Skip to content

Instantly share code, notes, and snippets.

Show Gist options
  • Save sabman/803a4cac3be282eb6fee54dbf56ec2d1 to your computer and use it in GitHub Desktop.
Save sabman/803a4cac3be282eb6fee54dbf56ec2d1 to your computer and use it in GitHub Desktop.
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"metadata": {},
"cell_type": "markdown",
"source": "## Choropleth classification with PySAL and GeoPandas - With legend\n\nThis is a modified version of http://nbviewer.ipython.org/github/geopandas/geopandas/blob/master/examples/choropleths.ipynb\nwith the patch to add a legend to those figures."
},
{
"metadata": {
"collapsed": true,
"trusted": true
},
"cell_type": "code",
"source": "%matplotlib inline",
"execution_count": 1,
"outputs": []
},
{
"metadata": {
"collapsed": false,
"trusted": true
},
"cell_type": "code",
"source": "import geopandas as gp",
"execution_count": 2,
"outputs": []
},
{
"metadata": {
"collapsed": false,
"trusted": true
},
"cell_type": "code",
"source": "# we use PySAL for loading a test shapefile\n# replace this cell if you have a local shapefile and want to use GeoPandas readers\nimport pysal as ps \npth = ps.examples.get_path(\"columbus.shp\")\ntracts = gp.GeoDataFrame.from_file(pth)",
"execution_count": 3,
"outputs": []
},
{
"metadata": {
"collapsed": false,
"trusted": true
},
"cell_type": "code",
"source": "ax = tracts.plot(column='CRIME', scheme='QUANTILES', k=3, colormap='OrRd')",
"execution_count": 4,
"outputs": [
{
"output_type": "stream",
"text": "C:\\Anaconda\\envs\\cartopy\\lib\\site-packages\\pandas\\computation\\expressions.py:184: UserWarning: evaluating in Python space because the '*' operator is not supported by numexpr for the bool dtype, use '&' instead\n unsupported[op_str]))\n",
"name": "stderr"
},
{
"output_type": "display_data",
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAXsAAAD4CAYAAAANbUbJAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nphRBAyidAAAAAElFTkSuQmCC\n",
"text/plain": "<matplotlib.figure.Figure at 0xbd4d400>"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true,
"collapsed": false
},
"cell_type": "code",
"source": "tracts.head()",
"execution_count": 5,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>AREA</th>\n <th>COLUMBUS_</th>\n <th>COLUMBUS_I</th>\n <th>CP</th>\n <th>CRIME</th>\n <th>DISCBD</th>\n <th>EW</th>\n <th>HOVAL</th>\n <th>INC</th>\n <th>NEIG</th>\n <th>...</th>\n <th>NSA</th>\n <th>NSB</th>\n <th>OPEN</th>\n <th>PERIMETER</th>\n <th>PLUMB</th>\n <th>POLYID</th>\n <th>THOUS</th>\n <th>X</th>\n <th>Y</th>\n <th>geometry</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td> 0.309441</td>\n <td> 2</td>\n <td> 5</td>\n <td> 0</td>\n <td> 15.725980</td>\n <td> 5.03</td>\n <td> 1</td>\n <td> 80.467003</td>\n <td> 19.531</td>\n <td> 5</td>\n <td>...</td>\n <td> 1</td>\n <td> 1</td>\n <td> 2.850747</td>\n <td> 2.440629</td>\n <td> 0.217155</td>\n <td> 1</td>\n <td> 1000</td>\n <td> 38.799999</td>\n <td> 44.070000</td>\n <td> POLYGON ((8.624129295349121 14.23698043823242,...</td>\n </tr>\n <tr>\n <th>1</th>\n <td> 0.259329</td>\n <td> 3</td>\n <td> 1</td>\n <td> 0</td>\n <td> 18.801754</td>\n <td> 4.27</td>\n <td> 0</td>\n <td> 44.567001</td>\n <td> 21.232</td>\n <td> 1</td>\n <td>...</td>\n <td> 1</td>\n <td> 1</td>\n <td> 5.296720</td>\n <td> 2.236939</td>\n <td> 0.320581</td>\n <td> 2</td>\n <td> 1000</td>\n <td> 35.619999</td>\n <td> 42.380001</td>\n <td> POLYGON ((8.252790451049805 14.23694038391113,...</td>\n </tr>\n <tr>\n <th>2</th>\n <td> 0.192468</td>\n <td> 4</td>\n <td> 6</td>\n <td> 0</td>\n <td> 30.626781</td>\n <td> 3.89</td>\n <td> 1</td>\n <td> 26.350000</td>\n <td> 15.956</td>\n <td> 6</td>\n <td>...