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working with GeoDataFrames in GeoPandas
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{ | |
"metadata": { | |
"name": "" | |
}, | |
"nbformat": 3, | |
"nbformat_minor": 0, | |
"worksheets": [ | |
{ | |
"cells": [ | |
{ | |
"cell_type": "heading", | |
"level": 1, | |
"metadata": {}, | |
"source": [ | |
"Working with GeoDataFrames" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"from geopandas import *\n", | |
"pylab.rcParams['savefig.dpi'] = 100" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 1 | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"NYC borough boundaries downloaded from [Bytes of the Big Apple](http://www.nyc.gov/html/dcp/download/bytes/nybb_13a.zip)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"shpfile = 'nybb.shp'\n", | |
"boros = GeoDataFrame.from_file(shpfile)\n", | |
"boros" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"html": [ | |
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>BoroCode</th>\n", | |
" <th>BoroName</th>\n", | |
" <th>Shape_Area</th>\n", | |
" <th>Shape_Leng</th>\n", | |
" <th>geometry</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>0</th>\n", | |
" <td> 5</td>\n", | |
" <td> Staten Island</td>\n", | |
" <td> 1.623853e+09</td>\n", | |
" <td> 330385.036974</td>\n", | |
" <td> (POLYGON ((970217.0223999023437500 145643.3322...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1</th>\n", | |
" <td> 4</td>\n", | |
" <td> Queens</td>\n", | |
" <td> 3.049947e+09</td>\n", | |
" <td> 861038.479299</td>\n", | |
" <td> (POLYGON ((1029606.0765991210937500 156073.814...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2</th>\n", | |
" <td> 3</td>\n", | |
" <td> Brooklyn</td>\n", | |
" <td> 1.959432e+09</td>\n", | |
" <td> 726568.946340</td>\n", | |
" <td> (POLYGON ((1021176.4790039062500000 151374.796...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>3</th>\n", | |
" <td> 1</td>\n", | |
" <td> Manhattan</td>\n", | |
" <td> 6.364422e+08</td>\n", | |
" <td> 358532.956418</td>\n", | |
" <td> (POLYGON ((981219.0557861328125000 188655.3157...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4</th>\n", | |
" <td> 2</td>\n", | |
" <td> Bronx</td>\n", | |
" <td> 1.186804e+09</td>\n", | |
" <td> 464517.890553</td>\n", | |
" <td> (POLYGON ((1012821.8057861328125000 229228.264...</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 2, | |
"text": [ | |
" BoroCode BoroName Shape_Area Shape_Leng \\\n", | |
"0 5 Staten Island 1.623853e+09 330385.036974 \n", | |
"1 4 Queens 3.049947e+09 861038.479299 \n", | |
"2 3 Brooklyn 1.959432e+09 726568.946340 \n", | |
"3 1 Manhattan 6.364422e+08 358532.956418 \n", | |
"4 2 Bronx 1.186804e+09 464517.890553 \n", | |
"\n", | |
" geometry \n", | |
"0 (POLYGON ((970217.0223999023437500 145643.3322... \n", | |
"1 (POLYGON ((1029606.0765991210937500 156073.814... \n", | |
"2 (POLYGON ((1021176.4790039062500000 151374.796... \n", | |
"3 (POLYGON ((981219.0557861328125000 188655.3157... \n", | |
"4 (POLYGON ((1012821.8057861328125000 229228.264... " | |
] | |
} | |
], | |
"prompt_number": 2 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"boros.set_index('BoroCode', inplace=True)\n", | |
"boros.sort(inplace=True)\n", | |
"boros" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"html": [ | |
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>BoroName</th>\n", | |
" <th>Shape_Area</th>\n", | |
" <th>Shape_Leng</th>\n", | |
