04-VISUALIZATION IN GIS PYTHON PROGRAMMING - WEBMAPS, CHOROPLETH MAPS, HEATMAPS....ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "5355dbb7",
   "metadata": {},
   "source": [
    "#FOLIUM"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0e39c8da",
   "metadata": {},
   "source": [
    "Folium builds on the data wrangling strengths of the Python ecosystem and the mapping strengths of the leaflet.js library. Manipulate your data in Python, then visualize it in on a Leaflet map via folium"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5684c20e",
   "metadata": {},
   "source": [
    "Installation:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "c7e52436",
   "metadata": {},
   "outputs": [],
   "source": [
    "# ! pip install folium #Uncomment this line if you don't have the package installed in your system"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "4076c21c",
   "metadata": {},
   "outputs": [],
   "source": [
    "import folium\n",
    "\n",
    "\n",
    "m = folium.Map(location=[-0.42013, 36.94759]) #You may change the coordinates suiting the area you want. As for this tutorial we'll use Nyeri, Kenya"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "31f4b142",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe srcdoc=\"&lt;!DOCTYPE html&gt;\n",
       "&lt;head&gt;    \n",
       "    &lt;meta http-equiv=&quot;content-type&quot; content=&quot;text/html; charset=UTF-8&quot; /&gt;\n",
       "    \n",
       "        &lt;script&gt;\n",
       "            L_NO_TOUCH = false;\n",
       "            L_DISABLE_3D = false;\n",
       "        &lt;/script&gt;\n",
       "    \n",
       "    &lt;style&gt;html, body {width: 100%;height: 100%;margin: 0;padding: 0;}&lt;/style&gt;\n",
       "    &lt;style&gt;#map {position:absolute;top:0;bottom:0;right:0;left:0;}&lt;/style&gt;\n",
       "    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.6.0/dist/leaflet.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;script src=&quot;https://code.jquery.com/jquery-1.12.4.min.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;script src=&quot;https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.6.0/dist/leaflet.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap-theme.min.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://maxcdn.bootstrapcdn.com/font-awesome/4.6.3/css/font-awesome.min.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/gh/python-visualization/folium/folium/templates/leaflet.awesome.rotate.min.css&quot;/&gt;\n",
       "    \n",
       "            &lt;meta name=&quot;viewport&quot; content=&quot;width=device-width,\n",
       "                initial-scale=1.0, maximum-scale=1.0, user-scalable=no&quot; /&gt;\n",
       "            &lt;style&gt;\n",
       "                #map_6de3bddf38cd555cc115ed995f8e3d08 {\n",
       "                    position: relative;\n",
       "                    width: 100.0%;\n",
       "                    height: 100.0%;\n",
       "                    left: 0.0%;\n",
       "                    top: 0.0%;\n",
       "                }\n",
       "            &lt;/style&gt;\n",
       "        \n",
       "&lt;/head&gt;\n",
       "&lt;body&gt;    \n",
       "    \n",
       "            &lt;div class=&quot;folium-map&quot; id=&quot;map_6de3bddf38cd555cc115ed995f8e3d08&quot; &gt;&lt;/div&gt;\n",
       "        \n",
       "&lt;/body&gt;\n",
       "&lt;script&gt;    \n",
       "    \n",
       "            var map_6de3bddf38cd555cc115ed995f8e3d08 = L.map(\n",
       "                &quot;map_6de3bddf38cd555cc115ed995f8e3d08&quot;,\n",
       "                {\n",
       "                    center: [-0.42013, 36.94759],\n",
       "                    crs: L.CRS.EPSG3857,\n",
       "                    zoom: 10,\n",
       "                    zoomControl: true,\n",
       "                    preferCanvas: false,\n",
       "                }\n",
       "            );\n",
       "\n",
       "            \n",
       "\n",
       "        \n",
       "    \n",
       "            var tile_layer_4cab81295c189bcbfce812ecfbeeac97 = L.tileLayer(\n",
       "                &quot;https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png&quot;,\n",
       "                {&quot;attribution&quot;: &quot;Data by \\u0026copy; \\u003ca href=\\&quot;http://openstreetmap.org\\&quot;\\u003eOpenStreetMap\\u003c/a\\u003e, under \\u003ca href=\\&quot;http://www.openstreetmap.org/copyright\\&quot;\\u003eODbL\\u003c/a\\u003e.&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 18, &quot;maxZoom&quot;: 18, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n",
       "            ).addTo(map_6de3bddf38cd555cc115ed995f8e3d08);\n",
       "        \n",
       "&lt;/script&gt;\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x1ec77a650f0>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4eebd187",
   "metadata": {},
   "source": [
    "To save it in a file:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "6bc0e58d",
   "metadata": {},
   "outputs": [],
   "source": [
    "m.save(\"My_Map.html\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "37fcde0c",
   "metadata": {},
   "source": [
    "The default tiles are set to OpenStreetMap, but Stamen Terrain, Stamen Toner, Mapbox Bright, and Mapbox Control Room, and many others tiles are built in."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "50ae849a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe srcdoc=\"&lt;!DOCTYPE html&gt;\n",
       "&lt;head&gt;    \n",
       "    &lt;meta http-equiv=&quot;content-type&quot; content=&quot;text/html; charset=UTF-8&quot; /&gt;\n",
       "    \n",
       "        &lt;script&gt;\n",
       "            L_NO_TOUCH = false;\n",
       "            L_DISABLE_3D = false;\n",
       "        &lt;/script&gt;\n",
       "    \n",
       "    &lt;style&gt;html, body {width: 100%;height: 100%;margin: 0;padding: 0;}&lt;/style&gt;\n",
       "    &lt;style&gt;#map {position:absolute;top:0;bottom:0;right:0;left:0;}&lt;/style&gt;\n",
       "    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.6.0/dist/leaflet.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;script src=&quot;https://code.jquery.com/jquery-1.12.4.min.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;script src=&quot;https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.6.0/dist/leaflet.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap-theme.min.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://maxcdn.bootstrapcdn.com/font-awesome/4.6.3/css/font-awesome.min.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/gh/python-visualization/folium/folium/templates/leaflet.awesome.rotate.min.css&quot;/&gt;\n",
       "    \n",
       "            &lt;meta name=&quot;viewport&quot; content=&quot;width=device-width,\n",
       "                initial-scale=1.0, maximum-scale=1.0, user-scalable=no&quot; /&gt;\n",
       "            &lt;style&gt;\n",
       "                #map_ec707918aa769c9414fc9f257be2c75d {\n",
       "                    position: relative;\n",
       "                    width: 100.0%;\n",
       "                    height: 100.0%;\n",
       "                    left: 0.0%;\n",
       "                    top: 0.0%;\n",
       "                }\n",
       "            &lt;/style&gt;\n",
       "        \n",
       "&lt;/head&gt;\n",
       "&lt;body&gt;    \n",
       "    \n",
       "            &lt;div class=&quot;folium-map&quot; id=&quot;map_ec707918aa769c9414fc9f257be2c75d&quot; &gt;&lt;/div&gt;\n",
       "        \n",
       "&lt;/body&gt;\n",
       "&lt;script&gt;    \n",
       "    \n",
       "            var map_ec707918aa769c9414fc9f257be2c75d = L.map(\n",
       "                &quot;map_ec707918aa769c9414fc9f257be2c75d&quot;,\n",
       "                {\n",
       "                    center: [-0.42013, 36.94759],\n",
       "                    crs: L.CRS.EPSG3857,\n",
       "                    zoom: 13,\n",
       "                    zoomControl: true,\n",
       "                    preferCanvas: false,\n",
       "                }\n",
       "            );\n",
       "\n",
       "            \n",
       "\n",
       "        \n",
       "    \n",
       "            var tile_layer_9b3f3c23c3fd4cf4b24db618c5e8a27b = L.tileLayer(\n",
       "                &quot;https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png&quot;,\n",
       "                {&quot;attribution&quot;: &quot;Data by \\u0026copy; \\u003ca href=\\&quot;http://openstreetmap.org\\&quot;\\u003eOpenStreetMap\\u003c/a\\u003e, under \\u003ca href=\\&quot;http://www.openstreetmap.org/copyright\\&quot;\\u003eODbL\\u003c/a\\u003e.&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 18, &quot;maxZoom&quot;: 18, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n",
       "            ).addTo(map_ec707918aa769c9414fc9f257be2c75d);\n",
       "        \n",
       "&lt;/script&gt;\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x1ec7a88fe80>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "folium.Map(location=[-0.42013, 36.94759], zoom_start=13)#Let's zoom onto our Study Area Region"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7b7b9a10",
   "metadata": {},
   "source": [
    "One can use Cloudmade or Mapbox custom tilesets–simply pass your key to the API_key keyword:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "acb71fb6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe srcdoc=\"&lt;!DOCTYPE html&gt;\n",
       "&lt;head&gt;    \n",
       "    &lt;meta http-equiv=&quot;content-type&quot; content=&quot;text/html; charset=UTF-8&quot; /&gt;\n",
       "    \n",
       "        &lt;script&gt;\n",
       "            L_NO_TOUCH = false;\n",
       "            L_DISABLE_3D = false;\n",
       "        &lt;/script&gt;\n",
       "    \n",
       "    &lt;style&gt;html, body {width: 100%;height: 100%;margin: 0;padding: 0;}&lt;/style&gt;\n",
       "    &lt;style&gt;#map {position:absolute;top:0;bottom:0;right:0;left:0;}&lt;/style&gt;\n",
       "    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.6.0/dist/leaflet.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;script src=&quot;https://code.jquery.com/jquery-1.12.4.min.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;script src=&quot;https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.6.0/dist/leaflet.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap-theme.min.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://maxcdn.bootstrapcdn.com/font-awesome/4.6.3/css/font-awesome.min.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/gh/python-visualization/folium/folium/templates/leaflet.awesome.rotate.min.css&quot;/&gt;\n",
       "    \n",
       "            &lt;meta name=&quot;viewport&quot; content=&quot;width=device-width,\n",
       "                initial-scale=1.0, maximum-scale=1.0, user-scalable=no&quot; /&gt;\n",
       "            &lt;style&gt;\n",
       "                #map_b4890fdf3a09a4bc3533e3d4ccb78440 {\n",
       "                    position: relative;\n",
       "                    width: 100.0%;\n",
       "                    height: 100.0%;\n",
       "                    left: 0.0%;\n",
       "                    top: 0.0%;\n",
       "                }\n",
       "            &lt;/style&gt;\n",
       "        \n",
       "&lt;/head&gt;\n",
       "&lt;body&gt;    \n",
       "    \n",
       "            &lt;div class=&quot;folium-map&quot; id=&quot;map_b4890fdf3a09a4bc3533e3d4ccb78440&quot; &gt;&lt;/div&gt;\n",
       "        \n",
       "&lt;/body&gt;\n",
       "&lt;script&gt;    \n",
       "    \n",
       "            var map_b4890fdf3a09a4bc3533e3d4ccb78440 = L.map(\n",
       "                &quot;map_b4890fdf3a09a4bc3533e3d4ccb78440&quot;,\n",
       "                {\n",
       "                    center: [-0.42013, 36.94759],\n",
       "                    crs: L.CRS.EPSG3857,\n",
       "                    zoom: 10,\n",
       "                    zoomControl: true,\n",
       "                    preferCanvas: false,\n",
       "                    APIKey: &quot;pk.eyJ1IjoibGF3cmVuY2U2NSIsImEiOiJjbDR4Nnh4aTQwM2F1M2ludHJzemcxbGxwIn0.yF4iYpxO_eYRM6wap4vPnQ&quot;,\n",
       "                }\n",
       "            );\n",
       "\n",
       "            \n",
       "\n",
       "        \n",
       "    \n",
       "            var tile_layer_dbd12dd5f276473ae689b38209160859 = L.tileLayer(\n",
       "                &quot;https://stamen-tiles-{s}.a.ssl.fastly.net/terrain/{z}/{x}/{y}.jpg&quot;,\n",
       "                {&quot;attribution&quot;: &quot;Map tiles by \\u003ca href=\\&quot;http://stamen.com\\&quot;\\u003eStamen Design\\u003c/a\\u003e, under \\u003ca href=\\&quot;http://creativecommons.org/licenses/by/3.0\\&quot;\\u003eCC BY 3.0\\u003c/a\\u003e. Data by \\u0026copy; \\u003ca href=\\&quot;http://openstreetmap.org\\&quot;\\u003eOpenStreetMap\\u003c/a\\u003e, under \\u003ca href=\\&quot;http://creativecommons.org/licenses/by-sa/3.0\\&quot;\\u003eCC BY SA\\u003c/a\\u003e.&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 18, &quot;maxZoom&quot;: 18, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n",
       "            ).addTo(map_b4890fdf3a09a4bc3533e3d4ccb78440);\n",
       "        \n",
       "&lt;/script&gt;\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x1ec7a88f040>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "folium.Map(location=[-0.42013, 36.94759],\n",
    "           tiles='Stamen Terrain',\n",
    "           API_key='Place your mapbox token key here')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0d9e06b2",
   "metadata": {},
   "source": [
    "Lastly, Folium supports passing any leaflet.js compatible custom tileset:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "aecd9b9a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe srcdoc=\"&lt;!DOCTYPE html&gt;\n",
       "&lt;head&gt;    \n",
       "    &lt;meta http-equiv=&quot;content-type&quot; content=&quot;text/html; charset=UTF-8&quot; /&gt;\n",
       "    \n",
       "        &lt;script&gt;\n",
       "            L_NO_TOUCH = false;\n",
       "            L_DISABLE_3D = false;\n",
       "        &lt;/script&gt;\n",
       "    \n",
       "    &lt;style&gt;html, body {width: 100%;height: 100%;margin: 0;padding: 0;}&lt;/style&gt;\n",
       "    &lt;style&gt;#map {position:absolute;top:0;bottom:0;right:0;left:0;}&lt;/style&gt;\n",
       "    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.6.0/dist/leaflet.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;script src=&quot;https://code.jquery.com/jquery-1.12.4.min.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;script src=&quot;https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.6.0/dist/leaflet.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap-theme.min.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://maxcdn.bootstrapcdn.com/font-awesome/4.6.3/css/font-awesome.min.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/gh/python-visualization/folium/folium/templates/leaflet.awesome.rotate.min.css&quot;/&gt;\n",
       "    \n",
       "            &lt;meta name=&quot;viewport&quot; content=&quot;width=device-width,\n",
       "                initial-scale=1.0, maximum-scale=1.0, user-scalable=no&quot; /&gt;\n",
       "            &lt;style&gt;\n",
       "                #map_61def572bd3118dc3e651061f2fda384 {\n",
       "                    position: relative;\n",
       "                    width: 100.0%;\n",
       "                    height: 100.0%;\n",
       "                    left: 0.0%;\n",
       "                    top: 0.0%;\n",
       "                }\n",
       "            &lt;/style&gt;\n",
       "        \n",
       "&lt;/head&gt;\n",
       "&lt;body&gt;    \n",
       "    \n",
       "            &lt;div class=&quot;folium-map&quot; id=&quot;map_61def572bd3118dc3e651061f2fda384&quot; &gt;&lt;/div&gt;\n",
       "        \n",
       "&lt;/body&gt;\n",
       "&lt;script&gt;    \n",
       "    \n",
       "            var map_61def572bd3118dc3e651061f2fda384 = L.map(\n",
       "                &quot;map_61def572bd3118dc3e651061f2fda384&quot;,\n",
       "                {\n",
       "                    center: [-0.42013, 36.94759],\n",
       "                    crs: L.CRS.EPSG3857,\n",
       "                    zoom: 12,\n",
       "                    zoomControl: true,\n",
       "                    preferCanvas: false,\n",
       "                }\n",
       "            );\n",
       "\n",
       "            \n",
       "\n",
       "        \n",
       "    \n",
       "            var tile_layer_bfe4071ec2c9f3ab7bc9306a11896aa2 = L.tileLayer(\n",
       "                &quot;http://{s}.tiles.yourtiles.com/{z}/{x}/{y}.png&quot;,\n",
       "                {&quot;attribution&quot;: &quot;My Data Attribution&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 18, &quot;maxZoom&quot;: 18, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n",
       "            ).addTo(map_61def572bd3118dc3e651061f2fda384);\n",
       "        \n",
       "&lt;/script&gt;\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x1ec7a88fa30>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "folium.Map(location=[-0.42013, 36.94759],\n",
    "           zoom_start=12,\n",
    "           tiles='http://{s}.tiles.yourtiles.com/{z}/{x}/{y}.png',\n",
    "           attr='My Data Attribution')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7082bc3f",
   "metadata": {},
   "source": [
    "Markers"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2f3e21a3",
   "metadata": {},
   "source": [
    "There are numerous marker types, starting with a simple Leaflet style location marker with a popup and tooltip HTML."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "e9f3b843",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe srcdoc=\"&lt;!DOCTYPE html&gt;\n",
       "&lt;head&gt;    \n",
       "    &lt;meta http-equiv=&quot;content-type&quot; content=&quot;text/html; charset=UTF-8&quot; /&gt;\n",
       "    \n",
       "        &lt;script&gt;\n",
       "            L_NO_TOUCH = false;\n",
       "            L_DISABLE_3D = false;\n",
       "        &lt;/script&gt;\n",
       "    \n",
       "    &lt;style&gt;html, body {width: 100%;height: 100%;margin: 0;padding: 0;}&lt;/style&gt;\n",
       "    &lt;style&gt;#map {position:absolute;top:0;bottom:0;right:0;left:0;}&lt;/style&gt;\n",
       "    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.6.0/dist/leaflet.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;script src=&quot;https://code.jquery.com/jquery-1.12.4.min.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;script src=&quot;https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.6.0/dist/leaflet.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap-theme.min.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://maxcdn.bootstrapcdn.com/font-awesome/4.6.3/css/font-awesome.min.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/gh/python-visualization/folium/folium/templates/leaflet.awesome.rotate.min.css&quot;/&gt;\n",
       "    \n",
       "            &lt;meta name=&quot;viewport&quot; content=&quot;width=device-width,\n",
       "                initial-scale=1.0, maximum-scale=1.0, user-scalable=no&quot; /&gt;\n",
       "            &lt;style&gt;\n",
       "                #map_39c88b4ba1b6d7343988e89e4b586ef6 {\n",
       "                    position: relative;\n",
       "                    width: 100.0%;\n",
       "                    height: 100.0%;\n",
       "                    left: 0.0%;\n",
       "                    top: 0.0%;\n",
       "                }\n",
       "            &lt;/style&gt;\n",
       "        \n",
       "&lt;/head&gt;\n",
       "&lt;body&gt;    \n",
       "    \n",
       "            &lt;div class=&quot;folium-map&quot; id=&quot;map_39c88b4ba1b6d7343988e89e4b586ef6&quot; &gt;&lt;/div&gt;\n",
       "        \n",
       "&lt;/body&gt;\n",
       "&lt;script&gt;    \n",
       "    \n",
       "            var map_39c88b4ba1b6d7343988e89e4b586ef6 = L.map(\n",
       "                &quot;map_39c88b4ba1b6d7343988e89e4b586ef6&quot;,\n",
       "                {\n",
       "                    center: [-0.42013, 36.94759],\n",
       "                    crs: L.CRS.EPSG3857,\n",
       "                    zoom: 12,\n",
       "                    zoomControl: true,\n",
       "                    preferCanvas: false,\n",
       "                }\n",
       "            );\n",
       "\n",
       "            \n",
       "\n",
       "        \n",
       "    \n",
       "            var tile_layer_fc870ecd3574d0361bc8770bff21ad8a = L.tileLayer(\n",
       "                &quot;https://stamen-tiles-{s}.a.ssl.fastly.net/terrain/{z}/{x}/{y}.jpg&quot;,\n",
       "                {&quot;attribution&quot;: &quot;Map tiles by \\u003ca href=\\&quot;http://stamen.com\\&quot;\\u003eStamen Design\\u003c/a\\u003e, under \\u003ca href=\\&quot;http://creativecommons.org/licenses/by/3.0\\&quot;\\u003eCC BY 3.0\\u003c/a\\u003e. Data by \\u0026copy; \\u003ca href=\\&quot;http://openstreetmap.org\\&quot;\\u003eOpenStreetMap\\u003c/a\\u003e, under \\u003ca href=\\&quot;http://creativecommons.org/licenses/by-sa/3.0\\&quot;\\u003eCC BY SA\\u003c/a\\u003e.&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 18, &quot;maxZoom&quot;: 18, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n",
       "            ).addTo(map_39c88b4ba1b6d7343988e89e4b586ef6);\n",
       "        \n",
       "    \n",
       "            var marker_82be959ad2f8b7f89bcf3ba6bb7e524c = L.marker(\n",
       "                [-0.4253, 36.95659],\n",
       "                {}\n",
       "            ).addTo(map_39c88b4ba1b6d7343988e89e4b586ef6);\n",
       "        \n",
       "    \n",
       "        var popup_37178093ccb104ba40c979a87885fceb = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            var html_a16d55db734c0f30846c0c5d7d4fb1ca = $(`&lt;div id=&quot;html_a16d55db734c0f30846c0c5d7d4fb1ca&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;&lt;i&gt;DEKUT&lt;/i&gt;&lt;/div&gt;`)[0];\n",
       "            popup_37178093ccb104ba40c979a87885fceb.setContent(html_a16d55db734c0f30846c0c5d7d4fb1ca);\n",
       "        \n",
       "\n",
       "        marker_82be959ad2f8b7f89bcf3ba6bb7e524c.bindPopup(popup_37178093ccb104ba40c979a87885fceb)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            marker_82be959ad2f8b7f89bcf3ba6bb7e524c.bindTooltip(\n",
       "                `&lt;div&gt;\n",
       "                     Click me!\n",
       "                 &lt;/div&gt;`,\n",
       "                {&quot;sticky&quot;: true}\n",
       "            );\n",
       "        \n",
       "    \n",
       "            var marker_9d3f23a97f6a3adb01afd4d8e0511e0a = L.marker(\n",
       "                [-0.42122, 36.92789],\n",
       "                {}\n",
       "            ).addTo(map_39c88b4ba1b6d7343988e89e4b586ef6);\n",
       "        \n",
       "    \n",
       "        var popup_17b80508b9cb0026d93511523c4507d7 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            var html_ee69ac1da0eb223b96f2bda26e91a5e3 = $(`&lt;div id=&quot;html_ee69ac1da0eb223b96f2bda26e91a5e3&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;&lt;b&gt;Timberline Lodge&lt;/b&gt;&lt;/div&gt;`)[0];\n",
       "            popup_17b80508b9cb0026d93511523c4507d7.setContent(html_ee69ac1da0eb223b96f2bda26e91a5e3);\n",
       "        \n",
       "\n",
       "        marker_9d3f23a97f6a3adb01afd4d8e0511e0a.bindPopup(popup_17b80508b9cb0026d93511523c4507d7)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            marker_9d3f23a97f6a3adb01afd4d8e0511e0a.bindTooltip(\n",
       "                `&lt;div&gt;\n",
       "                     Click me!\n",
       "                 &lt;/div&gt;`,\n",
       "                {&quot;sticky&quot;: true}\n",
       "            );\n",
       "        \n",
       "&lt;/script&gt;\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x1ec7be02560>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m = folium.Map(location=[-0.42013, 36.94759], zoom_start=12, tiles=\"Stamen Terrain\")\n",
    "\n",
    "tooltip = \"Click me!\"\n",
    "\n",
    "folium.Marker(\n",
    "    [-0.4253, 36.95659], popup=\"<i>DEKUT</i>\", tooltip=tooltip\n",
    ").add_to(m)\n",
    "folium.Marker(\n",
    "    [-0.42122, 36.92789], popup=\"<b>Timberline Lodge</b>\", tooltip=tooltip\n",
    ").add_to(m)\n",
    "\n",
    "m"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "36e79339",
   "metadata": {},
   "source": [
    "There is built in support for colors and marker icon types from bootstrap."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "82a07780",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe srcdoc=\"&lt;!DOCTYPE html&gt;\n",
       "&lt;head&gt;    \n",
       "    &lt;meta http-equiv=&quot;content-type&quot; content=&quot;text/html; charset=UTF-8&quot; /&gt;\n",
       "    \n",
       "        &lt;script&gt;\n",
       "            L_NO_TOUCH = false;\n",
       "            L_DISABLE_3D = false;\n",
       "        &lt;/script&gt;\n",
       "    \n",
       "    &lt;style&gt;html, body {width: 100%;height: 100%;margin: 0;padding: 0;}&lt;/style&gt;\n",
       "    &lt;style&gt;#map {position:absolute;top:0;bottom:0;right:0;left:0;}&lt;/style&gt;\n",
       "    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.6.0/dist/leaflet.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;script src=&quot;https://code.jquery.com/jquery-1.12.4.min.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;script src=&quot;https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.6.0/dist/leaflet.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap-theme.min.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://maxcdn.bootstrapcdn.com/font-awesome/4.6.3/css/font-awesome.min.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/gh/python-visualization/folium/folium/templates/leaflet.awesome.rotate.min.css&quot;/&gt;\n",
       "    \n",
       "            &lt;meta name=&quot;viewport&quot; content=&quot;width=device-width,\n",
       "                initial-scale=1.0, maximum-scale=1.0, user-scalable=no&quot; /&gt;\n",
       "            &lt;style&gt;\n",
       "                #map_a2f1b565c8d6acf91984278d3d2783b3 {\n",
       "                    position: relative;\n",
       "                    width: 100.0%;\n",
       "                    height: 100.0%;\n",
       "                    left: 0.0%;\n",
       "                    top: 0.0%;\n",
       "                }\n",
       "            &lt;/style&gt;\n",
       "        \n",
       "&lt;/head&gt;\n",
       "&lt;body&gt;    \n",
       "    \n",
       "            &lt;div class=&quot;folium-map&quot; id=&quot;map_a2f1b565c8d6acf91984278d3d2783b3&quot; &gt;&lt;/div&gt;\n",
       "        \n",
       "&lt;/body&gt;\n",
       "&lt;script&gt;    \n",
       "    \n",
       "            var map_a2f1b565c8d6acf91984278d3d2783b3 = L.map(\n",
       "                &quot;map_a2f1b565c8d6acf91984278d3d2783b3&quot;,\n",
       "                {\n",
       "                    center: [-0.42013, 36.94759],\n",
       "                    crs: L.CRS.EPSG3857,\n",
       "                    zoom: 12,\n",
       "                    zoomControl: true,\n",
       "                    preferCanvas: false,\n",
       "                }\n",
       "            );\n",
       "\n",
       "            \n",
       "\n",
       "        \n",
       "    \n",
       "            var tile_layer_97a34a953efb47d252c69dcb0a62161d = L.tileLayer(\n",
       "                &quot;https://stamen-tiles-{s}.a.ssl.fastly.net/terrain/{z}/{x}/{y}.jpg&quot;,\n",
       "                {&quot;attribution&quot;: &quot;Map tiles by \\u003ca href=\\&quot;http://stamen.com\\&quot;\\u003eStamen Design\\u003c/a\\u003e, under \\u003ca href=\\&quot;http://creativecommons.org/licenses/by/3.0\\&quot;\\u003eCC BY 3.0\\u003c/a\\u003e. Data by \\u0026copy; \\u003ca href=\\&quot;http://openstreetmap.org\\&quot;\\u003eOpenStreetMap\\u003c/a\\u003e, under \\u003ca href=\\&quot;http://creativecommons.org/licenses/by-sa/3.0\\&quot;\\u003eCC BY SA\\u003c/a\\u003e.&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 18, &quot;maxZoom&quot;: 18, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n",
       "            ).addTo(map_a2f1b565c8d6acf91984278d3d2783b3);\n",
       "        \n",
       "    \n",
       "            var marker_88d7e75ac1ad6fa5281a5acb498fb424 = L.marker(\n",
       "                [-0.42013, 36.92759],\n",
       "                {}\n",
       "            ).addTo(map_a2f1b565c8d6acf91984278d3d2783b3);\n",
       "        \n",
       "    \n",
       "            var icon_7665d5087da92821a202e4950e7ae07b = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;cloud&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_88d7e75ac1ad6fa5281a5acb498fb424.setIcon(icon_7665d5087da92821a202e4950e7ae07b);\n",
       "        \n",
       "    \n",
       "        var popup_69ce792be74221c84f1acf9ca7b9cc4b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            var html_688339459824842646882b033e631c99 = $(`&lt;div id=&quot;html_688339459824842646882b033e631c99&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Mt. Hood Meadows&lt;/div&gt;`)[0];\n",
       "            popup_69ce792be74221c84f1acf9ca7b9cc4b.setContent(html_688339459824842646882b033e631c99);\n",
       "        \n",
       "\n",
       "        marker_88d7e75ac1ad6fa5281a5acb498fb424.bindPopup(popup_69ce792be74221c84f1acf9ca7b9cc4b)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_61586bcdff4ee198761a8defdd5304aa = L.marker(\n",
       "                [-0.46013, 36.94789],\n",
       "                {}\n",
       "            ).addTo(map_a2f1b565c8d6acf91984278d3d2783b3);\n",
       "        \n",
       "    \n",
       "            var icon_f6d068f03ea814dc59386ae6e2844ccb = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_61586bcdff4ee198761a8defdd5304aa.setIcon(icon_f6d068f03ea814dc59386ae6e2844ccb);\n",
       "        \n",
       "    \n",
       "        var popup_208463f198d5cfce49f3a790278a34e3 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            var html_9686086ae7f315ed4dadcf57e36bcd95 = $(`&lt;div id=&quot;html_9686086ae7f315ed4dadcf57e36bcd95&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Timberline Lodge&lt;/div&gt;`)[0];\n",
       "            popup_208463f198d5cfce49f3a790278a34e3.setContent(html_9686086ae7f315ed4dadcf57e36bcd95);\n",
       "        \n",
       "\n",
       "        marker_61586bcdff4ee198761a8defdd5304aa.bindPopup(popup_208463f198d5cfce49f3a790278a34e3)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var marker_ceaf55caea6ede8601a2668ac4acdd2b = L.marker(\n",
       "                [-0.48113, 36.96759],\n",
       "                {}\n",
       "            ).addTo(map_a2f1b565c8d6acf91984278d3d2783b3);\n",
       "        \n",
       "    \n",
       "            var icon_4f846049408d91875361807dde4452a9 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_ceaf55caea6ede8601a2668ac4acdd2b.setIcon(icon_4f846049408d91875361807dde4452a9);\n",
       "        \n",
       "    \n",
       "        var popup_16d356a90556724129474d603e04e406 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            var html_5e5b57e8bff490f10ecf279345db6fa0 = $(`&lt;div id=&quot;html_5e5b57e8bff490f10ecf279345db6fa0&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Some Other Location&lt;/div&gt;`)[0];\n",
       "            popup_16d356a90556724129474d603e04e406.setContent(html_5e5b57e8bff490f10ecf279345db6fa0);\n",
       "        \n",
       "\n",
       "        marker_ceaf55caea6ede8601a2668ac4acdd2b.bindPopup(popup_16d356a90556724129474d603e04e406)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "&lt;/script&gt;\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x1ec7a8c5840>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m = folium.Map(location=[-0.42013, 36.94759], zoom_start=12, tiles=\"Stamen Terrain\")\n",
    "\n",
    "folium.Marker(\n",
    "    location=[-0.42013, 36.92759],\n",
    "    popup=\"Mt. Hood Meadows\",\n",
    "    icon=folium.Icon(icon=\"cloud\"),\n",
    ").add_to(m)\n",
    "\n",
    "folium.Marker(\n",
    "    location=[-0.46013, 36.94789],\n",
    "    popup=\"Timberline Lodge\",\n",
    "    icon=folium.Icon(color=\"green\"),\n",
    ").add_to(m)\n",
    "\n",
    "folium.Marker(\n",
    "    location=[-0.48113, 36.96759],\n",
    "    popup=\"Some Other Location\",\n",
    "    icon=folium.Icon(color=\"red\", icon=\"info-sign\"),\n",
    ").add_to(m)\n",
    "\n",
    "\n",
    "m"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5a44b392",
   "metadata": {},
   "source": [
    "Leaflet’s Circle and CircleMarker, implemented to reflect radii in units of meters and pixels respectively, are available as features. See the features.py for more options."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "b06464b4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe srcdoc=\"&lt;!DOCTYPE html&gt;\n",
       "&lt;head&gt;    \n",
       "    &lt;meta http-equiv=&quot;content-type&quot; content=&quot;text/html; charset=UTF-8&quot; /&gt;\n",
       "    \n",
       "        &lt;script&gt;\n",
       "            L_NO_TOUCH = false;\n",
       "            L_DISABLE_3D = false;\n",
       "        &lt;/script&gt;\n",
       "    \n",
       "    &lt;style&gt;html, body {width: 100%;height: 100%;margin: 0;padding: 0;}&lt;/style&gt;\n",
       "    &lt;style&gt;#map {position:absolute;top:0;bottom:0;right:0;left:0;}&lt;/style&gt;\n",
       "    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.6.0/dist/leaflet.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;script src=&quot;https://code.jquery.com/jquery-1.12.4.min.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;script src=&quot;https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.6.0/dist/leaflet.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap-theme.min.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://maxcdn.bootstrapcdn.com/font-awesome/4.6.3/css/font-awesome.min.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/gh/python-visualization/folium/folium/templates/leaflet.awesome.rotate.min.css&quot;/&gt;\n",
       "    \n",
       "            &lt;meta name=&quot;viewport&quot; content=&quot;width=device-width,\n",
       "                initial-scale=1.0, maximum-scale=1.0, user-scalable=no&quot; /&gt;\n",
       "            &lt;style&gt;\n",
       "                #map_206494241976d40c03945a802a60bc2a {\n",
       "                    position: relative;\n",
       "                    width: 100.0%;\n",
       "                    height: 100.0%;\n",
       "                    left: 0.0%;\n",
       "                    top: 0.0%;\n",
       "                }\n",
       "            &lt;/style&gt;\n",
       "        \n",
       "&lt;/head&gt;\n",
       "&lt;body&gt;    \n",
       "    \n",
       "            &lt;div class=&quot;folium-map&quot; id=&quot;map_206494241976d40c03945a802a60bc2a&quot; &gt;&lt;/div&gt;\n",
       "        \n",
       "&lt;/body&gt;\n",
       "&lt;script&gt;    \n",
       "    \n",
       "            var map_206494241976d40c03945a802a60bc2a = L.map(\n",
       "                &quot;map_206494241976d40c03945a802a60bc2a&quot;,\n",
       "                {\n",
       "                    center: [-0.42013, 36.94759],\n",
       "                    crs: L.CRS.EPSG3857,\n",
       "                    zoom: 13,\n",
       "                    zoomControl: true,\n",
       "                    preferCanvas: false,\n",
       "                }\n",
       "            );\n",
       "\n",
       "            \n",
       "\n",
       "        \n",
       "    \n",
       "            var tile_layer_bfacab4dd0c9cffd378b9b203c291cc1 = L.tileLayer(\n",
       "                &quot;https://stamen-tiles-{s}.a.ssl.fastly.net/terrain/{z}/{x}/{y}.jpg&quot;,\n",
       "                {&quot;attribution&quot;: &quot;Map tiles by \\u003ca href=\\&quot;http://stamen.com\\&quot;\\u003eStamen Design\\u003c/a\\u003e, under \\u003ca href=\\&quot;http://creativecommons.org/licenses/by/3.0\\&quot;\\u003eCC BY 3.0\\u003c/a\\u003e. Data by \\u0026copy; \\u003ca href=\\&quot;http://openstreetmap.org\\&quot;\\u003eOpenStreetMap\\u003c/a\\u003e, under \\u003ca href=\\&quot;http://creativecommons.org/licenses/by-sa/3.0\\&quot;\\u003eCC BY SA\\u003c/a\\u003e.&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 18, &quot;maxZoom&quot;: 18, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n",
       "            ).addTo(map_206494241976d40c03945a802a60bc2a);\n",
       "        \n",
       "    \n",
       "            var circle_ca4552bbfcaecd61aa86a542f49cdefd = L.circle(\n",
       "                [-0.42213, 36.94759],\n",
       "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;crimson&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;crimson&quot;, &quot;fillOpacity&quot;: 0.2, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 100, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
       "            ).addTo(map_206494241976d40c03945a802a60bc2a);\n",
       "        \n",
       "    \n",
       "        var popup_cd2b5ba303a30f5e3ba23b8cbed6020f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            var html_b35386da4f43b480aadbc4f9feceae02 = $(`&lt;div id=&quot;html_b35386da4f43b480aadbc4f9feceae02&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;The Waterfront&lt;/div&gt;`)[0];\n",
       "            popup_cd2b5ba303a30f5e3ba23b8cbed6020f.setContent(html_b35386da4f43b480aadbc4f9feceae02);\n",
       "        \n",
       "\n",
       "        circle_ca4552bbfcaecd61aa86a542f49cdefd.bindPopup(popup_cd2b5ba303a30f5e3ba23b8cbed6020f)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "            var circle_marker_ac1602db7ad9ae5008b27b667cd723e4 = L.circleMarker(\n",
       "                [-0.42013, 36.96759],\n",
       "                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#3186cc&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#3186cc&quot;, &quot;fillOpacity&quot;: 0.2, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 50, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n",
       "            ).addTo(map_206494241976d40c03945a802a60bc2a);\n",
       "        \n",
       "    \n",
       "        var popup_dc141cf8d7b843d04c4f58320fc539a0 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            var html_2df76fbfc4b6e05595dea81502abc15d = $(`&lt;div id=&quot;html_2df76fbfc4b6e05595dea81502abc15d&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Nyeri GardenCenter&lt;/div&gt;`)[0];\n",
       "            popup_dc141cf8d7b843d04c4f58320fc539a0.setContent(html_2df76fbfc4b6e05595dea81502abc15d);\n",
       "        \n",
       "\n",
       "        circle_marker_ac1602db7ad9ae5008b27b667cd723e4.bindPopup(popup_dc141cf8d7b843d04c4f58320fc539a0)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "&lt;/script&gt;\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x1ec7a8c5cf0>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m = folium.Map(location=[-0.42013, 36.94759], tiles=\"Stamen Terrain\", zoom_start=13)\n",
    "\n",
    "folium.Circle(\n",
    "    radius=100,\n",
    "    location=[-0.42213, 36.94759],\n",
    "    popup=\"The Waterfront\",\n",
    "    color=\"crimson\",\n",
    "    fill=False,\n",
    ").add_to(m)\n",
    "\n",
    "folium.CircleMarker(\n",
    "    location=[-0.42013, 36.96759],\n",
    "    radius=50,\n",
    "    popup=\"Nyeri GardenCenter\",\n",
    "    color=\"#3186cc\",\n",
    "    fill=True,\n",
    "    fill_color=\"#3186cc\",\n",
    ").add_to(m)\n",
    "\n",
    "\n",
    "m"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6069ab89",
   "metadata": {},
   "source": [
    "a convenience function to enable lat/lon popovers. This can help users to find a location by interactively browsing the map."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "12ce547c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe srcdoc=\"&lt;!DOCTYPE html&gt;\n",
       "&lt;head&gt;    \n",
       "    &lt;meta http-equiv=&quot;content-type&quot; content=&quot;text/html; charset=UTF-8&quot; /&gt;\n",
       "    \n",
       "        &lt;script&gt;\n",
       "            L_NO_TOUCH = false;\n",
       "            L_DISABLE_3D = false;\n",
       "        &lt;/script&gt;\n",
       "    \n",
       "    &lt;style&gt;html, body {width: 100%;height: 100%;margin: 0;padding: 0;}&lt;/style&gt;\n",
       "    &lt;style&gt;#map {position:absolute;top:0;bottom:0;right:0;left:0;}&lt;/style&gt;\n",
       "    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.6.0/dist/leaflet.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;script src=&quot;https://code.jquery.com/jquery-1.12.4.min.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;script src=&quot;https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.6.0/dist/leaflet.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap-theme.min.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://maxcdn.bootstrapcdn.com/font-awesome/4.6.3/css/font-awesome.min.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/gh/python-visualization/folium/folium/templates/leaflet.awesome.rotate.min.css&quot;/&gt;\n",
       "    \n",
       "            &lt;meta name=&quot;viewport&quot; content=&quot;width=device-width,\n",
       "                initial-scale=1.0, maximum-scale=1.0, user-scalable=no&quot; /&gt;\n",
       "            &lt;style&gt;\n",
       "                #map_e408695efcde9a157295457f311df781 {\n",
       "                    position: relative;\n",
       "                    width: 100.0%;\n",
       "                    height: 100.0%;\n",
       "                    left: 0.0%;\n",
       "                    top: 0.0%;\n",
       "                }\n",
       "            &lt;/style&gt;\n",
       "        \n",
       "&lt;/head&gt;\n",
       "&lt;body&gt;    \n",
       "    \n",
       "            &lt;div class=&quot;folium-map&quot; id=&quot;map_e408695efcde9a157295457f311df781&quot; &gt;&lt;/div&gt;\n",
       "        \n",
       "&lt;/body&gt;\n",
       "&lt;script&gt;    \n",
       "    \n",
       "            var map_e408695efcde9a157295457f311df781 = L.map(\n",
       "                &quot;map_e408695efcde9a157295457f311df781&quot;,\n",
       "                {\n",
       "                    center: [-0.42013, 36.94759],\n",
       "                    crs: L.CRS.EPSG3857,\n",
       "                    zoom: 13,\n",
       "                    zoomControl: true,\n",
       "                    preferCanvas: false,\n",
       "                }\n",
       "            );\n",
       "\n",
       "            \n",
       "\n",
       "        \n",
       "    \n",
       "            var tile_layer_9afc24afdd13af1ca3cb88e77f518968 = L.tileLayer(\n",
       "                &quot;https://stamen-tiles-{s}.a.ssl.fastly.net/terrain/{z}/{x}/{y}.jpg&quot;,\n",
       "                {&quot;attribution&quot;: &quot;Map tiles by \\u003ca href=\\&quot;http://stamen.com\\&quot;\\u003eStamen Design\\u003c/a\\u003e, under \\u003ca href=\\&quot;http://creativecommons.org/licenses/by/3.0\\&quot;\\u003eCC BY 3.0\\u003c/a\\u003e. Data by \\u0026copy; \\u003ca href=\\&quot;http://openstreetmap.org\\&quot;\\u003eOpenStreetMap\\u003c/a\\u003e, under \\u003ca href=\\&quot;http://creativecommons.org/licenses/by-sa/3.0\\&quot;\\u003eCC BY SA\\u003c/a\\u003e.&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 18, &quot;maxZoom&quot;: 18, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n",
       "            ).addTo(map_e408695efcde9a157295457f311df781);\n",
       "        \n",
       "    \n",
       "                var lat_lng_popup_6154e88c9524e9627ba41e6aeaa0e6f0 = L.popup();\n",
       "                function latLngPop(e) {\n",
       "                    lat_lng_popup_6154e88c9524e9627ba41e6aeaa0e6f0\n",
       "                        .setLatLng(e.latlng)\n",
       "                        .setContent(&quot;Latitude: &quot; + e.latlng.lat.toFixed(4) +\n",
       "                                    &quot;&lt;br&gt;Longitude: &quot; + e.latlng.lng.toFixed(4))\n",
       "                        .openOn(map_e408695efcde9a157295457f311df781);\n",
       "                    }\n",
       "                map_e408695efcde9a157295457f311df781.on(&#x27;click&#x27;, latLngPop);\n",
       "            \n",
       "&lt;/script&gt;\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x1ec7a8c7bb0>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m = folium.Map(location=[-0.42013, 36.94759], tiles=\"Stamen Terrain\", zoom_start=13)\n",
    "\n",
    "m.add_child(folium.LatLngPopup())\n",
    "\n",
    "m"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9a5a84b6",
   "metadata": {},
   "source": [
    "and click-for-marker functionality for on-the-fly placement of markers:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "32fa9228",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe srcdoc=\"&lt;!DOCTYPE html&gt;\n",
       "&lt;head&gt;    \n",
       "    &lt;meta http-equiv=&quot;content-type&quot; content=&quot;text/html; charset=UTF-8&quot; /&gt;\n",
       "    \n",
       "        &lt;script&gt;\n",
       "            L_NO_TOUCH = false;\n",
       "            L_DISABLE_3D = false;\n",
       "        &lt;/script&gt;\n",
       "    \n",
       "    &lt;style&gt;html, body {width: 100%;height: 100%;margin: 0;padding: 0;}&lt;/style&gt;\n",
       "    &lt;style&gt;#map {position:absolute;top:0;bottom:0;right:0;left:0;}&lt;/style&gt;\n",
       "    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.6.0/dist/leaflet.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;script src=&quot;https://code.jquery.com/jquery-1.12.4.min.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;script src=&quot;https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.6.0/dist/leaflet.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap-theme.min.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://maxcdn.bootstrapcdn.com/font-awesome/4.6.3/css/font-awesome.min.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/gh/python-visualization/folium/folium/templates/leaflet.awesome.rotate.min.css&quot;/&gt;\n",
       "    \n",
       "            &lt;meta name=&quot;viewport&quot; content=&quot;width=device-width,\n",
       "                initial-scale=1.0, maximum-scale=1.0, user-scalable=no&quot; /&gt;\n",
       "            &lt;style&gt;\n",
       "                #map_130785d90919530063dc406cb06cc1d7 {\n",
       "                    position: relative;\n",
       "                    width: 100.0%;\n",
       "                    height: 100.0%;\n",
       "                    left: 0.0%;\n",
       "                    top: 0.0%;\n",
       "                }\n",
       "            &lt;/style&gt;\n",
       "        \n",
       "&lt;/head&gt;\n",
       "&lt;body&gt;    \n",
       "    \n",
       "            &lt;div class=&quot;folium-map&quot; id=&quot;map_130785d90919530063dc406cb06cc1d7&quot; &gt;&lt;/div&gt;\n",
       "        \n",
       "&lt;/body&gt;\n",
       "&lt;script&gt;    \n",
       "    \n",
       "            var map_130785d90919530063dc406cb06cc1d7 = L.map(\n",
       "                &quot;map_130785d90919530063dc406cb06cc1d7&quot;,\n",
       "                {\n",
       "                    center: [-0.42013, 36.94759],\n",
       "                    crs: L.CRS.EPSG3857,\n",
       "                    zoom: 13,\n",
       "                    zoomControl: true,\n",
       "                    preferCanvas: false,\n",
       "                }\n",
       "            );\n",
       "\n",
       "            \n",
       "\n",
       "        \n",
       "    \n",
       "            var tile_layer_9cc4b88d874189f7014b9b07aa6f2ab4 = L.tileLayer(\n",
       "                &quot;https://stamen-tiles-{s}.a.ssl.fastly.net/terrain/{z}/{x}/{y}.jpg&quot;,\n",
       "                {&quot;attribution&quot;: &quot;Map tiles by \\u003ca href=\\&quot;http://stamen.com\\&quot;\\u003eStamen Design\\u003c/a\\u003e, under \\u003ca href=\\&quot;http://creativecommons.org/licenses/by/3.0\\&quot;\\u003eCC BY 3.0\\u003c/a\\u003e. Data by \\u0026copy; \\u003ca href=\\&quot;http://openstreetmap.org\\&quot;\\u003eOpenStreetMap\\u003c/a\\u003e, under \\u003ca href=\\&quot;http://creativecommons.org/licenses/by-sa/3.0\\&quot;\\u003eCC BY SA\\u003c/a\\u003e.&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 18, &quot;maxZoom&quot;: 18, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n",
       "            ).addTo(map_130785d90919530063dc406cb06cc1d7);\n",
       "        \n",
       "    \n",
       "            var marker_215ddd48c1012ba23d5f8a599c06fcce = L.marker(\n",
       "                [-0.42013, 36.94759],\n",
       "                {}\n",
       "            ).addTo(map_130785d90919530063dc406cb06cc1d7);\n",
       "        \n",
       "    \n",
       "        var popup_06f394bb40c14a173dde9ac04b76a06c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
       "\n",
       "        \n",
       "            var html_e8d8de5324ccf36498a3bc9145a07e5b = $(`&lt;div id=&quot;html_e8d8de5324ccf36498a3bc9145a07e5b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;Camp Muir&lt;/div&gt;`)[0];\n",
       "            popup_06f394bb40c14a173dde9ac04b76a06c.setContent(html_e8d8de5324ccf36498a3bc9145a07e5b);\n",
       "        \n",
       "\n",
       "        marker_215ddd48c1012ba23d5f8a599c06fcce.bindPopup(popup_06f394bb40c14a173dde9ac04b76a06c)\n",
       "        ;\n",
       "\n",
       "        \n",
       "    \n",
       "    \n",
       "                function newMarker(e){\n",
       "                    var new_mark = L.marker().setLatLng(e.latlng).addTo(map_130785d90919530063dc406cb06cc1d7);\n",
       "                    new_mark.dragging.enable();\n",
       "                    new_mark.on(&#x27;dblclick&#x27;, function(e){ map_130785d90919530063dc406cb06cc1d7.removeLayer(e.target)})\n",
       "                    var lat = e.latlng.lat.toFixed(4),\n",
       "                       lng = e.latlng.lng.toFixed(4);\n",
       "                    new_mark.bindPopup(&quot;Nyeri Town&quot;);\n",
       "                    };\n",
       "                map_130785d90919530063dc406cb06cc1d7.on(&#x27;click&#x27;, newMarker);\n",
       "            \n",
       "&lt;/script&gt;\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x1ec7a8c75e0>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m = folium.Map(location=[-0.42013, 36.94759], tiles=\"Stamen Terrain\", zoom_start=13)\n",
    "\n",
    "folium.Marker([-0.42013, 36.94759], popup=\"Camp Muir\").add_to(m)\n",
    "\n",
    "m.add_child(folium.ClickForMarker(popup=\"Nyeri Town\"))\n",
    "\n",
    "\n",
    "m"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6d05d3de",
   "metadata": {},
   "source": [
    "Choropleth maps\n",
    "Choropleth can be easily created by binding the data between Pandas DataFrames/Series and Geo/TopoJSON geometries. Color Brewer sequential color schemes are built-in to the library, and can be passed to quickly visualize different combinations."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "c712b4ac",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe srcdoc=\"&lt;!DOCTYPE html&gt;\n",
       "&lt;head&gt;    \n",
       "    &lt;meta http-equiv=&quot;content-type&quot; content=&quot;text/html; charset=UTF-8&quot; /&gt;\n",
       "    \n",
       "        &lt;script&gt;\n",
       "            L_NO_TOUCH = false;\n",
       "            L_DISABLE_3D = false;\n",
       "        &lt;/script&gt;\n",
       "    \n",
       "    &lt;style&gt;html, body {width: 100%;height: 100%;margin: 0;padding: 0;}&lt;/style&gt;\n",
       "    &lt;style&gt;#map {position:absolute;top:0;bottom:0;right:0;left:0;}&lt;/style&gt;\n",
       "    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.6.0/dist/leaflet.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;script src=&quot;https://code.jquery.com/jquery-1.12.4.min.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;script src=&quot;https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.6.0/dist/leaflet.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap-theme.min.css&quot;/&gt;\n",
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       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/gh/python-visualization/folium/folium/templates/leaflet.awesome.rotate.min.css&quot;/&gt;\n",
       "    \n",
       "            &lt;meta name=&quot;viewport&quot; content=&quot;width=device-width,\n",
       "                initial-scale=1.0, maximum-scale=1.0, user-scalable=no&quot; /&gt;\n",
       "            &lt;style&gt;\n",
       "                #map_7f52d5b584ddf1fea7dcfb417cf9c51e {\n",
       "                    position: relative;\n",
       "                    width: 100.0%;\n",
       "                    height: 100.0%;\n",
       "                    left: 0.0%;\n",
       "                    top: 0.0%;\n",
       "                }\n",
       "            &lt;/style&gt;\n",
       "        \n",
       "    &lt;script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/d3/3.5.5/d3.min.js&quot;&gt;&lt;/script&gt;\n",
       "&lt;/head&gt;\n",
       "&lt;body&gt;    \n",
       "    \n",
       "            &lt;div class=&quot;folium-map&quot; id=&quot;map_7f52d5b584ddf1fea7dcfb417cf9c51e&quot; &gt;&lt;/div&gt;\n",
       "        \n",
       "&lt;/body&gt;\n",
       "&lt;script&gt;    \n",
       "    \n",
       "            var map_7f52d5b584ddf1fea7dcfb417cf9c51e = L.map(\n",
       "                &quot;map_7f52d5b584ddf1fea7dcfb417cf9c51e&quot;,\n",
       "                {\n",
       "                    center: [48.0, -102.0],\n",
       "                    crs: L.CRS.EPSG3857,\n",
       "                    zoom: 3,\n",
       "                    zoomControl: true,\n",
       "                    preferCanvas: false,\n",
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       "\n",
       "            \n",
       "\n",
       "        \n",
       "    \n",
       "            var tile_layer_6ebe74df0e612641654aa6057e47c2ad = L.tileLayer(\n",
       "                &quot;https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png&quot;,\n",
       "                {&quot;attribution&quot;: &quot;Data by \\u0026copy; \\u003ca href=\\&quot;http://openstreetmap.org\\&quot;\\u003eOpenStreetMap\\u003c/a\\u003e, under \\u003ca href=\\&quot;http://www.openstreetmap.org/copyright\\&quot;\\u003eODbL\\u003c/a\\u003e.&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 18, &quot;maxZoom&quot;: 18, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n",
       "            ).addTo(map_7f52d5b584ddf1fea7dcfb417cf9c51e);\n",
       "        \n",
       "    \n",
       "            var choropleth_03a46389547702eb07f6a505f9ec8ae8 = L.featureGroup(\n",
       "                {}\n",
       "            ).addTo(map_7f52d5b584ddf1fea7dcfb417cf9c51e);\n",
       "        \n",
       "    \n",
       "        function geo_json_7ebef96007f7651caf57d2e4ae8ff8d7_styler(feature) {\n",
       "            switch(feature.id) {\n",
       "                case &quot;AZ&quot;: case &quot;CT&quot;: case &quot;FL&quot;: case &quot;GA&quot;: case &quot;IL&quot;: case &quot;IN&quot;: case &quot;KY&quot;: case &quot;MI&quot;: case &quot;MS&quot;: case &quot;NY&quot;: case &quot;OR&quot;: case &quot;PA&quot;: case &quot;SC&quot;: \n",
       "                    return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#31a354&quot;, &quot;fillOpacity&quot;: 0.7, &quot;opacity&quot;: 0.2, &quot;weight&quot;: 1};\n",
       "                case &quot;CA&quot;: case &quot;NV&quot;: case &quot;NJ&quot;: case &quot;NC&quot;: case &quot;RI&quot;: \n",
       "                    return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#006837&quot;, &quot;fillOpacity&quot;: 0.7, &quot;opacity&quot;: 0.2, &quot;weight&quot;: 1};\n",
       "                case &quot;HI&quot;: case &quot;IA&quot;: case &quot;OK&quot;: case &quot;SD&quot;: case &quot;UT&quot;: case &quot;VT&quot;: case &quot;WY&quot;: \n",
       "                    return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#d9f0a3&quot;, &quot;fillOpacity&quot;: 0.7, &quot;opacity&quot;: 0.2, &quot;weight&quot;: 1};\n",
       "                case &quot;ID&quot;: case &quot;KS&quot;: case &quot;LA&quot;: case &quot;MA&quot;: case &quot;MN&quot;: case &quot;MO&quot;: case &quot;MT&quot;: case &quot;NH&quot;: case &quot;TX&quot;: case &quot;VA&quot;: \n",
       "                    return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#addd8e&quot;, &quot;fillOpacity&quot;: 0.7, &quot;opacity&quot;: 0.2, &quot;weight&quot;: 1};\n",
       "                case &quot;NE&quot;: case &quot;ND&quot;: \n",
       "                    return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#ffffcc&quot;, &quot;fillOpacity&quot;: 0.7, &quot;opacity&quot;: 0.2, &quot;weight&quot;: 1};\n",
       "                default:\n",
       "                    return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#78c679&quot;, &quot;fillOpacity&quot;: 0.7, &quot;opacity&quot;: 0.2, &quot;weight&quot;: 1};\n",
       "            }\n",
       "        }\n",
       "\n",
       "        function geo_json_7ebef96007f7651caf57d2e4ae8ff8d7_onEachFeature(feature, layer) {\n",
       "            layer.on({\n",
       "            });\n",
       "        };\n",
       "        var geo_json_7ebef96007f7651caf57d2e4ae8ff8d7 = L.geoJson(null, {\n",
       "                onEachFeature: geo_json_7ebef96007f7651caf57d2e4ae8ff8d7_onEachFeature,\n",
       "            \n",
       "                style: geo_json_7ebef96007f7651caf57d2e4ae8ff8d7_styler,\n",
       "        });\n",
       "\n",
       "        function geo_json_7ebef96007f7651caf57d2e4ae8ff8d7_add (data) {\n",
       "            geo_json_7ebef96007f7651caf57d2e4ae8ff8d7\n",
       "                .addData(data)\n",
       "                .addTo(choropleth_03a46389547702eb07f6a505f9ec8ae8);\n",
       "        }\n",
       "            geo_json_7ebef96007f7651caf57d2e4ae8ff8d7_add({&quot;features&quot;: [{&quot;geometry&quot;: {&quot;coordinates&quot;: [[[-87.359296, 35.00118], [-85.606675, 34.984749], [-85.431413, 34.124869], [-85.184951, 32.859696], [-85.069935, 32.580372], [-84.960397, 32.421541], [-85.004212, 32.322956], [-84.889196, 32.262709], [-85.058981, 32.13674], [-85.053504, 32.01077], [-85.141136, 31.840985], [-85.042551, 31.539753], [-85.113751, 31.27686], [-85.004212, 31.003013], [-85.497137, 30.997536], [-87.600282, 30.997536], [-87.633143, 30.86609], [-87.408589, 30.674397], [-87.446927, 30.510088], [-87.37025, 30.427934], [-87.518128, 30.280057], [-87.655051, 30.247195], [-87.90699, 30.411504], [-87.934375, 30.657966], [-88.011052, 30.685351], [-88.10416, 30.499135], [-88.137022, 30.318396], [-88.394438, 30.367688], [-88.471115, 31.895754], [-88.241084, 33.796253], [-88.098683, 34.891641], [-88.202745, 34.995703], [-87.359296, 35.00118]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;id&quot;: &quot;AL&quot;, &quot;properties&quot;: {&quot;name&quot;: &quot;Alabama&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [[[[-131.602021, 55.117982], [-131.569159, 55.28229], [-131.355558, 55.183705], [-131.38842, 55.01392], [-131.645836, 55.035827], [-131.602021, 55.117982]]], [[[-131.832052, 55.42469], [-131.645836, 55.304197], [-131.749898, 55.128935], [-131.832052, 55.189182], [-131.832052, 55.42469]]], [[[-132.976733, 56.437924], [-132.735747, 56.459832], [-132.631685, 56.421493], [-132.664547, 56.273616], [-132.878148, 56.240754], [-133.069841, 56.333862], [-132.976733, 56.437924]]], [[[-133.595627, 56.350293], [-133.162949, 56.317431], [-133.05341, 56.125739], [-132.620732, 55.912138], [-132.472854, 55.780691], [-132.4619, 55.671152], [-132.357838, 55.649245], [-132.341408, 55.506844], [-132.166146, 55.364444], [-132.144238, 55.238474], [-132.029222, 55.276813], [-131.97993, 55.178228], [-131.958022, 54.789365], 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       "\n",
       "        \n",
       "    \n",
       "    var color_map_47b4730206e3b2b24a00020fd1fdeb29 = {};\n",
       "\n",
       "    \n",
       "    color_map_47b4730206e3b2b24a00020fd1fdeb29.color = d3.scale.threshold()\n",
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       "    \n",
       "\n",
       "    color_map_47b4730206e3b2b24a00020fd1fdeb29.x = d3.scale.linear()\n",
       "              .domain([3.2, 10.3])\n",
       "              .range([0, 400]);\n",
       "\n",
       "    color_map_47b4730206e3b2b24a00020fd1fdeb29.legend = L.control({position: &#x27;topright&#x27;});\n",
       "    color_map_47b4730206e3b2b24a00020fd1fdeb29.legend.onAdd = function (map) {var div = L.DomUtil.create(&#x27;div&#x27;, &#x27;legend&#x27;); return div};\n",
       "    color_map_47b4730206e3b2b24a00020fd1fdeb29.legend.addTo(map_7f52d5b584ddf1fea7dcfb417cf9c51e);\n",
       "\n",
       "    color_map_47b4730206e3b2b24a00020fd1fdeb29.xAxis = d3.svg.axis()\n",
       "        .scale(color_map_47b4730206e3b2b24a00020fd1fdeb29.x)\n",
       "        .orient(&quot;top&quot;)\n",
       "        .tickSize(1)\n",
       "        .tickValues([3.2, 4.383333333333334, 5.566666666666666, 6.75, 7.933333333333334, 9.116666666666667, 10.3]);\n",
       "\n",
       "    color_map_47b4730206e3b2b24a00020fd1fdeb29.svg = d3.select(&quot;.legend.leaflet-control&quot;).append(&quot;svg&quot;)\n",
       "        .attr(&quot;id&quot;, &#x27;legend&#x27;)\n",
       "        .attr(&quot;width&quot;, 450)\n",
       "        .attr(&quot;height&quot;, 40);\n",
       "\n",
       "    color_map_47b4730206e3b2b24a00020fd1fdeb29.g = color_map_47b4730206e3b2b24a00020fd1fdeb29.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",
       "    color_map_47b4730206e3b2b24a00020fd1fdeb29.g.selectAll(&quot;rect&quot;)\n",
       "        .data(color_map_47b4730206e3b2b24a00020fd1fdeb29.color.range().map(function(d, i) {\n",
       "          return {\n",
       "            x0: i ? color_map_47b4730206e3b2b24a00020fd1fdeb29.x(color_map_47b4730206e3b2b24a00020fd1fdeb29.color.domain()[i - 1]) : color_map_47b4730206e3b2b24a00020fd1fdeb29.x.range()[0],\n",
       "            x1: i &lt; color_map_47b4730206e3b2b24a00020fd1fdeb29.color.domain().length ? color_map_47b4730206e3b2b24a00020fd1fdeb29.x(color_map_47b4730206e3b2b24a00020fd1fdeb29.color.domain()[i]) : color_map_47b4730206e3b2b24a00020fd1fdeb29.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",
       "    color_map_47b4730206e3b2b24a00020fd1fdeb29.g.call(color_map_47b4730206e3b2b24a00020fd1fdeb29.xAxis).append(&quot;text&quot;)\n",
       "        .attr(&quot;class&quot;, &quot;caption&quot;)\n",
       "        .attr(&quot;y&quot;, 21)\n",
       "        .text(&#x27;Unemployment Rate (%)&#x27;);\n",
       "    \n",
       "            var layer_control_e8f032737195cedc4956470dfa665824 = {\n",
       "                base_layers : {\n",
       "                    &quot;openstreetmap&quot; : tile_layer_6ebe74df0e612641654aa6057e47c2ad,\n",
       "                },\n",
       "                overlays :  {\n",
       "                    &quot;choropleth&quot; : choropleth_03a46389547702eb07f6a505f9ec8ae8,\n",
       "                },\n",
       "            };\n",
       "            L.control.layers(\n",
       "                layer_control_e8f032737195cedc4956470dfa665824.base_layers,\n",
       "                layer_control_e8f032737195cedc4956470dfa665824.overlays,\n",
       "                {&quot;autoZIndex&quot;: true, &quot;collapsed&quot;: true, &quot;position&quot;: &quot;topright&quot;}\n",
       "            ).addTo(map_7f52d5b584ddf1fea7dcfb417cf9c51e);\n",
       "        \n",
       "&lt;/script&gt;\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x1ec77a67730>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "url = (\n",
    "    \"https://raw.githubusercontent.com/python-visualization/folium/master/examples/data\"\n",
    ")\n",
    "state_geo = f\"{url}/us-states.json\"\n",
    "state_unemployment = f\"{url}/US_Unemployment_Oct2012.csv\"\n",
    "state_data = pd.read_csv(state_unemployment)\n",
    "\n",
    "m = folium.Map(location=[48, -102], zoom_start=3)\n",
    "\n",
    "folium.Choropleth(\n",
    "    geo_data=state_geo,\n",
    "    name=\"choropleth\",\n",
    "    data=state_data,\n",
    "    columns=[\"State\", \"Unemployment\"],\n",
    "    key_on=\"feature.id\",\n",
    "    fill_color=\"YlGn\",\n",
    "    fill_opacity=0.7,\n",
    "    line_opacity=0.2,\n",
    "    legend_name=\"Unemployment Rate (%)\",\n",
    ").add_to(m)\n",
    "\n",
    "folium.LayerControl().add_to(m)\n",
    "\n",
    "m"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3fb9d3e4",
   "metadata": {},
   "source": [
    "The legend on the upper right is automatically generated for your values using 6 same sized bins. Passing your own bins (number or list) is simple:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "2ebcff1e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe srcdoc=\"&lt;!DOCTYPE html&gt;\n",
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       "    &lt;meta http-equiv=&quot;content-type&quot; content=&quot;text/html; charset=UTF-8&quot; /&gt;\n",
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       "    &lt;style&gt;#map {position:absolute;top:0;bottom:0;right:0;left:0;}&lt;/style&gt;\n",
       "    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.6.0/dist/leaflet.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;script src=&quot;https://code.jquery.com/jquery-1.12.4.min.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;script src=&quot;https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.6.0/dist/leaflet.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap-theme.min.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://maxcdn.bootstrapcdn.com/font-awesome/4.6.3/css/font-awesome.min.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/gh/python-visualization/folium/folium/templates/leaflet.awesome.rotate.min.css&quot;/&gt;\n",
       "    \n",
       "            &lt;meta name=&quot;viewport&quot; content=&quot;width=device-width,\n",
       "                initial-scale=1.0, maximum-scale=1.0, user-scalable=no&quot; /&gt;\n",
       "            &lt;style&gt;\n",
       "                #map_eef44a78b3725343a52fed446c994d4d {\n",
       "                    position: relative;\n",
       "                    width: 100.0%;\n",
       "                    height: 100.0%;\n",
       "                    left: 0.0%;\n",
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       "            &lt;/style&gt;\n",
       "        \n",
       "    &lt;script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/d3/3.5.5/d3.min.js&quot;&gt;&lt;/script&gt;\n",
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       "&lt;body&gt;    \n",
       "    \n",
       "            &lt;div class=&quot;folium-map&quot; id=&quot;map_eef44a78b3725343a52fed446c994d4d&quot; &gt;&lt;/div&gt;\n",
       "        \n",
       "&lt;/body&gt;\n",
       "&lt;script&gt;    \n",
       "    \n",
       "            var map_eef44a78b3725343a52fed446c994d4d = L.map(\n",
       "                &quot;map_eef44a78b3725343a52fed446c994d4d&quot;,\n",
       "                {\n",
       "                    center: [48.0, -102.0],\n",
       "                    crs: L.CRS.EPSG3857,\n",
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       "\n",
       "        \n",
       "    \n",
       "            var tile_layer_18a7a8d03a10eb2032d77e5b401066a7 = L.tileLayer(\n",
       "                &quot;https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png&quot;,\n",
       "                {&quot;attribution&quot;: &quot;Data by \\u0026copy; \\u003ca href=\\&quot;http://openstreetmap.org\\&quot;\\u003eOpenStreetMap\\u003c/a\\u003e, under \\u003ca href=\\&quot;http://www.openstreetmap.org/copyright\\&quot;\\u003eODbL\\u003c/a\\u003e.&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 18, &quot;maxZoom&quot;: 18, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n",
       "            ).addTo(map_eef44a78b3725343a52fed446c994d4d);\n",
       "        \n",
       "    \n",
       "            var choropleth_934c0ef00478f991ec7c05d842c9056f = L.featureGroup(\n",
       "                {}\n",
       "            ).addTo(map_eef44a78b3725343a52fed446c994d4d);\n",
       "        \n",
       "    \n",
       "        function geo_json_c85c541033f6d49bb7a2761832abddf0_styler(feature) {\n",
       "            switch(feature.id) {\n",
       "                case &quot;AL&quot;: case &quot;AZ&quot;: case &quot;AR&quot;: case &quot;CO&quot;: case &quot;DE&quot;: case &quot;FL&quot;: case &quot;KY&quot;: case &quot;ME&quot;: case &quot;PA&quot;: case &quot;TN&quot;: case &quot;WA&quot;: case &quot;WV&quot;: \n",
       "                    return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#8c96c6&quot;, &quot;fillOpacity&quot;: 0.7, &quot;opacity&quot;: 0.5, &quot;weight&quot;: 1};\n",
       "                case &quot;AK&quot;: case &quot;ID&quot;: case &quot;LA&quot;: case &quot;MD&quot;: case &quot;MA&quot;: case &quot;MO&quot;: case &quot;MT&quot;: case &quot;NM&quot;: case &quot;OH&quot;: case &quot;TX&quot;: case &quot;VA&quot;: case &quot;WI&quot;: \n",
       "                    return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#b3cde3&quot;, &quot;fillOpacity&quot;: 0.7, &quot;opacity&quot;: 0.5, &quot;weight&quot;: 1};\n",
       "                case &quot;HI&quot;: case &quot;IA&quot;: case &quot;KS&quot;: case &quot;MN&quot;: case &quot;NE&quot;: case &quot;NH&quot;: case &quot;ND&quot;: case &quot;OK&quot;: case &quot;SD&quot;: case &quot;UT&quot;: case &quot;VT&quot;: case &quot;WY&quot;: \n",
       "                    return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#edf8fb&quot;, &quot;fillOpacity&quot;: 0.7, &quot;opacity&quot;: 0.5, &quot;weight&quot;: 1};\n",
       "                default:\n",
       "                    return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#88419d&quot;, &quot;fillOpacity&quot;: 0.7, &quot;opacity&quot;: 0.5, &quot;weight&quot;: 1};\n",
       "            }\n",
       "        }\n",
       "\n",
       "        function geo_json_c85c541033f6d49bb7a2761832abddf0_onEachFeature(feature, layer) {\n",
       "            layer.on({\n",
       "            });\n",
       "        };\n",
       "        var geo_json_c85c541033f6d49bb7a2761832abddf0 = L.geoJson(null, {\n",
       "                onEachFeature: geo_json_c85c541033f6d49bb7a2761832abddf0_onEachFeature,\n",
       "            \n",
       "                style: geo_json_c85c541033f6d49bb7a2761832abddf0_styler,\n",
       "        });\n",
       "\n",
       "        function geo_json_c85c541033f6d49bb7a2761832abddf0_add (data) {\n",
       "            geo_json_c85c541033f6d49bb7a2761832abddf0\n",
       "                .addData(data)\n",
       "                .addTo(choropleth_934c0ef00478f991ec7c05d842c9056f);\n",
       "        }\n",
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       "\n",
       "        \n",
       "    \n",
       "    var color_map_9519f24571247228ba623ba820f4e789 = {};\n",
       "\n",
       "    \n",
       "    color_map_9519f24571247228ba623ba820f4e789.color = d3.scale.threshold()\n",
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       "    \n",
       "\n",
       "    color_map_9519f24571247228ba623ba820f4e789.x = d3.scale.linear()\n",
       "              .domain([3.2, 10.3])\n",
       "              .range([0, 400]);\n",
       "\n",
       "    color_map_9519f24571247228ba623ba820f4e789.legend = L.control({position: &#x27;topright&#x27;});\n",
       "    color_map_9519f24571247228ba623ba820f4e789.legend.onAdd = function (map) {var div = L.DomUtil.create(&#x27;div&#x27;, &#x27;legend&#x27;); return div};\n",
       "    color_map_9519f24571247228ba623ba820f4e789.legend.addTo(map_eef44a78b3725343a52fed446c994d4d);\n",
       "\n",
       "    color_map_9519f24571247228ba623ba820f4e789.xAxis = d3.svg.axis()\n",
       "        .scale(color_map_9519f24571247228ba623ba820f4e789.x)\n",
       "        .orient(&quot;top&quot;)\n",
       "        .tickSize(1)\n",
       "        .tickValues([3.2, 5.8, 7.1, 8.4, 10.3]);\n",
       "\n",
       "    color_map_9519f24571247228ba623ba820f4e789.svg = d3.select(&quot;.legend.leaflet-control&quot;).append(&quot;svg&quot;)\n",
       "        .attr(&quot;id&quot;, &#x27;legend&#x27;)\n",
       "        .attr(&quot;width&quot;, 450)\n",
       "        .attr(&quot;height&quot;, 40);\n",
       "\n",
       "    color_map_9519f24571247228ba623ba820f4e789.g = color_map_9519f24571247228ba623ba820f4e789.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",
       "    color_map_9519f24571247228ba623ba820f4e789.g.selectAll(&quot;rect&quot;)\n",
       "        .data(color_map_9519f24571247228ba623ba820f4e789.color.range().map(function(d, i) {\n",
       "          return {\n",
       "            x0: i ? color_map_9519f24571247228ba623ba820f4e789.x(color_map_9519f24571247228ba623ba820f4e789.color.domain()[i - 1]) : color_map_9519f24571247228ba623ba820f4e789.x.range()[0],\n",
       "            x1: i &lt; color_map_9519f24571247228ba623ba820f4e789.color.domain().length ? color_map_9519f24571247228ba623ba820f4e789.x(color_map_9519f24571247228ba623ba820f4e789.color.domain()[i]) : color_map_9519f24571247228ba623ba820f4e789.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",
       "    color_map_9519f24571247228ba623ba820f4e789.g.call(color_map_9519f24571247228ba623ba820f4e789.xAxis).append(&quot;text&quot;)\n",
       "        .attr(&quot;class&quot;, &quot;caption&quot;)\n",
       "        .attr(&quot;y&quot;, 21)\n",
       "        .text(&#x27;Unemployment Rate (%)&#x27;);\n",
       "&lt;/script&gt;\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x1ec7794aef0>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bins = list(state_data[\"Unemployment\"].quantile([0, 0.25, 0.5, 0.75, 1]))\n",
    "\n",
    "m = folium.Map(location=[48, -102], zoom_start=3)\n",
    "\n",
    "folium.Choropleth(\n",
    "    geo_data=state_geo,\n",
    "    data=state_data,\n",
    "    columns=[\"State\", \"Unemployment\"],\n",
    "    key_on=\"feature.id\",\n",
    "    fill_color=\"BuPu\",\n",
    "    fill_opacity=0.7,\n",
    "    line_opacity=0.5,\n",
    "    legend_name=\"Unemployment Rate (%)\",\n",
    "    bins=bins,\n",
    "    reset=True,\n",
    ").add_to(m)\n",
    "\n",
    "m"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8182952b",
   "metadata": {},
   "source": [
    "By binding data via the Pandas DataFrame, different datasets can be quickly visualized.\n",
    "\n",
    "Styling function\n",
    "GeoJson and TopoJson features accepts style_function to allow for further custimization of the map. Take a look at the use examples below."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "60af6327",
   "metadata": {},
   "outputs": [],
   "source": [
    "import branca\n",
    "\n",
    "url = (\n",
    "    \"https://raw.githubusercontent.com/python-visualization/folium/master/examples/data\"\n",
    ")\n",
    "county_data = f\"{url}/us_county_data.csv\"\n",
    "county_geo = f\"{url}/us_counties_20m_topo.json\"\n",
    "\n",
    "\n",
    "df = pd.read_csv(county_data, na_values=[\" \"])\n",
    "\n",
    "colorscale = branca.colormap.linear.YlOrRd_09.scale(0, 50e3)\n",
    "employed_series = df.set_index(\"FIPS_Code\")[\"Employed_2011\"]\n",
    "\n",
    "\n",
    "def style_function(feature):\n",
    "    employed = employed_series.get(int(feature[\"id\"][-5:]), None)\n",
    "    return {\n",
    "        \"fillOpacity\": 0.5,\n",
    "        \"weight\": 0,\n",
    "        \"fillColor\": \"#black\" if employed is None else colorscale(employed),\n",
    "    }\n",
    "\n",
    "\n",
    "m = folium.Map(location=[48, -102], tiles=\"cartodbpositron\", zoom_start=3)\n",
    "\n",
    "folium.TopoJson(\n",
    "    json.loads(requests.get(county_geo).text),\n",
    "    \"objects.us_counties_20m\",\n",
    "    style_function=style_function,\n",
    ").add_to(m)\n",
    "\n",
    "\n",
    "m"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "77e8ee4e",
   "metadata": {},
   "outputs": [],
   "source": [
    "colorscale = branca.colormap.linear.YlGnBu_09.scale(0, 30)\n",
    "\n",
    "employed_series = df.set_index(\"FIPS_Code\")[\"Unemployment_rate_2011\"]\n",
    "\n",
    "\n",
    "def style_function(feature):\n",
    "    employed = employed_series.get(int(feature[\"id\"][-5:]), None)\n",
    "    return {\n",
    "        \"fillOpacity\": 0.5,\n",
    "        \"weight\": 0,\n",
    "        \"fillColor\": \"#black\" if employed is None else colorscale(employed),\n",
    "    }\n",
    "\n",
    "\n",
    "m = folium.Map(location=[48, -102], tiles=\"cartodbpositron\", zoom_start=3)\n",
    "\n",
    "folium.TopoJson(\n",
    "    json.loads(requests.get(county_geo).text),\n",
    "    \"objects.us_counties_20m\",\n",
    "    style_function=style_function,\n",
    ").add_to(m)\n",
    "\n",
    "\n",
    "m"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ea637201",
   "metadata": {},
   "outputs": [],
   "source": [
    "colorscale = branca.colormap.linear.PuRd_09.scale(0, 100000)\n",
    "\n",
    "employed_series = df.set_index(\"FIPS_Code\")[\"Median_Household_Income_2011\"].dropna()\n",
    "\n",
    "\n",
    "def style_function(feature):\n",
    "    employed = employed_series.get(int(feature[\"id\"][-5:]), None)\n",
    "    return {\n",
    "        \"fillOpacity\": 0.5,\n",
    "        \"weight\": 0,\n",
    "        \"fillColor\": \"#black\" if employed is None else colorscale(employed),\n",
    "    }\n",
    "\n",
    "\n",
    "m = folium.Map(location=[48, -102], tiles=\"cartodbpositron\", zoom_start=3)\n",
    "\n",
    "folium.TopoJson(\n",
    "    json.loads(requests.get(county_geo).text),\n",
    "    \"objects.us_counties_20m\",\n",
    "    style_function=style_function,\n",
    ").add_to(m)\n",
    "\n",
    "\n",
    "m"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e7c53f4f",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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