{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Making a choropleth" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Choropleths are a way to represent some non-geographical data that varies by regions on your map. We'll be making choropleths with Folium and Geopandas. \n", "\n", "We're going to start with a dataset from the World Bank on Internet usage in 2016." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import pandas\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "data": { "text/html": [ "<div>\n", "<table border=\"1\" class=\"dataframe\">\n", " <thead>\n", " <tr style=\"text-align: right;\">\n", " <th></th>\n", " <th>name</th>\n", " <th>internet_use</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>17</th>\n", " <td>Afghanistan</td>\n", " <td>10.6</td>\n", " </tr>\n", " <tr>\n", " <th>18</th>\n", " <td>Albania</td>\n", " <td>66.4</td>\n", " </tr>\n", " <tr>\n", " <th>19</th>\n", " <td>Algeria</td>\n", " <td>42.9</td>\n", " </tr>\n", " <tr>\n", " <th>20</th>\n", " <td>American Samoa</td>\n", " <td>NaN</td>\n", " </tr>\n", " <tr>\n", " <th>21</th>\n", " <td>Andorra</td>\n", " <td>97.9</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " name internet_use\n", "17 Afghanistan 10.6\n", "18 Albania 66.4\n", "19 Algeria 42.9\n", "20 American Samoa NaN\n", "21 Andorra 97.9" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "internet = pandas.read_csv('data/world_internet_usage_2016.csv', skiprows=18, names=[\"name\", \"internet_use\"])\n", "internet.head()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "<div>\n", "<table border=\"1\" class=\"dataframe\">\n", " <thead>\n", " <tr style=\"text-align: right;\">\n", " <th></th>\n", " <th>name</th>\n", " <th>internet_use</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>20</th>\n", " <td>American Samoa</td>\n", " <td>NaN</td>\n", " </tr>\n", " <tr>\n", " <th>44</th>\n", " <td>British Virgin Islands</td>\n", " <td>NaN</td>\n", " </tr>\n", " <tr>\n", " <th>56</th>\n", " <td>Channel Islands</td>\n", " <td>NaN</td>\n", " </tr>\n", " <tr>\n", " <th>110</th>\n", " <td>Isle of Man</td>\n", " <td>NaN</td>\n", " </tr>\n", " <tr>\n", " <th>119</th>\n", " <td>Korea, Dem. People’s Rep.</td>\n", " <td>NaN</td>\n", " </tr>\n", " <tr>\n", " <th>121</th>\n", " <td>Kosovo</td>\n", " <td>NaN</td>\n", " </tr>\n", " <tr>\n", " <th>154</th>\n", " <td>Nauru</td>\n", " <td>NaN</td>\n", " </tr>\n", " <tr>\n", " <th>162</th>\n", " <td>Northern Mariana Islands</td>\n", " <td>NaN</td>\n", " </tr>\n", " <tr>\n", " <th>166</th>\n", " <td>Palau</td>\n", " <td>NaN</td>\n", " </tr>\n", " <tr>\n", " <th>180</th>\n", " <td>San Marino</td>\n", " <td>NaN</td>\n", " </tr>\n", " <tr>\n", " <th>188</th>\n", " <td>Sint Maarten (Dutch part)</td>\n", " <td>NaN</td>\n", " </tr>\n", " <tr>\n", " <th>199</th>\n", " <td>St. Martin (French part)</td>\n", " <td>NaN</td>\n", " </tr>\n", " <tr>\n", " <th>217</th>\n", " <td>Turks and Caicos Islands</td>\n", " <td>NaN</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " name internet_use\n", "20 American Samoa NaN\n", "44 British Virgin Islands NaN\n", "56 Channel Islands NaN\n", "110 Isle of Man NaN\n", "119 Korea, Dem. People’s Rep. NaN\n", "121 Kosovo NaN\n", "154 Nauru NaN\n", "162 Northern Mariana Islands NaN\n", "166 Palau NaN\n", "180 San Marino NaN\n", "188 Sint Maarten (Dutch part) NaN\n", "199 St. Martin (French part) NaN\n", "217 Turks and Caicos Islands NaN" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "internet[internet.internet_use.isnull()]" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "<div>\n", "<table border=\"1\" class=\"dataframe\">\n", " <thead>\n", " <tr style=\"text-align: right;\">\n", " <th></th>\n", " <th>name</th>\n", " <th>internet_use</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>17</th>\n", " <td>Afghanistan</td>\n", " <td>10.6</td>\n", " </tr>\n", " <tr>\n", " <th>18</th>\n", " <td>Albania</td>\n", " <td>66.4</td>\n", " </tr>\n", " <tr>\n", " <th>19</th>\n", " <td>Algeria</td>\n", " <td>42.9</td>\n", " </tr>\n", " <tr>\n", " <th>21</th>\n", " <td>Andorra</td>\n", " <td>97.9</td>\n", " </tr>\n", " <tr>\n", " <th>22</th>\n", " <td>Angola</td>\n", " <td>13.0</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " name internet_use\n", "17 Afghanistan 10.6\n", "18 Albania 66.4\n", "19 Algeria 42.9\n", "21 Andorra 97.9\n", "22 Angola 13.0" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "internet.dropna(inplace=True)\n", "internet.