</td>\n <td> 1</td>\n <td> 1</td>\n <td> 4.534649</td>\n <td> 2.187547</td>\n <td> 0.374404</td>\n <td> 3</td>\n <td> 1000</td>\n <td> 39.820000</td>\n <td> 41.180000</td>\n <td> POLYGON ((8.653305053710938 14.00809001922607,...</td>\n </tr>\n <tr>\n <th>3</th>\n <td> 0.083841</td>\n <td> 5</td>\n <td> 2</td>\n <td> 0</td>\n <td> 32.387760</td>\n <td> 3.70</td>\n <td> 0</td>\n <td> 33.200001</td>\n <td> 4.477</td>\n <td> 2</td>\n <td>...</td>\n <td> 1</td>\n <td> 1</td>\n <td> 0.394427</td>\n <td> 1.427635</td>\n <td> 1.186944</td>\n <td> 4</td>\n <td> 1000</td>\n <td> 36.500000</td>\n <td> 40.520000</td>\n <td> POLYGON ((8.459499359130859 13.82034969329834,...</td>\n </tr>\n <tr>\n <th>4</th>\n <td> 0.488888</td>\n <td> 6</td>\n <td> 7</td>\n <td> 0</td>\n <td> 50.731510</td>\n <td> 2.83</td>\n <td> 1</td>\n <td> 23.225000</td>\n <td> 11.252</td>\n <td> 7</td>\n <td>...</td>\n <td> 1</td>\n <td> 1</td>\n <td> 0.405664</td>\n <td> 2.997133</td>\n <td> 0.624596</td>\n <td> 5</td>\n <td> 1000</td>\n <td> 40.009998</td>\n <td> 38.000000</td>\n <td> POLYGON ((8.685274124145508 13.63951969146729,...</td>\n </tr>\n </tbody>\n</table>\n<p>5 rows × 21 columns</p>\n</div>",
"text/plain": " AREA COLUMBUS_ COLUMBUS_I CP CRIME DISCBD EW HOVAL \\\n0 0.309441 2 5 0 15.725980 5.03 1 80.467003 \n1 0.259329 3 1 0 18.801754 4.27 0 44.567001 \n2 0.192468 4 6 0 30.626781 3.89 1 26.350000 \n3 0.083841 5 2 0 32.387760 3.70 0 33.200001 \n4 0.488888 6 7 0 50.731510 2.83 1 23.225000 \n\n INC NEIG ... NSA NSB OPEN PERIMETER PLUMB POLYID THOUS \\\n0 19.531 5 ... 1 1 2.850747 2.440629 0.217155 1 1000 \n1 21.232 1 ... 1 1 5.296720 2.236939 0.320581 2 1000 \n2 15.956 6 ... 1 1 4.534649 2.187547 0.374404 3 1000 \n3 4.477 2 ... 1 1 0.394427 1.427635 1.186944 4 1000 \n4 11.252 7 ... 1 1 0.405664 2.997133 0.624596 5 1000 \n\n X Y geometry \n0 38.799999 44.070000 POLYGON ((8.624129295349121 14.23698043823242,... \n1 35.619999 42.380001 POLYGON ((8.252790451049805 14.23694038391113,... \n2 39.820000 41.180000 POLYGON ((8.653305053710938 14.00809001922607,... \n3 36.500000 40.520000 POLYGON ((8.459499359130859 13.82034969329834,... \n4 40.009998 38.000000 POLYGON ((8.685274124145508 13.63951969146729,... \n\n[5 rows x 21 columns]"
},
"metadata": {},
"execution_count": 5
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "Slightly adapted functions:"
},
{
"metadata": {
"trusted": true,
"collapsed": true
},
"cell_type": "code",
"source": "def __pysal_choro(values, scheme, k=5):\n \"\"\" Wrapper for choropleth schemes from PySAL for use with plot_dataframe\n\n Parameters\n ----------\n\n values\n Series to be plotted\n\n scheme\n pysal.esda.mapclassify classificatin scheme ['Equal_interval'|'Quantiles'|'Fisher_Jenks']\n\n k\n number of classes (2 <= k <=9)\n\n Returns\n -------\n\n values\n Series with values replaced with class identifier if PySAL is available, otherwise the original values are used\n \"\"\"\n\n try:\n from pysal.esda.mapclassify import Quantiles, Equal_Interval, Fisher_Jenks\n schemes = {}\n schemes['equal_interval'] = Equal_Interval\n schemes['quantiles'] = Quantiles\n schemes['fisher_jenks'] = Fisher_Jenks\n s0 = scheme\n scheme = scheme.lower()\n if scheme not in schemes:\n scheme = 'quantiles'\n print('Unrecognized scheme: ', s0)\n print('Using Quantiles instead')\n if k < 2 or k > 9:\n print('Invalid k: ', k)\n print('2<=k<=9, setting k=5 (default)')\n k = 5\n binning = schemes[scheme](values, k)\n values = binning.yb\n except ImportError:\n print('PySAL not installed, setting map to default')\n\n return binning",
"execution_count": 6,
"outputs": []
},
{
"metadata": {
"trusted": true,
"collapsed": true
