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@sergiobuj
Created February 12, 2014 19:29
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Clusterpy loves Matplotlib
{
"metadata": {
"name": "clusterpy loves matplotlib"
},
"nbformat": 2,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": [
"import clusterpy",
"def plotshape(layer, subplot=111):",
" try:",
" import matplotlib.patches as pts",
" import matplotlib.pyplot as plt",
" from numpy import array as nparray",
" from matplotlib.cm import jet",
" from matplotlib.collections import PatchCollection",
" except ImportError:",
" print \"Matplotlib's pyplot and patches not found.\"",
" return",
"",
" fig = plt.figure()",
" ax = fig.add_subplot(subplot)",
" patches = []",
" for vertices in layer.areas:",
" polygon = pts.Polygon(vertices[0], closed=True)",
" patches.append(polygon)",
"",
" xmin, ymin, xmax, ymax = layer.getBbox()",
" ax.set_xlim(xmin, xmax)",
" ax.set_ylim(ymin, ymax)",
"",
" colors = 100*np.random.rand(len(patches))",
" pcoll = PatchCollection(patches, cmap=jet, alpha=0.4)",
" pcoll.set_array(nparray(colors))",
" ax.add_collection(pcoll)",
" plt.show()"
],
"language": "python",
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"ClusterPy: Library of spatially constrained clustering algorithms",
"Irregular maps creator is not available because Polygon is not installed"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"",
"Irregular maps creator is not available because Polygon is not installed"
]
}
],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"lay = clusterpy.importArcData('clusterpy/data_examples/china')"
],
"language": "python",
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Loading clusterpy/data_examples/china.dbf",
"Loading clusterpy/data_examples/china.shp",
"Done"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
""
]
}
],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plotshape(lay)"
],
"language": "python",
"outputs": [
{
"output_type": "display_data",
"png": 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Y2D39cpHI5XLS05s5ffpTBKETicSJQiGnvd2D0NB1I2C1yFCgVmtQKmdy/HgW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\n7HZ3tNoQXF29EQQ7giBgMLSh19fg7t7JY4/dO2qFflgVr2lpaZSXl1/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BTzLP0maXIZfJ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Z8+qrZIpFIKVsznhb1lNLR0EBP5/Rh7f7+DolMGnJG53LtuGTLZ6Cpo3kiGfJO/XsQ3edEP9ff3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\nkBeJRKJx7P8Djr8xYmnCAJ0AAAAASUVORK5CYII=\n"
}
],
"prompt_number": 3
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"n100 = clusterpy.importArcData('clusterpy/data_examples/n100')"
],
"language": "python",
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Loading clusterpy/data_examples/n100.dbf",
"Loading clusterpy/data_examples/n100.shp",
"Done"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
""
]
}
],
"prompt_number": 4
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plotshape(n100)"
],
"language": "python",
"outputs": [
{
"output_type": "display_data",
"png": 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WUNmLiFhAZS8iYgGVvYiIBVT2IiIWUNmLiFhAZS8iYgGVvYiIBVT2IiIWUNmLiFhAZS8i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\nshcRsYDKXkTEAip7EREL/H85cg4T511k0gAAAABJRU5ErkJggg==\n"
}
],
"prompt_number": 5
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"cali = clusterpy.importArcData('clusterpy/data_examples/CA_Polygons')"
],
"language": "python",
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Loading clusterpy/data_examples/CA_Polygons.dbf",
"Loading clusterpy/data_examples/CA_Polygons.shp"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"",
"Done"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
""
]
}
],
"prompt_number": 6
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plotshape(cali)"
],
"language": "python",
"outputs": [
{
"output_type": "display_data",
"png": 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4CSx68wH+9NynfH/4EDOjY2/IPe20Wh6ZOIVtiYnsPH+aXVtOMPfh5u6ynUWr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}
],
"prompt_number": 7
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"n100.cluster('arisel', ['SAR1'], 6, wType='rook', inits=10, dissolve=1)"
],
"language": "python",
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Getting variables",
"Variables successfully extracted",
"Running original Arisel algorithm",
"Number of areas: 100",
"Number of regions: 6"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"INITIAL SOLUTION: [2, 5, 5, 5, 5, 3, 3, 3, 3, 3, 2, 2, 2, 5, 5, 5, 3, 3, 3, 3, 5, 5, 5, 5, 5, 3, 3, 3, 3, 3, 4, 4, 5, 5, 5, 5, 5, 3, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 0, 0, 4, 4, 4, 4, 4, 1, 4, 0, 0, 0, 0, 4, 4, 4, 4, 1, 1, 0, 0, 0, 0, 4, 4, 4, 1, 1, 1, 0, 0, 4, 4, 4, 4, 4, 4, 1, 1] "
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"",
"INITIAL OF: 119.439427595",
"FINAL SOLUTION: "
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" [2, 5, 5, 5, 5, 3, 3, 3, 3, 3, 2, 2, 2, 5, 5, 3, 3, 3, 3, 3, 5, 5, 5, 5, 5, 3, 3, 3, 3, 3, 4, 4, 5, 5, 5, 5, 5, 3, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 0, 4, 4, 4, 0, 4, 4, 4, 4, 4, 0, 0, 0, 4, 0, 0, 4, 4, 1, 1, 0, 0, 0, 0, 0, 4, 4, 4, 1, 1, 0, 0, 0, 0, 0, 4, 4, 1, 1, 1, 0, 0, 0, 0, 4, 4, 4, 4, 1, 1] ",
"FINAL OF: 98.5249210158",
"Adding variables"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"",
"Done"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"",
"Dissolving lines",
"Done"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
""
]
}
],
"prompt_number": 8
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plotshape(n100)",
"plotshape(n100.results[0])"
],
"language": "python",
"outputs": [
{
"output_type": "display_data",
"png": 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},
{
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}
],
"prompt_number": 10
}
]
}
]
}
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