From e80127af3a72b26a5ce213417ff7b7b1f5f77129 Mon Sep 17 00:00:00 2001 From: Serge Rey Date: Tue, 19 Nov 2013 15:59:06 -0700 Subject: [PATCH] soft dependency for pysal some simple error handling --- examples/choropleths.ipynb | 292 +++++++++++++++++++++++++------------ geopandas/plotting.py | 29 +++- 2 files changed, 224 insertions(+), 97 deletions(-) diff --git a/examples/choropleths.ipynb b/examples/choropleths.ipynb index ee58a39..524c905 100644 --- a/examples/choropleths.ipynb +++ b/examples/choropleths.ipynb @@ -8,118 +8,46 @@ { "cells": [ { - "cell_type": "code", - "collapsed": false, - "input": [ - "import geopandas as gp\n", - "import pysal as ps " - ], - "language": "python", + "cell_type": "markdown", "metadata": {}, - "outputs": [], - "prompt_number": 7 + "source": [ + "## Protoyping choropleth classification schemes from PySAL for use with GeoPandas\n", + "\n", + "\n", + "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." + ] }, { "cell_type": "code", "collapsed": false, "input": [ - "pth = ps.examples.get_path(\"columbus.shp\")\n", - "tracts = gp.GeoDataFrame.from_file(pth)" + "import geopandas as gp" ], "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 8 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "tracts.plot(column='CRIME', scheme='QUANTILES', k=4, colormap='OrRd')" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "metadata": {}, - "output_type": "pyout", - "prompt_number": 9, - "text": [ - "" - ] - }, - { - "metadata": {}, - "output_type": "display_data", - "png": 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ObWO2WNl88GCdwd4KqBU1g32QlzspZ87Y1G9rHx9MVevzG5Oek8ef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\no9FgYeOASCSihq0Cby93WnR9jtd6daFlcECxNqnUmv/sqh4EZ280I0a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- "text": [ - "" - ] - } - ], "prompt_number": 9 }, { "cell_type": "code", "collapsed": false, "input": [ - "tracts.plot(column='CRIME', scheme='Equal_Interval', colormap='OrRd')" + "# we use PySAL for loading a test shapefile\n", + "# replace this cell if you have a local shapefile and want to use GeoPandas readers\n", + "import pysal as ps \n", + "pth = ps.examples.get_path(\"columbus.shp\")\n", + "tracts = gp.GeoDataFrame.from_file(pth)" ], "language": "python", "metadata": {}, - "outputs": [ - { - "metadata": {}, - "output_type": "pyout", - "prompt_number": 10, - "text": [ - "" - ] - }, - { - "metadata": {}, - "output_type": "display_data", - "png": 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1oY+HG6EB/nVm2hUaJoK9cEWYPHkybu5uPDbTthuotoiMiOCPpKM2l/Nw0ZBX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\nN+o4e6OOExd/m/SMTPLytGRl5yt7Kr1bIBKBg8oWfy93mrdtxivPt6V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91NmzdOlyeYaM6rLznwTuuKP+nDy7d+/mvvvu4/133mLI4IEOa1ulUolNzRtB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- "text": [ - "" - ] - } - ], - "prompt_number": 6 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "tracts.plot(column='CRIME', scheme='Fisher_Jenks', k=7, colormap='OrRd')" + "tracts.plot(column='CRIME', scheme='QUANTILES', k=3, colormap='OrRd')" ], "language": "python", "metadata": {}, @@ -129,20 +57,204 @@ "output_type": "pyout", "prompt_number": 11, "text": [ - "" + "" ] }, { "metadata": {}, "output_type": "display_data", - "png": 