},
"cell_type": "code",
"source": "# adding linewidth parameter\n\ndef plot_polygon(ax, poly, facecolor='red', edgecolor='black', alpha=0.5, linewidth=1):\n \"\"\" Plot a single Polygon geometry \"\"\"\n from descartes.patch import PolygonPatch\n a = np.asarray(poly.exterior)\n # without Descartes, we could make a Patch of exterior\n ax.add_patch(PolygonPatch(poly, facecolor=facecolor, alpha=alpha))\n ax.plot(a[:, 0], a[:, 1], color=edgecolor, linewidth=linewidth)\n for p in poly.interiors:\n x, y = zip(*p.coords)\n ax.plot(x, y, color=edgecolor, linewidth=linewidth)\n\ndef plot_multipolygon(ax, geom, facecolor='red', edgecolor='black', alpha=0.5, linewidth=1):\n \"\"\" Can safely call with either Polygon or Multipolygon geometry\n \"\"\"\n if geom.type == 'Polygon':\n plot_polygon(ax, geom, facecolor=facecolor, edgecolor=edgecolor, alpha=alpha, linewidth=linewidth)\n elif geom.type == 'MultiPolygon':\n for poly in geom.geoms:\n plot_polygon(ax, poly, facecolor=facecolor, edgecolor=edgecolor, alpha=alpha, linewidth=linewidth)\n",
"execution_count": 7,
"outputs": []
},
{
"metadata": {
"trusted": true,
"collapsed": false
},
"cell_type": "code",
"source": "import numpy as np\nfrom geopandas.plotting import (plot_linestring, plot_point, norm_cmap)\n\n\ndef plot_dataframe(s, column=None, colormap=None, alpha=0.5,\n categorical=False, legend=False, axes=None, scheme=None,\n k=5, linewidth=1):\n \"\"\" Plot a GeoDataFrame\n\n Generate a plot of a GeoDataFrame with matplotlib. If a\n column is specified, the plot coloring will be based on values\n in that column. Otherwise, a categorical plot of the\n geometries in the `geometry` column will be generated.\n\n Parameters\n ----------\n\n GeoDataFrame\n The GeoDataFrame to be plotted. Currently Polygon,\n MultiPolygon, LineString, MultiLineString and Point\n geometries can be plotted.\n\n column : str (default None)\n The name of the column to be plotted.\n\n categorical : bool (default False)\n If False, colormap will reflect numerical values of the\n column being plotted. For non-numerical columns (or if\n column=None), this will be set to True.\n\n colormap : str (default 'Set1')\n The name of a colormap recognized by matplotlib.\n\n alpha : float (default 0.5)\n Alpha value for polygon fill regions. Has no effect for\n lines or points.\n\n legend : bool (default False)\n Plot a legend (Experimental; currently for categorical\n plots only)\n\n axes : matplotlib.pyplot.Artist (default None)\n axes on which to draw the plot\n\n scheme : pysal.esda.mapclassify.Map_Classifier\n Choropleth classification schemes\n\n k : int (default 5)\n Number of classes (ignored if scheme is None)\n\n\n Returns\n -------\n\n matplotlib axes instance\n \"\"\"\n import matplotlib.pyplot as plt\n from matplotlib.lines import Line2D\n from matplotlib.colors import Normalize\n from matplotlib import cm\n\n if column is None:\n return plot_series(s.geometry, colormap=colormap, alpha=alpha, axes=axes)\n else:\n if s[column].dtype is np.dtype('O'):\n categorical = True\n if categorical:\n if colormap is None:\n colormap = 'Set1'\n categories = list(set(s[column].values))\n categories.sort()\n valuemap = dict([(k, v) for (v, k) in enumerate(categories)])\n values = [valuemap[k] for k in s[column]]\n else:\n values = s[column]\n if scheme is not None:\n binning = __pysal_choro(values, scheme, k=k)\n values = binning.yb\n # set categorical to True for creating the legend\n categorical = True\n binedges = [binning.yb.min()] + binning.bins.tolist()\n categories = ['{0:.2f} - {1:.2f}'.format(binedges[i], binedges[i+1]) for i in range(len(binedges)-1)]\n cmap = norm_cmap(values, colormap, Normalize, cm)\n