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Example Choropleth map using folium
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| { | |
| "cells": [ | |
| { | |
| "cell_type": "code", | |
| "execution_count": 11, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "import folium\n", | |
| "import json\n", | |
| "import pandas as pd \n", | |
| "import numpy as np\n", | |
| "import geopandas as gpd" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 12, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "'0.2.0.dev'" | |
| ] | |
| }, | |
| "execution_count": 12, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "folium.__version__" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 13, | |
| "metadata": { | |
| "collapsed": false, | |
| "scrolled": true | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "world_json_path = './world-countries.json'\n", | |
| "world_json = json.load(open(world_json_path))\n", | |
| "world_json['features'][0]['id']\n", | |
| "\n", | |
| "countries_present = set([c['id'] for c in world_json['features']])" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 14, | |
| "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>geometry</th>\n", | |
| " <th>name</th>\n", | |
| " </tr>\n", | |
| " </thead>\n", | |
| " <tbody>\n", | |
| " <tr>\n", | |
| " <th>0</th>\n", | |
| " <td>POLYGON ((61.210817 35.650072, 62.230651 35.27...</td>\n", | |
| " <td>Afghanistan</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>1</th>\n", | |
| " <td>(POLYGON ((16.326528 -5.87747, 16.57318 -6.622...</td>\n", | |
| " <td>Angola</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>2</th>\n", | |
| " <td>POLYGON ((20.590247 41.855404, 20.463175 41.51...</td>\n", | |
| " <td>Albania</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>3</th>\n", | |
| " <td>POLYGON ((51.579519 24.245497, 51.757441 24.29...</td>\n", | |
| " <td>United Arab Emirates</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>4</th>\n", | |
| " <td>(POLYGON ((-65.5 -55.2, -66.45 -55.25, -66.959...</td>\n", | |
| " <td>Argentina</td>\n", | |
| " </tr>\n", | |
| " </tbody>\n", | |
| "</table>\n", | |
| "</div>" | |
| ], | |
| "text/plain": [ | |
| " geometry name\n", | |
| "0 POLYGON ((61.210817 35.650072, 62.230651 35.27... Afghanistan\n", | |
| "1 (POLYGON ((16.326528 -5.87747, 16.57318 -6.622... Angola\n", | |
| "2 POLYGON ((20.590247 41.855404, 20.463175 41.51... Albania\n", | |
| "3 POLYGON ((51.579519 24.245497, 51.757441 24.29... United Arab Emirates\n", | |
| "4 (POLYGON ((-65.5 -55.2, -66.45 -55.25, -66.959... Argentina" | |
| ] | |
| }, | |
| "execution_count": 14, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "gdf = gpd.read_file(world_json_path)\n", | |
| "gdf.head()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 15, | |
| "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>id</th>\n", | |
| " <th>Country</th>\n", | |
| " <th>Score</th>\n", | |
| " </tr>\n", | |
| " </thead>\n", | |
| " <tbody>\n", | |
| " <tr>\n", | |
| " <th>0</th>\n", | |
| " <td>PER</td>\n", | |
| " <td>Peru</td>\n", | |
| " <td>2.810300</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>1</th>\n", | |
| " <td>HND</td>\n", | |
| " <td>Honduras</td>\n", | |
| " <td>2.734521</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>2</th>\n", | |
| " <td>GUF</td>\n", | |
| " <td>French Guiana</td>\n", | |
| " <td>2.730886</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>3</th>\n", | |
| " <td>SLV</td>\n", | |
| " <td>El Salvador</td>\n", | |
| " <td>2.473134</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>4</th>\n", | |
| " <td>CRI</td>\n", | |
| " <td>Costa Rica</td>\n", | |
| " <td>2.454963</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5</th>\n", | |
| " <td>PRY</td>\n", | |
| " <td>Paraguay</td>\n", | |
| " <td>2.273594</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>6</th>\n", | |
| " <td>CHL</td>\n", | |
| " <td>Chile</td>\n", | |
| " <td>2.224596</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>7</th>\n", | |
| " <td>ECU</td>\n", | |
| " <td>Ecuador</td>\n", | |
| " <td>2.106272</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>8</th>\n", | |
| " <td>ARG</td>\n", | |
| " <td>Argentina</td>\n", | |
| " <td>2.077311</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>9</th>\n", | |
| " <td>BOL</td>\n", | |
| " <td>Bolivia</td>\n", | |
| " <td>2.040448</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>10</th>\n", | |
| " <td>NIC</td>\n", | |
| " <td>Nicaragua</td>\n", | |
| " <td>2.020579</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>11</th>\n", | |
| " <td>COL</td>\n", | |
| " <td>Colombia</td>\n", | |
| " <td>1.978751</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>12</th>\n", | |
| " <td>MEX</td>\n", | |
| " <td>Mexico</td>\n", | |
| " <td>1.868856</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>13</th>\n", | |
| " <td>GTM</td>\n", | |
| " <td>Guatemala</td>\n", | |
| " <td>1.575945</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>14</th>\n", | |
| " <td>PAN</td>\n", | |
| " <td>Panama</td>\n", | |
| " <td>1.233483</td>\n", | |
| " </tr>\n", | |
| " </tbody>\n", | |
| "</table>\n", | |
| "</div>" | |
| ], | |
| "text/plain": [ | |
| " id Country Score\n", | |
| "0 PER Peru 2.810300\n", | |
| "1 HND Honduras 2.734521\n", | |
| "2 GUF French Guiana 2.730886\n", | |
| "3 SLV El Salvador 2.473134\n", | |
| "4 CRI Costa Rica 2.454963\n", | |
| "5 PRY Paraguay 2.273594\n", | |
| "6 CHL Chile 2.224596\n", | |
| "7 ECU Ecuador 2.106272\n", | |
| "8 ARG Argentina 2.077311\n", | |
| "9 BOL Bolivia 2.040448\n", | |
| "10 NIC Nicaragua 2.020579\n", | |
| "11 COL Colombia 1.978751\n", | |
| "12 MEX Mexico 1.868856\n", | |
| "13 GTM Guatemala 1.575945\n", | |
| "14 PAN Panama 1.233483" | |
| ] | |
| }, | |
| "execution_count": 15, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "spatial_scores = pd.read_csv('./ili_spatial_score.csv')\n", | |
| "\n", | |
| "spatial_scores" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 16, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "merged = gdf.merge(spatial_scores, left_on='name', right_on='Country')\n", | |
| "spatial_gdf = gpd.GeoDataFrame(merged.iloc[:, [0, 1]])\n", | |
| "data_df = merged.iloc[:, [2, 3, 4]]" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 17, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "geo_str = spatial_gdf.to_json()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 18, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "threshold_scale = np.linspace(1.0, 3.0, \n", | |
| " 6, dtype=float).tolist()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 19, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [ | |
| "\n", | |
| " <div style=\"width:100%;\">\n", | |
| " <div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\">\n", | |
| " <iframe src=\"data:text/html;base64,
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"properties": {"style": {"color": "black", "opactiy": 1, "fillOpacity": 0.6, "weight": 1, "fillColor": "#67a9cf"}, "name": "El Salvador"}}]})
                    .addTo(map_15c6a67d587e42a3b4fdbfbd1bc465ae);
                geo_json_dda27ea933a14cab84d1444b4efc7e89.setStyle(function(feature) {return feature.properties.style;});
            