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Geopandas" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "<div>\n", "<table border=\"1\" class=\"dataframe\">\n", " <thead>\n", " <tr style=\"text-align: right;\">\n", " <th></th>\n", " <th>pop_est</th>\n", " <th>continent</th>\n", " <th>name</th>\n", " <th>iso_a3</th>\n", " <th>gdp_md_est</th>\n", " <th>geometry</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>0</th>\n", " <td>28400000.0</td>\n", " <td>Asia</td>\n", " <td>Afghanistan</td>\n", " <td>AFG</td>\n", " <td>22270.0</td>\n", " <td>POLYGON ((61.21081709172574 35.65007233330923,...</td>\n", " </tr>\n", " <tr>\n", " <th>1</th>\n", " <td>12799293.0</td>\n", " <td>Africa</td>\n", " <td>Angola</td>\n", " <td>AGO</td>\n", " <td>110300.0</td>\n", " <td>(POLYGON ((16.32652835456705 -5.87747039146621...</td>\n", " </tr>\n", " <tr>\n", " <th>2</th>\n", " <td>3639453.0</td>\n", " <td>Europe</td>\n", " <td>Albania</td>\n", " <td>ALB</td>\n", " <td>21810.0</td>\n", " <td>POLYGON ((20.59024743010491 41.85540416113361,...</td>\n", " </tr>\n", " <tr>\n", " <th>3</th>\n", " <td>4798491.0</td>\n", " <td>Asia</td>\n", " <td>United Arab Emirates</td>\n", " <td>ARE</td>\n", " <td>184300.0</td>\n", " <td>POLYGON ((51.57951867046327 24.24549713795111,...</td>\n", " </tr>\n", " <tr>\n", " <th>4</th>\n", " <td>40913584.0</td>\n", " <td>South America</td>\n", " <td>Argentina</td>\n", " <td>ARG</td>\n", " <td>573900.0</td>\n", " <td>(POLYGON ((-65.50000000000003 -55.199999999999...</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " pop_est continent name iso_a3 gdp_md_est \\\n", "0 28400000.0 Asia Afghanistan AFG 22270.0 \n", "1 12799293.0 Africa Angola AGO 110300.0 \n", "2 3639453.0 Europe Albania ALB 21810.0 \n", "3 4798491.0 Asia United Arab Emirates ARE 184300.0 \n", "4 40913584.0 South America Argentina ARG 573900.0 \n", "\n", " geometry \n", "0 POLYGON ((61.21081709172574 35.65007233330923,... \n", "1 (POLYGON ((16.32652835456705 -5.87747039146621... \n", "2 POLYGON ((20.59024743010491 41.85540416113361,... \n", "3 POLYGON ((51.57951867046327 24.24549713795111,... \n", "4 (POLYGON ((-65.50000000000003 -55.199999999999... " ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import geopandas\n", "world = geopandas.read_file(geopandas.datasets.get_path('naturalearth_lowres'))\n", "world.head()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "145" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(set(world.name) & set(internet.name))" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "32" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(set(world.name) - set(internet.name))" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "59" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(set(internet.name) - set(world.name))" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "<div>\n", "<table border=\"1\" class=\"dataframe\">\n", " <thead>\n", " <tr style=\"text-align: right;\">\n", " <th></th>\n", " <th>pop_est</th>\n", " <th>continent</th>\n", " <th>name</th>\n", " <th>iso_a3</th>\n", " <th>gdp_md_est</th>\n", " <th>geometry</th>\n", " <th>internet_use</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>0</th>\n", " <td>28400000.0</td>\n", " <td>Asia</td>\n", " <td>Afghanistan</td>\n", " <td>AFG</td>\n", " <td>22270.0</td>\n", " <td>POLYGON ((61.21081709172574 35.65007233330923,...</td>\n", " <td>10.6</td>\n", " </tr>\n", " <tr>\n", " <th>1</th>\n", " <td>12799293.0</td>\n", " <td>Africa</td>\n", " <td>Angola</td>\n", " <td>AGO</td>\n", " <td>110300.0</td>\n", " <td>(POLYGON ((16.32652835456705 -5.87747039146621...