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@kjordahl
Created October 24, 2013 00:15
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Citibike data
{
"metadata": {
"name": ""
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": [
"from geopandas import GeoSeries\n",
"from shapely.geometry import Polygon, Point\n",
"pylab.rcParams['savefig.dpi'] = 96"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"poly1 = Polygon([(0, 0), (1, 0), (1, 1)])\n",
"poly2 = Polygon([(2, 0), (3, 0), (3, 1), (2, 1)])\n",
"circle = Point([1.5, 0.75]).buffer(0.75)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"g = GeoSeries([poly1, poly2])\n",
"print g"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"0 POLYGON ((0.0000000000000000 0.000000000000000...\n",
"1 POLYGON ((2.0000000000000000 0.000000000000000...\n",
"dtype: object\n"
]
}
],
"prompt_number": 3
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"g.plot()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 4,
"text": [
"<matplotlib.axes.AxesSubplot at 0x10b57d110>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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xYoR++MMfavv27X2db78i5gCAUGUp6KWlpcrLy9O8efO0detW7du3Tzk5OV7H1tfX68yZ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\ndAAAwgBBBwAgDPwfWbaqXURx7gsAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x10b574c50>"
]
}
],
"prompt_number": 4
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"g.difference(circle)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 5,
"text": [
"0 POLYGON ((1.0000000000000000 0.192180326627661...\n",
"1 POLYGON ((2.2061529602192156 1.000000000000000...\n",
"dtype: object"
]
}
],
"prompt_number": 5
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"g.difference(circle).plot()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 6,
"text": [
"<matplotlib.axes.AxesSubplot at 0x10ee66090>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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BLFRVVYkdwSwcPnxY7AiS1M2QwSkpKZg7dy5WrFgBAPDz88OQIUOgUqmgVCpb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\niIgsAAudiIjIAvx/0lNxgYgjhGQAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x10ee86e50>"
]
}
],
"prompt_number": 6
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"pts = GeoSeries([Point([0,0]), Point([3,0])])\n",
"c = pts.buffer(0.5)\n",
"g.union(c).plot()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 7,
"text": [
"<matplotlib.axes.AxesSubplot at 0x10eea1a50>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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ffYe8vDysXbtW4zfkKYvBFD8AdO7cGb169cKyY8dwMz9f7DhGRalS4bNf98DX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\nAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x10eea3c50>"
]
}
],
"prompt_number": 7
},
{
"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 = GeoSeries.from_file(shpfile)\n",
"print boros"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"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...\n",
"dtype: object\n"
]
}
],
"prompt_number": 13
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"boros.plot()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 14,
"text": [
"<matplotlib.axes.AxesSubplot at 0x117247310>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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nTwOqpRlsbGwwNzeXyjg7O3Pq1CmN1iEIxc3p06dxcXHh33//ZeCXrd5aVlen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\n",
"text": [
"<matplotlib.figure.Figure at 0x11670ee10>"
]
}
],
"prompt_number": 14
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"World country boundaries from Natural Earth [free raster data](http://www.naturalearthdata.com/downloads)"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"shpfile2 = '/Users/kjordahl/scipy2013/tutorial/repo/data/ne_50m_admin_0_countries/ne_50m_admin_0_countries.shp'\n",
"countries = GeoSeries.from_file(shpfile2)\n",
"countries.plot()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 10,
"text": [
"<matplotlib.axes.AxesSubplot at 0x10fdeb9d0>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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HmTp1qvZ8LVu25MCBAzpzcK/gTnp6OgkJCcTE6n43x/X9nogX4YRFhXLx9gUU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\nQBMCiqIoiqIA/D/P9gKyfnBnLAAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x10f6813d0>"
]
}
],
"prompt_number": 10
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from fiona.crs import from_string\n",
"robin = from_string(\"+proj=robin +lon_0=0 +x_0=0 +y_0=0 +ellps=WGS84 +datum=WGS84 +units=m +no_defs\")\n",
"countries.to_crs(robin).plot()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 15,
"text": [
"<matplotlib.axes.AxesSubplot at 0x1172a1d50>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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ruXPn8PX1Zd++fUREhHP/fgArVqygZ8+emJiYaO3/448/snz5crp165bpuHK5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\n4ObmpovE/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98rHZ0vjxUDm5Ylj6UJ3ep7cf5OMEOHDqN06ay5Hp0dSXr/5fK0K3lqNBr2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\np1H3RjTq3gjQzmw8uvmIV8FhmFmaImkkH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spKhIWFYf/+/U6Pg42fiIjIBeLi4nDz5k2E\nh4fD13f29qvVapGZmbkocfDkPiIiIicZHR1Fd3c3Pnz4AADo7u5Gd3c3fv36hfz8fPj4+CA1NRV1\ndXXo7+/Ho0ePUFJSYrWNN2/eQKfTOf1sfjM2fiIiIiepra1FfHw8cnJyoFAokJCQgG3btqGzsxPB\nwcFoa2uDr68vsrOzkZSUhPLyckRERFhto7KyEjt37kRUVNSixMgJfIiIiLwIv/ETERF5ETZ+IiIi\nL8LGT0RE5EXY+ImIiLwIGz8REZEXYeMnIiLyImz8REREXoSNn4iIyIuw8RMREXkRNn4iIiIvwsZP\nRETkRf4HM7ZLqnf0Oe8AAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x1163da1d0>"
]
}
],
"prompt_number": 15
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"boros.convex_hull.plot()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 11,
"text": [
"<matplotlib.axes.AxesSubplot at 0x116d55350>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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I0wzs3QMDAwP09PRKbOaradnZ2aqidePGDW7dukViYiLJycnk5OQAoKenh9ym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\nFAqFQtEKqKFRKBQKRSv4f2dbzuyewPu6AAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x10fdcc810>"
]
}
],
"prompt_number": 11
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"GeoSeries([boros.convex_hull.unary_union]).plot()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 12,
"text": [
"<matplotlib.axes.AxesSubplot at 0x116d5a910>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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I4Ovri6ioKMTFxSExMRHJycla7YMQ8lRkZCT27t2L8ePH45NPPmEdR+e5ubkhLi4O0dHR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\noKampoM/PYPBYHQtLC0tYWVlpW4b8rQ38t27d48uXrxI27Z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"text": [
"<matplotlib.figure.Figure at 0x10f903fd0>"
]
}
],
"prompt_number": 12
}
],
"metadata": {}
}
]
}
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