{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# How to draw a *scatter* plot with folium"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import sys\n",
    "sys.path.insert(0, 'folium')\n",
    "sys.path.insert(0, 'branca')\n",
    "\n",
    "import branca\n",
    "import folium"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We create a sample of data thanks to `numpy`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "n = 100\n",
    "lats = np.random.uniform(38, 53, n)\n",
    "lngs = np.random.uniform(-17, 23, n)\n",
    "sizes = np.random.uniform(2, 20, n)\n",
    "colors = np.random.uniform(0, 50, n)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We create a colormap thanks to `branca`. You can also create your own function or use `matplotlib`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "#ffff00\n"
     ]
    },
    {
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style=\"stroke:#ff0400;stroke-width:3;\" /><line x1=\"496\" y1=\"0\" x2=\"496\" y2=\"20\" style=\"stroke:#ff0300;stroke-width:3;\" /><line x1=\"497\" y1=\"0\" x2=\"497\" y2=\"20\" style=\"stroke:#ff0200;stroke-width:3;\" /><line x1=\"498\" y1=\"0\" x2=\"498\" y2=\"20\" style=\"stroke:#ff0100;stroke-width:3;\" /><line x1=\"499\" y1=\"0\" x2=\"499\" y2=\"20\" style=\"stroke:#ff0000;stroke-width:3;\" /><text x=\"0\" y=\"35\">0</text><text x=\"500\" y=\"35\" style=\"text-anchor:end;\">50</text></svg>"
      ],
      "text/plain": [
       "<branca.colormap.LinearColormap at 0x7fe9706ee550>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cm = branca.colormap.LinearColormap(['green', 'yellow', 'red'], vmin=0, vmax=50)\n",
    "print(cm(25))\n",
    "cm"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We create a `FeatureGroup` with all the points."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "f = folium.map.FeatureGroup()\n",
    "\n",
    "for lat, lng, size, color in zip(lats, lngs, sizes, colors):\n",
    "    f.add_child(\n",
    "        folium.features.CircleMarker(\n",
    "            [lat, lng],\n",
    "            radius=size,\n",
    "            color=None,\n",
    "            fill_color=cm(color),\n",
    "            fill_opacity=0.6)\n",
    "        )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And draw the map !"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><iframe src=\"data:text/html;base64,
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            <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
        
            
        
            <script src="https://cdnjs.cloudflare.com/ajax/libs/leaflet/0.7.3/leaflet.js"></script>
        
        
        
            
        
            <script src="https://ajax.googleapis.com/ajax/libs/jquery/1.11.1/jquery.min.js"></script>
        
        
        
            
        
            <script src="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js"></script>
        
        
        
            
        
            <script src="https://rawgithub.com/lvoogdt/Leaflet.awesome-markers/2.0/develop/dist/leaflet.awesome-markers.js"></script>
        
        
        
            
        
            <script src="https://cdnjs.cloudflare.com/ajax/libs/leaflet.markercluster/0.4.0/leaflet.markercluster-src.js"></script>
        
        
        
            
        
            <script src="https://cdnjs.cloudflare.com/ajax/libs/leaflet.markercluster/0.4.0/leaflet.markercluster.js"></script>
        
        
        
            
        
            <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/leaflet/0.7.3/leaflet.css" />
        
        
        
            
        
            <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css" />
        
        
        
            
        
            <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap-theme.min.css" />
        
        
        
            
        
            <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/font-awesome/4.1.0/css/font-awesome.min.css" />
        
        
        
            
        
            <link rel="stylesheet" href="https://rawgit.com/lvoogdt/Leaflet.awesome-markers/2.0/develop/dist/leaflet.awesome-markers.css" />
        
        
        
            
        
            <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/leaflet.markercluster/0.4.0/MarkerCluster.Default.css" />
        
        
        
            
        
            <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/leaflet.markercluster/0.4.0/MarkerCluster.css" />
        
        
        
            
        
            <link rel="stylesheet" href="https://raw.githubusercontent.com/python-visualization/folium/master/folium/templates/leaflet.awesome.rotate.css" />
        
        
        
            
            <style>

            html, body {
                width: 100%;
                height: 100%;
                margin: 0;
                padding: 0;
                }

            #map {
                position:absolute;
                top:0;
                bottom:0;
                right:0;
                left:0;
                }
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                position : relative;
                width : 100.0%;
                height: 100.0%;
                left: 0.0%;
                top: 0.0%;
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            </style>
        
        
        
        </head>
        <body>
            
        
            
            <div class="folium-map" id="map_34fcaf5a802a4fb88aa004c8eab842e0" ></div>
        
        
        
        </body>
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                'http://otile1.mqcdn.com/tiles/1.0.0/map/{z}/{x}/{y}.png',
                {
                    maxZoom: 18,
                    minZoom: 1,
                    attribution: 'Map tiles by <a href="http://open.mapquest.com/">MapQuest</a> Data by <a href="http://openstreetmap.org">OpenStreetMap</a>, under <a href="http://creativecommons.org/licenses/by-sa/3.0">CC BY SA</a>.',
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                ).addTo(map_34fcaf5a802a4fb88aa004c8eab842e0);

        
        
            
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                {
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                    fillColor: '#2a9500',
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      "text/plain": [
       "<folium.folium.Map at 0x7fe9706ee048>"
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     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
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    "m = folium.Map([46,4], zoom_start=5, tiles='mapquestopen')\n",
    "m.add_child(f)"
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   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "That's all folks !"
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