{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#Let's visualise data with Folium library!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "__Folium -> https://github.com/python-visualization/folium__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import folium"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##The dataset: Severe Acute Malnutrition (SAM) in Sahel"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "__Dataset__: https://data.hdx.rwlabs.org/dataset/prevalence-of-severe-acute-malnutrition-of-sahel\n",
    "\n",
    "__Description__: \n",
    "The dataset represents the latest Severe Acute Malnutrition Prevalence available from 2010 to 2015 for the Sahel nine countries (Burkina Faso, Cameroon, Chad, the Gambia, Mali, Mauritania, Niger, Nigeria, Senegal)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "__Note__: More on SAM here: http://globalnutritionreport.org/2014/08/13/measuring-the-burden-of-severe-acute-malnutrition/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from pandas import read_excel\n",
    "\n",
    "import xlrd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "df_sahel = read_excel(\"Sahel_Countries_SAM_Nutrition_Admin1_Summary_Latest_Surveys.xlsx\")"
   ]
  },
  {
   "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>CNTRY_NAME</th>\n",
       "      <th>CNTRY_CODE</th>\n",
       "      <th>ADM1_NAME</th>\n",
       "      <th>ADM1_CODE</th>\n",
       "      <th>Rowcacode1</th>\n",
       "      <th>Season</th>\n",
       "      <th>Year</th>\n",
       "      <th>Survey name</th>\n",
       "      <th>Comments</th>\n",
       "      <th>Latest SAM Prevalence</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Burkina Faso</td>\n",
       "      <td>BFA</td>\n",
       "      <td>Boucle du Mouhoun</td>\n",
       "      <td>BFA046</td>\n",
       "      <td>BFA046</td>\n",
       "      <td>Post-Harvest</td>\n",
       "      <td>2014</td>\n",
       "      <td>Nutrition Survey SMART - Preliminary results</td>\n",
       "      <td>Data collection Sept-Oct 2014 (Attention P/T a...</td>\n",
       "      <td>1.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Burkina Faso</td>\n",
       "      <td>BFA</td>\n",
       "      <td>Cascades</td>\n",
       "      <td>BFA047</td>\n",
       "      <td>BFA047</td>\n",
       "      <td>Post-Harvest</td>\n",
       "      <td>2014</td>\n",
       "      <td>Nutrition Survey SMART - Preliminary results</td>\n",
       "      <td>Data collection Sept-Oct 2014 (Attention P/T a...</td>\n",
       "      <td>0.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Burkina Faso</td>\n",
       "      <td>BFA</td>\n",
       "      <td>Centre</td>\n",
       "      <td>BFA013</td>\n",
       "      <td>BFA013</td>\n",
       "      <td>Post-Harvest</td>\n",
       "      <td>2013</td>\n",
       "      <td>Nutrition Survey SMART</td>\n",
       "      <td>Data collection Septembre 2013 (Attention P/T ...</td>\n",
       "      <td>1.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Burkina Faso</td>\n",
       "      <td>BFA</td>\n",
       "      <td>Centre-Est</td>\n",
       "      <td>BFA048</td>\n",
       "      <td>BFA048</td>\n",
       "      <td>Post-Harvest</td>\n",
       "      <td>2014</td>\n",
       "      <td>Nutrition Survey SMART - Preliminary results</td>\n",
       "      <td>Data collection Sept-Oct 2014 (Attention P/T a...</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Burkina Faso</td>\n",
       "      <td>BFA</td>\n",
       "      <td>Centre-Nord</td>\n",
       "      <td>BFA049</td>\n",
       "      <td>BFA049</td>\n",
       "      <td>Post-Harvest</td>\n",
       "      <td>2014</td>\n",
       "      <td>Nutrition Survey SMART - Preliminary results</td>\n",
       "      <td>Data collection Sept-Oct 2014 (Attention P/T a...</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     CNTRY_NAME CNTRY_CODE          ADM1_NAME ADM1_CODE Rowcacode1  \\\n",
       "0  Burkina Faso        BFA  Boucle du Mouhoun    BFA046     BFA046   \n",
       "1  Burkina Faso        BFA           Cascades    BFA047     BFA047   \n",
       "2  Burkina Faso        BFA             Centre    BFA013     BFA013   \n",
       "3  Burkina Faso        BFA         Centre-Est    BFA048     BFA048   \n",
       "4  Burkina Faso        BFA        Centre-Nord    BFA049     BFA049   \n",
       "\n",
       "         Season  Year                                   Survey name  \\\n",
       "0  Post-Harvest  2014  Nutrition Survey SMART - Preliminary results   \n",
       "1  Post-Harvest  2014  Nutrition Survey SMART - Preliminary results   \n",
       "2  Post-Harvest  2013                        Nutrition Survey SMART   \n",
       "3  Post-Harvest  2014  Nutrition Survey SMART - Preliminary results   \n",
       "4  Post-Harvest  2014  Nutrition Survey SMART - Preliminary results   \n",
       "\n",
       "                                            Comments  Latest SAM Prevalence  \n",
       "0  Data collection Sept-Oct 2014 (Attention P/T a...                    1.4  \n",
       "1  Data collection Sept-Oct 2014 (Attention P/T a...                    0.2  \n",
       "2  Data collection Septembre 2013 (Attention P/T ...                    1.8  \n",
       "3  Data collection Sept-Oct 2014 (Attention P/T a...                    1.0  \n",
       "4  Data collection Sept-Oct 2014 (Attention P/T a...                    1.0  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_sahel.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[u'Boucle du Mouhoun Burkina Faso',\n",
       " u'Cascades Burkina Faso',\n",
       " u'Centre Burkina Faso',\n",
       " u'Centre-Est Burkina Faso',\n",
       " u'Centre-Nord Burkina Faso']"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sahel_locations = [\" \".join([df_sahel[\"ADM1_NAME\"][i], df_sahel[\"CNTRY_NAME\"][i]]) for i in range(len(df_sahel))]\n",
    "\n",
    "sahel_locations[:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "## I need coordinates -> let's geocode with GeoPy!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from geopy.geocoders import Nominatim\n",
    "\n",
    "g = Nominatim()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "sahel_coord = [g.geocode(l) for l in sahel_locations]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "ename": "AttributeError",
     "evalue": "'NoneType' object has no attribute 'latitude'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-10-914516e2843b>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mcoord\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0ml\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mlatitude\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0ml\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mlongitude\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0ml\u001b[0m \u001b[1;32min\u001b[0m \u001b[0msahel_coord\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      2\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      3\u001b[0m \u001b[0mcoord\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;36m5\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mAttributeError\u001b[0m: 'NoneType' object has no attribute 'latitude'"
     ]
    }
   ],
   "source": [
    "coord = [[l.latitude, l.longitude] for l in sahel_coord]\n",
    "\n",
    "coord[:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ennedi Est Chad\n",
      "Ennedi Ouest Chad\n",
      "Hodh Ech Chargi Mauritania\n",
      "Akwa lbom Nigeria\n"
     ]
    }
   ],
   "source": [
    "for i in range(len(sahel_coord)):\n",
    "    if sahel_coord[i] is None:\n",
    "        print(sahel_locations[i])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "coord_list = []\n",
    "\n",
    "#For the regions that weren't geocoded by geopy I looked up the coordinates on Google maps\n",
    "\n",
    "for i in range(len(sahel_coord)):\n",
    "    if sahel_coord[i] is not None:\n",
    "        coord_list.append((sahel_coord[i].latitude, sahel_coord[i].longitude))\n",
    "    else:\n",
    "        if sahel_locations[i] == \"Ennedi Est Chad\":\n",
    "            coord_list.append((16.3074676, 22.46964))\n",
    "        elif sahel_locations[i] == \"Ennedi Ouest Chad\":\n",
    "            coord_list.append((18.3247397, 19.250896))\n",
    "        elif sahel_locations[i] == \"Hodh Ech Chargi Mauritania\":\n",
    "            coord_list.append((19.2697034, -9.4929445))\n",
    "        elif sahel_locations[i] == \"Akwa lbom Nigeria\":\n",
    "            coord_list.append((5.0047492, 7.619581))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(12.4777805, -3.58795703101245),\n",
       " (10.30718125, -4.4351892203504),\n",
       " (12.36894, -1.5435073646143),\n",
       " (11.7337, -0.289661956172839),\n",
       " (13.23871, -1.03498305140845)]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "coord_list[:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{u'Burkina Faso',\n",
       " u'Cameroon',\n",
       " u'Chad',\n",
       " u'Gambia',\n",
       " u'Mali',\n",
       " u'Mauritania',\n",
       " u'Niger',\n",
       " u'Nigeria',\n",
       " u'Senegal'}"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "set(df_sahel[\"CNTRY_NAME\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "map_sahel = folium.Map(location=(17.145087, 3.223233), zoom_start=4)\n",
    "\n",
    "for i in range(len(coord_list)):\n",
    "    if df_sahel[\"CNTRY_NAME\"][i] == \"Mali\":\n",
    "        map_sahel.simple_marker(coord_list[i], popup=\"Prevalence of SAM: %.2f\" % df_sahel[\"Latest SAM Prevalence\"][i],\n",
    "                               marker_color=\"cadetblue\")\n",
    "    elif df_sahel[\"CNTRY_NAME\"][i] == \"Mauritania\":\n",
    "        map_sahel.simple_marker(coord_list[i], popup=\"Prevalence of SAM: %.2f\" % df_sahel[\"Latest SAM Prevalence\"][i],\n",
    "                               marker_color=\"purple\")\n",
    "    elif df_sahel[\"CNTRY_NAME\"][i] == \"Niger\":\n",
    "        map_sahel.simple_marker(coord_list[i], popup=\"Prevalence of SAM: %.2f\" % df_sahel[\"Latest SAM Prevalence\"][i],\n",
    "                               marker_color=\"darkpurple\")\n",
    "    elif df_sahel[\"CNTRY_NAME\"][i] == \"Senegal\":\n",
    "        map_sahel.simple_marker(coord_list[i], popup=\"Prevalence of SAM: %.2f\" % df_sahel[\"Latest SAM Prevalence\"][i],\n",
    "                               marker_color=\"darkred\")\n",
    "    elif df_sahel[\"CNTRY_NAME\"][i] == \"Chad\":\n",
    "        map_sahel.simple_marker(coord_list[i], popup=\"Prevalence of SAM: %.2f\" % df_sahel[\"Latest SAM Prevalence\"][i],\n",
    "                               marker_color=\"darkblue\")\n",
    "    elif df_sahel[\"CNTRY_NAME\"][i] == \"Cameroon\":\n",
    "        map_sahel.simple_marker(coord_list[i], popup=\"Prevalence of SAM: %.2f\" % df_sahel[\"Latest SAM Prevalence\"][i],\n",
    "                               marker_color=\"darkgreen\")\n",
    "    elif df_sahel[\"CNTRY_NAME\"][i] == \"Burkina Faso\":\n",
    "        map_sahel.simple_marker(coord_list[i], popup=\"Prevalence of SAM: %.2f\" % df_sahel[\"Latest SAM Prevalence\"][i],\n",
    "                               marker_color=\"gray\")\n",
    "    elif df_sahel[\"CNTRY_NAME\"][i] == \"Gambia\":\n",
    "        map_sahel.simple_marker(coord_list[i], popup=\"Prevalence of SAM: %.2f\" % df_sahel[\"Latest SAM Prevalence\"][i],\n",
    "                               marker_color=\"green\")\n",
    "    elif df_sahel[\"CNTRY_NAME\"][i] == \"Nigeria\":\n",
    "        map_sahel.simple_marker(coord_list[i], popup=\"Prevalence of SAM: %.2f\" % df_sahel[\"Latest SAM Prevalence\"][i],\n",
    "                               marker_color=\"lightgray\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###Prevalence of Severe Acute Malnutrition in Sahel (2013/2014)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "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_42cd918a59884b48bca9e6b871e61cb1&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_42cd918a59884b48bca9e6b871e61cb1', {\n",
       "                                       center:[17.145087, 3.223233],\n",
       "                                       zoom: 4,\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: 'gray',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_1 = L.marker([12.4777805, \n",
       "\t\t\t\t\t\t\t-3.58795703101],\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;Prevalence of SAM: 1.40&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: 'gray',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_2 = L.marker([10.30718125, \n",
       "\t\t\t\t\t\t\t-4.43518922035],\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;Prevalence of SAM: 0.20&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: 'gray',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_3 = L.marker([12.36894, \n",
       "\t\t\t\t\t\t\t-1.54350736461],\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;Prevalence of SAM: 1.80&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: 'gray',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_4 = L.marker([11.7337, \n",
       "\t\t\t\t\t\t\t-0.289661956173],\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;Prevalence of SAM: 1.00&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: 'gray',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_5 = L.marker([13.23871, \n",
       "\t\t\t\t\t\t\t-1.03498305141],\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;Prevalence of SAM: 1.00&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: 'gray',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_6 = L.marker([11.9066805, \n",
       "\t\t\t\t\t\t\t-2.30456904292],\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;Prevalence of SAM: 1.60&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: 'gray',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_7 = L.marker([11.5833646, \n",
       "\t\t\t\t\t\t\t-1.05562995807],\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;Prevalence of SAM: 0.70&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: 'gray',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_8 = L.marker([12.2527495, \n",
       "\t\t\t\t\t\t\t0.8736106],\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;Prevalence of SAM: 1.80&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: 'gray',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_9 = L.marker([11.3890275, \n",
       "\t\t\t\t\t\t\t-4.04136488648],\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;Prevalence of SAM: 2.20&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: 'gray',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_10 = L.marker([13.4526455, \n",
       "\t\t\t\t\t\t\t-2.227736],\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;Prevalence of SAM: 2.60&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: 'gray',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_11 = L.marker([12.40414, \n",
       "\t\t\t\t\t\t\t-0.886415922462],\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;Prevalence of SAM: 1.00&quot;);\n",
       "      marker_11._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_11)\n",
       "      \n",
       "      var marker_12_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'gray',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_12 = L.marker([14.3595545, \n",
       "\t\t\t\t\t\t\t-0.3646281],\n",
       "\t\t\t\t\t\t\t{'icon':marker_12_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_12.bindPopup(&quot;Prevalence of SAM: 2.50&quot;);\n",
       "      marker_12._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_12)\n",
       "      \n",
       "      var marker_13_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'gray',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_13 = L.marker([10.3893373, \n",
       "\t\t\t\t\t\t\t-3.28087520574],\n",
       "\t\t\t\t\t\t\t{'icon':marker_13_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_13.bindPopup(&quot;Prevalence of SAM: 0.70&quot;);\n",
       "      marker_13._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_13)\n",
       "      \n",
       "      var marker_14_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'darkgreen',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_14 = L.marker([6.8518652, \n",
       "\t\t\t\t\t\t\t13.2445712],\n",
       "\t\t\t\t\t\t\t{'icon':marker_14_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_14.bindPopup(&quot;Prevalence of SAM: 1.50&quot;);\n",
       "      marker_14._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_14)\n",
       "      \n",
       "      var marker_15_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'darkgreen',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_15 = L.marker([4.686267, \n",
       "\t\t\t\t\t\t\t11.9414512],\n",
       "\t\t\t\t\t\t\t{'icon':marker_15_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_15.bindPopup(&quot;Prevalence of SAM: 0.60&quot;);\n",
       "      marker_15._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_15)\n",
       "      \n",
       "      var marker_16_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'darkgreen',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_16 = L.marker([3.9894393, \n",
       "\t\t\t\t\t\t\t14.178373],\n",
       "\t\t\t\t\t\t\t{'icon':marker_16_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_16.bindPopup(&quot;Prevalence of SAM: 0.00&quot;);\n",
       "      marker_16._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_16)\n",
       "      \n",
       "      var marker_17_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'darkgreen',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_17 = L.marker([10.6377186, \n",
       "\t\t\t\t\t\t\t14.2738156],\n",
       "\t\t\t\t\t\t\t{'icon':marker_17_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_17.bindPopup(&quot;Prevalence of SAM: 2.00&quot;);\n",
       "      marker_17._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_17)\n",
       "      \n",
       "      var marker_18_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'darkgreen',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_18 = L.marker([4.203033, \n",
       "\t\t\t\t\t\t\t10.0563057],\n",
       "\t\t\t\t\t\t\t{'icon':marker_18_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_18.bindPopup(&quot;Prevalence of SAM: 0.00&quot;);\n",
       "      marker_18._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_18)\n",
       "      \n",
       "      var marker_19_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'darkgreen',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_19 = L.marker([4.5119069, \n",
       "\t\t\t\t\t\t\t10.3687761],\n",
       "\t\t\t\t\t\t\t{'icon':marker_19_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_19.bindPopup(&quot;Prevalence of SAM: 1.40&quot;);\n",
       "      marker_19._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_19)\n",
       "      \n",
       "      var marker_20_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'darkgreen',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_20 = L.marker([6.3775255, \n",
       "\t\t\t\t\t\t\t10.3864171],\n",
       "\t\t\t\t\t\t\t{'icon':marker_20_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_20.bindPopup(&quot;Prevalence of SAM: 0.70&quot;);\n",
       "      marker_20._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_20)\n",
       "      \n",
       "      var marker_21_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'darkgreen',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_21 = L.marker([5.5211184, \n",
       "\t\t\t\t\t\t\t10.6528684],\n",
       "\t\t\t\t\t\t\t{'icon':marker_21_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_21.bindPopup(&quot;Prevalence of SAM: 0.40&quot;);\n",
       "      marker_21._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_21)\n",
       "      \n",
       "      var marker_22_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'darkgreen',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_22 = L.marker([4.513405, \n",
       "\t\t\t\t\t\t\t10.2796274],\n",
       "\t\t\t\t\t\t\t{'icon':marker_22_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_22.bindPopup(&quot;Prevalence of SAM: 2.90&quot;);\n",
       "      marker_22._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_22)\n",
       "      \n",
       "      var marker_23_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'darkgreen',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_23 = L.marker([5.0577606, \n",
       "\t\t\t\t\t\t\t9.2289407],\n",
       "\t\t\t\t\t\t\t{'icon':marker_23_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_23.bindPopup(&quot;Prevalence of SAM: 0.40&quot;);\n",
       "      marker_23._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_23)\n",
       "      \n",
       "      var marker_24_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'darkblue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_24 = L.marker([14.3565892, \n",
       "\t\t\t\t\t\t\t16.9009945],\n",
       "\t\t\t\t\t\t\t{'icon':marker_24_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_24.bindPopup(&quot;Prevalence of SAM: 2.40&quot;);\n",
       "      marker_24._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_24)\n",
       "      \n",
       "      var marker_25_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'darkblue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_25 = L.marker([13.8367731, \n",
       "\t\t\t\t\t\t\t18.9649806],\n",
       "\t\t\t\t\t\t\t{'icon':marker_25_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_25.bindPopup(&quot;Prevalence of SAM: 3.90&quot;);\n",
       "      marker_25._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_25)\n",
       "      \n",
       "      var marker_26_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'darkblue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_26 = L.marker([18.2474825, \n",
       "\t\t\t\t\t\t\t18.4237809],\n",
       "\t\t\t\t\t\t\t{'icon':marker_26_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_26.bindPopup(&quot;Prevalence of SAM: 10.10&quot;);\n",
       "      marker_26._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_26)\n",
       "      \n",
       "      var marker_27_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'darkblue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_27 = L.marker([11.3345348, \n",
       "\t\t\t\t\t\t\t16.2884311],\n",
       "\t\t\t\t\t\t\t{'icon':marker_27_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_27.bindPopup(&quot;Prevalence of SAM: 0.20&quot;);\n",
       "      marker_27._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_27)\n",
       "      \n",
       "      var marker_28_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'darkblue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_28 = L.marker([16.3074676, \n",
       "\t\t\t\t\t\t\t22.46964],\n",
       "\t\t\t\t\t\t\t{'icon':marker_28_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_28.bindPopup(&quot;Prevalence of SAM: 10.10&quot;);\n",
       "      marker_28._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_28)\n",
       "      \n",
       "      var marker_29_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'darkblue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_29 = L.marker([18.3247397, \n",
       "\t\t\t\t\t\t\t19.250896],\n",
       "\t\t\t\t\t\t\t{'icon':marker_29_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_29.bindPopup(&quot;Prevalence of SAM: 10.10&quot;);\n",
       "      marker_29._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_29)\n",
       "      \n",
       "      var marker_30_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'darkblue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_30 = L.marker([11.6753817, \n",
       "\t\t\t\t\t\t\t18.4910031],\n",
       "\t\t\t\t\t\t\t{'icon':marker_30_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_30.bindPopup(&quot;Prevalence of SAM: 0.90&quot;);\n",
       "      marker_30._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_30)\n",
       "      \n",
       "      var marker_31_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'darkblue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_31 = L.marker([12.6540008, \n",
       "\t\t\t\t\t\t\t16.1860714],\n",
       "\t\t\t\t\t\t\t{'icon':marker_31_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_31.bindPopup(&quot;Prevalence of SAM: 1.20&quot;);\n",
       "      marker_31._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_31)\n",
       "      \n",
       "      var marker_32_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'darkblue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_32 = L.marker([15.0005701, \n",
       "\t\t\t\t\t\t\t15.1048921],\n",
       "\t\t\t\t\t\t\t{'icon':marker_32_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_32.bindPopup(&quot;Prevalence of SAM: 1.30&quot;);\n",
       "      marker_32._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_32)\n",
       "      \n",
       "      var marker_33_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'darkblue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_33 = L.marker([13.7797559, \n",
       "\t\t\t\t\t\t\t14.1550429],\n",
       "\t\t\t\t\t\t\t{'icon':marker_33_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_33.bindPopup(&quot;Prevalence of SAM: 1.00&quot;);\n",
       "      marker_33._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_33)\n",
       "      \n",
       "      var marker_34_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'darkblue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_34 = L.marker([8.7687059, \n",
       "\t\t\t\t\t\t\t15.8302774],\n",
       "\t\t\t\t\t\t\t{'icon':marker_34_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_34.bindPopup(&quot;Prevalence of SAM: 5.10&quot;);\n",
       "      marker_34._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_34)\n",
       "      \n",
       "      var marker_35_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'darkblue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_35 = L.marker([8.0687686, \n",
       "\t\t\t\t\t\t\t16.3548246],\n",
       "\t\t\t\t\t\t\t{'icon':marker_35_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_35.bindPopup(&quot;Prevalence of SAM: 4.30&quot;);\n",
       "      marker_35._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_35)\n",
       "      \n",
       "      var marker_36_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'darkblue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_36 = L.marker([8.3972369, \n",
       "\t\t\t\t\t\t\t17.7431715],\n",
       "\t\t\t\t\t\t\t{'icon':marker_36_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_36.bindPopup(&quot;Prevalence of SAM: 1.60&quot;);\n",
       "      marker_36._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_36)\n",
       "      \n",
       "      var marker_37_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'darkblue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_37 = L.marker([10.3563576, \n",
       "\t\t\t\t\t\t\t15.6755227],\n",
       "\t\t\t\t\t\t\t{'icon':marker_37_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_37.bindPopup(&quot;Prevalence of SAM: 5.20&quot;);\n",
       "      marker_37._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_37)\n",
       "      \n",
       "      var marker_38_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'darkblue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_38 = L.marker([9.2640383, \n",
       "\t\t\t\t\t\t\t14.7151598],\n",
       "\t\t\t\t\t\t\t{'icon':marker_38_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_38.bindPopup(&quot;Prevalence of SAM: 4.20&quot;);\n",
       "      marker_38._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_38)\n",
       "      \n",
       "      var marker_39_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'darkblue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_39 = L.marker([9.3604915, \n",
       "\t\t\t\t\t\t\t18.4905799],\n",
       "\t\t\t\t\t\t\t{'icon':marker_39_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_39.bindPopup(&quot;Prevalence of SAM: 2.20&quot;);\n",
       "      marker_39._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_39)\n",
       "      \n",
       "      var marker_40_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'darkblue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_40 = L.marker([12.1191543, \n",
       "\t\t\t\t\t\t\t15.0502758],\n",
       "\t\t\t\t\t\t\t{'icon':marker_40_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_40.bindPopup(&quot;Prevalence of SAM: 0.60&quot;);\n",
       "      marker_40._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_40)\n",
       "      \n",
       "      var marker_41_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'darkblue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_41 = L.marker([13.4613569, \n",
       "\t\t\t\t\t\t\t21.288445],\n",
       "\t\t\t\t\t\t\t{'icon':marker_41_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_41.bindPopup(&quot;Prevalence of SAM: 1.20&quot;);\n",
       "      marker_41._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_41)\n",
       "      \n",
       "      var marker_42_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'darkblue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_42 = L.marker([10.7575596, \n",
       "\t\t\t\t\t\t\t20.6934116],\n",
       "\t\t\t\t\t\t\t{'icon':marker_42_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_42.bindPopup(&quot;Prevalence of SAM: 1.60&quot;);\n",
       "      marker_42._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_42)\n",
       "      \n",
       "      var marker_43_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'darkblue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_43 = L.marker([12.1112295, \n",
       "\t\t\t\t\t\t\t21.3645066],\n",
       "\t\t\t\t\t\t\t{'icon':marker_43_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_43.bindPopup(&quot;Prevalence of SAM: 1.60&quot;);\n",
       "      marker_43._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_43)\n",
       "      \n",
       "      var marker_44_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'darkblue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_44 = L.marker([9.5983875, \n",
       "\t\t\t\t\t\t\t16.6668247],\n",
       "\t\t\t\t\t\t\t{'icon':marker_44_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_44.bindPopup(&quot;Prevalence of SAM: 5.80&quot;);\n",
       "      marker_44._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_44)\n",
       "      \n",
       "      var marker_45_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'darkblue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_45 = L.marker([21.6132867, \n",
       "\t\t\t\t\t\t\t16.5433168],\n",
       "\t\t\t\t\t\t\t{'icon':marker_45_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_45.bindPopup(&quot;Prevalence of SAM: 10.10&quot;);\n",
       "      marker_45._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_45)\n",
       "      \n",
       "      var marker_46_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'darkblue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_46 = L.marker([15.0085336, \n",
       "\t\t\t\t\t\t\t21.3244967],\n",
       "\t\t\t\t\t\t\t{'icon':marker_46_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_46.bindPopup(&quot;Prevalence of SAM: 1.20&quot;);\n",
       "      marker_46._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_46)\n",
       "      \n",
       "      var marker_47_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'green',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_47 = L.marker([13.4553495, \n",
       "\t\t\t\t\t\t\t-16.5756457],\n",
       "\t\t\t\t\t\t\t{'icon':marker_47_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_47.bindPopup(&quot;Prevalence of SAM: 3.10&quot;);\n",
       "      marker_47._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_47)\n",
       "      \n",
       "      var marker_48_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'green',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_48 = L.marker([13.40499765, \n",
       "\t\t\t\t\t\t\t-14.1495574822],\n",
       "\t\t\t\t\t\t\t{'icon':marker_48_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_48.bindPopup(&quot;Prevalence of SAM: 7.10&quot;);\n",
       "      marker_48._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_48)\n",
       "      \n",
       "      var marker_49_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'green',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_49 = L.marker([13.2743914, \n",
       "\t\t\t\t\t\t\t-16.6454431],\n",
       "\t\t\t\t\t\t\t{'icon':marker_49_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_49.bindPopup(&quot;Prevalence of SAM: 3.80&quot;);\n",
       "      marker_49._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_49)\n",
       "      \n",
       "      var marker_50_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'green',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_50 = L.marker([13.49125225, \n",
       "\t\t\t\t\t\t\t-14.7389458501],\n",
       "\t\t\t\t\t\t\t{'icon':marker_50_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_50.bindPopup(&quot;Prevalence of SAM: 3.20&quot;);\n",
       "      marker_50._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_50)\n",
       "      \n",
       "      var marker_51_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'green',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_51 = L.marker([13.45361065, \n",
       "\t\t\t\t\t\t\t-16.6546798908],\n",
       "\t\t\t\t\t\t\t{'icon':marker_51_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_51.bindPopup(&quot;Prevalence of SAM: 3.10&quot;);\n",
       "      marker_51._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_51)\n",
       "      \n",
       "      var marker_52_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'green',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_52 = L.marker([13.4731283, \n",
       "\t\t\t\t\t\t\t-16.1334357412],\n",
       "\t\t\t\t\t\t\t{'icon':marker_52_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_52.bindPopup(&quot;Prevalence of SAM: 2.50&quot;);\n",
       "      marker_52._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_52)\n",
       "      \n",
       "      var marker_53_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'green',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_53 = L.marker([13.66474425, \n",
       "\t\t\t\t\t\t\t-15.1240128831],\n",
       "\t\t\t\t\t\t\t{'icon':marker_53_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_53.bindPopup(&quot;Prevalence of SAM: 6.00&quot;);\n",
       "      marker_53._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_53)\n",
       "      \n",
       "      var marker_54_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'green',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_54 = L.marker([13.39878045, \n",
       "\t\t\t\t\t\t\t-15.7252569132],\n",
       "\t\t\t\t\t\t\t{'icon':marker_54_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_54.bindPopup(&quot;Prevalence of SAM: 4.10&quot;);\n",
       "      marker_54._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_54)\n",
       "      \n",
       "      var marker_55_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'cadetblue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_55 = L.marker([12.6493194, \n",
       "\t\t\t\t\t\t\t-8.000337],\n",
       "\t\t\t\t\t\t\t{'icon':marker_55_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_55.bindPopup(&quot;Prevalence of SAM: 1.20&quot;);\n",
       "      marker_55._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_55)\n",
       "      \n",
       "      var marker_56_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'cadetblue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_56 = L.marker([16.2788129, \n",
       "\t\t\t\t\t\t\t-0.0412391],\n",
       "\t\t\t\t\t\t\t{'icon':marker_56_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_56.bindPopup(&quot;Prevalence of SAM: 2.00&quot;);\n",
       "      marker_56._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_56)\n",
       "      \n",
       "      var marker_57_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'cadetblue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_57 = L.marker([14.4434063, \n",
       "\t\t\t\t\t\t\t-11.4379135],\n",
       "\t\t\t\t\t\t\t{'icon':marker_57_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_57.bindPopup(&quot;Prevalence of SAM: 2.40&quot;);\n",
       "      marker_57._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_57)\n",
       "      \n",
       "      var marker_58_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'cadetblue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_58 = L.marker([18.4448656, \n",
       "\t\t\t\t\t\t\t1.409565],\n",
       "\t\t\t\t\t\t\t{'icon':marker_58_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_58.bindPopup(&quot;Prevalence of SAM: 2.00&quot;);\n",
       "      marker_58._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_58)\n",
       "      \n",
       "      var marker_59_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'cadetblue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_59 = L.marker([12.8646318, \n",
       "\t\t\t\t\t\t\t-7.5561287],\n",
       "\t\t\t\t\t\t\t{'icon':marker_59_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_59.bindPopup(&quot;Prevalence of SAM: 2.00&quot;);\n",
       "      marker_59._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_59)\n",
       "      \n",
       "      var marker_60_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'cadetblue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_60 = L.marker([14.4879631, \n",
       "\t\t\t\t\t\t\t-4.1905986],\n",
       "\t\t\t\t\t\t\t{'icon':marker_60_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_60.bindPopup(&quot;Prevalence of SAM: 1.60&quot;);\n",
       "      marker_60._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_60)\n",
       "      \n",
       "      var marker_61_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'cadetblue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_61 = L.marker([13.441518, \n",
       "\t\t\t\t\t\t\t-6.2681469],\n",
       "\t\t\t\t\t\t\t{'icon':marker_61_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_61.bindPopup(&quot;Prevalence of SAM: 1.20&quot;);\n",
       "      marker_61._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_61)\n",
       "      \n",
       "      var marker_62_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'cadetblue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_62 = L.marker([11.3164979, \n",
       "\t\t\t\t\t\t\t-5.6777499],\n",
       "\t\t\t\t\t\t\t{'icon':marker_62_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_62.bindPopup(&quot;Prevalence of SAM: 2.30&quot;);\n",
       "      marker_62._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_62)\n",
       "      \n",
       "      var marker_63_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'cadetblue',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_63 = L.marker([16.7719091, \n",
       "\t\t\t\t\t\t\t-3.0087271],\n",
       "\t\t\t\t\t\t\t{'icon':marker_63_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_63.bindPopup(&quot;Prevalence of SAM: 3.90&quot;);\n",
       "      marker_63._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_63)\n",
       "      \n",
       "      var marker_64_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'purple',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_64 = L.marker([21.0090623, \n",
       "\t\t\t\t\t\t\t-10.2207449],\n",
       "\t\t\t\t\t\t\t{'icon':marker_64_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_64.bindPopup(&quot;Prevalence of SAM: 1.30&quot;);\n",
       "      marker_64._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_64)\n",
       "      \n",
       "      var marker_65_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'purple',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_65 = L.marker([16.5809185, \n",
       "\t\t\t\t\t\t\t-11.5363724],\n",
       "\t\t\t\t\t\t\t{'icon':marker_65_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_65.bindPopup(&quot;Prevalence of SAM: 3.10&quot;);\n",
       "      marker_65._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_65)\n",
       "      \n",
       "      var marker_66_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'purple',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_66 = L.marker([17.2475638, \n",
       "\t\t\t\t\t\t\t-13.4037714],\n",
       "\t\t\t\t\t\t\t{'icon':marker_66_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_66.bindPopup(&quot;Prevalence of SAM: 0.90&quot;);\n",
       "      marker_66._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_66)\n",
       "      \n",
       "      var marker_67_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'purple',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_67 = L.marker([20.8019537, \n",
       "\t\t\t\t\t\t\t-16.0012708],\n",
       "\t\t\t\t\t\t\t{'icon':marker_67_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_67.bindPopup(&quot;Prevalence of SAM: 0.20&quot;);\n",
       "      marker_67._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_67)\n",
       "      \n",
       "      var marker_68_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'purple',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_68 = L.marker([16.2108391, \n",
       "\t\t\t\t\t\t\t-13.1220469],\n",
       "\t\t\t\t\t\t\t{'icon':marker_68_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_68.bindPopup(&quot;Prevalence of SAM: 2.30&quot;);\n",
       "      marker_68._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_68)\n",
       "      \n",
       "      var marker_69_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'purple',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_69 = L.marker([15.3766896, \n",
       "\t\t\t\t\t\t\t-12.124663],\n",
       "\t\t\t\t\t\t\t{'icon':marker_69_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_69.bindPopup(&quot;Prevalence of SAM: 2.90&quot;);\n",
       "      marker_69._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_69)\n",
       "      \n",
       "      var marker_70_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'purple',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_70 = L.marker([19.2697034, \n",
       "\t\t\t\t\t\t\t-9.4929445],\n",
       "\t\t\t\t\t\t\t{'icon':marker_70_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_70.bindPopup(&quot;Prevalence of SAM: 3.00&quot;);\n",
       "      marker_70._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_70)\n",
       "      \n",
       "      var marker_71_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'purple',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_71 = L.marker([16.5693922, \n",
       "\t\t\t\t\t\t\t-9.8322366],\n",
       "\t\t\t\t\t\t\t{'icon':marker_71_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_71.bindPopup(&quot;Prevalence of SAM: 2.40&quot;);\n",
       "      marker_71._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_71)\n",
       "      \n",
       "      var marker_72_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'purple',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_72 = L.marker([19.9922766, \n",
       "\t\t\t\t\t\t\t-15.113767],\n",
       "\t\t\t\t\t\t\t{'icon':marker_72_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_72.bindPopup(&quot;Prevalence of SAM: 1.30&quot;);\n",
       "      marker_72._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_72)\n",
       "      \n",
       "      var marker_73_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'purple',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_73 = L.marker([18.0794011, \n",
       "\t\t\t\t\t\t\t-15.9780392],\n",
       "\t\t\t\t\t\t\t{'icon':marker_73_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_73.bindPopup(&quot;Prevalence of SAM: 0.30&quot;);\n",
       "      marker_73._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_73)\n",
       "      \n",
       "      var marker_74_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'purple',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_74 = L.marker([18.5729893, \n",
       "\t\t\t\t\t\t\t-10.3937926],\n",
       "\t\t\t\t\t\t\t{'icon':marker_74_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_74.bindPopup(&quot;Prevalence of SAM: 3.30&quot;);\n",
       "      marker_74._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_74)\n",
       "      \n",
       "      var marker_75_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'purple',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_75 = L.marker([24.1951392, \n",
       "\t\t\t\t\t\t\t-9.6664199],\n",
       "\t\t\t\t\t\t\t{'icon':marker_75_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_75.bindPopup(&quot;Prevalence of SAM: 1.30&quot;);\n",
       "      marker_75._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_75)\n",
       "      \n",
       "      var marker_76_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'purple',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_76 = L.marker([17.922642, \n",
       "\t\t\t\t\t\t\t-14.8476017],\n",
       "\t\t\t\t\t\t\t{'icon':marker_76_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_76.bindPopup(&quot;Prevalence of SAM: 0.60&quot;);\n",
       "      marker_76._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_76)\n",
       "      \n",
       "      var marker_77_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'darkpurple',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_77 = L.marker([16.9725555, \n",
       "\t\t\t\t\t\t\t7.9907389],\n",
       "\t\t\t\t\t\t\t{'icon':marker_77_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_77.bindPopup(&quot;Prevalence of SAM: 2.60&quot;);\n",
       "      marker_77._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_77)\n",
       "      \n",
       "      var marker_78_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'darkpurple',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_78 = L.marker([13.3130749, \n",
       "\t\t\t\t\t\t\t12.6136611],\n",
       "\t\t\t\t\t\t\t{'icon':marker_78_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_78.bindPopup(&quot;Prevalence of SAM: 1.80&quot;);\n",
       "      marker_78._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_78)\n",
       "      \n",
       "      var marker_79_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'darkpurple',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_79 = L.marker([13.3336993, \n",
       "\t\t\t\t\t\t\t3.621398],\n",
       "\t\t\t\t\t\t\t{'icon':marker_79_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_79.bindPopup(&quot;Prevalence of SAM: 2.40&quot;);\n",
       "      marker_79._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_79)\n",
       "      \n",
       "      var marker_80_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'darkpurple',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_80 = L.marker([13.5012062, \n",
       "\t\t\t\t\t\t\t7.1025344],\n",
       "\t\t\t\t\t\t\t{'icon':marker_80_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_80.bindPopup(&quot;Prevalence of SAM: 3.40&quot;);\n",
       "      marker_80._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_80)\n",
       "      \n",
       "      var marker_81_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'darkpurple',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_81 = L.marker([13.4998139, \n",
       "\t\t\t\t\t\t\t2.10948597212],\n",
       "\t\t\t\t\t\t\t{'icon':marker_81_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_81.bindPopup(&quot;Prevalence of SAM: 1.40&quot;);\n",
       "      marker_81._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_81)\n",
       "      \n",
       "      var marker_82_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'darkpurple',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_82 = L.marker([14.8397, \n",
       "\t\t\t\t\t\t\t4.873025],\n",
       "\t\t\t\t\t\t\t{'icon':marker_82_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_82.bindPopup(&quot;Prevalence of SAM: 2.20&quot;);\n",
       "      marker_82._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_82)\n",
       "      \n",
       "      var marker_83_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'darkpurple',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_83 = L.marker([14.654786, \n",
       "\t\t\t\t\t\t\t0.8874352],\n",
       "\t\t\t\t\t\t\t{'icon':marker_83_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_83.bindPopup(&quot;Prevalence of SAM: 2.80&quot;);\n",
       "      marker_83._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_83)\n",
       "      \n",
       "      var marker_84_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'darkpurple',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_84 = L.marker([13.8063421, \n",
       "\t\t\t\t\t\t\t8.9891659],\n",
       "\t\t\t\t\t\t\t{'icon':marker_84_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_84.bindPopup(&quot;Prevalence of SAM: 1.90&quot;);\n",
       "      marker_84._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_84)\n",
       "      \n",
       "      var marker_85_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'lightgray',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_85 = L.marker([5.4540953, \n",
       "\t\t\t\t\t\t\t7.5153071],\n",
       "\t\t\t\t\t\t\t{'icon':marker_85_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_85.bindPopup(&quot;Prevalence of SAM: 0.30&quot;);\n",
       "      marker_85._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_85)\n",
       "      \n",
       "      var marker_86_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'lightgray',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_86 = L.marker([9.5129772, \n",
       "\t\t\t\t\t\t\t12.3881887],\n",
       "\t\t\t\t\t\t\t{'icon':marker_86_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_86.bindPopup(&quot;Prevalence of SAM: 0.00&quot;);\n",
       "      marker_86._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_86)\n",
       "      \n",
       "      var marker_87_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'lightgray',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_87 = L.marker([5.0047492, \n",
       "\t\t\t\t\t\t\t7.619581],\n",
       "\t\t\t\t\t\t\t{'icon':marker_87_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_87.bindPopup(&quot;Prevalence of SAM: 0.30&quot;);\n",
       "      marker_87._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_87)\n",
       "      \n",
       "      var marker_88_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'lightgray',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_88 = L.marker([6.2183136, \n",
       "\t\t\t\t\t\t\t6.9531842],\n",
       "\t\t\t\t\t\t\t{'icon':marker_88_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_88.bindPopup(&quot;Prevalence of SAM: 0.30&quot;);\n",
       "      marker_88._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_88)\n",
       "      \n",
       "      var marker_89_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'lightgray',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_89 = L.marker([10.6228284, \n",
       "\t\t\t\t\t\t\t10.0287754],\n",
       "\t\t\t\t\t\t\t{'icon':marker_89_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_89.bindPopup(&quot;Prevalence of SAM: 4.30&quot;);\n",
       "      marker_89._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_89)\n",
       "      \n",
       "      var marker_90_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'lightgray',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_90 = L.marker([4.7629786, \n",
       "\t\t\t\t\t\t\t6.028898],\n",
       "\t\t\t\t\t\t\t{'icon':marker_90_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_90.bindPopup(&quot;Prevalence of SAM: 0.00&quot;);\n",
       "      marker_90._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_90)\n",
       "      \n",
       "      var marker_91_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'lightgray',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_91 = L.marker([7.3505747, \n",
       "\t\t\t\t\t\t\t8.7772877],\n",
       "\t\t\t\t\t\t\t{'icon':marker_91_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_91.bindPopup(&quot;Prevalence of SAM: 0.30&quot;);\n",
       "      marker_91._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_91)\n",
       "      \n",
       "      var marker_92_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'lightgray',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_92 = L.marker([11.894804, \n",
       "\t\t\t\t\t\t\t13.2250498],\n",
       "\t\t\t\t\t\t\t{'icon':marker_92_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_92.bindPopup(&quot;Prevalence of SAM: 2.00&quot;);\n",
       "      marker_92._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_92)\n",
       "      \n",
       "      var marker_93_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'lightgray',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_93 = L.marker([5.8671966, \n",
       "\t\t\t\t\t\t\t8.5204774],\n",
       "\t\t\t\t\t\t\t{'icon':marker_93_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_93.bindPopup(&quot;Prevalence of SAM: 1.10&quot;);\n",
       "      marker_93._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_93)\n",
       "      \n",
       "      var marker_94_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'lightgray',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_94 = L.marker([5.5273061, \n",
       "\t\t\t\t\t\t\t6.1784167],\n",
       "\t\t\t\t\t\t\t{'icon':marker_94_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_94.bindPopup(&quot;Prevalence of SAM: 0.30&quot;);\n",
       "      marker_94._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_94)\n",
       "      \n",
       "      var marker_95_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'lightgray',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_95 = L.marker([6.5335734, \n",
       "\t\t\t\t\t\t\t8.133139121],\n",
       "\t\t\t\t\t\t\t{'icon':marker_95_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_95.bindPopup(&quot;Prevalence of SAM: 0.20&quot;);\n",
       "      marker_95._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_95)\n",
       "      \n",
       "      var marker_96_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'lightgray',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_96 = L.marker([6.6076575, \n",
       "\t\t\t\t\t\t\t5.9722713],\n",
       "\t\t\t\t\t\t\t{'icon':marker_96_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_96.bindPopup(&quot;Prevalence of SAM: 0.50&quot;);\n",
       "      marker_96._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_96)\n",
       "      \n",
       "      var marker_97_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'lightgray',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_97 = L.marker([8.11201715, \n",
       "\t\t\t\t\t\t\t5.34385591022],\n",
       "\t\t\t\t\t\t\t{'icon':marker_97_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_97.bindPopup(&quot;Prevalence of SAM: 0.00&quot;);\n",
       "      marker_97._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_97)\n",
       "      \n",
       "      var marker_98_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'lightgray',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_98 = L.marker([6.4499833, \n",
       "\t\t\t\t\t\t\t7.5000007],\n",
       "\t\t\t\t\t\t\t{'icon':marker_98_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_98.bindPopup(&quot;Prevalence of SAM: 0.80&quot;);\n",
       "      marker_98._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_98)\n",
       "      \n",
       "      var marker_99_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'lightgray',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_99 = L.marker([8.8311228, \n",
       "\t\t\t\t\t\t\t7.1724673],\n",
       "\t\t\t\t\t\t\t{'icon':marker_99_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_99.bindPopup(&quot;Prevalence of SAM: nan&quot;);\n",
       "      marker_99._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_99)\n",
       "      \n",
       "      var marker_100_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'lightgray',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_100 = L.marker([10.38301, \n",
       "\t\t\t\t\t\t\t11.206567],\n",
       "\t\t\t\t\t\t\t{'icon':marker_100_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_100.bindPopup(&quot;Prevalence of SAM: 1.40&quot;);\n",
       "      marker_100._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_100)\n",
       "      \n",
       "      var marker_101_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'lightgray',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_101 = L.marker([5.5859456, \n",
       "\t\t\t\t\t\t\t7.0669651],\n",
       "\t\t\t\t\t\t\t{'icon':marker_101_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_101.bindPopup(&quot;Prevalence of SAM: 0.00&quot;);\n",
       "      marker_101._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_101)\n",
       "      \n",
       "      var marker_102_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'lightgray',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_102 = L.marker([12.3252362, \n",
       "\t\t\t\t\t\t\t9.5103296],\n",
       "\t\t\t\t\t\t\t{'icon':marker_102_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_102.bindPopup(&quot;Prevalence of SAM: 3.60&quot;);\n",
       "      marker_102._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_102)\n",
       "      \n",
       "      var marker_103_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'lightgray',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_103 = L.marker([10.3825318, \n",
       "\t\t\t\t\t\t\t7.8533226],\n",
       "\t\t\t\t\t\t\t{'icon':marker_103_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_103.bindPopup(&quot;Prevalence of SAM: 0.00&quot;);\n",
       "      marker_103._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_103)\n",
       "      \n",
       "      var marker_104_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'lightgray',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_104 = L.marker([11.9918671, \n",
       "\t\t\t\t\t\t\t8.5303654],\n",
       "\t\t\t\t\t\t\t{'icon':marker_104_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_104.bindPopup(&quot;Prevalence of SAM: 4.00&quot;);\n",
       "      marker_104._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_104)\n",
       "      \n",
       "      var marker_105_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'lightgray',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_105 = L.marker([12.5630825, \n",
       "\t\t\t\t\t\t\t7.6207063],\n",
       "\t\t\t\t\t\t\t{'icon':marker_105_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_105.bindPopup(&quot;Prevalence of SAM: 0.50&quot;);\n",
       "      marker_105._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_105)\n",
       "      \n",
       "      var marker_106_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'lightgray',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_106 = L.marker([11.4206064, \n",
       "\t\t\t\t\t\t\t4.104901],\n",
       "\t\t\t\t\t\t\t{'icon':marker_106_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_106.bindPopup(&quot;Prevalence of SAM: 1.80&quot;);\n",
       "      marker_106._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_106)\n",
       "      \n",
       "      var marker_107_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'lightgray',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_107 = L.marker([8.1270318, \n",
       "\t\t\t\t\t\t\t6.85560950431],\n",
       "\t\t\t\t\t\t\t{'icon':marker_107_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_107.bindPopup(&quot;Prevalence of SAM: 0.00&quot;);\n",
       "      marker_107._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_107)\n",
       "      \n",
       "      var marker_108_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'lightgray',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_108 = L.marker([8.8367891, \n",
       "\t\t\t\t\t\t\t4.6688487],\n",
       "\t\t\t\t\t\t\t{'icon':marker_108_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_108.bindPopup(&quot;Prevalence of SAM: 1.00&quot;);\n",
       "      marker_108._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_108)\n",
       "      \n",
       "      var marker_109_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'lightgray',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_109 = L.marker([6.4550575, \n",
       "\t\t\t\t\t\t\t3.3941795],\n",
       "\t\t\t\t\t\t\t{'icon':marker_109_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_109.bindPopup(&quot;Prevalence of SAM: 0.90&quot;);\n",
       "      marker_109._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_109)\n",
       "      \n",
       "      var marker_110_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'lightgray',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_110 = L.marker([8.330112, \n",
       "\t\t\t\t\t\t\t7.7502585663],\n",
       "\t\t\t\t\t\t\t{'icon':marker_110_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_110.bindPopup(&quot;Prevalence of SAM: 0.70&quot;);\n",
       "      marker_110._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_110)\n",
       "      \n",
       "      var marker_111_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'lightgray',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_111 = L.marker([9.9326083, \n",
       "\t\t\t\t\t\t\t5.6511088],\n",
       "\t\t\t\t\t\t\t{'icon':marker_111_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_111.bindPopup(&quot;Prevalence of SAM: 0.30&quot;);\n",
       "      marker_111._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_111)\n",
       "      \n",
       "      var marker_112_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'lightgray',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_112 = L.marker([6.9788582, \n",
       "\t\t\t\t\t\t\t3.4389293],\n",
       "\t\t\t\t\t\t\t{'icon':marker_112_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_112.bindPopup(&quot;Prevalence of SAM: 0.20&quot;);\n",
       "      marker_112._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_112)\n",
       "      \n",
       "      var marker_113_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'lightgray',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_113 = L.marker([7.0209686, \n",
       "\t\t\t\t\t\t\t5.0567477],\n",
       "\t\t\t\t\t\t\t{'icon':marker_113_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_113.bindPopup(&quot;Prevalence of SAM: 0.20&quot;);\n",
       "      marker_113._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_113)\n",
       "      \n",
       "      var marker_114_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'lightgray',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_114 = L.marker([7.5484047, \n",
       "\t\t\t\t\t\t\t4.4978307],\n",
       "\t\t\t\t\t\t\t{'icon':marker_114_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_114.bindPopup(&quot;Prevalence of SAM: 0.50&quot;);\n",
       "      marker_114._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_114)\n",
       "      \n",
       "      var marker_115_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'lightgray',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_115 = L.marker([8.2151249, \n",
       "\t\t\t\t\t\t\t3.5642897],\n",
       "\t\t\t\t\t\t\t{'icon':marker_115_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_115.bindPopup(&quot;Prevalence of SAM: 1.30&quot;);\n",
       "      marker_115._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_115)\n",
       "      \n",
       "      var marker_116_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'lightgray',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_116 = L.marker([9.0583446, \n",
       "\t\t\t\t\t\t\t9.6826289],\n",
       "\t\t\t\t\t\t\t{'icon':marker_116_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_116.bindPopup(&quot;Prevalence of SAM: 0.00&quot;);\n",
       "      marker_116._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_116)\n",
       "      \n",
       "      var marker_117_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'lightgray',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_117 = L.marker([4.8416028, \n",
       "\t\t\t\t\t\t\t6.8604088],\n",
       "\t\t\t\t\t\t\t{'icon':marker_117_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_117.bindPopup(&quot;Prevalence of SAM: 0.30&quot;);\n",
       "      marker_117._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_117)\n",
       "      \n",
       "      var marker_118_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'lightgray',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_118 = L.marker([13.0611195, \n",
       "\t\t\t\t\t\t\t5.3152203],\n",
       "\t\t\t\t\t\t\t{'icon':marker_118_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_118.bindPopup(&quot;Prevalence of SAM: 1.70&quot;);\n",
       "      marker_118._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_118)\n",
       "      \n",
       "      var marker_119_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'lightgray',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_119 = L.marker([8.0141334, \n",
       "\t\t\t\t\t\t\t10.7376336],\n",
       "\t\t\t\t\t\t\t{'icon':marker_119_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_119.bindPopup(&quot;Prevalence of SAM: 0.50&quot;);\n",
       "      marker_119._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_119)\n",
       "      \n",
       "      var marker_120_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'lightgray',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_120 = L.marker([12.1233242, \n",
       "\t\t\t\t\t\t\t11.5065937],\n",
       "\t\t\t\t\t\t\t{'icon':marker_120_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_120.bindPopup(&quot;Prevalence of SAM: 3.10&quot;);\n",
       "      marker_120._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_120)\n",
       "      \n",
       "      var marker_121_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'lightgray',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_121 = L.marker([12.011132, \n",
       "\t\t\t\t\t\t\t6.4200337],\n",
       "\t\t\t\t\t\t\t{'icon':marker_121_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_121.bindPopup(&quot;Prevalence of SAM: 1.20&quot;);\n",
       "      marker_121._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_121)\n",
       "      \n",
       "      var marker_122_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'darkred',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_122 = L.marker([14.6934248, \n",
       "\t\t\t\t\t\t\t-17.4479377],\n",
       "\t\t\t\t\t\t\t{'icon':marker_122_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_122.bindPopup(&quot;Prevalence of SAM: 0.50&quot;);\n",
       "      marker_122._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_122)\n",
       "      \n",
       "      var marker_123_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'darkred',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_123 = L.marker([14.7043898, \n",
       "\t\t\t\t\t\t\t-16.0511737],\n",
       "\t\t\t\t\t\t\t{'icon':marker_123_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_123.bindPopup(&quot;Prevalence of SAM: 1.10&quot;);\n",
       "      marker_123._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_123)\n",
       "      \n",
       "      var marker_124_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'darkred',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_124 = L.marker([13.9406041, \n",
       "\t\t\t\t\t\t\t-16.4024021],\n",
       "\t\t\t\t\t\t\t{'icon':marker_124_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_124.bindPopup(&quot;Prevalence of SAM: 1.10&quot;);\n",
       "      marker_124._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_124)\n",
       "      \n",
       "      var marker_125_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'darkred',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_125 = L.marker([14.2824927, \n",
       "\t\t\t\t\t\t\t-15.0247364],\n",
       "\t\t\t\t\t\t\t{'icon':marker_125_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_125.bindPopup(&quot;Prevalence of SAM: 1.00&quot;);\n",
       "      marker_125._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_125)\n",
       "      \n",
       "      var marker_126_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'darkred',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_126 = L.marker([13.9631756, \n",
       "\t\t\t\t\t\t\t-15.7888834],\n",
       "\t\t\t\t\t\t\t{'icon':marker_126_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_126.bindPopup(&quot;Prevalence of SAM: 1.20&quot;);\n",
       "      marker_126._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_126)\n",
       "      \n",
       "      var marker_127_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'darkred',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_127 = L.marker([12.5579907, \n",
       "\t\t\t\t\t\t\t-12.1866751],\n",
       "\t\t\t\t\t\t\t{'icon':marker_127_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_127.bindPopup(&quot;Prevalence of SAM: 1.10&quot;);\n",
       "      marker_127._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_127)\n",
       "      \n",
       "      var marker_128_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'darkred',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_128 = L.marker([13.1291507, \n",
       "\t\t\t\t\t\t\t-14.4181472743],\n",
       "\t\t\t\t\t\t\t{'icon':marker_128_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_128.bindPopup(&quot;Prevalence of SAM: 1.20&quot;);\n",
       "      marker_128._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_128)\n",
       "      \n",
       "      var marker_129_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'darkred',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_129 = L.marker([15.2401304, \n",
       "\t\t\t\t\t\t\t-15.3441834],\n",
       "\t\t\t\t\t\t\t{'icon':marker_129_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_129.bindPopup(&quot;Prevalence of SAM: 1.40&quot;);\n",
       "      marker_129._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_129)\n",
       "      \n",
       "      var marker_130_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'darkred',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_130 = L.marker([15.0028849, \n",
       "\t\t\t\t\t\t\t-13.9240088],\n",
       "\t\t\t\t\t\t\t{'icon':marker_130_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_130.bindPopup(&quot;Prevalence of SAM: 3.50&quot;);\n",
       "      marker_130._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_130)\n",
       "      \n",
       "      var marker_131_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'darkred',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_131 = L.marker([16.187637, \n",
       "\t\t\t\t\t\t\t-15.2954315],\n",
       "\t\t\t\t\t\t\t{'icon':marker_131_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_131.bindPopup(&quot;Prevalence of SAM: 2.30&quot;);\n",
       "      marker_131._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_131)\n",
       "      \n",
       "      var marker_132_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'darkred',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_132 = L.marker([12.8935348, \n",
       "\t\t\t\t\t\t\t-15.5560695],\n",
       "\t\t\t\t\t\t\t{'icon':marker_132_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_132.bindPopup(&quot;Prevalence of SAM: 1.40&quot;);\n",
       "      marker_132._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_132)\n",
       "      \n",
       "      var marker_133_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'darkred',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_133 = L.marker([13.8301533, \n",
       "\t\t\t\t\t\t\t-13.0891759],\n",
       "\t\t\t\t\t\t\t{'icon':marker_133_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_133.bindPopup(&quot;Prevalence of SAM: 2.00&quot;);\n",
       "      marker_133._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_133)\n",
       "      \n",
       "      var marker_134_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'darkred',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_134 = L.marker([14.7948093, \n",
       "\t\t\t\t\t\t\t-16.9529272],\n",
       "\t\t\t\t\t\t\t{'icon':marker_134_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_134.bindPopup(&quot;Prevalence of SAM: 0.60&quot;);\n",
       "      marker_134._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_134)\n",
       "      \n",
       "      var marker_135_icon = L.AwesomeMarkers.icon({ icon: 'info-sign',markerColor: 'darkred',prefix: 'glyphicon',extraClasses: 'fa-rotate-0'});\n",
       "      var marker_135 = L.marker([12.5634929, \n",
       "\t\t\t\t\t\t\t-16.2724608],\n",
       "\t\t\t\t\t\t\t{'icon':marker_135_icon}\n",
       "\t\t\t\t\t\t\t);\n",
       "      marker_135.bindPopup(&quot;Prevalence of SAM: 0.90&quot;);\n",
       "      marker_135._popup.options.maxWidth = 300;\n",
       "      map.addLayer(marker_135)\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 0x7f32e9d6c2d0>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "map_sahel"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "map_sahel.create_map(path='sam_sahel_map.html')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Adding a Choropleth map with administrative boundaries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Adding Admin. bounderies of level 1 (https://data.hdx.rwlabs.org/dataset/sahel-administrative-boundaries)\n",
    "sahel_admin1 = \"sahel_admin1.geojson\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "sahel_test = folium.Map(location=(17.145087, 3.223233), zoom_start=4.5)\n",
    "\n",
    "sahel_test.geo_json(geo_path = sahel_admin1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "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://cdnjs.cloudflare.com/ajax/libs/leaflet/0.7.3/leaflet.css&quot; />\n",
       "   <script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/leaflet/0.7.3/leaflet.js&quot;></script>\n",
       "   <script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/d3/3.5.5/d3.min.js&quot; charset=&quot;utf-8&quot;></script>\n",
       "   <script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/queue-async/1.0.7/queue.min.js&quot;></script>\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",
       "      .legend {\n",
       "          padding: 0px 0px;\n",
       "          font: 10px sans-serif;\n",
       "          background: white;\n",
       "          background: rgba(255,255,255,0.8);\n",
       "          box-shadow: 0 0 15px rgba(0,0,0,0.2);\n",
       "          border-radius: 5px;\n",
       "      }\n",
       "\n",
       "      .key path {\n",
       "        display: none;\n",
       "      }\n",
       "\n",
       "   </style>\n",
       "</head>\n",
       "\n",
       "<body>\n",
       "\n",
       "   <div id=&quot;map&quot; style=&quot;width: 100%; height: 100%&quot;></div>\n",
       "\n",
       "   <script>\n",
       "\n",
       "      queue()\n",
       "          .defer(d3.json, 'sahel_admin1.geojson')\n",
       "          .await(makeMap)\n",
       "\n",
       "      function onEachFeature(feature, layer) {\n",
       "          // does this feature have a property named popupContent?\n",
       "          if (feature.properties && feature.properties.popupContent) {\n",
       "              layer.bindPopup(feature.properties.popupContent);\n",
       "              }\n",
       "          };\n",
       "\n",
       "      function makeMap(error, gjson_1) {\n",
       "\n",
       "          \n",
       "\n",
       "          \n",
       "\n",
       "          function matchKey(datapoint, key_variable){\n",
       "              if (typeof key_variable[0][datapoint] === 'undefined') {\n",
       "                  return null;\n",
       "              }\n",
       "              else {\n",
       "                  return parseFloat(key_variable[0][datapoint]);\n",
       "              };\n",
       "          };\n",
       "\n",
       "          \n",
       "\n",
       "          var map = L.map('map').setView([17.145087, 3.223233], 4.5);\n",
       "\n",
       "          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",
       "          }).addTo(map);\n",
       "\n",
       "          \n",
       "          function style_1(feature) {\n",
       "    return {\n",
       "        fillColor: 'blue',\n",
       "        weight: 1,\n",
       "        opacity: 1,\n",
       "        color: 'black',\n",
       "        fillOpacity: 0.6\n",
       "    };\n",
       "}\n",
       "          \n",
       "\n",
       "          \n",
       "          gJson_layer_1 = L.geoJson(gjson_1, {style: style_1,onEachFeature: onEachFeature}).addTo(map)\n",
       "          \n",
       "\n",
       "          \n",
       "\n",
       "          \n",
       "\n",
       "          \n",
       "\n",
       "          \n",
       "\n",
       "          \n",
       "\n",
       "          \n",
       "\n",
       "          \n",
       "\n",
       "      };\n",
       "\n",
       "   </script>\n",
       "</body>\" style=\"width: 100%; height: 500px; border: none\"></iframe>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x7f32e9d44190>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sahel_test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "sahel_choro = folium.Map(location=(17.145087, 3.223233), zoom_start=4.5)\n",
    "\n",
    "sahel_choro.geo_json(geo_path = sahel_admin1,\n",
    "                    data = df_sahel,\n",
    "                    columns = [\"ADM1_CODE\", \"Latest SAM Prevalence\"],\n",
    "                    key_on='feature.properties.ADM1_CODE',\n",
    "                    fill_color = 'YlOrRd', \n",
    "                    threshold_scale = [0, 0.5, 1, 1.5, 2],\n",
    "                    fill_opacity = 0.7, \n",
    "                    line_opacity = 0.6,\n",
    "                    legend_name = 'Prevalence of SAM per admin. regions in Sahel',\n",
    "                    reset=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "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://cdnjs.cloudflare.com/ajax/libs/leaflet/0.7.3/leaflet.css&quot; />\n",
       "   <script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/leaflet/0.7.3/leaflet.js&quot;></script>\n",
       "   <script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/d3/3.5.5/d3.min.js&quot; charset=&quot;utf-8&quot;></script>\n",
       "   <script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/queue-async/1.0.7/queue.min.js&quot;></script>\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",
       "      .legend {\n",
       "          padding: 0px 0px;\n",
       "          font: 10px sans-serif;\n",
       "          background: white;\n",
       "          background: rgba(255,255,255,0.8);\n",
       "          box-shadow: 0 0 15px rgba(0,0,0,0.2);\n",
       "          border-radius: 5px;\n",
       "      }\n",
       "\n",
       "      .key path {\n",
       "        display: none;\n",
       "      }\n",
       "\n",
       "   </style>\n",
       "</head>\n",
       "\n",
       "<body>\n",
       "\n",
       "   <div id=&quot;map&quot; style=&quot;width: 100%; height: 100%&quot;></div>\n",
       "\n",
       "   <script>\n",
       "\n",
       "      queue()\n",
       "          .defer(function(callback){callback(null, JSON.parse('[{&quot;SEN008&quot;: 1.4, &quot;SEN009&quot;: 3.5, &quot;SEN001&quot;: 0.5, &quot;SEN002&quot;: 1.1, &quot;SEN003&quot;: 1.1, &quot;SEN004&quot;: 1.0, &quot;SEN005&quot;: 1.2, &quot;SEN006&quot;: 1.1, &quot;SEN007&quot;: 1.2, &quot;CMR010&quot;: 0.4, &quot;MLI008&quot;: 2.0, &quot;MLI009&quot;: 1.2, &quot;MLI006&quot;: 3.9, &quot;MLI007&quot;: 2.0, &quot;MLI004&quot;: 1.2, &quot;MLI005&quot;: 1.6, &quot;MLI002&quot;: 2.0, &quot;MLI003&quot;: 2.3, &quot;MLI001&quot;: 2.4, &quot;NGA028&quot;: 0.2, &quot;NGA029&quot;: 0.2, &quot;SEN011&quot;: 1.4, &quot;NGA022&quot;: 1.8, &quot;NGA023&quot;: 0.0, &quot;NGA020&quot;: 4.0, &quot;NGA021&quot;: 0.5, &quot;NGA026&quot;: 0.7, &quot;NGA027&quot;: 0.3, &quot;NGA024&quot;: 1.0, &quot;NGA025&quot;: 0.9, &quot;TCD023&quot;: 10.1, &quot;TCD022&quot;: 10.1, &quot;TCD021&quot;: 1.6, &quot;TCD020&quot;: 10.1, &quot;BFA052&quot;: 1.8, &quot;BFA053&quot;: 2.2, &quot;BFA050&quot;: 1.6, &quot;BFA051&quot;: 0.7, &quot;BFA056&quot;: 2.5, &quot;BFA057&quot;: 0.7, &quot;BFA054&quot;: 2.6, &quot;BFA055&quot;: 1.0, &quot;NGA031&quot;: 1.3, &quot;NGA030&quot;: 0.5, &quot;NGA033&quot;: 0.3, &quot;NGA032&quot;: 0.0, &quot;NGA035&quot;: 0.5, &quot;NGA034&quot;: 1.7, &quot;NGA037&quot;: 1.2, &quot;NGA036&quot;: 3.1, &quot;NER003&quot;: 2.4, &quot;NER002&quot;: 1.8, &quot;NER001&quot;: 2.6, &quot;NER007&quot;: 2.8, &quot;NER006&quot;: 2.2, &quot;NER005&quot;: 1.4, &quot;NER004&quot;: 3.4, &quot;NER008&quot;: 1.9, &quot;SEN014&quot;: 0.9, &quot;SEN013&quot;: 0.6, &quot;SEN012&quot;: 2.0, &quot;BFA047&quot;: 0.2, &quot;BFA046&quot;: 1.4, &quot;BFA049&quot;: 1.0, &quot;BFA048&quot;: 1.0, &quot;MRT010&quot;: 0.3, &quot;MRT011&quot;: 3.3, &quot;MRT012&quot;: 1.3, &quot;MRT013&quot;: 0.6, &quot;BFA013&quot;: 1.8, &quot;CMR008&quot;: 0.4, &quot;CMR009&quot;: 2.9, &quot;CMR004&quot;: 2.0, &quot;CMR005&quot;: 0.0, &quot;CMR006&quot;: 1.4, &quot;CMR007&quot;: 0.7, &quot;CMR001&quot;: 1.5, &quot;CMR002&quot;: 0.6, &quot;CMR003&quot;: 0.0, &quot;NGA004&quot;: 0.3, &quot;NGA005&quot;: 4.3, &quot;NGA006&quot;: 0.0, &quot;NGA007&quot;: 0.3, &quot;NGA001&quot;: 0.3, &quot;NGA002&quot;: 0.0, &quot;MRT008&quot;: 2.4, &quot;MRT007&quot;: 3.0, &quot;MRT006&quot;: 2.9, &quot;MRT005&quot;: 2.3, &quot;MRT004&quot;: 0.2, &quot;MRT003&quot;: 0.9, &quot;MRT002&quot;: 3.1, &quot;MRT001&quot;: 1.3, &quot;MRT009&quot;: 1.3, &quot;NGA003&quot;: 0.3, &quot;GMB008&quot;: 6.0, &quot;GMB001&quot;: 3.1, &quot;GMB002&quot;: 3.2, &quot;GMB003&quot;: 4.1, &quot;GMB004&quot;: 2.5, &quot;GMB005&quot;: 7.1, &quot;GMB006&quot;: 3.8, &quot;GMB007&quot;: 3.1, &quot;NGA008&quot;: 2.0, &quot;NGA009&quot;: 1.1, &quot;NGA013&quot;: 0.0, &quot;NGA012&quot;: 0.5, &quot;NGA011&quot;: 0.2, &quot;NGA010&quot;: 0.3, &quot;NGA017&quot;: 0.0, &quot;NGA016&quot;: 1.4, &quot;NGA015&quot;: null, &quot;NGA014&quot;: 0.8, &quot;NGA019&quot;: 0.0, &quot;NGA018&quot;: 3.6, &quot;SEN010&quot;: 2.3, &quot;TCD016&quot;: 5.8, &quot;TCD017&quot;: 1.2, &quot;TCD014&quot;: 1.2, &quot;TCD015&quot;: 1.6, &quot;TCD012&quot;: 4.2, &quot;TCD013&quot;: 2.2, &quot;TCD010&quot;: 1.6, &quot;TCD011&quot;: 5.2, &quot;TCD018&quot;: 0.6, &quot;TCD019&quot;: 2.4, &quot;TCD005&quot;: 1.2, &quot;TCD004&quot;: 0.9, &quot;TCD007&quot;: 1.0, &quot;TCD006&quot;: 1.3, &quot;TCD001&quot;: 3.9, &quot;TCD003&quot;: 0.2, &quot;TCD002&quot;: 10.1, &quot;TCD009&quot;: 4.3, &quot;TCD008&quot;: 5.1}]'))})\n",
       "          .defer(d3.json, 'sahel_admin1.geojson')\n",
       "          .await(makeMap)\n",
       "\n",
       "      function onEachFeature(feature, layer) {\n",
       "          // does this feature have a property named popupContent?\n",
       "          if (feature.properties && feature.properties.popupContent) {\n",
       "              layer.bindPopup(feature.properties.popupContent);\n",
       "              }\n",
       "          };\n",
       "\n",
       "      function makeMap(error, data_1,gjson_1) {\n",
       "\n",
       "          \n",
       "\n",
       "          \n",
       "\n",
       "          function matchKey(datapoint, key_variable){\n",
       "              if (typeof key_variable[0][datapoint] === 'undefined') {\n",
       "                  return null;\n",
       "              }\n",
       "              else {\n",
       "                  return parseFloat(key_variable[0][datapoint]);\n",
       "              };\n",
       "          };\n",
       "\n",
       "          \n",
       "          var color = d3.scale.threshold()\n",
       "              .domain([0, 0.5, 1, 1.5, 2])\n",
       "              .range(['#FFFFB2', '#FED976', '#FEB24C', '#FD8D3C', '#FC4E2A', '#E31A1C']);\n",
       "          \n",
       "\n",
       "          var map = L.map('map').setView([17.145087, 3.223233], 4.5);\n",
       "\n",
       "          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",
       "          }).addTo(map);\n",
       "\n",
       "          \n",
       "          function style_1(feature) {\n",
       "    return {\n",
       "        fillColor: color(matchKey(feature.properties.ADM1_CODE, data_1)),\n",
       "        weight: 1,\n",
       "        opacity: 0.6,\n",
       "        color: 'black',\n",
       "        fillOpacity: 0.7\n",
       "    };\n",
       "}\n",
       "          \n",
       "\n",
       "          \n",
       "          gJson_layer_1 = L.geoJson(gjson_1, {style: style_1,onEachFeature: onEachFeature}).addTo(map)\n",
       "          \n",
       "\n",
       "          \n",
       "              var legend = L.control({position: 'topright'});\n",
       "\n",
       "    legend.onAdd = function (map) {var div = L.DomUtil.create('div', 'legend'); return div};\n",
       "\n",
       "    legend.addTo(map);\n",
       "\n",
       "    var x = d3.scale.linear()\n",
       "    .domain([0, 2])\n",
       "    .range([0, 400]);\n",
       "\n",
       "    var xAxis = d3.svg.axis()\n",
       "        .scale(x)\n",
       "        .orient(&quot;top&quot;)\n",
       "        .tickSize(1)\n",
       "        .tickValues([0, 0.5, 1, 1.5, 2]);\n",
       "\n",
       "    var svg = d3.select(&quot;.legend.leaflet-control&quot;).append(&quot;svg&quot;)\n",
       "        .attr(&quot;id&quot;, 'legend')\n",
       "        .attr(&quot;width&quot;, 450)\n",
       "        .attr(&quot;height&quot;, 40);\n",
       "\n",
       "    var g = svg.append(&quot;g&quot;)\n",
       "        .attr(&quot;class&quot;, &quot;key&quot;)\n",
       "        .attr(&quot;transform&quot;, &quot;translate(25,16)&quot;);\n",
       "\n",
       "    g.selectAll(&quot;rect&quot;)\n",
       "        .data(color.range().map(function(d, i) {\n",
       "          return {\n",
       "            x0: i ? x(color.domain()[i - 1]) : x.range()[0],\n",
       "            x1: i < color.domain().length ? x(color.domain()[i]) : x.range()[1],\n",
       "            z: d\n",
       "          };\n",
       "        }))\n",
       "      .enter().append(&quot;rect&quot;)\n",
       "        .attr(&quot;height&quot;, 10)\n",
       "        .attr(&quot;x&quot;, function(d) { return d.x0; })\n",
       "        .attr(&quot;width&quot;, function(d) { return d.x1 - d.x0; })\n",
       "        .style(&quot;fill&quot;, function(d) { return d.z; });\n",
       "\n",
       "    g.call(xAxis).append(&quot;text&quot;)\n",
       "        .attr(&quot;class&quot;, &quot;caption&quot;)\n",
       "        .attr(&quot;y&quot;, 21)\n",
       "        .text('Prevalence of SAM per admin. regions in Sahel');\n",
       "          \n",
       "\n",
       "          \n",
       "\n",
       "          \n",
       "\n",
       "          \n",
       "\n",
       "          \n",
       "\n",
       "          \n",
       "\n",
       "          \n",
       "\n",
       "      };\n",
       "\n",
       "   </script>\n",
       "</body>\" style=\"width: 100%; height: 500px; border: none\"></iframe>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x7f32e9c8fb10>"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sahel_choro"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "sahel_choro.create_map(path='sam_sahel_choromap.html')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
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