mirror of
https://github.com/wassname/geopandas.git
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270 lines
252 KiB
Plaintext
270 lines
252 KiB
Plaintext
{
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"metadata": {
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"name": ""
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},
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"nbformat": 3,
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"nbformat_minor": 0,
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"worksheets": [
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{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Protoyping choropleth classification schemes from PySAL for use with GeoPandas\n",
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"\n",
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"\n",
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"Under the hood, if PySAL is not available or if an unsupported classification scheme is specified, the choropleth classification would fall back to GeoPandas defaults."
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]
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},
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{
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"cell_type": "code",
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"collapsed": false,
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"input": [
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"import geopandas as gp"
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],
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"language": "python",
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"metadata": {},
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"outputs": [],
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"prompt_number": 9
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},
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{
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"cell_type": "code",
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"collapsed": false,
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"input": [
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"# we use PySAL for loading a test shapefile\n",
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"# replace this cell if you have a local shapefile and want to use GeoPandas readers\n",
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"import pysal as ps \n",
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"pth = ps.examples.get_path(\"columbus.shp\")\n",
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"tracts = gp.GeoDataFrame.from_file(pth)"
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],
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"language": "python",
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"metadata": {},
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"outputs": [],
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"prompt_number": 10
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},
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{
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"cell_type": "code",
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"collapsed": false,
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"input": [
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"tracts.plot(column='CRIME', scheme='QUANTILES', k=3, colormap='OrRd')"
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],
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"language": "python",
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"metadata": {},
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"outputs": [
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{
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"metadata": {},
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"output_type": "pyout",
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"prompt_number": 11,
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"text": [
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"<matplotlib.axes.AxesSubplot at 0x10cedbed0>"
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]
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},
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{
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"metadata": {},
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"output_type": "display_data",
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"png": 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Hq9U2ah+E64cYxhFuaMNHjOCxxx6r9RyDwUBaWjqLly7j7Xc/IDzQj5M/f1JrmV0pqRga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\n8AggOHsBAQGBR4D/B91bLBxLX0A5AAAAAElFTkSuQmCC\n",
|
|
"text": [
|
|
"<matplotlib.figure.Figure at 0x10d8ae3d0>"
|
|
]
|
|
}
|
|
],
|
|
"prompt_number": 11
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"collapsed": false,
|
|
"input": [
|
|
