geopy_geoplotlib_folium.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Geocoding with geopy and plotting with geoplotlib"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Geopy: https://github.com/geopy/geopy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Geocode with geoPy:\n",
    "from geopy.geocoders import Nominatim"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "geolocator = Nominatim()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "__Testing the geocode function:__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "location = geolocator.geocode(\"London\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "London, Greater London, England, United Kingdom\n"
     ]
    }
   ],
   "source": [
    "print location.address"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(51.5073219, -0.1276473)\n"
     ]
    }
   ],
   "source": [
    "print(location.latitude, location.longitude)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "__Now use on the countries of interest:__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "countries = [u\"C\\xf4te d'Ivoire (Ivory Coast)\", u'Italy', u'USA', \n",
    "                         u'South Africa', u'Philippines', u'Democratic Republic of the Congo', \n",
    "                         u'Gabon', u'Sudan (South Sudan)', u'Uganda', u'England', u'Russia']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "locations = [geolocator.geocode(c) for c in countries]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[-5.5679458, 12.674297, -100.4458825, 24.991639, 122.7312101, 23.8222636, 11.6899699, 29.6667897, 32.2166578, -0.540240236617432, 97.7453061]\n"
     ]
    }
   ],
   "source": [
    "longitudes = [l.longitude for l in locations]\n",
    "\n",
    "print longitudes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[7.9897371, 42.6384261, 39.7837304, -28.8166236, 12.7503486, -2.9814344, -0.8999695, 7.8699431, 1.5333554, 52.7954791, 64.6863136]\n"
     ]
    }
   ],
   "source": [
    "latitudes = [l.latitude for l in locations]\n",
    "\n",
    "print latitudes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'lat': [7.9897371, 42.6384261, 39.7837304, -28.8166236, 12.7503486, -2.9814344, -0.8999695, 7.8699431, 1.5333554, 52.7954791, 64.6863136], 'country': [u\"C\\xf4te d'Ivoire (Ivory Coast)\", u'Italy', u'USA', u'South Africa', u'Philippines', u'Democratic Republic of the Congo', u'Gabon', u'Sudan (South Sudan)', u'Uganda', u'England', u'Russia'], 'lon': [-5.5679458, 12.674297, -100.4458825, 24.991639, 122.7312101, 23.8222636, 11.6899699, 29.6667897, 32.2166578, -0.540240236617432, 97.7453061]}\n"
     ]
    }
   ],
   "source": [
    "dict_countries = {\"country\": countries, \"lat\": latitudes, \"lon\": longitudes}\n",
    "\n",
    "print dict_countries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df_countries = pd.DataFrame(dict_countries)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "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>country</th>\n",
       "      <th>lat</th>\n",
       "      <th>lon</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Côte d'Ivoire (Ivory Coast)</td>\n",
       "      <td>7.989737</td>\n",
       "      <td>-5.567946</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Italy</td>\n",
       "      <td>42.638426</td>\n",
       "      <td>12.674297</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>USA</td>\n",
       "      <td>39.783730</td>\n",
       "      <td>-100.445882</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>South Africa</td>\n",
       "      <td>-28.816624</td>\n",
       "      <td>24.991639</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Philippines</td>\n",
       "      <td>12.750349</td>\n",
       "      <td>122.731210</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       country        lat         lon\n",
       "0  Côte d'Ivoire (Ivory Coast)   7.989737   -5.567946\n",
       "1                        Italy  42.638426   12.674297\n",
       "2                          USA  39.783730 -100.445882\n",
       "3                 South Africa -28.816624   24.991639\n",
       "4                  Philippines  12.750349  122.731210"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_countries.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "df_countries.to_csv(\"data/out/countries_ebola.csv\", encoding=\"utf-8\", index_col=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Geoplotlib https://github.com/andrea-cuttone/geoplotlib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# Plot with geoplotlib\n",
    "import geoplotlib\n",
    "\n",
    "from geoplotlib.utils import read_csv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "DataAccessObject(['', 'country', 'lat', 'lon'] x 11)\n"
     ]
    }
   ],
   "source": [
    "data_eb = read_csv(\"data/out/countries_ebola.csv\")\n",
    "\n",
    "print data_eb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "geoplotlib.dot(data_eb)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "geoplotlib.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Folium https://github.com/python-visualization/folium"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# Plot with Folium\n",
    "import folium\n",
    "\n",
    "from pandas import read_csv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "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>Unnamed: 0</th>\n",
       "      <th>country</th>\n",
       "      <th>lat</th>\n",
       "      <th>lon</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>Côte d'Ivoire (Ivory Coast)</td>\n",
       "      <td>7.989737</td>\n",
       "      <td>-5.567946</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>Italy</td>\n",
       "      <td>42.638426</td>\n",
       "      <td>12.674297</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>USA</td>\n",
       "      <td>39.783730</td>\n",
       "      <td>-100.445882</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>South Africa</td>\n",
       "      <td>-28.816624</td>\n",
       "      <td>24.991639</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>Philippines</td>\n",
       "      <td>12.750349</td>\n",
       "      <td>122.731210</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0                      country        lat         lon\n",
       "0           0  Côte d'Ivoire (Ivory Coast)   7.989737   -5.567946\n",
       "1           1                        Italy  42.638426   12.674297\n",
       "2           2                          USA  39.783730 -100.445882\n",
       "3           3                 South Africa -28.816624   24.991639\n",
       "4           4                  Philippines  12.750349  122.731210"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "countries_ebola = read_csv(\"data/out/countries_ebola.csv\")\n",
    "\n",
    "countries_ebola.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "map_eb = folium.Map(zoom_start=2, location=[40.486037, -24.090964])\n",
    "\n",
    "for i in range(len(countries_ebola)):\n",
    "    map_eb.simple_marker([countries_ebola['lat'][i], countries_ebola['lon'][i]],\n",
    "                         popup=countries_ebola['country'][i], marker_color='green')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<iframe srcdoc=\"<!DOCTYPE html>\n",
       "<head>\n",
       "  <meta http-equiv=&quot;content-type&quot; content=&quot;text/html; charset=UTF-8&quot; />\n",
       "   <link rel=&quot;stylesheet&quot; href=&quot;https://rawgit.com/andrewgiessel/leafletstuff/master/leaflet.css&quot; />\n",
       "   <script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/leaflet/0.7.3/leaflet.js&quot;></script>\n",
       "\n",
       "   <script src=&quot;https://ajax.googleapis.com/ajax/libs/jquery/1.11.1/jquery.min.js&quot;></script>\n",
       "\n",
       "   <link rel=&quot;stylesheet&quot; href=&quot;https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css&quot;>\n",
       "   <link rel=&quot;stylesheet&quot; href=&quot;https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap-theme.min.css&quot;>\n",
       "   <script src=&quot;https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js&quot;></script>\n",
       "\n",
       "   <link href=&quot;https://maxcdn.bootstrapcdn.com/font-awesome/4.1.0/css/font-awesome.min.css&quot; rel=&quot;stylesheet&quot;>\n",
       "\n",
       "   <link rel=&quot;stylesheet&quot; href=&quot;https://rawgit.com/lvoogdt/Leaflet.awesome-markers/2.0/develop/dist/leaflet.awesome-markers.css&quot;>\n",
       "   <script src=&quot;https://rawgithub.com/lvoogdt/Leaflet.awesome-markers/2.0/develop/dist/leaflet.awesome-markers.js&quot;></script>\n",
       "\n",
       "\n",
       "   <link rel=&quot;stylesheet&quot; href=&quot;https://cdnjs.cloudflare.com/ajax/libs/leaflet.markercluster/0.4.0/MarkerCluster.Default.css&quot;>\n",
       "   <link rel=&quot;stylesheet&quot; href=&quot;https://cdnjs.cloudflare.com/ajax/libs/leaflet.markercluster/0.4.0/MarkerCluster.css&quot;>\n",