" <th>geometry</th>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>BoroCode</th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>1</th>\n", | |
" <td> Manhattan</td>\n", | |
" <td> 6.364422e+08</td>\n", | |
" <td> 358532.956418</td>\n", | |
" <td> (POLYGON ((981219.0557861328125000 188655.3157...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2</th>\n", | |
" <td> Bronx</td>\n", | |
" <td> 1.186804e+09</td>\n", | |
" <td> 464517.890553</td>\n", | |
" <td> (POLYGON ((1012821.8057861328125000 229228.264...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>3</th>\n", | |
" <td> Brooklyn</td>\n", | |
" <td> 1.959432e+09</td>\n", | |
" <td> 726568.946340</td>\n", | |
" <td> (POLYGON ((1021176.4790039062500000 151374.796...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4</th>\n", | |
" <td> Queens</td>\n", | |
" <td> 3.049947e+09</td>\n", | |
" <td> 861038.479299</td>\n", | |
" <td> (POLYGON ((1029606.0765991210937500 156073.814...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>5</th>\n", | |
" <td> Staten Island</td>\n", | |
" <td> 1.623853e+09</td>\n", | |
" <td> 330385.036974</td>\n", | |
" <td> (POLYGON ((970217.0223999023437500 145643.3322...</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 3, | |
"text": [ | |
" BoroName Shape_Area Shape_Leng \\\n", | |
"BoroCode \n", | |
"1 Manhattan 6.364422e+08 358532.956418 \n", | |
"2 Bronx 1.186804e+09 464517.890553 \n", | |
"3 Brooklyn 1.959432e+09 726568.946340 \n", | |
"4 Queens 3.049947e+09 861038.479299 \n", | |
"5 Staten Island 1.623853e+09 330385.036974 \n", | |
"\n", | |
" geometry \n", | |
"BoroCode \n", | |
"1 (POLYGON ((981219.0557861328125000 188655.3157... \n", | |
"2 (POLYGON ((1012821.8057861328125000 229228.264... \n", | |
"3 (POLYGON ((1021176.4790039062500000 151374.796... \n", | |
"4 (POLYGON ((1029606.0765991210937500 156073.814... \n", | |
"5 (POLYGON ((970217.0223999023437500 145643.3322... " | |
] | |
} | |
], | |
"prompt_number": 3 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"boros.reset_index(inplace=True)\n", | |
"boros.set_index('BoroName', inplace=True)" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 4 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"boros.plot()" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 5, | |
"text": [ | |
"<matplotlib.axes.AxesSubplot at 0x105b0ed90>" | |
] | |
}, | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
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Atm/fTpcuXYiPj8fe3p69e/fSvn17zp07h7OzMwBhYWGMHz+eGzduYGhoyIoVKxg4cCDp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\nMDIyMsQE+7nPfHp6OiEhIXh5eX20RP+Bg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| |
"text": [ | |
"<matplotlib.figure.Figure at 0x105b0ec90>" | |
] | |
} | |
], | |
"prompt_number": 5 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"boros.plot(alpha=0.0)\n", | |
"boros.geometry.convex_hull.plot()" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 6, | |
"text": [ | |
"<matplotlib.axes.AxesSubplot at 0x10c5c0ad0>" | |
] | |
}, | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
"png": 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Uq+AUn8Zx//7D24tNGtekRg1btdjMzBxk+lU/OcoL5Eikyt5weko6mlqayPRl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imVQYrm7W+Fwjj+BxCLxbi5uZGVlYWTkxPDhw//t6f0r6OmpkZWllRXtEOHDixatIjz58/Tpk2b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\nUCi1+H81GcfacUOdLwAAAABJRU5ErkJggg==\n", | |
"text": [ | |
"<matplotlib.figure.Figure at 0x10bdda910>" | |
] | |
} | |
], | |