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iY2Nx93Dn4Uced1ofHSIjOZiVZfd5WpWKQp1zVwxd6MS5c3RvW7u4+qWUmJLK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Xhbi4ODw8PXj8CftuoNqjRVQUfx08Znc5L40rhVcxd/uJs2dp37zqVqBX047D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\n7vaA/n3p+thjdHv8cc6eO2fxC1EqlTIqKop9v/2OdxN/fH18OP7HQZu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"text": [ - "" + "" ] } ], "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": [ + "" + ] + }, + { + "metadata": {}, + "output_type": "display_data", + "png": 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Xhbi4ODw8PXj8CftuoNqjRVQUfx08Znc5L40rhVcxd/uJs2dp37zqVqBX047D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\n7vaA/n3p+thjdHv8cc6eO2fxC1EqlTIqKop9v/2OdxN/fH18OP7HQZu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BuHKIYRzhqjZy1Cj+9a9/NXiO0WgkMzOLT79YzBtvvUtEkD/H/vthg2X+Ts/A2MKbgyvk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\nwt7WGt+mnrTu/STPDu5Fm1al10JQazT/2Vk9CM7eZMaNG8cff/xBp74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YCzeECRMm4OHpwVNPP+O0Nlo0b86uoyfsLuflpianuNgJParakdR02jd3Xupm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\nYThenu7IZFIkEgkO9nYEB9ZDJpOh1WpJupvCrTuJ7P/9GPsPHeX6zdt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FJRIJlTodGw41DLxmi4Xf9+49Z7BXK+oH+2BvD/afsG0Hqk7+/pgs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\nQQG1kMlkaLVaEh4kc/vuPfbuP8Le/Ue5cfsu6RmPyM1VkZmVhUajxaZ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1oY+HG6EB/nVm2hUaJoK9cEWYPHkybu5uPDbTthuotoiMiOCPpKM2l/Nw0ZBX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\nN+o4e6OOExd/m/SMTPLytGRl5yt7Kr1bIBKBg8oWfy93mrdtxivPt6V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URYsWlc1KAQEB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\n", + "text": [ + "" + ] + } + ], + "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, diff --git a/geopandas/plotting.py b/geopandas/plotting.py index c2e77b2..aa1fcd7 100644 --- a/geopandas/plotting.py +++ b/geopandas/plotting.py @@ -170,11 +170,6 @@ def plot_dataframe(s, column=None, colormap=None, alpha=0.5, from matplotlib.lines import Line2D from matplotlib.colors import Normalize from matplotlib import cm - from pysal.esda.mapclassify import Quantiles, Equal_Interval, Fisher_Jenks - schemes = {} - schemes['equal_interval'] = Equal_Interval - schemes['quantiles'] = Quantiles - schemes['fisher_jenks'] = Fisher_Jenks if column is None: return plot_series(s.geometry, colormap=colormap, alpha=alpha, axes=axes) @@ -195,13 +190,33 @@ def plot_dataframe(s, column=None, colormap=None, alpha=0.5, norm = Normalize(vmin=mn, vmax=mx) cmap = cm.ScalarMappable(norm=norm, cmap=colormap) else: - scheme = scheme.lower() - if scheme in schemes: + try: + from pysal.esda.mapclassify import Quantiles, Equal_Interval, Fisher_Jenks + schemes = {} + schemes['equal_interval'] = Equal_Interval + schemes['quantiles'] = Quantiles + schemes['fisher_jenks'] = Fisher_Jenks + s0 = scheme + scheme = scheme.lower() + if scheme not in schemes: + scheme = 'quantiles' + print 'Unrecognized scheme: ', s0 + print 'Using Quantiles instead' + if k<2 or k>9: + print 'Invalid k: ', k + print '2<=k<=9, setting k=5 (default)' + k = 5 binning = schemes[scheme](values,k) values = binning.yb mn, mx = min(values), max(values) norm = Normalize(vmin=mn, vmax=mx) cmap = cm.ScalarMappable(norm=norm, cmap=colormap) + except: + print 'PySAL not available, setting map to default' + # fall back to default + mn, mx = min(values), max(values) + norm = Normalize(vmin=mn, vmax=mx) + cmap = cm.ScalarMappable(norm=norm, cmap=colormap) if axes == None: fig = plt.gcf() fig.add_subplot(111, aspect='equal')