"tracts.plot(column='CRIME', scheme='Unrecognized', k=3, colormap='OrRd')"
|
|
],
|
|
"language": "python",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"output_type": "stream",
|
|
"stream": "stdout",
|
|
"text": [
|
|
"Unrecognized scheme: Unrecognized\n",
|
|
"Using Quantiles instead\n"
|
|
]
|
|
},
|
|
{
|
|
"metadata": {},
|
|
"output_type": "pyout",
|
|
"prompt_number": 12,
|
|
"text": [
|
|
"<matplotlib.axes.AxesSubplot at 0x10f177290>"
|
|
]
|
|
},
|
|
{
|
|
"metadata": {},
|
|
"output_type": "display_data",
|
|
"png": 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Hq9U2ah+E64cYxhFuaMNHjOCxxx6r9RyDwUBaWjqLly7j7Xc/IDzQj5M/f1JrmV0pqRga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\n8AggOHsBAQGBR4D/B91bLBxLX0A5AAAAAElFTkSuQmCC\n",
|
|
"text": [
|
|
"<matplotlib.figure.Figure at 0x10d41ae50>"
|
|
]
|
|
}
|
|
],
|
|
"prompt_number": 12
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"collapsed": false,
|
|
"input": [],
|
|
"language": "python",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"prompt_number": 12
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"collapsed": false,
|
|
"input": [
|
|
"tracts.plot(column='CRIME', scheme='QUANTILES', k=1, colormap='OrRd')"
|
|
],
|
|
"language": "python",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"output_type": "stream",
|
|
"stream": "stdout",
|
|
"text": [
|
|
"Invalid k: 1\n",
|
|
"2<=k<=9, setting k=5 (default)\n"
|
|
]
|
|
},
|
|
{
|
|
"metadata": {},
|
|
"output_type": "pyout",
|
|
"prompt_number": 13,
|
|
"text": [
|
|
"<matplotlib.axes.AxesSubplot at 0x10f4bca90>"
|
|
]
|
|
},
|
|
{
|
|
"metadata": {},
|
|
"output_type": "display_data",
|
|
"png": 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BuHKIYRzhqjZy1Cj+9a9/NXiO0WgkMzOLT79YzBtvvUtEkD/H/vthg2X+Ts/A2MKbgyvk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\n",
|
|
"text": [
|
|
"<matplotlib.figure.Figure at 0x10f4cb9d0>"
|
|
]
|
|
}
|
|
],
|
|
"prompt_number": 13
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"collapsed": false,
|
|
"input": [
|
|
"tracts.plot(column='CRIME', scheme='fisher_jenks', k=8, colormap='OrRd')"
|
|
],
|
|
"language": "python",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"metadata": {},
|
|
"output_type": "pyout",
|
|
"prompt_number": 14,
|
|
"text": [
|
|
"<matplotlib.axes.AxesSubplot at 0x10fb36250>"
|
|
]
|
|
},
|
|
{
|
|
"metadata": {},
|
|
"output_type": "display_data",
|
|
"png": 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QqA0ZMoQnn6h5c3CDwcCZs6msWL2Wd5Z+QtMgf05vrnmh1l9HTmAwNuzm4Aq5nKKiogbt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\n6FlBJaUvntgAAAAASUVORK5CYII=\n",
|
|
"text": [
|
|
"<matplotlib.figure.Figure at 0x10f19a050>"
|
|
]
|
|
}
|
|
],
|
|
"prompt_number": 14
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"collapsed": false,
|
|
"input": [
|
|
"tracts.plot(column='CRIME', scheme='equal_interval', k=7, colormap='OrRd')"
|
|
],
|
|
"language": "python",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"metadata": {},
|
|
"output_type": "pyout",
|
|
"prompt_number": 15,
|
|
"text": [
|
|
"<matplotlib.axes.AxesSubplot at 0x10fd88790>"
|
|
]
|
|
},
|
|
{
|
|
"metadata": {},
|
|
"output_type": "display_data",
|
|
"png": 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FJRIJlTodGw41DLxmi4Xf9+49Z7BXK+oH+2BvD/afsG0Hqk7+/pgs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\n0y3xODrHqwAAAABJRU5ErkJggg==\n",
|
|
"text": [
|
|
"<matplotlib.figure.Figure at 0x10fd92f50>"
|
|
]
|
|
}
|
|
],
|
|
"prompt_number": 15
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"collapsed": false,
|
|
"input": [
|
|
"tracts.plot(column='CRIME', scheme='equal_interval', k=12, colormap='OrRd')"
|
|
],
|
|
"language": "python",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"output_type": "stream",
|
|
"stream": "stdout",
|
|
"text": [
|
|
"Invalid k: 12\n",
|
|
"2<=k<=9, setting k=5 (default)\n"
|
|
]
|
|
},
|
|
{
|
|
"metadata": {},
|
|
"output_type": "pyout",
|
|
"prompt_number": 16,
|
|
"text": [
|
|
"<matplotlib.axes.AxesSubplot at 0x10fd9bc90>"
|
|
]
|
|
},
|
|
{
|
|
"metadata": {},
|
|
"output_type": "display_data",
|
|
"png": 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1oY+HG6EB/nVm2hUaJoK9cEWYPHkybu5uPDbTthuotoiMiOCPpKM2l/Nw0ZBX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\n",
|
|
"text": [
|
|
"<matplotlib.figure.Figure at 0x10fb62310>"
|
|
]
|
|
}
|
|
],
|
|
"prompt_number": 16
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Notes\n",
|
|
"\n",
|
|
"This is only using a subset of the classifiers in PySAL. specifically those that take only an attribute and a value of k as an argument. This simplifies the number of new default parameters that would be required in GeoPandas.DataFrame.plot().\n",
|
|
"\n",
|
|
"It is of course possible to add other classifiers with the cost of additional kw args."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"collapsed": false,
|
|
"input": [],
|
|
"language": "python",
|
|
"metadata": {},
|
|
"outputs": []
|
|
}
|
|
],
|
|
"metadata": {}
|
|
}
|
|
]
|
|
} |