{ "cells": [ { "cell_type": "markdown", "id": "wrapped-little", "metadata": {}, "source": [ "# Single-group Segregation Indices" ] }, { "cell_type": "code", "execution_count": 1, "id": "cloudy-printing", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Author: eli knaap\n", "\n", "Last updated: 2021-05-11\n", "\n", "Python implementation: CPython\n", "Python version : 3.9.2\n", "IPython version : 7.23.1\n", "\n", "segregation: 2.0.0\n", "geopandas : 0.9.0\n", "libpysal : 4.3.0\n", "pandana : 0.6.1\n", "\n" ] } ], "source": [ "%load_ext watermark\n", "%watermark -a 'eli knaap' -v -d -u -p segregation,geopandas,libpysal,pandana" ] }, { "cell_type": "markdown", "id": "sixth-civilization", "metadata": {}, "source": [ "Single-group indices are calculated using the `singlegroup` module" ] }, { "cell_type": "markdown", "id": "disciplinary-colon", "metadata": {}, "source": [ "### Data Prep" ] }, { "cell_type": "code", "execution_count": 2, "id": "identical-authentication", "metadata": {}, "outputs": [], "source": [ "import geopandas as gpd\n", "import matplotlib.pyplot as plt\n", "from libpysal.examples import load_example" ] }, { "cell_type": "code", "execution_count": 3, "id": "actual-valley", "metadata": {}, "outputs": [], "source": [ "# read in sacramento data from libpysal and reproject into an appropriate CRS\n", "sacramento = gpd.read_file(load_example(\"Sacramento1\").get_path(\"sacramentot2.shp\"))\n", "sacramento = sacramento.to_crs(sacramento.estimate_utm_crs())" ] }, { "cell_type": "code", "execution_count": 4, "id": "grand-manitoba", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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"metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 258, "width": 368 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sacramento.plot('BLACK')" ] }, { "cell_type": "markdown", "id": "historical-authentication", "metadata": {}, "source": [ "## Aspatial Segregation Indices" ] }, { "cell_type": "markdown", "id": "excellent-scanner", "metadata": {}, "source": [ "To compute an aspatial segregation index, pass a dataframe, a group population variable, and total population variable to the index's class" ] }, { "cell_type": "code", "execution_count": 6, "id": "continent-situation", "metadata": {}, "outputs": [], "source": [ "from segregation.singlegroup import Dissim" ] }, { "cell_type": "code", "execution_count": 7, "id": "norwegian-academy", "metadata": {}, "outputs": [], "source": [ "dissim = Dissim(sacramento, group_pop_var='BLACK', \n", " total_pop_var='TOT_POP')" ] }, { "cell_type": "markdown", "id": "statistical-playlist", "metadata": {}, "source": [ "The `statistic` attribute holds the value of the segregation index, and the `data` attribute holds the data used to calculate the index" ] }, { "cell_type": "code", "execution_count": 8, "id": "manual-roberts", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.4883394024705785" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dissim.statistic" ] }, { "cell_type": "code", "execution_count": 9, "id": "peaceful-policy", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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BLACKTOT_POPgeometry
0295501POLYGON ((740409.853 4338451.728, 740199.864 4...
102072POLYGON ((753400.378 4347151.080, 753395.816 4...
293633POLYGON ((758318.262 4352123.456, 758319.774 4...
301683POLYGON ((750839.595 4342678.807, 750805.840 4...
4175794POLYGON ((670062.020 4311030.409, 670133.819 4...