"prompt_number": 6 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"eroded = boros.geometry.buffer(-5280)\n", | |
"boros.plot(alpha=0.0)\n", | |
"eroded.plot()" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 7, | |
"text": [ | |
"<matplotlib.axes.AxesSubplot at 0x10beae110>" | |
] | |
}, | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
"png": 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HtMRdamoqrl+/jqdPn6Jt27Zig/y3b9+OXbt24f3792L7PnnyBBMnTkSDBg3Q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\n8Nlnn1Vay/tw8uRJ/nfV4KX58+cL3p+qaNWqVbXpqgy1VRfAt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| |
"text": [ | |
"<matplotlib.figure.Figure at 0x10d7132d0>" | |
] | |
} | |
], | |
"prompt_number": 7 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"eroded.area" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 8, | |
"text": [ | |
"BoroName\n", | |
"Manhattan 1.128778e+07\n", | |
"Bronx 3.371502e+08\n", | |
"Brooklyn 6.711170e+08\n", | |
"Queens 1.301327e+09\n", | |
"Staten Island 7.263661e+08\n", | |
"dtype: float64" | |
] | |
} | |
], | |
"prompt_number": 8 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"boros.geometry.area" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 9, | |
"text": [ | |
"BoroName\n", | |
"Manhattan 6.364419e+08\n", | |
"Bronx 1.186806e+09\n", | |
"Brooklyn 1.959433e+09\n", | |
"Queens 3.049948e+09\n", | |
"Staten Island 1.623855e+09\n", | |
"dtype: float64" | |
] | |
} | |
], | |
"prompt_number": 9 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"inland = 100.0 * eroded.area / boros.geometry.area" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 10 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"boros['inland_fraction'] = inland" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 11 | |
}, | |
{ | |
"cell_type": "code", | |
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"input": [ | |
"boros" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"html": [ | |
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>BoroCode</th>\n", | |
" <th>Shape_Area</th>\n", | |
" <th>Shape_Leng</th>\n", | |
" <th>geometry</th>\n", | |
" <th>inland_fraction</th>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>BoroName</th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>Manhattan</th>\n", | |
" <td> 1</td>\n", | |
" <td> 6.364422e+08</td>\n", | |
" <td> 358532.956418</td>\n", | |
" <td> (POLYGON ((981219.0557861328125000 188655.3157...</td>\n", | |
" <td> 1.773576</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Bronx</th>\n", | |
" <td> 2</td>\n", | |
" <td> 1.186804e+09</td>\n", | |
" <td> 464517.890553</td>\n", | |
" <td> (POLYGON ((1012821.8057861328125000 229228.264...</td>\n", | |
" <td> 28.408195</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Brooklyn</th>\n", | |
" <td> 3</td>\n", | |
" <td> 1.959432e+09</td>\n", | |
" <td> 726568.946340</td>\n", | |
" <td> (POLYGON ((1021176.4790039062500000 151374.796...</td>\n", | |
" <td> 34.250565</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Queens</th>\n", | |
" <td> 4</td>\n", | |
" <td> 3.049947e+09</td>\n", | |
" <td> 861038.479299</td>\n", | |
" <td> (POLYGON ((1029606.0765991210937500 156073.814...</td>\n", | |
" <td> 42.667182</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Staten Island</th>\n", | |
" <td> 5</td>\n", | |
" <td> 1.623853e+09</td>\n", | |
" <td> 330385.036974</td>\n", | |
" <td> (POLYGON ((970217.0223999023437500 145643.3322...</td>\n", | |
