01001A_014EASEX BY AGE (WHITE ALONE)B01001AEstimate!!Total!!Male!!65 to 74 years0NaNintNaNNaN
B01001A_015EB01001A_015M,B01001A_015MA,B01001A_015EASEX BY AGE (WHITE ALONE)B01001AEstimate!!Total!!Male!!75 to 84 years0NaNintNaNNaN
B01001A_016EB01001A_016M,B01001A_016MA,B01001A_016EASEX BY AGE (WHITE ALONE)B01001AEstimate!!Total!!Male!!85 years and over0NaNintNaNNaN
B01001A_017EB01001A_017M,B01001A_017MA,B01001A_017EASEX BY AGE (WHITE ALONE)B01001AEstimate!!Total!!Female0NaNintNaNNaN
B01001A_018EB01001A_018M,B01001A_018MA,B01001A_018EASEX BY AGE (WHITE ALONE)B01001AEstimate!!Total!!Female!!Under 5 years0NaNintNaNNaN
B01001A_019EB01001A_019M,B01001A_019MA,B01001A_019EASEX BY AGE (WHITE ALONE)B01001AEstimate!!Total!!Female!!5 to 9 years0NaNintNaNNaN
B01001A_020EB01001A_020M,B01001A_020MA,B01001A_020EASEX BY AGE (WHITE ALONE)B01001AEstimate!!Total!!Female!!10 to 14 years0NaNintNaNNaN
B01001A_021EB01001A_021M,B01001A_021MA,B01001A_021EASEX BY AGE (WHITE ALONE)B01001AEstimate!!Total!!Female!!15 to 17 years0NaNintNaNNaN
B01001A_022EB01001A_022M,B01001A_022MA,B01001A_022EASEX BY AGE (WHITE ALONE)B01001AEstimate!!Total!!Female!!18 and 19 years0NaNintNaNNaN
B01001A_023EB01001A_023M,B01001A_023MA,B01001A_023EASEX BY AGE (WHITE ALONE)B01001AEstimate!!Total!!Female!!20 to 24 years0NaNintNaNNaN
B01001A_024EB01001A_024M,B01001A_024MA,B01001A_024EASEX BY AGE (WHITE ALONE)B01001AEstimate!!Total!!Female!!25 to 29 years0NaNintNaNNaN
..............................
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GEO_IDNAMEALLOCATION OF EDUCATIONAL ATTAINMENT FOR THE P...B17015,B18104,B17016,B18105,B17017,B18106,B170...Geography0NaNstringNaNNaN
METDIVNaNNaNN/AGeography0NaNNaNNaNNaN
NATIONNaNNaNN/AGeography0NaNNaNNaNNaN
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NECTADIVNaNNaNN/AGeography0NaNNaNNaNNaN
PLACENaNNaNN/AGeography0NaNNaNNaNNaN
PLACEREMNaNNaNN/AGeography0NaNNaNNaNNaN
PRINCITYNaNNaNN/AGeography0NaNNaNNaNNaN
PUMA5NaNNaNN/AGeography0NaNNaNNaNNaN
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SDELMNaNNaNN/AGeography0NaNNaNNaNNaN
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25110 rows × 9 columns

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B01001A_014M,B01001A_014MA,B01001A_014EA \n", "B01001A_015E B01001A_015M,B01001A_015MA,B01001A_015EA \n", "B01001A_016E B01001A_016M,B01001A_016MA,B01001A_016EA \n", "B01001A_017E B01001A_017M,B01001A_017MA,B01001A_017EA \n", "B01001A_018E B01001A_018M,B01001A_018MA,B01001A_018EA \n", "B01001A_019E B01001A_019M,B01001A_019MA,B01001A_019EA \n", "B01001A_020E B01001A_020M,B01001A_020MA,B01001A_020EA \n", "B01001A_021E B01001A_021M,B01001A_021MA,B01001A_021EA \n", "B01001A_022E B01001A_022M,B01001A_022MA,B01001A_022EA \n", "B01001A_023E B01001A_023M,B01001A_023MA,B01001A_023EA \n", "B01001A_024E B01001A_024M,B01001A_024MA,B01001A_024EA \n", "... ... \n", "COUSUB NaN \n", "CSA NaN \n", "DIVISION NaN \n", "GEOCOMP NaN \n", "GEO_ID NAME \n", "METDIV NaN \n", "NATION NaN \n", "NECTA NaN \n", "NECTADIV NaN \n", "PLACE NaN \n", "PLACEREM NaN \n", "PRINCITY NaN \n", "PUMA5 NaN \n", "REGION NaN \n", "SDELM NaN \n", "SDSEC NaN \n", "SDUNI NaN \n", "SLDL NaN \n", "SLDU NaN \n", "STATE NaN \n", "SUBMCD NaN \n", "TRACT NaN \n", "TRIBALBG NaN \n", "TRIBALCT NaN \n", "TRISUBREM NaN \n", "UA NaN \n", "ZCTA NaN \n", "for NaN \n", "in NaN \n", "ucgid NaN \n", "\n", " concept \\\n", "AIANHH NaN \n", "AIHHTL NaN \n", "AIRES NaN \n", "ANRC NaN \n", "B00001_001E UNWEIGHTED SAMPLE COUNT OF THE POPULATION \n", "B00002_001E UNWEIGHTED SAMPLE HOUSING UNITS \n", "B01001A_001E SEX BY AGE (WHITE ALONE) \n", "B01001A_002E SEX BY AGE (WHITE ALONE) \n", "B01001A_003E SEX BY AGE (WHITE ALONE) \n", "B01001A_004E SEX BY AGE (WHITE ALONE) \n", "B01001A_005E SEX BY AGE (WHITE ALONE) \n", "B01001A_006E SEX BY AGE (WHITE ALONE) \n", "B01001A_007E SEX BY AGE (WHITE ALONE) \n", "B01001A_008E SEX BY AGE (WHITE ALONE) \n", "B01001A_009E SEX BY AGE (WHITE ALONE) \n", "B01001A_010E SEX BY AGE (WHITE ALONE) \n", "B01001A_011E SEX BY AGE (WHITE ALONE) \n", "B01001A_012E SEX BY AGE (WHITE ALONE) \n", "B01001A_013E SEX BY AGE (WHITE ALONE) \n", "B01001A_014E SEX BY AGE (WHITE ALONE) \n", "B01001A_015E SEX BY AGE (WHITE ALONE) \n", "B01001A_016E SEX BY AGE (WHITE ALONE) \n", "B01001A_017E SEX BY AGE (WHITE ALONE) \n", "B01001A_018E SEX BY AGE (WHITE ALONE) \n", "B01001A_019E SEX BY AGE (WHITE ALONE) \n", "B01001A_020E SEX BY AGE (WHITE ALONE) \n", "B01001A_021E SEX BY AGE (WHITE ALONE) \n", "B01001A_022E SEX BY AGE (WHITE ALONE) \n", "B01001A_023E SEX BY AGE (WHITE ALONE) \n", "B01001A_024E SEX BY AGE (WHITE ALONE) \n", "... ... \n", "COUSUB NaN \n", "CSA NaN \n", "DIVISION NaN \n", "GEOCOMP NaN \n", "GEO_ID ALLOCATION OF EDUCATIONAL ATTAINMENT FOR THE P... \n", "METDIV NaN \n", "NATION NaN \n", "NECTA NaN \n", "NECTADIV NaN \n", "PLACE NaN \n", "PLACEREM NaN \n", "PRINCITY NaN \n", "PUMA5 NaN \n", "REGION NaN \n", "SDELM NaN \n", "SDSEC NaN \n", "SDUNI NaN \n", "SLDL NaN \n", "SLDU NaN \n", "STATE NaN \n", "SUBMCD NaN \n", "TRACT NaN \n", "TRIBALBG NaN \n", "TRIBALCT NaN \n", "TRISUBREM NaN \n", "UA NaN \n", "ZCTA NaN \n", "for Census API Geography Specification \n", "in Census API Geography Specification \n", "ucgid Census API Geography Specification \n", "\n", " group \\\n", "AIANHH N/A \n", "AIHHTL N/A \n", "AIRES N/A \n", "ANRC N/A \n", "B00001_001E B00001 \n", "B00002_001E B00002 \n", "B01001A_001E B01001A \n", "B01001A_002E B01001A \n", "B01001A_003E B01001A \n", "B01001A_004E B01001A \n", "B01001A_005E B01001A \n", "B01001A_006E B01001A \n", "B01001A_007E B01001A \n", "B01001A_008E B01001A \n", "B01001A_009E B01001A \n", "B01001A_010E B01001A \n", "B01001A_011E B01001A \n", "B01001A_012E B01001A \n", "B01001A_013E B01001A \n", "B01001A_014E B01001A \n", "B01001A_015E B01001A \n", "B01001A_016E B01001A \n", "B01001A_017E B01001A \n", "B01001A_018E B01001A \n", "B01001A_019E B01001A \n", "B01001A_020E B01001A \n", "B01001A_021E B01001A \n", "B01001A_022E B01001A \n", "B01001A_023E B01001A \n", "B01001A_024E B01001A \n", "... ... \n", "COUSUB N/A \n", "CSA N/A \n", "DIVISION N/A \n", "GEOCOMP N/A \n", "GEO_ID B17015,B18104,B17016,B18105,B17017,B18106,B170... \n", "METDIV N/A \n", "NATION N/A \n", "NECTA N/A \n", "NECTADIV N/A \n", "PLACE N/A \n", "PLACEREM N/A \n", "PRINCITY N/A \n", "PUMA5 N/A \n", "REGION N/A \n", "SDELM N/A \n", "SDSEC N/A \n", "SDUNI N/A \n", "SLDL N/A \n", "SLDU N/A \n", "STATE