if axes == None:\n fig = plt.gcf()\n fig.add_subplot(111, aspect='equal')\n ax = plt.gca()\n else:\n ax = axes\n for geom, value in zip(s.geometry, values):\n if geom.type == 'Polygon' or geom.type == 'MultiPolygon':\n plot_multipolygon(ax, geom, facecolor=cmap.to_rgba(value), alpha=alpha, linewidth=linewidth)\n elif geom.type == 'LineString' or geom.type == 'MultiLineString':\n plot_multilinestring(ax, geom, color=cmap.to_rgba(value))\n # TODO: color point geometries\n elif geom.type == 'Point':\n plot_point(ax, geom, color=cmap.to_rgba(value))\n if legend:\n if categorical:\n patches = []\n for value, cat in enumerate(categories):\n patches.append(Line2D([0], [0], linestyle=\"none\",\n marker=\"o\", alpha=alpha,\n markersize=10, markerfacecolor=cmap.to_rgba(value)))\n ax.legend(patches, categories, numpoints=1, loc='best')\n else:\n # TODO: show a colorbar\n raise NotImplementedError\n\n plt.draw()\n return ax",
"execution_count": 8,
"outputs": []
},
{
"metadata": {
"trusted": true,
"collapsed": false
},
"cell_type": "code",
"source": "ax = plot_dataframe(tracts, column='CRIME', scheme='QUANTILES', k=3, colormap='OrRd', legend=True)",
"execution_count": 9,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAXsAAAD4CAYAAAANbUbJAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nBPwfqSI/vTPej58AAAAASUVORK5CYII=\n",
"text/plain": "<matplotlib.figure.Figure at 0x179bf2b0>"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true,
"collapsed": false
},
"cell_type": "code",
"source": "# thicker linewidth for polygons\nax = plot_dataframe(tracts, column='CRIME', scheme='QUANTILES', k=3, colormap='OrRd', legend=True, linewidth=2.0)",
"execution_count": 10,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAXsAAAD4CAYAAAANbUbJAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRK5CYII=\n",
"text/plain": "<matplotlib.figure.Figure at 0x48579b0>"
},
"metadata": {}
}
]
},
{
"metadata": {
"collapsed": false,
"trusted": true
},
"cell_type": "code",
"source": "tracts.plot(column='CRIME', scheme='equal_interval', k=7, colormap='OrRd')",
"execution_count": 11,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x184964e0>"
},
"metadata": {},
"execution_count": 11
},
{
"output_type": "display_data",
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAXsAAAD4CAYAAAANbUbJAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\neQiQnb2MjIzMQ4Ds7GVkZGQeAv4HToeWVG/j/WUAAAAASUVORK5CYII=\n",
"text/plain": "<matplotlib.figure.Figure at 0x17fe5748>"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true,
"collapsed": false
},
"cell_type": "code",
"source": "plot_dataframe(tracts, column='CRIME', scheme='equal_interval', k=7, colormap='OrRd', legend=True)",
"execution_count": 12,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x179d9208>"
},
"metadata": {},
"execution_count": 12
},
{
"output_type": "display_data",
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAXsAAAD4CAYAAAANbUbJAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text/plain": "<matplotlib.figure.Figure at 0x17e0de10>"
},
"metadata": {}
}
]
},
{
"metadata": {
"collapsed": false,
"trusted": false
},
"cell_type": "code",
"source": "",
"execution_count": null,
"outputs": []
}
],
"metadata": {
"kernelspec": {
"name": "python2",
"display_name": "Python 2",
"language": "python"
},
"language_info": {
"mimetype": "text/x-python",
"nbconvert_exporter": "python",
"name": "python",
"pygments_lexer": "ipython2",
"version": "2.7.10",
"file_extension": ".py",
"codemirror_mode": {
"version": 2,
"name": "ipython"
}
},
"gist_id": "d4e6efedfa1e4e91ab65"
},
"nbformat": 4,
"nbformat_minor": 0
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment