{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Areal interpolation: Tracts to Voting Precincts\n", "\n", "This notebook demonstrates the interpolation of an intensive variable (Pct Youth) measured for the census tracts tracts in Riverside and San Bernardino counties in California to the voting precincts in the respective counties." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import tobler\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import geopandas" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "tracts = geopandas.read_file(\"https://ndownloader.figshare.com/files/20460645\") " ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(822, 8)" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tracts.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are 822 tracts in the two counties." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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STATEFPCOUNTYFPTRACTCEGEOIDIE_NAMEIE_pct_youpct Youthgeometry
00607100420106071004201Census Tract 42.01, San Bernardino County, Cal...0.2146900.21POLYGON ((-117.34794 34.13602, -117.34725 34.1...
10607100420206071004202Census Tract 42.02, San Bernardino County, Cal...0.2041010.20POLYGON ((-117.32259 34.11639, -117.32259 34.1...
20607100440106071004401Census Tract 44.01, San Bernardino County, Cal...0.2377070.24POLYGON ((-117.35944 34.09045, -117.35944 34.0...
30606504191206065041912Census Tract 419.12, Riverside County, California0.1986220.20POLYGON ((-117.65093 33.87887, -117.65086 33.8...
40606504382206065043822Census Tract 438.22, Riverside County, California0.1279170.13POLYGON ((-117.21237 34.00421, -117.20705 34.0...
\n", "
" ], "text/plain": [ " STATEFP COUNTYFP TRACTCE GEOID \\\n", "0 06 071 004201 06071004201 \n", "1 06 071 004202 06071004202 \n", "2 06 071 004401 06071004401 \n", "3 06 065 041912 06065041912 \n", "4 06 065 043822 06065043822 \n", "\n", " IE_NAME IE_pct_you pct Youth \\\n", "0 Census Tract 42.01, San Bernardino County, Cal... 0.214690 0.21 \n", "1 Census Tract 42.02, San Bernardino County, Cal... 0.204101 0.20 \n", "2 Census Tract 44.01, San Bernardino County, Cal... 0.237707 0.24 \n", "3 Census Tract 419.12, Riverside County, California 0.198622 0.20 \n", "4 Census Tract 438.22, Riverside County, California 0.127917 0.13 \n", "\n", " geometry \n", "0 POLYGON ((-117.34794 34.13602, -117.34725 34.1... \n", "1 POLYGON ((-117.32259 34.11639, -117.32259 34.1... \n", "2 POLYGON ((-117.35944 34.09045, -117.35944 34.0... \n", "3 POLYGON ((-117.65093 33.87887, -117.65086 33.8... \n", "4 POLYGON ((-117.21237 34.00421, -117.20705 34.0... " ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tracts.head()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "tracts.plot(facecolor='none', edgecolor='g')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Precincts" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "precincts = geopandas.read_file(\"https://ndownloader.figshare.com/files/20460549\") \n" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(3780, 11)" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "precincts.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For the 3780 precincts in the two counties, we wish to obtain estimates of the percentage of the population that is youth." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "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": [ "precincts.plot(facecolor='none', edgecolor='r')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Interpolation" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Source and target dataframes have different crs. Please correct.\n" ] } ], "source": [ "estimates = tobler.area_weighted.area_interpolate(tracts, precincts, intensive_variables=['pct Youth'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice the warning about different crs. " ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "estimates" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As a result of the different crs, tobler will not carry out the interpolation. We need to fix the crs issue first by setting the tract geometries to use the precincts crs" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/serge/anaconda3/envs/tobler/lib/python3.7/site-packages/pyproj/crs.py:77: FutureWarning: '+init=:' syntax is deprecated. ':' is the preferred initialization method.\n", " return _prepare_from_string(\" \".join(pjargs))\n" ] } ], "source": [ "tracts = tracts.to_crs(precincts.crs) " ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "nan values in variable: pct Youth, replacing with 0.0\n" ] } ], "source": [ "estimates = tobler.area_weighted.area_interpolate(tracts, precincts, intensive_variables=['pct Youth'])" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(array([], dtype=float64), array([[0.42896819],\n", " [0.23996352],\n", " [0.70018814],\n", " ...,\n", " [0.18013979],\n", " [0.11000376],\n", " [0.22 ]]))" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "estimates" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "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, figsize=(8, 8))\n", "ax = tracts.plot(column='pct Youth', ax=ax, legend=True, alpha=0.5, scheme='Quantiles', k=10)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "precincts['pct Youth'] = estimates[-1]\n", "f, ax = plt.subplots(1, figsize=(8, 8))\n", "ax = precincts.plot(column='pct Youth', ax=ax, legend=True, alpha=0.5, scheme='Quantiles', k=10)\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 2 }