N/A \n", "SUBMCD N/A \n", "TRACT N/A \n", "TRIBALBG N/A \n", "TRIBALCT N/A \n", "TRISUBREM N/A \n", "UA N/A \n", "ZCTA N/A \n", "for N/A \n", "in N/A \n", "ucgid N/A \n", "\n", " label limit predicateOnly \\\n", "AIANHH Geography 0 NaN \n", "AIHHTL Geography 0 NaN \n", "AIRES Geography 0 NaN \n", "ANRC Geography 0 NaN \n", "B00001_001E Estimate!!Total 0 NaN \n", "B00002_001E Estimate!!Total 0 NaN \n", "B01001A_001E Estimate!!Total 0 NaN \n", "B01001A_002E Estimate!!Total!!Male 0 NaN \n", "B01001A_003E Estimate!!Total!!Male!!Under 5 years 0 NaN \n", "B01001A_004E Estimate!!Total!!Male!!5 to 9 years 0 NaN \n", "B01001A_005E Estimate!!Total!!Male!!10 to 14 years 0 NaN \n", "B01001A_006E Estimate!!Total!!Male!!15 to 17 years 0 NaN \n", "B01001A_007E Estimate!!Total!!Male!!18 and 19 years 0 NaN \n", "B01001A_008E Estimate!!Total!!Male!!20 to 24 years 0 NaN \n", "B01001A_009E Estimate!!Total!!Male!!25 to 29 years 0 NaN \n", "B01001A_010E Estimate!!Total!!Male!!30 to 34 years 0 NaN \n", "B01001A_011E Estimate!!Total!!Male!!35 to 44 years 0 NaN \n", "B01001A_012E Estimate!!Total!!Male!!45 to 54 years 0 NaN \n", "B01001A_013E Estimate!!Total!!Male!!55 to 64 years 0 NaN \n", "B01001A_014E Estimate!!Total!!Male!!65 to 74 years 0 NaN \n", "B01001A_015E Estimate!!Total!!Male!!75 to 84 years 0 NaN \n", "B01001A_016E Estimate!!Total!!Male!!85 years and over 0 NaN \n", "B01001A_017E Estimate!!Total!!Female 0 NaN \n", "B01001A_018E Estimate!!Total!!Female!!Under 5 years 0 NaN \n", "B01001A_019E Estimate!!Total!!Female!!5 to 9 years 0 NaN \n", "B01001A_020E Estimate!!Total!!Female!!10 to 14 years 0 NaN \n", "B01001A_021E Estimate!!Total!!Female!!15 to 17 years 0 NaN \n", "B01001A_022E Estimate!!Total!!Female!!18 and 19 years 0 NaN \n", "B01001A_023E Estimate!!Total!!Female!!20 to 24 years 0 NaN \n", "B01001A_024E Estimate!!Total!!Female!!25 to 29 years 0 NaN \n", "... ... ... ... \n", "COUSUB Geography 0 NaN \n", "CSA Geography 0 NaN \n", "DIVISION Geography 0 NaN \n", "GEOCOMP Geographic Component code 0 NaN \n", "GEO_ID Geography 0 NaN \n", "METDIV Geography 0 NaN \n", "NATION Geography 0 NaN \n", "NECTA Geography 0 NaN \n", "NECTADIV Geography 0 NaN \n", "PLACE Geography 0 NaN \n", "PLACEREM Geography 0 NaN \n", "PRINCITY Geography 0 NaN \n", "PUMA5 Geography 0 NaN \n", "REGION Geography 0 NaN \n", "SDELM Geography 0 NaN \n", "SDSEC Geography 0 NaN \n", "SDUNI Geography 0 NaN \n", "SLDL Geography 0 NaN \n", "SLDU Geography 0 NaN \n", "STATE Geography 0 NaN \n", "SUBMCD Geography 0 NaN \n", "TRACT Geography 0 NaN \n", "TRIBALBG Geography 0 NaN \n", "TRIBALCT Geography 0 NaN \n", "TRISUBREM Geography 0 NaN \n", "UA Geography 0 NaN \n", "ZCTA Geography 0 NaN \n", "for Census API FIPS 'for' clause 0 True \n", "in Census API FIPS 'in' clause 0 True \n", "ucgid Uniform Census Geography Identifier clause 0 True \n", "\n", " predicateType required \\\n", "AIANHH NaN NaN \n", "AIHHTL NaN NaN \n", "AIRES NaN NaN \n", "ANRC NaN NaN \n", "B00001_001E int NaN \n", "B00002_001E int NaN \n", "B01001A_001E int NaN \n", "B01001A_002E int NaN \n", "B01001A_003E int NaN \n", "B01001A_004E int NaN \n", "B01001A_005E int NaN \n", "B01001A_006E int NaN \n", "B01001A_007E int NaN \n", "B01001A_008E int NaN \n", "B01001A_009E int NaN \n", "B01001A_010E int NaN \n", "B01001A_011E int NaN \n", "B01001A_012E int NaN \n", "B01001A_013E int NaN \n", "B01001A_014E int NaN \n", "B01001A_015E int NaN \n", "B01001A_016E int NaN \n", "B01001A_017E int NaN \n", "B01001A_018E int NaN \n", "B01001A_019E int NaN \n", "B01001A_020E int NaN \n", "B01001A_021E int NaN \n", "B01001A_022E int NaN \n", "B01001A_023E int NaN \n", "B01001A_024E int NaN \n", "... ... ... \n", "COUSUB NaN NaN \n", "CSA NaN NaN \n", "DIVISION NaN NaN \n", "GEOCOMP string default displayed \n", "GEO_ID string NaN \n", "METDIV NaN NaN \n", "NATION NaN NaN \n", "NECTA NaN NaN \n", "NECTADIV NaN NaN \n", "PLACE NaN NaN \n", "PLACEREM NaN NaN \n", "PRINCITY NaN NaN \n", "PUMA5 NaN NaN \n", "REGION NaN NaN \n", "SDELM NaN NaN \n", "SDSEC NaN NaN \n", "SDUNI NaN NaN \n", "SLDL NaN NaN \n", "SLDU NaN NaN \n", "STATE NaN NaN \n", "SUBMCD NaN NaN \n", "TRACT NaN NaN \n", "TRIBALBG NaN NaN \n", "TRIBALCT NaN NaN \n", "TRISUBREM NaN NaN \n", "UA NaN NaN \n", "ZCTA NaN NaN \n", "for fips-for NaN \n", "in fips-in NaN \n", "ucgid ucgid NaN \n", "\n", " values \n", "AIANHH NaN \n", "AIHHTL NaN \n", "AIRES NaN \n", "ANRC NaN \n", "B00001_001E NaN \n", "B00002_001E NaN \n", "B01001A_001E NaN \n", "B01001A_002E NaN \n", "B01001A_003E NaN \n", "B01001A_004E NaN \n", "B01001A_005E NaN \n", "B01001A_006E NaN \n", "B01001A_007E NaN \n", "B01001A_008E NaN \n", "B01001A_009E NaN \n", "B01001A_010E NaN \n", "B01001A_011E NaN \n", "B01001A_012E NaN \n", "B01001A_013E NaN \n", "B01001A_014E NaN \n", "B01001A_015E NaN \n", "B01001A_016E NaN \n", "B01001A_017E NaN \n", "B01001A_018E NaN \n", "B01001A_019E NaN \n", "B01001A_020E NaN \n", "B01001A_021E NaN \n", "B01001A_022E NaN \n", "B01001A_023E NaN \n", "B01001A_024E NaN \n", "... ... \n", "COUSUB NaN \n", "CSA NaN \n", "DIVISION NaN \n", "GEOCOMP {'item': {'R1': 'Not in an offshore area', 'S0... \n", "GEO_ID NaN \n", "METDIV NaN \n", "NATION NaN \n", "NECTA NaN \n", "NECTADIV NaN \n", "PLACE NaN \n", "PLACEREM NaN \n", "PRINCITY NaN \n", "PUMA5 NaN \n", "REGION NaN \n", "SDELM NaN \n", "SDSEC NaN \n", "SDUNI NaN \n", "SLDL NaN \n", "SLDU NaN \n", "STATE NaN \n", "SUBMCD NaN \n", "TRACT NaN \n", "TRIBALBG NaN \n", "TRIBALCT NaN \n", "TRISUBREM NaN \n", "UA NaN \n", "ZCTA NaN \n", "for NaN \n", "in NaN \n", "ucgid NaN \n", "\n", "[25110 rows x 9 columns]" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "acs.variables" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "That's a lot of variables! There are *so many variables* it's nearly impossible to understand them all at a glance. This is because most census tables are composed of a *table* identifier, which tells you the general topic of the variable, and then a *position* in that table. Fortunately, `cenpy` allows you to examine the `tables` directly, which are a little easier to understand:" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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descriptioncolumns
table_name
B00001UNWEIGHTED SAMPLE COUNT OF THE POPULATION[B00001_001E]
B00002UNWEIGHTED SAMPLE HOUSING UNITS[B00002_001E]
B01001SEX BY AGE[B01001_001E, B01001_002E, B01001_003E, B01001...