" <td> 44.730956</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 12, | |
"text": [ | |
" BoroCode Shape_Area Shape_Leng \\\n", | |
"BoroName \n", | |
"Manhattan 1 6.364422e+08 358532.956418 \n", | |
"Bronx 2 1.186804e+09 464517.890553 \n", | |
"Brooklyn 3 1.959432e+09 726568.946340 \n", | |
"Queens 4 3.049947e+09 861038.479299 \n", | |
"Staten Island 5 1.623853e+09 330385.036974 \n", | |
"\n", | |
" geometry \\\n", | |
"BoroName \n", | |
"Manhattan (POLYGON ((981219.0557861328125000 188655.3157... \n", | |
"Bronx (POLYGON ((1012821.8057861328125000 229228.264... \n", | |
"Brooklyn (POLYGON ((1021176.4790039062500000 151374.796... \n", | |
"Queens (POLYGON ((1029606.0765991210937500 156073.814... \n", | |
"Staten Island (POLYGON ((970217.0223999023437500 145643.3322... \n", | |
"\n", | |
" inland_fraction \n", | |
"BoroName \n", | |
"Manhattan 1.773576 \n", | |
"Bronx 28.408195 \n", | |
"Brooklyn 34.250565 \n", | |
"Queens 42.667182 \n", | |
"Staten Island 44.730956 " | |
] | |
} | |
], | |
"prompt_number": 12 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"df = pd.read_csv('nyc_population.csv')\n", | |
"df.set_index('BoroName', inplace=True)\n", | |
"df" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"html": [ | |
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>pop_2000</th>\n", | |
" <th>pop_2010</th>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>BoroName</th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>Bronx</th>\n", | |
" <td> 1332650</td>\n", | |
" <td> 1385108</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Brooklyn</th>\n", | |
" <td> 2465326</td>\n", | |
" <td> 2504700</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Manhattan</th>\n", | |
" <td> 1537195</td>\n", | |
" <td> 1585873</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Queens</th>\n", | |
" <td> 2229379</td>\n", | |
" <td> 2230722</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Staten Island</th>\n", | |
" <td> 443728</td>\n", | |
" <td> 468730</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 13, | |
"text": [ | |
" pop_2000 pop_2010\n", | |
"BoroName \n", | |
"Bronx 1332650 1385108\n", | |
"Brooklyn 2465326 2504700\n", | |
"Manhattan 1537195 1585873\n", | |
"Queens 2229379 2230722\n", | |
"Staten Island 443728 468730" | |
] | |
} | |
], | |
"prompt_number": 13 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"boros.join(df)" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"html": [ | |
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>BoroCode</th>\n", | |
" <th>Shape_Area</th>\n", | |
" <th>Shape_Leng</th>\n", | |
" <th>geometry</th>\n", | |
" <th>inland_fraction</th>\n", | |
" <th>pop_2000</th>\n", | |
" <th>pop_2010</th>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>BoroName</th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
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" <th></th>\n", | |
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" <th></th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>Manhattan</th>\n", | |
" <td> 1</td>\n", | |
" <td> 6.364422e+08</td>\n", | |
" <td> 358532.956418</td>\n", | |
" <td> (POLYGON ((981219.0557861328125000 188655.3157...</td>\n", | |
" <td> 1.773576</td>\n", | |
" <td> 1537195</td>\n", | |
" <td> 1585873</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Bronx</th>\n", | |
" <td> 2</td>\n", | |
" <td> 1.186804e+09</td>\n", | |
" <td> 464517.890553</td>\n", | |
" <td> (POLYGON ((1012821.8057861328125000 229228.264...</td>\n", | |