       "   <script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/leaflet.markercluster/0.4.0/leaflet.markercluster-src.js&quot;></script>\n",
       "   <script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/leaflet.markercluster/0.4.0/leaflet.markercluster.js&quot;></script>\n",
       "\n",
       "   <link rel=&quot;stylesheet&quot; href=&quot;https://birdage.github.io/Leaflet.awesome-markers/dist/leaflet.awesome.rotate.css&quot;>\n",
       "\n",
       "   \n",
       "   \n",
       "   \n",
       "   \n",
       "\n",
       "   <style>\n",
       "\n",
       "      html, body {\n",
       "        width: 100%;\n",
       "        height: 100%;\n",
       "        margin: 0;\n",
       "        padding: 0;\n",
       "      }\n",
       "\n",
       "      #map {\n",
       "        position:absolute;\n",
       "        top:0;\n",
       "        bottom:0;\n",
       "        right:0;\n",
       "        left:0;\n",
       "      }\n",
       "\n",
       "   </style>\n",
       "</head>\n",
       "\n",
       "<body>\n",
       "\n",
       "   <div class=&quot;folium-map&quot; id=&quot;folium_8fd6f1659caf479b8752b6019e79d6aa&quot; style=&quot;width: 100%; height: 100%&quot;></div>\n",
       "\n",
       "   <script>\n",
       "\n",
       "      \n",
       "\n",
       "      var base_tile = L.tileLayer('https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png', {\n",
       "          maxZoom: 18,\n",
       "          minZoom: 1,\n",
       "          attribution: 'Map data (c) <a href=&quot;http://openstreetmap.org&quot;>OpenStreetMap</a> contributors'\n",
       "      });\n",
       "\n",
       "      var baseLayer = {\n",
       "        &quot;Base Layer&quot;: base_tile\n",
       "      };\n",
       "\n",
       "      /*\n",
       "      addition of the wms layers\n",
       "      */\n",
       "\n",
       "      \n",
       "\n",
       "      /*\n",
       "      addition of the tile layers\n",
       "      */\n",
       "      \n",
       "\n",
       "      /*\n",
       "      list of layers to be added\n",
       "      */\n",
       "      var layer_list = {\n",
       "      \n",
       "      };\n",
       "\n",
       "      /*\n",
       "      Bounding box.\n",
       "      */\n",
       "      var southWest = L.latLng(-90, -180),\n",
       "          northEast = L.latLng(90, 180),\n",
       "          bounds = L.latLngBounds(southWest, northEast);\n",
       "\n",
       "      /*\n",
       "      Creates the map and adds the selected layers\n",
       "      */\n",
       "      var map = L.map('folium_8fd6f1659caf479b8752b6019e79d6aa', {\n",
       "                                       center:[40.486037, -24.090964],\n",
       "                                       zoom: 2,\n",
       "                                       maxBounds: bounds,\n",
       "                                       layers: [base_tile]\n",
       "                                     });\n",
       "\n",
       "      L.control.layers(baseLayer, layer_list).addTo(map);\n",
       "\n",
       "      /*\n",
       "      addition of the image layers\n",
       "      */\n",
       "      \n",
       "      \n",
       "      //cluster group\n",
       "      var clusteredmarkers = L.markerClusterGroup();\n",
       "      //section for adding clustered markers\n",
       "      \n",
       "      //add the clustered markers to the group anyway\n",
       "      map.addLayer(clusteredmarkers);\n",
       "\n",
       "      \n",
       "      var marker_1_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'green',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_1 = L.marker([7.9897371, \n",
       "\t\t\t\t\t\t\t-5.5679458],\n",
       "\t\t\t\t\t\t\t{'icon':marker_1_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_1.bindPopup(&quot;C\\u00f4te d'Ivoire (Ivory Coast)&quot;);\n",
       "      marker_1._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_1)\n",
       "      \n",
       "      var marker_2_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'green',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_2 = L.marker([42.6384261, \n",
       "\t\t\t\t\t\t\t12.674297],\n",
       "\t\t\t\t\t\t\t{'icon':marker_2_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_2.bindPopup(&quot;Italy&quot;);\n",
       "      marker_2._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_2)\n",
       "      \n",
       "      var marker_3_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'green',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_3 = L.marker([39.7837304, \n",
