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@kjordahl
Created November 9, 2013 17:01
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GeoPandas geocoding example
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{
"metadata": {
"name": ""
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "heading",
"level": 1,
"metadata": {},
"source": [
"Example: GeoCoding"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from geopandas import GeoSeries, GeoDataFrame\n",
"from geopandas.geocode import geocode\n",
"pylab.rcParams['savefig.dpi'] = 150"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"g = geocode(['One Chase Manhattan Plaza, New York, NY', 'Empire State Building', 'Statue of Liberty'])\n",
"print g\n",
" "
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
" address \\\n",
"0 1 Chase Manhattan Plaza, New York, NY 10005, USA \n",
"1 Empire State Building, 350 5th Avenue, New Yor... \n",
"2 Statue of Liberty National Monument, New York,... \n",
"\n",
" geometry \n",
"0 POINT (-74.0083738999999952 40.7078109999999995) \n",
"1 POINT (-73.9855601000000007 40.7483282000000031) \n",
"2 POINT (-74.0445003999999898 40.6892494000000013) \n"
]
}
],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"boros = GeoSeries.from_file('nybb.shp')\n",
"boros.plot()\n",
"g.to_crs(boros.crs).plot()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 3,
"text": [
"<matplotlib.axes.AxesSubplot at 0x1058ce4d0>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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2dpmur2LFikydOpV9+/YxZcoUqlatioWFBaGhocyYMQN3d3eaNm3Kxo0b0el0r3SNuLg4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axZk4vXrmE0YQJGEyZw4d9/qVmzZvYVX/Ly8sLd3R0A12b1Gdi1HQCPgsPo//0yth7x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\nz8836jgFwrqzt7fn9vb23M/Pj9e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Uvq9FdfhvSOtMPU5d+0+hTOgLUn2dCXEC0Irp8OHD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\nRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x100444090>"
]
}
],
"prompt_number": 3
}
],
"metadata": {}
}
]
}
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