B01002MEDIAN AGE BY SEX[B01002_001E, B01002_002E, B01002_003E]
B01003TOTAL POPULATION[B01003_001E]
B02001RACE[B02001_001E, B02001_002E, B02001_003E, B02001...
B02008WHITE ALONE OR IN COMBINATION WITH ONE OR MORE...[B02008_001E]
B02009BLACK OR AFRICAN AMERICAN ALONE OR IN COMBINAT...[B02009_001E]
B02010AMERICAN INDIAN AND ALASKA NATIVE ALONE OR IN ...[B02010_001E]
B02011ASIAN ALONE OR IN COMBINATION WITH ONE OR MORE...[B02011_001E]
B02012NATIVE HAWAIIAN AND OTHER PACIFIC ISLANDER ALO...[B02012_001E]
B02013SOME OTHER RACE ALONE OR IN COMBINATION WITH O...[B02013_001E]
B02014AMERICAN INDIAN AND ALASKA NATIVE ALONE FOR SE...[B02014_001E, B02014_002E, B02014_003E, B02014...
B02015ASIAN ALONE BY SELECTED GROUPS[B02015_001E, B02015_002E, B02015_003E, B02015...
B02016NATIVE HAWAIIAN AND OTHER PACIFIC ISLANDER ALO...[B02016_001E, B02016_002E, B02016_003E, B02016...
B02017AMERICAN INDIAN AND ALASKA NATIVE (AIAN) ALONE...[B02017_001E, B02017_002E, B02017_003E, B02017...
B02018ASIAN ALONE OR IN ANY COMBINATION BY SELECTED ...[B02018_001E, B02018_002E, B02018_003E, B02018...
B02019NATIVE HAWAIIAN AND OTHER PACIFIC ISLANDER ALO...[B02019_001E, B02019_002E, B02019_003E, B02019...
B03001HISPANIC OR LATINO ORIGIN BY SPECIFIC ORIGIN[B03001_001E, B03001_002E, B03001_003E, B03001...
B03002HISPANIC OR LATINO ORIGIN BY RACE[B03002_001E, B03002_002E, B03002_003E, B03002...
B03003HISPANIC OR LATINO ORIGIN[B03003_001E, B03003_002E, B03003_003E]
B04004PEOPLE REPORTING SINGLE ANCESTRY[B04004_001E, B04004_002E, B04004_003E, B04004...
B04005PEOPLE REPORTING MULTIPLE ANCESTRY[B04005_001E, B04005_002E, B04005_003E, B04005...
B04006PEOPLE REPORTING ANCESTRY[B04006_001E, B04006_002E, B04006_003E, B04006...
B04007ANCESTRY[B04007_001E, B04007_002E, B04007_003E, B04007...
B05001NATIVITY AND CITIZENSHIP STATUS IN THE UNITED ...[B05001_001E, B05001_002E, B05001_003E, B05001...
B05002PLACE OF BIRTH BY NATIVITY AND CITIZENSHIP STATUS[B05002_001E, B05002_002E, B05002_003E, B05002...
B05003SEX BY AGE BY NATIVITY AND CITIZENSHIP STATUS[B05003_001E, B05003_002E, B05003_003E, B05003...
B05004MEDIAN AGE BY NATIVITY AND CITIZENSHIP STATUS ...[B05004_001E, B05004_002E, B05004_003E, B05004...
B05005PERIOD OF ENTRY BY NATIVITY AND CITIZENSHIP ST...[B05005_001E, B05005_002E, B05005_003E, B05005...
.........
C15010FIELD OF BACHELOR'S DEGREE FOR FIRST MAJOR FOR...[C15010_001E, C15010_002E, C15010_003E, C15010...
C16001LANGUAGE SPOKEN AT HOME FOR THE POPULATION 5 Y...[C16001_001E, C16001_002E, C16001_003E, C16001...
C16002HOUSEHOLD LANGUAGE BY HOUSEHOLD LIMITED ENGLIS...[C16002_001E, C16002_002E, C16002_003E, C16002...
C17002RATIO OF INCOME TO POVERTY LEVEL IN THE PAST 1...[C17002_001E, C17002_002E, C17002_003E, C17002...
C18108AGE BY NUMBER OF DISABILITIES[C18108_001E, C18108_002E, C18108_003E, C18108...
C18120EMPLOYMENT STATUS BY DISABILITY STATUS[C18120_001E, C18120_002E, C18120_003E, C18120...
C18121WORK EXPERIENCE BY DISABILITY STATUS[C18121_001E, C18121_002E, C18121_003E, C18121...
C18130AGE BY DISABILITY STATUS BY POVERTY STATUS[C18130_001E, C18130_002E, C18130_003E, C18130...
C18131RATIO OF INCOME TO POVERTY LEVEL IN THE PAST 1...[C18131_001E, C18131_002E, C18131_003E, C18131...
C21007AGE BY VETERAN STATUS BY POVERTY STATUS IN THE...[C21007_001E, C21007_002E, C21007_003E, C21007...
C24010SEX BY OCCUPATION FOR THE CIVILIAN EMPLOYED PO...[C24010_001E, C24010_002E, C24010_003E, C24010...
C24020SEX BY OCCUPATION FOR THE FULL-TIME, YEAR-ROUN...[C24020_001E, C24020_002E, C24020_003E, C24020...
C24030SEX BY INDUSTRY FOR THE CIVILIAN EMPLOYED POPU...[C24030_001E, C24030_002E, C24030_003E, C24030...
C24040SEX BY INDUSTRY FOR THE FULL-TIME, YEAR-ROUND ...[C24040_001E, C24040_002E, C24040_003E, C24040...
C24050INDUSTRY BY OCCUPATION FOR THE CIVILIAN EMPLO...[C24050_001E, C24050_002E, C24050_003E, C24050...
C24060OCCUPATION BY CLASS OF WORKER FOR THE CIVILIAN...[C24060_001E, C24060_002E, C24060_003E, C24060...
C24070INDUSTRY BY CLASS OF WORKER FOR THE CIVILIAN E...[C24070_001E, C24070_002E, C24070_003E, C24070...
C27004EMPLOYER-BASED HEALTH INSURANCE BY SEX BY AGE[C27004_001E, C27004_002E, C27004_003E, C27004...