        
            
    var color_scale_886ef33350374d46a5a13a0b398d1b34 = {};

    
    color_scale_886ef33350374d46a5a13a0b398d1b34.color = d3.scale.threshold()
              .domain([1.0, 1.4, 1.8, 2.2, 2.6, 3.0])
              .range(['#b2182b', '#ef8a62', '#fddbc7', '#d1e5f0', '#67a9cf', '#2166ac']);
    

    color_scale_886ef33350374d46a5a13a0b398d1b34.x = d3.scale.linear()
              .domain([1.0, 3.0])
              .range([0, 400]);

    color_scale_886ef33350374d46a5a13a0b398d1b34.legend = L.control({position: 'topright'});
    color_scale_886ef33350374d46a5a13a0b398d1b34.legend.onAdd = function (map) {var div = L.DomUtil.create('div', 'legend'); return div};
    color_scale_886ef33350374d46a5a13a0b398d1b34.legend.addTo(map_15c6a67d587e42a3b4fdbfbd1bc465ae);

    color_scale_886ef33350374d46a5a13a0b398d1b34.xAxis = d3.svg.axis()
        .scale(color_scale_886ef33350374d46a5a13a0b398d1b34.x)
        .orient("top")
        .tickSize(1)
        .tickValues([1.0, 1.4, 1.8, 2.2, 2.6, 3.0]);

    color_scale_886ef33350374d46a5a13a0b398d1b34.svg = d3.select(".legend.leaflet-control").append("svg")
        .attr("id", 'legend')
        .attr("width", 450)
        .attr("height", 40);

    color_scale_886ef33350374d46a5a13a0b398d1b34.g = color_scale_886ef33350374d46a5a13a0b398d1b34.svg.append("g")
        .attr("class", "key")
        .attr("transform", "translate(25,16)");

    color_scale_886ef33350374d46a5a13a0b398d1b34.g.selectAll("rect")
        .data(color_scale_886ef33350374d46a5a13a0b398d1b34.color.range().map(function(d, i) {
          return {
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            x1: i < color_scale_886ef33350374d46a5a13a0b398d1b34.color.domain().length ? color_scale_886ef33350374d46a5a13a0b398d1b34.x(color_scale_886ef33350374d46a5a13a0b398d1b34.color.domain()[i]) : color_scale_886ef33350374d46a5a13a0b398d1b34.x.range()[1],
            z: d
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      .enter().append("rect")
        .attr("height", 10)
        .attr("x", function(d) { return d.x0; })
        .attr("width", function(d) { return d.x1 - d.x0; })
        .style("fill", function(d) { return d.z; });

    color_scale_886ef33350374d46a5a13a0b398d1b34.g.call(color_scale_886ef33350374d46a5a13a0b398d1b34.xAxis).append("text")
        .attr("class", "caption")
        .attr("y", 21)
        .text('');
        
