{ "metadata": { "name": "", "signature": "sha256:f2cfcb83c09747f8bcf7a08abe582a16207e6bcfb0547e4cb69755830bcae172" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Spatial overlays allow you to compare two GeoDataFrames containing polygon or multipolygon geometries \n", "and create a new GeoDataFrame with the new geometries representing the spatial combination *and*\n", "merged properties. This allows you to answer questions like\n", "\n", "> What are the demographics of the census tracts within 1000 ft of the highway?\n", "\n", "The basic idea is demonstrated by the graphic below but keep in mind that overlays operate at the dataframe level, \n", "not on individual geometries, and the properties from both are retained" ] }, { "cell_type": "code", "collapsed": false, "input": [ "from IPython.core.display import Image \n", "Image(url=\"http://docs.qgis.org/testing/en/_images/overlay_operations.png\") " ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "" ], "metadata": {}, "output_type": "pyout", "prompt_number": 1, "text": [ "" ] } ], "prompt_number": 1 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can load up two GeoDataFrames containing (multi)polygon geometries..." ] }, { "cell_type": "code", "collapsed": false, "input": [ "%matplotlib inline\n", "import os\n", "from shapely.geometry import Point\n", "from geopandas import GeoDataFrame, read_file\n", "from geopandas.tools import overlay\n", "\n", "# NYC Boros\n", "zippath = os.path.abspath('../examples/nybb_14aav.zip')\n", "polydf = read_file('/nybb_14a_av/nybb.shp', vfs='zip://' + zippath)\n", "\n", "# Generate some circles\n", "b = [int(x) for x in polydf.total_bounds]\n", "N = 10\n", "polydf2 = GeoDataFrame([\n", " {'geometry' : Point(x, y).buffer(10000), 'value1': x + y, 'value2': x - y}\n", " for x, y in zip(range(b[0], b[2], int((b[2]-b[0])/N)),\n", " range(b[1], b[3], int((b[3]-b[1])/N)))])" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "markdown", "metadata": {}, "source": [ "The first dataframe contains multipolygons of the NYC boros" ] }, { "cell_type": "code", "collapsed": false, "input": [ "polydf.plot()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 3, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAUcAAAEACAYAAAAgFLS/AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nsJUDHUQhegAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 3 }, { "cell_type": "markdown", "metadata": {}, "source": [ "And the second GeoDataFrame is a randomly generated set of circles in the same geographic space (TODO ...use real data)" ] }, { "cell_type": "code", "collapsed": false, "input": [ "polydf2.plot()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 4, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAARUAAAEACAYAAACd9eLKAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQRAEQRAEQRAEQRAEQRCEdPH/kLzZD8yJXtkAAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 4 }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `geopandas.tools.overlay` function takes three arguments:\n", "\n", "* df1\n", "* df2\n", "* how\n", "\n", "Where `how` can be one of:\n", "\n", " ['intersection',\n", " 'union',\n", " 'identity',\n", " 'symmetric_difference',\n", " 'difference']\n", "\n", "So let's identify the areas (and attributes) where both dataframes intersect using the `overlay` tool. " ] }, { "cell_type": "code", "collapsed": false, "input": [ "from geopandas.tools import overlay\n", "newdf = overlay(polydf, polydf2, how=\"intersection\")\n", "newdf.plot()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 5, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAASsAAAEACAYAAADrz1BBAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text": [ "" ] } ], "prompt_number": 5 }, { "cell_type": "markdown", "metadata": {}, "source": [ "And take a look at the attributes; we see that the attributes from both of the original GeoDataFrames are retained. " ] }, { "cell_type": "code", "collapsed": false, "input": [ "polydf.head()" ], "language": "python", "metadata": {}, "outputs": [ { "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", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
BoroCodeBoroNameShape_AreaShape_Lenggeometry
0 5 Staten Island 1.623847e+09 330454.175933 (POLYGON ((970217.0223999023 145643.3322143555...
1 3 Brooklyn 1.937810e+09 741227.337073 (POLYGON ((1021176.479003906 151374.7969970703...
2 4 Queens 3.045079e+09 896875.396449 (POLYGON ((1029606.076599121 156073.8142089844...
3 1 Manhattan 6.364308e+08 358400.912836 (POLYGON ((981219.0557861328 188655.3157958984...
4 2 Bronx 1.186822e+09 464475.145651 (POLYGON ((1012821.805786133 229228.2645874023...
\n", "
" ], "metadata": {}, "output_type": "pyout", "prompt_number": 6, "text": [ " BoroCode BoroName Shape_Area Shape_Leng \\\n", "0 5 Staten Island 1.623847e+09 330454.175933 \n", "1 3 Brooklyn 1.937810e+09 741227.337073 \n", "2 4 Queens 3.045079e+09 896875.396449 \n", "3 1 Manhattan 6.364308e+08 358400.912836 \n", "4 2 Bronx 1.186822e+09 464475.145651 \n", "\n", " geometry \n", "0 (POLYGON ((970217.0223999023 145643.3322143555... \n", "1 (POLYGON ((1021176.479003906 151374.7969970703... \n", "2 (POLYGON ((1029606.076599121 156073.8142089844... \n", "3 (POLYGON ((981219.0557861328 188655.3157958984... \n", "4 (POLYGON ((1012821.805786133 229228.2645874023... " ] } ], "prompt_number": 6 }, { "cell_type": "code", "collapsed": false, "input": [ "polydf2.head()" ], "language": "python", "metadata": {}, "outputs": [ { "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", "
geometryvalue1value2
0 POLYGON ((923175 120121, 923126.847266722 1191... 1033296 793054
1 POLYGON ((938595 135393, 938546.847266722 1344... 1063988 793202
2 POLYGON ((954015 150665, 953966.847266722 1496... 1094680 793350
3 POLYGON ((969435 165937, 969386.847266722 1649... 1125372 793498
4 POLYGON ((984855 181209, 984806.847266722 1802... 1156064 793646
\n", "
" ], "metadata": {}, "output_type": "pyout", "prompt_number": 7, "text": [ " geometry value1 value2\n", "0 POLYGON ((923175 120121, 923126.847266722 1191... 1033296 793054\n", "1 POLYGON ((938595 135393, 938546.847266722 1344... 1063988 793202\n", "2 POLYGON ((954015 150665, 953966.847266722 1496... 1094680 793350\n", "3 POLYGON ((969435 165937, 969386.847266722 1649... 1125372 793498\n", "4 POLYGON ((984855 181209, 984806.847266722 1802... 1156064 793646" ] } ], "prompt_number": 7 }, { "cell_type": "code", "collapsed": false, "input": [ "newdf.head()" ], "language": "python", "metadata": {}, "outputs": [ { "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", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
BoroCodeBoroNameShape_AreaShape_Lengvalue1value2geometry
0 5 Staten Island 1.623847e+09 330454.175933 1033296 793054 POLYGON ((916755.4256330276 129447.9617643995,...
1 5 Staten Island 1.623847e+09 330454.175933 1063988 793202 POLYGON ((938595 135393, 938546.847266722 1344...
2 5 Staten Island 1.623847e+09 330454.175933 1125372 793498 POLYGON ((961436.3049926758 175473.0296020508,...
3 5 Staten Island 1.623847e+09 330454.175933 1094680 793350 POLYGON ((954015 150665, 953966.847266722 1496...
4 2 Bronx 1.186822e+09 464475.145651 1309524 794386 POLYGON ((1043287.193237305 260300.0289916992,...
\n", "
" ], "metadata": {}, "output_type": "pyout", "prompt_number": 8, "text": [ " BoroCode BoroName Shape_Area Shape_Leng value1 value2 \\\n", "0 5 Staten Island 1.623847e+09 330454.175933 1033296 793054 \n", "1 5 Staten Island 1.623847e+09 330454.175933 1063988 793202 \n", "2 5 Staten Island 1.623847e+09 330454.175933 1125372 793498 \n", "3 5 Staten Island 1.623847e+09 330454.175933 1094680 793350 \n", "4 2 Bronx 1.186822e+09 464475.145651 1309524 794386 \n", "\n", " geometry \n", "0 POLYGON ((916755.4256330276 129447.9617643995,... \n", "1 POLYGON ((938595 135393, 938546.847266722 1344... \n", "2 POLYGON ((961436.3049926758 175473.0296020508,... \n", "3 POLYGON ((954015 150665, 953966.847266722 1496... \n", "4 POLYGON ((1043287.193237305 260300.0289916992,... " ] } ], "prompt_number": 8 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's look at the other `how` operations:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "newdf = overlay(polydf, polydf2, how=\"union\")\n", "newdf.plot()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 9, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAARUAAAEACAYAAACd9eLKAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nIyMjIyMjIyMjIyMjIyMjIyMjI1Mk/g8f25H9uqiQuwAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 9 }, { "cell_type": "code", "collapsed": false, "input": [ "newdf = overlay(polydf, polydf2, how=\"identity\")\n", "newdf.plot()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 10, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAUcAAAEACAYAAAAgFLS/AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nXqZ3AAAAAElFTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 10 }, { "cell_type": "code", "collapsed": false, "input": [ "newdf = overlay(polydf, polydf2, how=\"symmetric_difference\")\n", "newdf.plot()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 11, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAARUAAAEACAYAAACd9eLKAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nrkJggg==\n", "text": [ "" ] } ], "prompt_number": 11 }, { "cell_type": "code", "collapsed": false, "input": [ "newdf = overlay(polydf, polydf2, how=\"difference\")\n", "newdf.plot()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 12, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAUcAAAEACAYAAAAgFLS/AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nfAn8P+etexe+p69lAAAAAElFTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 12 } ], "metadata": {} } ] }