C27005DIRECT-PURCHASE HEALTH INSURANCE BY SEX BY AGE[C27005_001E, C27005_002E, C27005_003E, C27005...
C27006MEDICARE COVERAGE BY SEX BY AGE[C27006_001E, C27006_002E, C27006_003E, C27006...
C27007MEDICAID/MEANS-TESTED PUBLIC COVERAGE BY SEX B...[C27007_001E, C27007_002E, C27007_003E, C27007...
C27008TRICARE/MILITARY HEALTH COVERAGE BY SEX BY AGE[C27008_001E, C27008_002E, C27008_003E, C27008...
C27009VA HEALTH CARE BY SEX BY AGE[C27009_001E, C27009_002E, C27009_003E, C27009...
C27012HEALTH INSURANCE COVERAGE STATUS AND TYPE BY W...[C27012_001E, C27012_002E, C27012_003E, C27012...
C27013PRIVATE HEALTH INSURANCE BY WORK EXPERIENCE[C27013_001E, C27013_002E, C27013_003E, C27013...
C27014PUBLIC HEALTH INSURANCE BY WORK EXPERIENCE[C27014_001E, C27014_002E, C27014_003E, C27014...
C27016HEALTH INSURANCE COVERAGE STATUS BY RATIO OF I...[C27016_001E, C27016_002E, C27016_003E, C27016...
C27017PRIVATE HEALTH INSURANCE BY RATIO OF INCOME TO...[C27017_001E, C27017_002E, C27017_003E, C27017...
C27018PUBLIC HEALTH INSURANCE BY RATIO OF INCOME TO ...[C27018_001E, C27018_002E, C27018_003E, C27018...
C27021HEALTH INSURANCE COVERAGE STATUS BY LIVING AR...[C27021_001E, C27021_002E, C27021_003E, C27021...
\n", "

665 rows × 2 columns

\n", "
" ], "text/plain": [ " description \\\n", "table_name \n", "B00001 UNWEIGHTED SAMPLE COUNT OF THE POPULATION \n", "B00002 UNWEIGHTED SAMPLE HOUSING UNITS \n", "B01001 SEX BY AGE \n", "B01002 MEDIAN AGE BY SEX \n", "B01003 TOTAL POPULATION \n", "B02001 RACE \n", "B02008 WHITE ALONE OR IN COMBINATION WITH ONE OR MORE... \n", "B02009 BLACK OR AFRICAN AMERICAN ALONE OR IN COMBINAT... \n", "B02010 AMERICAN INDIAN AND ALASKA NATIVE ALONE OR IN ... \n", "B02011 ASIAN ALONE OR IN COMBINATION WITH ONE OR MORE... \n", "B02012 NATIVE HAWAIIAN AND OTHER PACIFIC ISLANDER ALO... \n", "B02013 SOME OTHER RACE ALONE OR IN COMBINATION WITH O... \n", "B02014 AMERICAN INDIAN AND ALASKA NATIVE ALONE FOR SE... \n", "B02015 ASIAN ALONE BY SELECTED GROUPS \n", "B02016 NATIVE HAWAIIAN AND OTHER PACIFIC ISLANDER ALO... \n", "B02017 AMERICAN INDIAN AND ALASKA NATIVE (AIAN) ALONE... \n", "B02018 ASIAN ALONE OR IN ANY COMBINATION BY SELECTED ... \n", "B02019 NATIVE HAWAIIAN AND OTHER PACIFIC ISLANDER ALO... \n", "B03001 HISPANIC OR LATINO ORIGIN BY SPECIFIC ORIGIN \n", "B03002 HISPANIC OR LATINO ORIGIN BY RACE \n", "B03003 HISPANIC OR LATINO ORIGIN \n", "B04004 PEOPLE REPORTING SINGLE ANCESTRY \n", "B04005 PEOPLE REPORTING MULTIPLE ANCESTRY \n", "B04006 PEOPLE REPORTING ANCESTRY \n", "B04007 ANCESTRY \n", "B05001 NATIVITY AND CITIZENSHIP STATUS IN THE UNITED ... \n", "B05002 PLACE OF BIRTH BY NATIVITY AND CITIZENSHIP STATUS \n", "B05003 SEX BY AGE BY NATIVITY AND CITIZENSHIP STATUS \n", "B05004 MEDIAN AGE BY NATIVITY AND CITIZENSHIP STATUS ... \n", "B05005 PERIOD OF ENTRY BY NATIVITY AND CITIZENSHIP ST... \n", "... ... \n", "C15010 FIELD OF BACHELOR'S DEGREE FOR FIRST MAJOR FOR... \n", "C16001 LANGUAGE SPOKEN AT HOME FOR THE POPULATION 5 Y... \n", "C16002 HOUSEHOLD LANGUAGE BY HOUSEHOLD LIMITED ENGLIS... \n", "C17002 RATIO OF INCOME TO POVERTY LEVEL IN THE PAST 1... \n", "C18108 AGE BY NUMBER OF DISABILITIES \n", "C18120 EMPLOYMENT STATUS BY DISABILITY STATUS \n", "C18121 WORK EXPERIENCE BY DISABILITY STATUS \n", "C18130 AGE BY DISABILITY STATUS BY POVERTY STATUS \n", "C18131 RATIO OF INCOME TO POVERTY LEVEL IN THE PAST 1... \n", "C21007 AGE BY VETERAN STATUS BY POVERTY STATUS IN THE... \n", "C24010 SEX BY OCCUPATION FOR THE CIVILIAN EMPLOYED PO... \n", "C24020 SEX BY OCCUPATION FOR THE FULL-TIME, YEAR-ROUN... \n", "C24030 SEX BY INDUSTRY FOR THE CIVILIAN EMPLOYED POPU... \n", "C24040 SEX BY INDUSTRY FOR THE FULL-TIME, YEAR-ROUND ... \n", "C24050 INDUSTRY BY OCCUPATION FOR THE CIVILIAN EMPLO... \n", "C24060 OCCUPATION BY CLASS OF WORKER FOR THE CIVILIAN... \n", "C24070 INDUSTRY BY CLASS OF WORKER FOR THE CIVILIAN E... \n", "C27004 EMPLOYER-BASED HEALTH INSURANCE BY SEX BY AGE \n", "C27005 DIRECT-PURCHASE HEALTH INSURANCE BY SEX BY AGE \n", "C27006 MEDICARE COVERAGE BY SEX BY AGE \n", "C27007 MEDICAID/MEANS-TESTED PUBLIC COVERAGE BY SEX B... \n", "C27008 TRICARE/MILITARY HEALTH COVERAGE BY SEX BY AGE \n", "C27009 VA HEALTH CARE BY SEX BY AGE \n", "C27012 HEALTH INSURANCE COVERAGE STATUS AND TYPE BY W... \n", "C27013 PRIVATE HEALTH INSURANCE BY WORK EXPERIENCE \n", "C27014 PUBLIC HEALTH INSURANCE BY WORK EXPERIENCE \n", "C27016 HEALTH INSURANCE COVERAGE STATUS BY RATIO OF I... \n", "C27017 PRIVATE HEALTH INSURANCE BY RATIO OF INCOME TO... \n", "C27018 PUBLIC HEALTH INSURANCE BY RATIO OF INCOME TO ... \n", "C27021 HEALTH INSURANCE COVERAGE STATUS BY LIVING AR... \n", "\n", " columns \n", "table_name \n", "B00001 [B00001_001E] \n", "B00002 [B00002_001E] \n", "B01001 [B01001_001E, B01001_002E, B01001_003E, B01001... \n", "B01002 [B01002_001E, B01002_002E, B01002_003E] \n", "B01003 [B01003_001E] \n", "B02001 [B02001_001E, B02001_002E, B02001_003E, B02001... \n", "B02008 [B02008_001E] \n", "B02009 [B02009_001E] \n", "B02010 [B02010_001E] \n", "B02011 [B02011_001E] \n", "B02012 [B02012_001E] \n", "B02013 [B02013_001E] \n", "B02014 [B02014_001E, B02014_002E, B02014_003E, B02014... \n", "B02015 [B02015_001E, B02015_002E, B02015_003E, B02015... \n", "B02016 [B02016_001E, B02016_002E, B02016_003E, B02016... \n", "B02017 [B02017_001E, B02017_002E, B02017_003E, B02017... \n", "B02018 [B02018_001E, B02018_002E, B02018_003E, B02018... \n", "B02019 [B02019_001E, B02019_002E, B02019_003E, B02019... \n", "B03001 [B03001_001E, B03001_002E, B03001_003E, B03001... \n", "B03002 [B03002_001E, B03002_002E, B03002_003E, B03002... \n", "B03003 [B03003_001E, B03003_002E, B03003_003E] \n", "B04004 [B04004_001E, B04004_002E, B04004_003E, B04004... \n", "B04005 [B04005_001E, B04005_002E, B04005_003E, B04005... \n", "B04006 [B04006_001E, B04006_002E, B04006_003E, B04006... \n", "B04007 [B04007_001E, B04007_002E, B04007_003E, B04007... \n", "B05001 [B05001_001E, B05001_002E, B05001_003E, B05001... \n", "B05002 [B05002_001E, B05002_002E, B05002_003E, B05002... \n", "B05003 [B05003_001E, B05003_002E, B05003_003E, B05003... \n", "B05004 [B05004_001E, B05004_002E, B05004_003E, B05004... \n", "B05005 [B05005_001E, B05005_002E, B05005_003E, B05005... \n", "... ... \n", "C15010 [C15010_001E, C15010_002E, C15010_003E, C15010... \n", "C16001 [C16001_001E, C16001_002E, C16001_003E, C16001... \n", "C16002 [C16002_001E, C16002_002E, C16002_003E, C16002... \n", "C17002 [C17002_001E, C17002_002E, C17002_003E, C17002... \n", "C18108 [C18108_001E, C18108_002E, C18108_003E, C18108... \n", "C18120 [C18120_001E, C18120_002E, C18120_003E, C18120... \n", "C18121 [C18121_001E, C18121_002E, C18121_003E, C18121... \n", "C18130 [C18130_001E, C18130_002E, C18130_003E, C18130... \n", "C18131 [C18131_001E, C18131_002E, C18131_003E, C18131... \n", "C21007 [C21007_001E, C21007_002E, C21007_003E, C21007... \n", "C24010 [C24010_001E, C24010_002E, C24010_003E, C24010... \n", "C24020 [C24020_001E, C24020_002E, C24020_003E, C24020... \n", "C24030 [C24030_001E, C24030_002E, C24030_003E, C24030... \n", "C24040 [C24040_001E, C24040_002E, C24040_003E, C24040... \n", "C24050 [C24050_001E, C24050_002E, C24050_003E, C24050... \n", "C24060 [C24060_001E, C24060_002E, C24060_003E, C24060... \n", "C24070 [C24070_001E, C24070_002E, C24070_003E, C24070... \n", "C27004 [C27004_001E, C27004_002E, C27004_003E, C27004... \n", "C27005 [C27005_001E, C27005_002E, C27005_003E, C27005... \n", "C27006 [C27006_001E, C27006_002E, C27006_003E, C27006... \n", "C27007 [C27007_001E, C27007_002E, C27007_003E, C27007... \n", "C27008 [C27008_001E, C27008_002E, C27008_003E, C27008... \n", "C27009 [C27009_001E, C27009_002E, C27009_003E, C27009... \n", "C27012 [C27012_001E, C27012_002E, C27012_003E, C27012... \n", "C27013 [C27013_001E, C27013_002E, C27013_003E, C27013... \n", "C27014 [C27014_001E, C27014_002E, C27014_003E, C27014... \n", "C27016 [C27016_001E, C27016_002E, C27016_003E, C27016... \n", "C27017 [C27017_001E, C27017_002E, C27017_003E, C27017... \n", "C27018 [C27018_001E, C27018_002E, C27018_003E, C27018... \n", "C27021 [C27021_001E, C27021_002E, C27021_003E, C27021... \n", "\n", "[665 rows x 2 columns]" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "acs.tables" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Still, there are way too many tables to inspect individually. And, `tables` only provides the *main* tables, not the cross-tabulations by race, sex, or age which are exposed in `crosstab_tables`. This problem means we need an efficient way to *filter* the set of tables (or variables) to focus on a specific topic. The `filter_tables` and `filter_variables` make this simple. There, you can filter based on table names or based on text that's within the description of the table/variable. For instance, to focus in on all tables that mention \"race\" in the ACS, you can use:" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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descriptioncolumns
table_name
B02001RACE[B02001_001E, B02001_002E, B02001_003E, B02001...
B02008WHITE ALONE OR IN COMBINATION WITH ONE OR MORE...[B02008_001E]
B02009BLACK OR AFRICAN AMERICAN ALONE OR IN COMBINAT...[B02009_001E]
B02010AMERICAN INDIAN AND ALASKA NATIVE ALONE OR IN ...[B02010_001E]
B02011ASIAN ALONE OR IN COMBINATION WITH ONE OR MORE...[B02011_001E]
B02012NATIVE HAWAIIAN AND OTHER PACIFIC ISLANDER ALO...[B02012_001E]
B02013SOME OTHER RACE ALONE OR IN COMBINATION WITH O...[B02013_001E]
B03002HISPANIC OR LATINO ORIGIN BY RACE[B03002_001E, B03002_002E, B03002_003E, B03002...
B25006RACE OF HOUSEHOLDER[B25006_001E, B25006_002E, B25006_003E, B25006...
B98013TOTAL POPULATION COVERAGE RATE BY WEIGHTING RA...[B98013_001E, B98013_002E, B98013_003E, B98013...
B99021ALLOCATION OF RACE[B99021_001E, B99021_002E, B99021_003E]
C02003DETAILED RACE[C02003_001E, C02003_002E, C02003_003E, C02003...
\n", "
" ], "text/plain": [ " description \\\n", "table_name \n", "B02001 RACE \n", "B02008 WHITE ALONE OR IN COMBINATION WITH ONE OR MORE... \n", "B02009 BLACK OR AFRICAN AMERICAN ALONE OR IN COMBINAT... \n", "B02010 AMERICAN INDIAN AND ALASKA NATIVE ALONE OR IN ... \n", "B02011 ASIAN ALONE OR IN COMBINATION WITH ONE OR MORE... \n", "B02012 NATIVE HAWAIIAN AND OTHER PACIFIC ISLANDER ALO... \n", "B02013 SOME OTHER RACE ALONE OR IN COMBINATION WITH O... \n", "B03002 HISPANIC OR LATINO ORIGIN BY RACE \n", "B25006 RACE OF HOUSEHOLDER \n", "B98013 TOTAL POPULATION COVERAGE RATE BY WEIGHTING RA... \n", "B99021 ALLOCATION OF RACE \n", "C02003 DETAILED RACE \n", "\n", " columns \n", "table_name \n", "B02001 [B02001_001E, B02001_002E, B02001_003E, B02001... \n", "B02008 [B02008_001E] \n", "B02009 [B02009_001E] \n", "B02010 [B02010_001E] \n", "B02011 [B02011_001E] \n", "B02012 [B02012_001E] \n", "B02013 [B02013_001E] \n", "B03002 [B03002_001E, B03002_002E, B03002_003E, B03002... \n", "B25006 [B25006_001E, B25006_002E, B25006_003E, B25006... \n", "B98013 [B98013_001E, B98013_002E, B98013_003E, B98013... \n", "B99021 [B99021_001E, B99021_002E, B99021_003E] \n", "C02003 [C02003_001E, C02003_002E, C02003_003E, C02003... " ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "acs.filter_tables('RACE', by='description')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To focus on tables that mention hispanic or not hispanic information:" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
descriptioncolumns
table_name
B03001HISPANIC OR LATINO ORIGIN BY SPECIFIC ORIGIN[B03001_001E, B03001_002E, B03001_003E, B03001...
B03002HISPANIC OR LATINO ORIGIN BY RACE[B03002_001E, B03002_002E, B03002_003E, B03002...
B03003HISPANIC OR LATINO ORIGIN[B03003_001E, B03003_002E, B03003_003E]
B16006LANGUAGE SPOKEN AT HOME BY ABILITY TO SPEAK EN...[B16006_001E, B16006_002E, B16006_003E, B16006...
B98013TOTAL POPULATION COVERAGE RATE BY WEIGHTING RA...[B98013_001E, B98013_002E, B98013_003E, B98013...