\n", "
" ], "text/plain": [ " BLACK TOT_POP geometry\n", "0 29 5501 POLYGON ((740409.853 4338451.728, 740199.864 4...\n", "1 0 2072 POLYGON ((753400.378 4347151.080, 753395.816 4...\n", "2 9 3633 POLYGON ((758318.262 4352123.456, 758319.774 4...\n", "3 0 1683 POLYGON ((750839.595 4342678.807, 750805.840 4...\n", "4 17 5794 POLYGON ((670062.020 4311030.409, 670133.819 4..." ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dissim.data.head()" ] }, { "cell_type": "markdown", "id": "fewer-southeast", "metadata": {}, "source": [ "## Spatial Segregation Indices" ] }, { "cell_type": "markdown", "id": "confidential-corpus", "metadata": {}, "source": [ "For calculating spatial segregation indices, the package implements two classes of indices: spatially-explicit and spatially-implicit. \n", "\n", "Spatially-explicit indices are those for which space was a formal consideration in the index's original formulation, whereas spatially-implicit indices are developed using the logic of [Reardon and O'Sulivan](http://doi.wiley.com/10.1111/j.0081-1750.2004.00150.x). \n", "\n", "For the latter,(otherwise called *generalized* spatial segregation indices) the package can incorporate spatial relationships represented by either a [`libpysal.W`](https://pysal.org/libpysal/api.html) weights object or a [`pandana.Network`](http://udst.github.io/pandana/network.html) network object, which means generalized spatial segregation indices can be computed according to many different spatial relationships which could include contiguity, distance, or network connectivity. This flexibility is particularly useful for specifying appropriate \"neighborhood\" definitions for different types of input data (which could be, e.g. housing units, census tracts, or counties)" ] }, { "cell_type": "markdown", "id": "exterior-louisiana", "metadata": {}, "source": [ "For spatially-explicit indices, they can be called like any other, though some may have additional arguments:" ] }, { "cell_type": "code", "execution_count": 10, "id": "congressional-likelihood", "metadata": {}, "outputs": [], "source": [ "from segregation.singlegroup import AbsoluteCentralization, Gini" ] }, { "cell_type": "code", "execution_count": 11, "id": "cloudy-disabled", "metadata": {}, "outputs": [], "source": [ "cent = AbsoluteCentralization(sacramento, group_pop_var='BLACK', \n", " total_pop_var='TOT_POP')" ] }, { "cell_type": "code", "execution_count": 12, "id": "decreased-possession", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.8491771822066525" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cent.statistic" ] }, { "cell_type": "markdown", "id": "usual-garden", "metadata": {}, "source": [ "### Euclidian distance based measures" ] }, { "cell_type": "markdown", "id": "appreciated-honolulu", "metadata": {}, "source": [ "For generalized spatial indices, a `distance` parameter can be passed to the index of choice. Under the hood, the input data will be passed through a kernel function with the distance parameter as the kernel bandwidth.\n", "\n", "(note in this case because the CRS of the sacramento dataframe is UTM, the units are in meters)" ] }, { "cell_type": "code", "execution_count": 13, "id": "attempted-question", "metadata": {}, "outputs": [], "source": [ "# aspatial gini index\n", "aspatial_gini = Gini(sacramento, group_pop_var='BLACK', \n", " total_pop_var='TOT_POP')" ] }, { "cell_type": "code", "execution_count": 14, "id": "handled-paint", "metadata": {}, "outputs": [], "source": [ "# generalized spatial gini index\n", "gen_spatialgini = Gini(sacramento, group_pop_var='BLACK', \n", " total_pop_var='TOT_POP', distance=2000)" ] }, { "cell_type": "code", "execution_count": 15, "id": "incoming-decision", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.5368102768280784" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gen_spatialgini.statistic" ] }, { "cell_type": "code", "execution_count": 16, "id": "seven-manufacturer", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.6361755332635235" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "aspatial_gini.statistic" ] }, { "cell_type": "markdown", "id": "varied-desert", "metadata": {}, "source": [ "Examining the `data` attribute of the fitted index shows how the input data are transformed" ] }, { "cell_type": "code", "execution_count": 17, "id": "foreign-ozone", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 258, "width": 368 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# original data\n", "sacramento.plot('BLACK')" ] }, { "cell_type": "markdown", "id": "peripheral-client", "metadata": {}, "source": [ "### Network distance based measures" ] }, { "cell_type": "markdown", "id": "complex-prisoner", "metadata": {}, "source": [ "Instead of a euclidian distance-based kernel, each generalized spatial segregation index can be calculated using accssibility analysis on a transportation network instead. Since people can't fly, using a travel network