        
        </script>
        \" style=\"position:absolute;width:100%;height:100%;left:0;top:0;\">\n", | |
| " </iframe>\n", | |
| " </div></div>" | |
| ], | |
| "text/plain": [ | |
| "<folium.folium.Map at 0x7fea24c19dd0>" | |
| ] | |
| }, | |
| "execution_count": 19, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "map1 = folium.Map(location=[-15., -60], \n", | |
| " tiles=\"Cartodb Positron\",\n", | |
| " zoom_start=2)\n", | |
| "\n", | |
| "map1.choropleth(geo_str=geo_str,\n", | |
| " data=data_df,\n", | |
| " columns=['Country', 'Score'],\n", | |
| " fill_color='RdBu',\n", | |
| " key_on='feature.properties.name',\n", | |
| " threshold_scale=threshold_scale\n", | |
| " )\n", | |
| "\n", | |
| "map1" | |
| ] | |
| } | |
| ], | |
| "metadata": { | |
| "kernelspec": { | |
| "display_name": "Python 2", | |
| "language": "python", | |
| "name": "python2" | |
| }, | |
| "language_info": { | |
| "codemirror_mode": { | |
| "name": "ipython", | |
| "version": 2 | |
| }, | |
| "file_extension": ".py", | |
| "mimetype": "text/x-python", | |
| "name": "python", | |
| "nbconvert_exporter": "python", | |
| "pygments_lexer": "ipython2", | |
| "version": "2.7.6" | |
| } | |
| }, | |
| "nbformat": 4, | |
| "nbformat_minor": 0 | |
| } |
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
| id | Country | Score | |
|---|---|---|---|
| PER | Peru | 2.81030047565 | |
| HND | Honduras | 2.73452059052 | |
| GUF | French Guiana | 2.73088624339 | |
| SLV | El Salvador | 2.47313396091 | |
| CRI | Costa Rica | 2.45496258877 | |
| PRY | Paraguay | 2.27359432526 | |
| CHL | Chile | 2.22459594857 | |
| ECU | Ecuador | 2.1062717474 | |
| ARG | Argentina | 2.07731052863 | |
| BOL | Bolivia | 2.04044795703 | |
| NIC | Nicaragua | 2.02057902574 | |
| COL | Colombia | 1.97875064122 | |
| MEX | Mexico | 1.86885576881 | |
| GTM | Guatemala | 1.57594468934 | |
| PAN | Panama | 1.23348283352 |
I tried to compile your code but I am having following error,
`
Traceback (most recent call last):
File "/home/ammar/.local/lib/python3.7/site-packages/pandas/core/indexes/base.py", line 2897, in get_loc
return self._engine.get_loc(key)
File "pandas/_libs/index.pyx", line 107, in pandas._libs.index.IndexEngine.get_loc
File "pandas/_libs/index.pyx", line 131, in pandas._libs.index.IndexEngine.get_loc
File "pandas/_libs/hashtable_class_helper.pxi", line 1607, in pandas._libs.hashtable.PyObjectHashTable.get_item
File "pandas/_libs/hashtable_class_helper.pxi", line 1614, in pandas._libs.hashtable.PyObjectHashTable.get_item
KeyError: 'geometry'
During handling of the above exception, another exception occurred:
Traceback (most recent call last):
File "ch.py", line 28, in
geo_str = spatial_gdf.to_json()
File "/home/ammar/.local/lib/python3.7/site-packages/geopandas/geodataframe.py", line 381, in to_json
return json.dumps(self._to_geo(na=na, show_bbox=show_bbox), **kwargs)
File "/home/ammar/.local/lib/python3.7/site-packages/geopandas/geodataframe.py", line 468, in _to_geo
"features": list(self.iterfeatures(**kwargs)),
File "/home/ammar/.local/lib/python3.7/site-packages/geopandas/geodataframe.py", line 417, in iterfeatures
geometries = np.array(self[self._geometry_column_name], copy=False)
File "/home/ammar/.local/lib/python3.7/site-packages/geopandas/geodataframe.py", line 546, in getitem
result = super(GeoDataFrame, self).getitem(key)
File "/home/ammar/.local/lib/python3.7/site-packages/pandas/core/frame.py", line 2980, in getitem
indexer = self.columns.get_loc(key)
File "/home/ammar/.local/lib/python3.7/site-packages/pandas/core/indexes/base.py", line 2899, in get_loc
return self._engine.get_loc(self._maybe_cast_indexer(key))
File "pandas/_libs/index.pyx", line 107, in pandas._libs.index.IndexEngine.get_loc
File "pandas/_libs/index.pyx", line 131, in pandas._libs.index.IndexEngine.get_loc
File "pandas/_libs/hashtable_class_helper.pxi", line 1607, in pandas._libs.hashtable.PyObjectHashTable.get_item
File "pandas/_libs/hashtable_class_helper.pxi", line 1614, in pandas._libs.hashtable.PyObjectHashTable.get_item
KeyError: 'geometry
`
@ammarsabircheema I suspect the world-countries.json file you are using doesn't have the requisite columns.
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Thanks! This was helpful.