B99031ALLOCATION OF HISPANIC OR LATINO ORIGIN[B99031_001E, B99031_002E, B99031_003E]
\n", "
" ], "text/plain": [ " description \\\n", "table_name \n", "B03001 HISPANIC OR LATINO ORIGIN BY SPECIFIC ORIGIN \n", "B03002 HISPANIC OR LATINO ORIGIN BY RACE \n", "B03003 HISPANIC OR LATINO ORIGIN \n", "B16006 LANGUAGE SPOKEN AT HOME BY ABILITY TO SPEAK EN... \n", "B98013 TOTAL POPULATION COVERAGE RATE BY WEIGHTING RA... \n", "B99031 ALLOCATION OF HISPANIC OR LATINO ORIGIN \n", "\n", " columns \n", "table_name \n", "B03001 [B03001_001E, B03001_002E, B03001_003E, B03001... \n", "B03002 [B03002_001E, B03002_002E, B03002_003E, B03002... \n", "B03003 [B03003_001E, B03003_002E, B03003_003E] \n", "B16006 [B16006_001E, B16006_002E, B16006_003E, B16006... \n", "B98013 [B98013_001E, B98013_002E, B98013_003E, B98013... \n", "B99031 [B99031_001E, B99031_002E, B99031_003E] " ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "acs.filter_tables('HISPANIC', by='description')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since we see that `B03002` looks like a good table to focus on, we can narrow down the variables we are interested in using `filter_variables`:" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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attributesconceptgrouplabellimitpredicateOnlypredicateTyperequiredvalues
B03002_021EB03002_021M,B03002_021MA,B03002_021EAHISPANIC OR LATINO ORIGIN BY RACEB03002Estimate!!Total!!Hispanic or Latino!!Two or mo...0NaNintNaNNaN
B03002_020EB03002_020M,B03002_020MA,B03002_020EAHISPANIC OR LATINO ORIGIN BY RACEB03002Estimate!!Total!!Hispanic or Latino!!Two or mo...0NaNintNaNNaN
B03002_001EB03002_001M,B03002_001MA,B03002_001EAHISPANIC OR LATINO ORIGIN BY RACEB03002Estimate!!Total0NaNintNaNNaN
B03002_005EB03002_005M,B03002_005MA,B03002_005EAHISPANIC OR LATINO ORIGIN BY RACEB03002Estimate!!Total!!Not Hispanic or Latino!!Ameri...0NaNintNaNNaN
B03002_004EB03002_004M,B03002_004MA,B03002_004EAHISPANIC OR LATINO ORIGIN BY RACEB03002Estimate!!Total!!Not Hispanic or Latino!!Black...0NaNintNaNNaN
B03002_003EB03002_003M,B03002_003MA,B03002_003EAHISPANIC OR LATINO ORIGIN BY RACEB03002Estimate!!Total!!Not Hispanic or Latino!!White...0NaNintNaNNaN
B03002_002EB03002_002M,B03002_002MA,B03002_002EAHISPANIC OR LATINO ORIGIN BY RACEB03002Estimate!!Total!!Not Hispanic or Latino0NaNintNaNNaN
B03002_009EB03002_009M,B03002_009MA,B03002_009EAHISPANIC OR LATINO ORIGIN BY RACEB03002Estimate!!Total!!Not Hispanic or Latino!!Two o...0NaNintNaNNaN
B03002_007EB03002_007M,B03002_007MA,B03002_007EAHISPANIC OR LATINO ORIGIN BY RACEB03002Estimate!!Total!!Not Hispanic or Latino!!Nativ...0NaNintNaNNaN
B03002_008EB03002_008M,B03002_008MA,B03002_008EAHISPANIC OR LATINO ORIGIN BY RACEB03002Estimate!!Total!!Not Hispanic or Latino!!Some ...0NaNintNaNNaN
B03002_006EB03002_006M,B03002_006MA,B03002_006EAHISPANIC OR LATINO ORIGIN BY RACEB03002Estimate!!Total!!Not Hispanic or Latino!!Asian...0NaNintNaNNaN
B03002_013EB03002_013M,B03002_013MA,B03002_013EAHISPANIC OR LATINO ORIGIN BY RACEB03002Estimate!!Total!!Hispanic or Latino!!White alone0NaNintNaNNaN
B03002_012EB03002_012M,B03002_012MA,B03002_012EAHISPANIC OR LATINO ORIGIN BY RACEB03002Estimate!!Total!!Hispanic or Latino0NaNintNaNNaN
B03002_011EB03002_011M,B03002_011MA,B03002_011EAHISPANIC OR LATINO ORIGIN BY RACEB03002Estimate!!Total!!Not Hispanic or Latino!!Two o...0NaNintNaNNaN
B03002_010EB03002_010M,B03002_010MA,B03002_010EAHISPANIC OR LATINO ORIGIN BY RACEB03002Estimate!!Total!!Not Hispanic or Latino!!Two o...0NaNintNaNNaN
B03002_017EB03002_017M,B03002_017MA,B03002_017EAHISPANIC OR LATINO ORIGIN BY RACEB03002Estimate!!Total!!Hispanic or Latino!!Native Ha...0NaNintNaNNaN
B03002_016EB03002_016M,B03002_016MA,B03002_016EAHISPANIC OR LATINO ORIGIN BY RACEB03002Estimate!!Total!!Hispanic or Latino!!Asian alone0NaNintNaNNaN
B03002_015EB03002_015M,B03002_015MA,B03002_015EAHISPANIC OR LATINO ORIGIN BY RACEB03002Estimate!!Total!!Hispanic or Latino!!American ...0NaNintNaNNaN
B03002_014EB03002_014M,B03002_014MA,B03002_014EAHISPANIC OR LATINO ORIGIN BY RACEB03002Estimate!!Total!!Hispanic or Latino!!Black or ...0NaNintNaNNaN
B03002_018EB03002_018M,B03002_018MA,B03002_018EAHISPANIC OR LATINO ORIGIN BY RACEB03002Estimate!!Total!!Hispanic or Latino!!Some othe...0NaNintNaNNaN
B03002_019EB03002_019M,B03002_019MA,B03002_019EAHISPANIC OR LATINO ORIGIN BY RACEB03002Estimate!!Total!!Hispanic or Latino!!Two or mo...0NaNintNaNNaN
\n", "
" ], "text/plain": [ " attributes \\\n", "B03002_021E B03002_021M,B03002_021MA,B03002_021EA \n", "B03002_020E B03002_020M,B03002_020MA,B03002_020EA \n", "B03002_001E B03002_001M,B03002_001MA,B03002_001EA \n", "B03002_005E B03002_005M,B03002_005MA,B03002_005EA \n", "B03002_004E B03002_004M,B03002_004MA,B03002_004EA \n", "B03002_003E B03002_003M,B03002_003MA,B03002_003EA \n", "B03002_002E B03002_002M,B03002_002MA,B03002_002EA \n", "B03002_009E B03002_009M,B03002_009MA,B03002_009EA \n", "B03002_007E B03002_007M,B03002_007MA,B03002_007EA \n", "B03002_008E B03002_008M,B03002_008MA,B03002_008EA \n", "B03002_006E B03002_006M,B03002_006MA,B03002_006EA \n", "B03002_013E B03002_013M,B03002_013MA,B03002_013EA \n", "B03002_012E B03002_012M,B03002_012MA,B03002_012EA \n", "B03002_011E B03002_011M,B03002_011MA,B03002_011EA \n", "B03002_010E B03002_010M,B03002_010MA,B03002_010EA \n", "B03002_017E B03002_017M,B03002_017MA,B03002_017EA \n", "B03002_016E B03002_016M,B03002_016MA,B03002_016EA \n", "B03002_015E B03002_015M,B03002_015MA,B03002_015EA \n", "B03002_014E B03002_014M,B03002_014MA,B03002_014EA \n", "B03002_018E B03002_018M,B03002_018MA,B03002_018EA \n", "B03002_019E B03002_019M,B03002_019MA,B03002_019EA \n", "\n", " concept group \\\n", "B03002_021E HISPANIC OR LATINO ORIGIN BY RACE B03002 \n", "B03002_020E HISPANIC OR LATINO ORIGIN BY RACE B03002 \n", "B03002_001E HISPANIC OR LATINO ORIGIN BY RACE B03002 \n", "B03002_005E HISPANIC OR LATINO ORIGIN BY RACE B03002 \n", "B03002_004E HISPANIC OR LATINO ORIGIN BY RACE B03002 \n", "B03002_003E HISPANIC OR LATINO ORIGIN BY RACE B03002 \n", "B03002_002E HISPANIC OR LATINO ORIGIN BY RACE B03002 \n", "B03002_009E HISPANIC OR LATINO ORIGIN BY RACE B03002 \n", "B03002_007E HISPANIC OR LATINO ORIGIN BY RACE B03002 \n", "B03002_008E HISPANIC OR LATINO ORIGIN BY RACE B03002 \n", "B03002_006E HISPANIC OR LATINO ORIGIN BY RACE B03002 \n", "B03002_013E HISPANIC OR LATINO ORIGIN BY RACE B03002 \n", "B03002_012E HISPANIC OR LATINO ORIGIN BY RACE B03002 \n", "B03002_011E HISPANIC OR LATINO ORIGIN BY RACE B03002 \n", "B03002_010E HISPANIC OR LATINO ORIGIN BY RACE B03002 \n", "B03002_017E HISPANIC OR LATINO ORIGIN BY RACE B03002 \n", "B03002_016E HISPANIC OR LATINO ORIGIN BY RACE B03002 \n", "B03002_015E HISPANIC OR LATINO ORIGIN BY RACE B03002 \n", "B03002_014E HISPANIC OR LATINO ORIGIN BY RACE B03002 \n", "B03002_018E HISPANIC OR LATINO ORIGIN BY RACE B03002 \n", "B03002_019E HISPANIC OR LATINO ORIGIN BY RACE B03002 \n", "\n", " label limit \\\n", "B03002_021E Estimate!!Total!!Hispanic or Latino!!Two or mo... 0 \n", "B03002_020E Estimate!!Total!!Hispanic or Latino!!Two or mo... 0 \n", "B03002_001E Estimate!!Total 0 \n", "B03002_005E Estimate!!Total!!Not Hispanic or Latino!!Ameri... 0 \n", "B03002_004E Estimate!!Total!!Not Hispanic or Latino!!Black... 0 \n", "B03002_003E Estimate!!Total!!Not Hispanic or Latino!!White... 0 \n", "B03002_002E Estimate!!Total!!Not Hispanic or Latino 0 \n", "B03002_009E Estimate!!Total!!Not Hispanic or Latino!!Two o... 0 \n", "B03002_007E Estimate!!Total!!Not Hispanic or Latino!!Nativ... 