       "\t\t\t\t\t\t\t-100.4458825],\n",
       "\t\t\t\t\t\t\t{'icon':marker_3_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_3.bindPopup(&quot;USA&quot;);\n",
       "      marker_3._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_3)\n",
       "      \n",
       "      var marker_4_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'green',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_4 = L.marker([-28.8166236, \n",
       "\t\t\t\t\t\t\t24.991639],\n",
       "\t\t\t\t\t\t\t{'icon':marker_4_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_4.bindPopup(&quot;South Africa&quot;);\n",
       "      marker_4._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_4)\n",
       "      \n",
       "      var marker_5_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'green',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_5 = L.marker([12.7503486, \n",
       "\t\t\t\t\t\t\t122.7312101],\n",
       "\t\t\t\t\t\t\t{'icon':marker_5_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_5.bindPopup(&quot;Philippines&quot;);\n",
       "      marker_5._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_5)\n",
       "      \n",
       "      var marker_6_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'green',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_6 = L.marker([-2.9814344, \n",
       "\t\t\t\t\t\t\t23.8222636],\n",
       "\t\t\t\t\t\t\t{'icon':marker_6_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_6.bindPopup(&quot;Democratic Republic of the Congo&quot;);\n",
       "      marker_6._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_6)\n",
       "      \n",
       "      var marker_7_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'green',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_7 = L.marker([-0.8999695, \n",
       "\t\t\t\t\t\t\t11.6899699],\n",
       "\t\t\t\t\t\t\t{'icon':marker_7_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_7.bindPopup(&quot;Gabon&quot;);\n",
       "      marker_7._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_7)\n",
       "      \n",
       "      var marker_8_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'green',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_8 = L.marker([7.8699431, \n",
       "\t\t\t\t\t\t\t29.6667897],\n",
       "\t\t\t\t\t\t\t{'icon':marker_8_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_8.bindPopup(&quot;Sudan (South Sudan)&quot;);\n",
       "      marker_8._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_8)\n",
       "      \n",
       "      var marker_9_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'green',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_9 = L.marker([1.5333554, \n",
       "\t\t\t\t\t\t\t32.2166578],\n",
       "\t\t\t\t\t\t\t{'icon':marker_9_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_9.bindPopup(&quot;Uganda&quot;);\n",
       "      marker_9._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_9)\n",
       "      \n",
       "      var marker_10_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'green',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_10 = L.marker([52.7954791, \n",
       "\t\t\t\t\t\t\t-0.540240236617],\n",
       "\t\t\t\t\t\t\t{'icon':marker_10_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_10.bindPopup(&quot;England&quot;);\n",
       "      marker_10._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_10)\n",
       "      \n",
       "      var marker_11_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'green',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_11 = L.marker([64.6863136, \n",
       "\t\t\t\t\t\t\t97.7453061],\n",
       "\t\t\t\t\t\t\t{'icon':marker_11_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_11.bindPopup(&quot;Russia&quot;);\n",
       "      marker_11._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_11)\n",
       "      \n",
       "\n",
       "      \n",
       "\n",
       "      \n",
       "\n",
       "      \n",
       "\n",
       "      \n",
       "\n",
       "      \n",
       "\n",
       "\n",
       "\n",
       "   </script>\n",
       "\n",
       "</body>\" style=\"width: 100%; height: 500px; border: none\"></iframe>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x7fd4e1bc9790>"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "map_eb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "map_eb.create_map(path='data/out/ebola_countries.html')"
   ]
  }
 ],
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