" <td> 28.408195</td>\n", | |
" <td> 1332650</td>\n", | |
" <td> 1385108</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Brooklyn</th>\n", | |
" <td> 3</td>\n", | |
" <td> 1.959432e+09</td>\n", | |
" <td> 726568.946340</td>\n", | |
" <td> (POLYGON ((1021176.4790039062500000 151374.796...</td>\n", | |
" <td> 34.250565</td>\n", | |
" <td> 2465326</td>\n", | |
" <td> 2504700</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Queens</th>\n", | |
" <td> 4</td>\n", | |
" <td> 3.049947e+09</td>\n", | |
" <td> 861038.479299</td>\n", | |
" <td> (POLYGON ((1029606.0765991210937500 156073.814...</td>\n", | |
" <td> 42.667182</td>\n", | |
" <td> 2229379</td>\n", | |
" <td> 2230722</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Staten Island</th>\n", | |
" <td> 5</td>\n", | |
" <td> 1.623853e+09</td>\n", | |
" <td> 330385.036974</td>\n", | |
" <td> (POLYGON ((970217.0223999023437500 145643.3322...</td>\n", | |
" <td> 44.730956</td>\n", | |
" <td> 443728</td>\n", | |
" <td> 468730</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 14, | |
"text": [ | |
" BoroCode Shape_Area Shape_Leng \\\n", | |
"BoroName \n", | |
"Manhattan 1 6.364422e+08 358532.956418 \n", | |
"Bronx 2 1.186804e+09 464517.890553 \n", | |
"Brooklyn 3 1.959432e+09 726568.946340 \n", | |
"Queens 4 3.049947e+09 861038.479299 \n", | |
"Staten Island 5 1.623853e+09 330385.036974 \n", | |
"\n", | |
" geometry \\\n", | |
"BoroName \n", | |
"Manhattan (POLYGON ((981219.0557861328125000 188655.3157... \n", | |
"Bronx (POLYGON ((1012821.8057861328125000 229228.264... \n", | |
"Brooklyn (POLYGON ((1021176.4790039062500000 151374.796... \n", | |
"Queens (POLYGON ((1029606.0765991210937500 156073.814... \n", | |
"Staten Island (POLYGON ((970217.0223999023437500 145643.3322... \n", | |
"\n", | |
" inland_fraction pop_2000 pop_2010 \n", | |
"BoroName \n", | |
"Manhattan 1.773576 1537195 1585873 \n", | |
"Bronx 28.408195 1332650 1385108 \n", | |
"Brooklyn 34.250565 2465326 2504700 \n", | |
"Queens 42.667182 2229379 2230722 \n", | |
"Staten Island 44.730956 443728 468730 " | |
] | |
} | |
], | |
"prompt_number": 14 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"boros['pop_density'] = df['pop_2010'] / boros.geometry.area * 5280 ** 2" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 15 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"boros.sort(columns='pop_density', ascending=False)" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"html": [ | |
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>BoroCode</th>\n", | |
" <th>Shape_Area</th>\n", | |
" <th>Shape_Leng</th>\n", | |
" <th>geometry</th>\n", | |
" <th>inland_fraction</th>\n", | |
" <th>pop_density</th>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>BoroName</th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
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" <th></th>\n", | |
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" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>Manhattan</th>\n", | |
" <td> 1</td>\n", | |
" <td> 6.364422e+08</td>\n", | |
" <td> 358532.956418</td>\n", | |
" <td> (POLYGON ((981219.0557861328125000 188655.3157...</td>\n", | |
" <td> 1.773576</td>\n", | |
" <td> 69466.832779</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Brooklyn</th>\n", | |
" <td> 3</td>\n", | |
" <td> 1.959432e+09</td>\n", | |
" <td> 726568.946340</td>\n", | |
" <td> (POLYGON ((1021176.4790039062500000 151374.796...</td>\n", | |
" <td> 34.250565</td>\n", | |