0 \n", "B03002_008E Estimate!!Total!!Not Hispanic or Latino!!Some ... 0 \n", "B03002_006E Estimate!!Total!!Not Hispanic or Latino!!Asian... 0 \n", "B03002_013E Estimate!!Total!!Hispanic or Latino!!White alone 0 \n", "B03002_012E Estimate!!Total!!Hispanic or Latino 0 \n", "B03002_011E Estimate!!Total!!Not Hispanic or Latino!!Two o... 0 \n", "B03002_010E Estimate!!Total!!Not Hispanic or Latino!!Two o... 0 \n", "B03002_017E Estimate!!Total!!Hispanic or Latino!!Native Ha... 0 \n", "B03002_016E Estimate!!Total!!Hispanic or Latino!!Asian alone 0 \n", "B03002_015E Estimate!!Total!!Hispanic or Latino!!American ... 0 \n", "B03002_014E Estimate!!Total!!Hispanic or Latino!!Black or ... 0 \n", "B03002_018E Estimate!!Total!!Hispanic or Latino!!Some othe... 0 \n", "B03002_019E Estimate!!Total!!Hispanic or Latino!!Two or mo... 0 \n", "\n", " predicateOnly predicateType required values \n", "B03002_021E NaN int NaN NaN \n", "B03002_020E NaN int NaN NaN \n", "B03002_001E NaN int NaN NaN \n", "B03002_005E NaN int NaN NaN \n", "B03002_004E NaN int NaN NaN \n", "B03002_003E NaN int NaN NaN \n", "B03002_002E NaN int NaN NaN \n", "B03002_009E NaN int NaN NaN \n", "B03002_007E NaN int NaN NaN \n", "B03002_008E NaN int NaN NaN \n", "B03002_006E NaN int NaN NaN \n", "B03002_013E NaN int NaN NaN \n", "B03002_012E NaN int NaN NaN \n", "B03002_011E NaN int NaN NaN \n", "B03002_010E NaN int NaN NaN \n", "B03002_017E NaN int NaN NaN \n", "B03002_016E NaN int NaN NaN \n", "B03002_015E NaN int NaN NaN \n", "B03002_014E NaN int NaN NaN \n", "B03002_018E NaN int NaN NaN \n", "B03002_019E NaN int NaN NaN " ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "acs.filter_variables('B03002')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There, we see that the relevant columns are those measuring the full population, the hispanic population, and the not hispanic population:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "hispanic = ['B03002_001', # full population \n", " 'B03002_002', # nonhispanic\n", " 'B03002_012' # hispanic \n", " ]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Altogether, grabbing the data for a city can be done using the `from_place` method:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/lw17329/Dropbox/dev/cenpy/cenpy/geoparser.py:214: UserWarning: Shape is invalid: \n", "Ring Self-intersection[-12486597.5213 3939710.1975]\n", " tell_user('Shape is invalid: \\n{}'.format(vexplain))\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Matched: Phoenix, AZ to Phoenix city within layer Incorporated Places\n" ] } ], "source": [ "phoenix = acs.from_place('Phoenix, AZ', variables=hispanic)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With this, we can use `contextily` to grab a basemap:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "phoenix_basemap, phoenix_extent = contextily.bounds2img(*phoenix.total_bounds, zoom=10, \n", " url=contextily.tile_providers.ST_TONER_LITE)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And plot the percentage hispanic population:" ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 63, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "f,ax = plt.subplots(1,1, figsize=(10,10))\n", "ax.imshow(phoenix_basemap, extent=phoenix_extent, interpolation='sinc')\n", "phoenix['pct_hispanic'] = phoenix.eval('B03002_012E / B03002_001E')\n", "phoenix.plot('pct_hispanic', cmap='plasma', ax = ax, alpha=.2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Estimating Segregation\n", "\n", "To compute segregation in Phoenix for the 2017 five-year ACS, the `segregation` package takes the dataframe and column names containing the group under study and the total population. For this, you can estimate the Massey-Denton Dissimilarity statistic using the `segregation.aspatial.Dissim` estimator:" ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [], "source": [ "seg_phoenix = segregation.aspatial.Dissim(phoenix, \n", " group_pop_var='B03002_012E', \n", " total_pop_var='B03002_001E')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Thus, for 2017, the hispanic/not hispanic dissimilarity index for Phoenix, measured at the census tract level, is:" ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.5004851624821972" ] }, "execution_count": 65, "metadata": {}, "output_type": "execute_result" } ], "source": [ "seg_phoenix.statistic" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "While this computes the dissimilarity metric, it does *not* conduct inference on that value. `segregation` has a generic testing framework, `segregation.inference`, that can estimate and re-estimate segregation indices under certain assumptions. Below, we'll compute the segregation of random maps, assuming populations are randomly distributed across the map." ] }, { "cell_type": "code", "execution_count": 66, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [] }, { "name": "stdout", "output_type": "stream", "text": [] }, { "name": "stdout", "output_type": "stream", "text": [] }, { "name": "stdout", "output_type": "stream", "text": [] } ], "source": [ "phx_test = segregation.inference.SingleValueTest(seg_phoenix)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then, we can plot this to compare the segregation in our random Phoenix maps to the Phoenix we did observe in 2017:" ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "phx_test.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Thus, Phoenix's hispanic/not hispanic dissimilarity value is *very* different from the values we would expect if populations were randomly distributed across the city. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Comparing across time" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`cenpy` exposes ACSs back to 2013. Thus, we can get the earliest ACS data for Phoenix available from the API using:" ] }, { "cell_type": "code", "execution_count": 69, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/lw17329/Dropbox/dev/cenpy/cenpy/geoparser.py:214: UserWarning: Shape is invalid: \n", "Ring Self-intersection[-12486597.5213 3939710.1975]\n", " tell_user('Shape is invalid: \\n{}'.format(vexplain))\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Matched: Phoenix, AZ to Phoenix city within layer Incorporated Places\n" ] } ], "source": [ "phoenix_2013 = cenpy.products.ACS(2013).from_place('Phoenix, AZ', variables=hispanic)\n", "phoenix_2013['pct_hispanic'] = phoenix_2013.eval('B03002_012E / B03002_001E')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And, we can compare the spatial distributions visually:" ] }, { "cell_type": "code", "execution_count": 78, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Relative Change')" ] }, "execution_count": 78, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "f,ax = plt.subplots(1,3, figsize=(20,10), sharex=True, sharey=True)\n", "[ax_.imshow(phoenix_basemap, extent=phoenix_extent, interpolation='sinc') for ax_ in ax]\n", "phoenix.plot('pct_hispanic', cmap='plasma', ax = ax[1], alpha=.4)\n", "phoenix_2013.plot('pct_hispanic', cmap='plasma', ax = ax[0], alpha=.4)\n", "phoenix.merge(phoenix_2013.drop('geometry',axis=1), on='GEOID', suffixes=('_2017', '_2013'))\\\n", " .eval('pct_change = (pct_hispanic_2017 - pct_hispanic_2013)/(pct_hispanic_2013)')\\\n", " .plot('pct_change', cmap='bwr_r', ax=ax[2], alpha=.4, vmin=-.5, vmax=.5, legend=True)\n", "f.tight_layout()\n", "ax[0].axis(phoenix.total_bounds[[0,2,1,3]])\n", "ax[0].set_title('Hispanic %, 2013', fontsize=20)\n", "ax[1].set_title('Hispanic %, 