to measure spatial distances is more conceptually pure to the spirit of segregation indices " ] }, { "cell_type": "code", "execution_count": 19, "id": "rural-clearance", "metadata": {}, "outputs": [], "source": [ "import pandana as pdna" ] }, { "cell_type": "markdown", "id": "secret-dress", "metadata": {}, "source": [ "A network can be created using the [urbanaccess](https://github.com/UDST/urbanaccess) package, or the built-in `get_osm_network` function from the `segregation.util` module. Alternatively, metropolitan-scale networks from OpenStreetMap are also available in the [CGS quilt bucket](https://open.quiltdata.com/b/spatial-ucr/tree/osm/) (named by CBSA FIPS code)" ] }, { "cell_type": "code", "execution_count": null, "id": "existing-kidney", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 20, "id": "proprietary-thumb", "metadata": {}, "outputs": [], "source": [ "net = pdna.Network.from_hdf5('../40900.h5')" ] }, { "cell_type": "code", "execution_count": 21, "id": "determined-fleece", "metadata": {}, "outputs": [], "source": [ "network_spatialgini = Gini(sacramento, group_pop_var='BLACK', \n", " total_pop_var='TOT_POP', distance=2000, \n", " network=net, decay='linear')" ] }, { "cell_type": "markdown", "id": "regular-latter", "metadata": {}, "source": [ "Comparing spatial gini indices based on straight-line distance versus network distance:" ] }, { "cell_type": "code", "execution_count": 22, "id": "french-extent", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.5848616778202473" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "network_spatialgini.statistic" ] }, { "cell_type": "code", "execution_count": 23, "id": "american-narrow", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.5368102768280784" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gen_spatialgini.statistic" ] }, { "cell_type": "markdown", "id": "sufficient-benefit", "metadata": {}, "source": [ "The segregation statistic using network distance to construct neighborhoods is higher than using the one using unrestricted euclidian distance" ] }, { "cell_type": "markdown", "id": "approved-midwest", "metadata": {}, "source": [ "## Batch-Computing Single-Group Measures" ] }, { "cell_type": "markdown", "id": "backed-congo", "metadata": {}, "source": [ "To compute all single group indices in one go, the package provides a wrapper function in the `batch` module" ] }, { "cell_type": "code", "execution_count": 24, "id": "frozen-yield", "metadata": {}, "outputs": [], "source": [ "from segregation.batch import batch_compute_singlegroup" ] }, { "cell_type": "code", "execution_count": 25, "id": "quantitative-atlanta", "metadata": {}, "outputs": [], "source": [ "all_singlegroup = batch_compute_singlegroup(sacramento, group_pop_var='BLACK', total_pop_var='TOT_POP')" ] }, { "cell_type": "code", "execution_count": 26, "id": "48cdfcc4-2b44-4bc5-bbd2-91c0e5e4d15e", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Statistic
Name
AbsoluteCentralization0.849177
AbsoluteClustering0.117545
AbsoluteConcentration0.981443
Atkinson0.365947
BiasCorrectedDissim0.487694
BoundarySpatialDissim0.450074
ConProf0.112752
CorrelationR0.101027
Delta0.907277
DensityCorrectedDissim0.335178
Dissim0.488339
DistanceDecayInteraction0.841137
DistanceDecayIsolation0.160247
Entropy0.112068
Gini0.636176
Interaction0.837925
Isolation0.162075
MinMax0.656220
ModifiedDissim0.476238
ModifiedGini0.623809
PARDissim0.481833
RelativeCentralization0.076906
RelativeClustering1.626559
RelativeConcentration0.778755
SpatialDissim0.446272
SpatialProxProf0.115984
SpatialProximity1.106990
\n", "
" ], "text/plain": [ " Statistic\n", "Name \n", "AbsoluteCentralization 0.849177\n", "AbsoluteClustering 0.117545\n", "AbsoluteConcentration 0.981443\n", "Atkinson 0.365947\n", "BiasCorrectedDissim 0.487694\n", "BoundarySpatialDissim 0.450074\n", "ConProf 0.112752\n", "CorrelationR 0.101027\n", "Delta 0.907277\n", "DensityCorrectedDissim 0.335178\n", "Dissim 0.488339\n", "DistanceDecayInteraction 0.841137\n", "DistanceDecayIsolation 0.160247\n", "Entropy 0.112068\n", "Gini 0.636176\n", "Interaction 0.837925\n", "Isolation 0.162075\n", "MinMax 0.656220\n", "ModifiedDissim 0.476238\n", "ModifiedGini 0.623809\n", "PARDissim 0.481833\n", "RelativeCentralization 0.076906\n", "RelativeClustering 1.626559\n", "RelativeConcentration 0.778755\n", "SpatialDissim 0.446272\n", "SpatialProxProf 0.115984\n", "SpatialProximity 1.106990" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "all_singlegroup" ] }, { "cell_type": "code", "execution_count": null, "id": "e3da8849-9180-4fe7-ba83-6594dab7bce5", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python [conda env:segregation]", "language": "python", "name": "conda-env-segregation-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.2" }, "widgets": { "application/vnd.jupyter.widget-state+json": { "state": {}, "version_major": 2, "version_minor": 0 } } }, "nbformat": 4, "nbformat_minor": 5 }