" <td> 35636.335825</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Bronx</th>\n", | |
" <td> 2</td>\n", | |
" <td> 1.186804e+09</td>\n", | |
" <td> 464517.890553</td>\n", | |
" <td> (POLYGON ((1012821.8057861328125000 229228.264...</td>\n", | |
" <td> 28.408195</td>\n", | |
" <td> 32536.568714</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Queens</th>\n", | |
" <td> 4</td>\n", | |
" <td> 3.049947e+09</td>\n", | |
" <td> 861038.479299</td>\n", | |
" <td> (POLYGON ((1029606.0765991210937500 156073.814...</td>\n", | |
" <td> 42.667182</td>\n", | |
" <td> 20390.168862</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Staten Island</th>\n", | |
" <td> 5</td>\n", | |
" <td> 1.623853e+09</td>\n", | |
" <td> 330385.036974</td>\n", | |
" <td> (POLYGON ((970217.0223999023437500 145643.3322...</td>\n", | |
" <td> 44.730956</td>\n", | |
" <td> 8047.170819</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 16, | |
"text": [ | |
" BoroCode Shape_Area Shape_Leng \\\n", | |
"BoroName \n", | |
"Manhattan 1 6.364422e+08 358532.956418 \n", | |
"Brooklyn 3 1.959432e+09 726568.946340 \n", | |
"Bronx 2 1.186804e+09 464517.890553 \n", | |
"Queens 4 3.049947e+09 861038.479299 \n", | |
"Staten Island 5 1.623853e+09 330385.036974 \n", | |
"\n", | |
" geometry \\\n", | |
"BoroName \n", | |
"Manhattan (POLYGON ((981219.0557861328125000 188655.3157... \n", | |
"Brooklyn (POLYGON ((1021176.4790039062500000 151374.796... \n", | |
"Bronx (POLYGON ((1012821.8057861328125000 229228.264... \n", | |
"Queens (POLYGON ((1029606.0765991210937500 156073.814... \n", | |
"Staten Island (POLYGON ((970217.0223999023437500 145643.3322... \n", | |
"\n", | |
" inland_fraction pop_density \n", | |
"BoroName \n", | |
"Manhattan 1.773576 69466.832779 \n", | |
"Brooklyn 34.250565 35636.335825 \n", | |
"Bronx 28.408195 32536.568714 \n", | |
"Queens 42.667182 20390.168862 \n", | |
"Staten Island 44.730956 8047.170819 " | |
] | |
} | |
], | |
"prompt_number": 16 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"boros['simplified'] = boros.geometry.simplify(1000)\n", | |
"boros" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"html": [ | |
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>BoroCode</th>\n", | |
" <th>Shape_Area</th>\n", | |
" <th>Shape_Leng</th>\n", | |
" <th>geometry</th>\n", | |
" <th>inland_fraction</th>\n", | |
" <th>pop_density</th>\n", | |
" <th>simplified</th>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>BoroName</th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
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" <th></th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>Manhattan</th>\n", | |
" <td> 1</td>\n", | |
" <td> 6.364422e+08</td>\n", | |
" <td> 358532.956418</td>\n", | |
" <td> (POLYGON ((981219.0557861328125000 188655.3157...</td>\n", | |
" <td> 1.773576</td>\n", | |
" <td> 69466.832779</td>\n", | |
" <td> (POLYGON ((981219.0557861328125000 188655.3157...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Bronx</th>\n", | |
" <td> 2</td>\n", | |
" <td> 1.186804e+09</td>\n", | |
" <td> 464517.890553</td>\n", | |
" <td> (POLYGON ((1012821.8057861328125000 229228.264...</td>\n", | |
" <td> 28.408195</td>\n", | |
" <td> 32536.568714</td>\n", | |
" <td> (POLYGON ((1012821.8057861328125000 229228.264...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Brooklyn</th>\n", | |
" <td> 3</td>\n", | |
" <td> 1.959432e+09</td>\n", | |
" <td> 726568.946340</td>\n", | |
" <td> (POLYGON ((1021176.4790039062500000 151374.796...</td>\n", | |