2017', fontsize=20)\n", "ax[2].set_title('Relative Change', fontsize=20)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To compute the segregation index in 2013, we use the same strategy as before:" ] }, { "cell_type": "code", "execution_count": 72, "metadata": {}, "outputs": [], "source": [ "seg_phoenix_2013 = segregation.aspatial.Dissim(phoenix_2013, \n", " group_pop_var='B03002_012E', \n", " total_pop_var='B03002_001E')" ] }, { "cell_type": "code", "execution_count": 76, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.5234336505646645" ] }, "execution_count": 76, "metadata": {}, "output_type": "execute_result" } ], "source": [ "seg_phoenix_2013.statistic" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, though, with *two* statistics (one in 2013 and one in 2017), we can compare the two probabilistically using the `segregation.inference.TwoValueTest`:" ] }, { "cell_type": "code", "execution_count": 79, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [] }, { "name": "stdout", "output_type": "stream", "text": [] }, { "name": "stdout", "output_type": "stream", "text": [] }, { "name": "stdout", "output_type": "stream", "text": [] }, { "name": "stdout", "output_type": "stream", "text": [] }, { "name": "stdout", "output_type": "stream", "text": [] }, { "name": "stdout", "output_type": "stream", "text": [] }, { "name": "stdout", "output_type": "stream", "text": [] }, { "name": "stdout", "output_type": "stream", "text": [] }, { "name": "stdout", "output_type": "stream", "text": [] }, { "name": "stdout", "output_type": "stream", "text": [] }, { "name": "stdout", "output_type": "stream", "text": [] }, { "name": "stdout", "output_type": "stream", "text": [] }, { "name": "stdout", "output_type": "stream", "text": [] }, { "name": "stdout", "output_type": "stream", "text": [] }, { "name": "stdout", "output_type": "stream", "text": [] }, { "name": "stdout", "output_type": "stream", "text": [] }, { "name": "stdout", "output_type": "stream", "text": [] }, { "name": "stdout", "output_type": "stream", "text": [] } ], "source": [ "time_comparison = segregation.inference.TwoValueTest(seg_phoenix, seg_phoenix_2013)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Subjectively, we saw that the statistics were pretty similar. Objectively, the simulation-based inference confirms this intuition. Our estimated difference suggests that the dissimilarity index dropped slightly (from .52 in 2013 to .5 in 2017). But, this drop is within what we'd expect, given the uncertainty in estimating the two segregation indices. The red line is the estimated difference between the two segregation indices, and the blue histogram shows the distribution of simulated differences, which takes into account our uncertainty:" ] }, { "cell_type": "code", "execution_count": 75, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "time_comparison.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Compared to another city?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Cenpy works on *any* place that's recognized in `census` places. If we wanted to compare segregation between different *cities*, we can do this also with `cenpy` & `segregation`. For instance, to get Austin, Texas's data from the ACS:" ] }, { "cell_type": "code", "execution_count": 80, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/lw17329/Dropbox/dev/cenpy/cenpy/geoparser.py:214: UserWarning: Shape is invalid: \n", "Ring Self-intersection[-10884881.1468 3554135.7868]\n", " tell_user('Shape is invalid: \\n{}'.format(vexplain))\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Matched: Austin, TX to Austin city within layer Incorporated Places\n" ] } ], "source": [ "austin = acs.from_place('Austin, TX', variables=hispanic)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Just like before, we can get basemaps using `contextily` and make nice maps:" ] }, { "cell_type": "code", "execution_count": 81, "metadata": {}, "outputs": [], "source": [ "austin_basemap, austin_extent = contextily.bounds2img(*austin.total_bounds, zoom=12, url=contextily.tile_providers.ST_TONER_LITE)" ] }, { "cell_type": "code", "execution_count": 94, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Hispanic % (Phoenix)')" ] }, "execution_count": 94, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "f,ax = plt.subplots(1,2, figsize=(10,10))\n", "ax[0].imshow(austin_basemap, extent=austin_extent, interpolation='sinc')\n", "ax[1].imshow(phoenix_basemap, extent=phoenix_extent, interpolation='sinc')\n", "austin.eval('pct_hispanic = B03002_012E / B03002_001E').plot('pct_hispanic', cmap='plasma', ax = ax[0], alpha=.4)\n", "phoenix.plot('pct_hispanic', cmap='plasma', ax=ax[1], alpha=.4)\n", "ax[1].axis(phoenix.total_bounds[[0,2,1,3]])\n", "ax[0].set_title('Hispanic % (Austin)', fontsize=20)\n", "ax[1].set_title('Hispanic % (Phoenix)', fontsize=20)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Estimating the difference between segregation in the two cities is difficult. While we can simply compare the raw estimated Dissimilarity score: " ] }, { "cell_type": "code", "execution_count": 95, "metadata": {}, "outputs": [], "source": [ "seg_austin = segregation.aspatial.Dissim(austin, group_pop_var='B03002_012E', total_pop_var='B03002_001E')" ] }, { "cell_type": "code", "execution_count": 96, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0.421753840915938, 0.5004851624821972)" ] }, "execution_count": 96, "metadata": {}, "output_type": "execute_result" } ], "source": [ "seg_austin.statistic, seg_phoenix.statistic" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This doesn't take into account the intrinsic uncertainty in that Dissimilarity estimate. Further, it's hard to understand how to compare the two cities, given that they've got distinctive geographical structures. But, the `segregation` package takes care of this automatically:" ] }, { "cell_type": "code", "execution_count": 98, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [] }, { "name": "stdout", "output_type": "stream", "text": [] }, { "name": "stdout", "output_type": "stream", "text": [] }, { "name": "stdout", "output_type": "stream", "text": [] }, { "name": "stdout", "output_type": "stream", "text": [] }, { "name": "stdout", "output_type": "stream", "text": [] }, { "name": "stdout", "output_type": "stream", "text": [] }, { "name": "stdout", "output_type": "stream", "text": [] }, { "name": "stdout", "output_type": "stream", "text": [] }, { "name": "stdout", "output_type": "stream", "text": [] }, { "name": "stdout", "output_type": "stream", "text": [] }, { "name": "stdout", "output_type": "stream", "text": [] }, { "name": "stdout", "output_type": "stream", "text": [] }, { "name": "stdout", "output_type": "stream", "text": [] }, { "name": "stdout", "output_type": "stream", "text": [] }, { "name": "stdout", "output_type": "stream", "text": [] }, { "name": "stdout", "output_type": "stream", "text": [] } ], "source": [ "test = segregation.inference.TwoValueTest(seg_austin, seg_phoenix)" ] }, { "cell_type": "code", "execution_count": 99, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "test.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Thus, we see that Austin is significantly less segregated that Phoenix, even when acounting for the uncertainty around estimating the Dissimilarity metric. " ] } ], "metadata": { "kernelspec": { "display_name": "Analysis", "language": "python", "name": "ana" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.2" } }, "nbformat": 4, "nbformat_minor": 2 }