</td>\n", " <td>13.0</td>\n", " </tr>\n", " <tr>\n", " <th>2</th>\n", " <td>3639453.0</td>\n", " <td>Europe</td>\n", " <td>Albania</td>\n", " <td>ALB</td>\n", " <td>21810.0</td>\n", " <td>POLYGON ((20.59024743010491 41.85540416113361,...</td>\n", " <td>66.4</td>\n", " </tr>\n", " <tr>\n", " <th>3</th>\n", " <td>4798491.0</td>\n", " <td>Asia</td>\n", " <td>United Arab Emirates</td>\n", " <td>ARE</td>\n", " <td>184300.0</td>\n", " <td>POLYGON ((51.57951867046327 24.24549713795111,...</td>\n", " <td>90.6</td>\n", " </tr>\n", " <tr>\n", " <th>4</th>\n", " <td>40913584.0</td>\n", " <td>South America</td>\n", " <td>Argentina</td>\n", " <td>ARG</td>\n", " <td>573900.0</td>\n", " <td>(POLYGON ((-65.50000000000003 -55.199999999999...</td>\n", " <td>70.2</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " pop_est continent name iso_a3 gdp_md_est \\\n", "0 28400000.0 Asia Afghanistan AFG 22270.0 \n", "1 12799293.0 Africa Angola AGO 110300.0 \n", "2 3639453.0 Europe Albania ALB 21810.0 \n", "3 4798491.0 Asia United Arab Emirates ARE 184300.0 \n", "4 40913584.0 South America Argentina ARG 573900.0 \n", "\n", " geometry internet_use \n", "0 POLYGON ((61.21081709172574 35.65007233330923,... 10.6 \n", "1 (POLYGON ((16.32652835456705 -5.87747039146621... 13.0 \n", "2 POLYGON ((20.59024743010491 41.85540416113361,... 66.4 \n", "3 POLYGON ((51.57951867046327 24.24549713795111,... 90.6 \n", "4 (POLYGON ((-65.50000000000003 -55.199999999999... 70.2 " ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "world = world.merge(internet, how='left', on='name')\n", "world.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "I'm going to copy over some Proj4 strings, that we can use to tell the underlying projection libraries, PyProj and Proj.4, how to project our map." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": true }, "outputs": [], "source": [ "mercator = '+proj=merc'\n", "robinson = '+proj=robin'\n", "wgs84 = '+proj=longlat +ellps=WGS84 +datum=WGS84 +no_defs'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we'll clean up the map a bit by removing Antarctica (makes projecting a bit more difficult, and is irrelevant to what we're making anyway) and any filling any missing data about Internet connectivity with a zero." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": true }, "outputs": [], "source": [ "world = world[(world.name!=\"Antarctica\")].fillna(0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We'll make a copy of the DataFrame when we do the projections, so we don't get any weird geometric artifacts." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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aERG1II7taE85Hi1RKYB/AnhJV8rtpcf+zmrRegPYBOe1pFq7nTBWHBX5OhAi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uwG8v8GUYrFkpSujnaPoas7tZ8d0Z4OfNmpVR1tWf6sXXLXWHq6ZwBVsS/w+1+ytWd2M3Hi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\nSJbjERlq2kn+39ga4AlgLLAcdxXRh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"text/plain": [ "<matplotlib.figure.Figure at 0x21b4128cbe0>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# mercator projection\n", "worldMercator = world.to_crs(mercator)\n", "worldMercator.plot(figsize=(20,20), column='internet_use', cmap=\"OrRd\", scheme=\"QUANTILES\", k=5, legend=True)\n", "plt.axis('off')\n", "plt.title(\"Internet usage by country\")\n", "plt.savefig('data/internet_choropleth_geopandas.png')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Data munging\n", "\n", "..." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### PySAL\n", "\n", "..." ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "### Folium\n", "\n", "..." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### References\n", "\n", "Folium choropleth: http://python-visualization.github.io/folium/quickstart.html#Choropleth-maps\n", "\n", "World bank data: https://data.worldbank.org/data-catalog/country-profiles" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.0" } }, "nbformat": 4, "nbformat_minor": 2 }