" <td> 34.250565</td>\n", | |
" <td> 35636.335825</td>\n", | |
" <td> (POLYGON ((1021176.4790039062500000 151374.796...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Queens</th>\n", | |
" <td> 4</td>\n", | |
" <td> 3.049947e+09</td>\n", | |
" <td> 861038.479299</td>\n", | |
" <td> (POLYGON ((1029606.0765991210937500 156073.814...</td>\n", | |
" <td> 42.667182</td>\n", | |
" <td> 20390.168862</td>\n", | |
" <td> (POLYGON ((1029606.0765991210937500 156073.814...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Staten Island</th>\n", | |
" <td> 5</td>\n", | |
" <td> 1.623853e+09</td>\n", | |
" <td> 330385.036974</td>\n", | |
" <td> (POLYGON ((970217.0223999023437500 145643.3322...</td>\n", | |
" <td> 44.730956</td>\n", | |
" <td> 8047.170819</td>\n", | |
" <td> (POLYGON ((970217.0223999023437500 145643.3322...</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 17, | |
"text": [ | |
" BoroCode Shape_Area Shape_Leng \\\n", | |
"BoroName \n", | |
"Manhattan 1 6.364422e+08 358532.956418 \n", | |
"Bronx 2 1.186804e+09 464517.890553 \n", | |
"Brooklyn 3 1.959432e+09 726568.946340 \n", | |
"Queens 4 3.049947e+09 861038.479299 \n", | |
"Staten Island 5 1.623853e+09 330385.036974 \n", | |
"\n", | |
" geometry \\\n", | |
"BoroName \n", | |
"Manhattan (POLYGON ((981219.0557861328125000 188655.3157... \n", | |
"Bronx (POLYGON ((1012821.8057861328125000 229228.264... \n", | |
"Brooklyn (POLYGON ((1021176.4790039062500000 151374.796... \n", | |
"Queens (POLYGON ((1029606.0765991210937500 156073.814... \n", | |
"Staten Island (POLYGON ((970217.0223999023437500 145643.3322... \n", | |
"\n", | |
" inland_fraction pop_density \\\n", | |
"BoroName \n", | |
"Manhattan 1.773576 69466.832779 \n", | |
"Bronx 28.408195 32536.568714 \n", | |
"Brooklyn 34.250565 35636.335825 \n", | |
"Queens 42.667182 20390.168862 \n", | |
"Staten Island 44.730956 8047.170819 \n", | |
"\n", | |
" simplified \n", | |
"BoroName \n", | |
"Manhattan (POLYGON ((981219.0557861328125000 188655.3157... \n", | |
"Bronx (POLYGON ((1012821.8057861328125000 229228.264... \n", | |
"Brooklyn (POLYGON ((1021176.4790039062500000 151374.796... \n", | |
"Queens (POLYGON ((1029606.0765991210937500 156073.814... \n", | |
"Staten Island (POLYGON ((970217.0223999023437500 145643.3322... " | |
] | |
} | |
], | |
"prompt_number": 17 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"boros.set_geometry('simplified', inplace=True)\n", | |
"boros" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"html": [ | |
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>BoroCode</th>\n", | |
" <th>Shape_Area</th>\n", | |
" <th>Shape_Leng</th>\n", | |
" <th>geometry</th>\n", | |
" <th>inland_fraction</th>\n", | |
" <th>pop_density</th>\n", | |
" <th>simplified</th>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>BoroName</th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>Manhattan</th>\n", | |
" <td> 1</td>\n", | |
" <td> 6.364422e+08</td>\n", | |
" <td> 358532.956418</td>\n", | |
" <td> (POLYGON ((981219.0557861328125000 188655.3157...</td>\n", | |
" <td> 1.773576</td>\n", | |
" <td> 69466.832779</td>\n", | |
" <td> (POLYGON ((981219.0557861328125000 188655.3157...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Bronx</th>\n", | |
" <td> 2</td>\n", | |
" <td> 1.186804e+09</td>\n", | |
" <td> 464517.890553</td>\n", | |
" <td> (POLYGON ((1012821.8057861328125000 229228.264...</td>\n", | |
" <td> 28.408195</td>\n", | |
" <td> 32536.568714</td>\n", | |
" <td> (POLYGON ((1012821.8057861328125000 229228.264...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Brooklyn</th>\n", | |
" <td> 3</td>\n", | |
" <td> 1.959432e+09</td>\n", | |
" <td> 726568.946340</td>\n", | |
" <td> (POLYGON ((1021176.4790039062500000 151374.796...</td>\n", | |
" <td> 34.250565</td>\n", | |
" <td> 35636.335825</td>\n", | |
" <td> (POLYGON ((1021176.4790039062500000 151374.796...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Queens</th>\n", | |
" <td> 4</td>\n", | |
" <td> 3.049947e+09</td>\n", | |
" <td> 861038.479299</td>\n", | |
" <td> (POLYGON ((1029606.0765991210937500 156073.814...</td>\n", | |
" <td> 42.667182</td>\n", | |
" <td> 20390.168862</td>\n", | |
" <td> (POLYGON ((1029606.0765991210937500 156073.814...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Staten Island</th>\n", | |
" <td> 5</td>\n", | |
" <td> 1.623853e+09</td>\n", | |
" <td> 330385.036974</td>\n", | |
" <td> (POLYGON ((970217.0223999023437500 145643.3322...</td>\n", | |
" <td> 44.730956</td>\n", | |
" <td> 8047.170819</td>\n", | |
" <td> (POLYGON ((970217.0223999023437500 145643.3322...</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 18, | |
"text": [ | |
" BoroCode Shape_Area Shape_Leng \\\n", | |
"BoroName \n", | |
"Manhattan 1 6.364422e+08 358532.956418 \n", | |
"Bronx 2 1.186804e+09 464517.890553 \n", | |
"Brooklyn 3 1.959432e+09 726568.946340 \n", | |
"Queens 4 3.049947e+09 861038.479299 \n", | |
"Staten Island 5 1.623853e+09 330385.036974 \n", | |
"\n", | |
" geometry \\\n", | |
"BoroName \n", | |
"Manhattan (POLYGON ((981219.0557861328125000 188655.3157... \n", | |
"Bronx (POLYGON ((1012821.8057861328125000 229228.264... \n", | |
"Brooklyn (POLYGON ((1021176.4790039062500000 151374.796... \n", | |
"Queens (POLYGON ((1029606.0765991210937500 156073.814... \n", | |
"Staten Island (POLYGON ((970217.0223999023437500 145643.3322... \n", | |
"\n", | |
" inland_fraction pop_density \\\n", | |
"BoroName \n", | |
"Manhattan 1.773576 69466.832779 \n", | |
"Bronx 28.408195 32536.568714 \n", | |
"Brooklyn 34.250565 35636.335825 \n", | |
"Queens 42.667182 20390.168862 \n", | |
"Staten Island 44.730956 8047.170819 \n", | |
"\n", | |
" simplified \n", | |
"BoroName \n", | |
"Manhattan (POLYGON ((981219.0557861328125000 188655.3157... \n", | |
"Bronx (POLYGON ((1012821.8057861328125000 229228.264... \n", | |
"Brooklyn (POLYGON ((1021176.4790039062500000 151374.796... \n", | |
"Queens (POLYGON ((1029606.0765991210937500 156073.814... \n", | |
"Staten Island (POLYGON ((970217.0223999023437500 145643.3322... " | |
] | |
} | |
], | |
"prompt_number": 18 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"boros._geometry_column_name" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 19, | |
"text": [ | |
"'simplified'" | |
] | |
} | |
], | |
"prompt_number": 19 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"boros.plot()" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 20, | |
"text": [ | |
"<matplotlib.axes.AxesSubplot at 0x10bde2b90>" | |
] | |
}, | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
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Uaf3a2LS0JC5eDAOg6YCp5brXCHB25wqOb5xLcsJ1LC2t6NatW4GYxo0bq7zW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\nB/8DR3fQv6q53vYAAAAASUVORK5CYII=\n", | |
"text": [ | |
"<matplotlib.figure.Figure at 0x10d729710>" | |
] | |
} | |
], | |
"prompt_number": 20 | |
} | |
], | |
"metadata": {} | |
} | |
] | |
} |
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