examples/GulfStreamImageOverlay.ipynb

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   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.3.0+207.g853b5c0.dirty\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "import folium\n",
    "\n",
    "print(folium.__version__)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import cartopy.crs as ccrs\n",
    "import matplotlib.pyplot as plt\n",
    "import cartopy.feature as cfeature\n",
    "\n",
    "LAND = cfeature.NaturalEarthFeature(\n",
    "    'physical', 'land', '50m',\n",
    "    edgecolor='face',\n",
    "    facecolor=cfeature.COLORS['land']\n",
    ")\n",
    "\n",
    "\n",
    "def make_map(bbox, projection=ccrs.Mercator()):\n",
    "    fig, ax = plt.subplots(\n",
    "        figsize=(8, 6),\n",
    "        subplot_kw={'projection': projection}\n",
    "    )\n",
    "    ax.set_extent(bbox)\n",
    "    ax.add_feature(LAND, facecolor='0.25')\n",
    "    ax.coastlines(resolution='50m')\n",
    "    return fig, ax"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy.ma as ma\n",
    "from scipy.io import loadmat\n",
    "\n",
    "fname = os.path.join('data', 'mercator_temperature.mat')\n",
    "merc = loadmat(fname, squeeze_me=True)\n",
    "\n",
    "x, y = merc['x'], merc['y']\n",
    "bbox = [x.min(), x.max(), y.min(), y.max()]\n",
    "\n",
    "level = 10  # 10 meters temperature.\n",
    "data = ma.masked_invalid(merc['temp'][level, ...])\n",
    "\n",
    "fig, ax = make_map(bbox=bbox)\n",
    "cs = ax.pcolormesh(x, y, data, transform=ccrs.PlateCarree())\n",
    "fig.savefig(os.path.join('results', 'GS.png'), transparent=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from PIL import Image, ImageChops\n",
    "\n",
    "\n",
    "def trim(img):\n",
    "    border = Image.new(img.mode, img.size, img.getpixel((0, 0)))\n",
    "    diff = ImageChops.difference(img, border)\n",
    "    diff = ImageChops.add(diff, diff, 2.0, -100)\n",
    "    bbox = diff.getbbox()\n",
    "    if bbox:\n",
    "        img = img.crop(bbox)\n",
    "    return np.array(img)\n",
    "\n",
    "\n",
    "with Image.open(os.path.join('results', 'GS.png')) as img:\n",
    "    img = trim(img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "image = np.zeros((61, 61))\n",
    "image[0, :] = 1.0\n",
    "image[60, :] = 1.0\n",
    "image[:, 0] = 1.0\n",
    "image[:, 60] = 1.0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
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                    [[31.028392791748047, -78.0], [41.978797912597656, -61.0]],
                    {
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</script>\" 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 0x7fea5242a9b0>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from folium import plugins\n",
    "\n",
    "zoom_start = 6\n",
    "\n",
    "m = folium.Map(location=[y.mean(), x.mean()], zoom_start=zoom_start)\n",
    "\n",
    "plugins.ImageOverlay(\n",
    "    image=image,\n",
    "    bounds=[[34.5, -71.7], [36.6, -69]],\n",
    "    colormap=lambda x: (1, 0, 0, x),\n",
    "    zindex=1,\n",
    ").add_to(m)\n",
    "\n",
    "plugins.ImageOverlay(\n",
    "    image=img,\n",
    "    bounds=[[y.min(), x.min()], [y.max(), x.max()]],\n",
    "    opacity=0.95,\n",
    "    pixelated=False,\n",
    ").add_to(m)\n",
    "\n",
    "\n",
    "m.save(os.path.join('results', 'GulfStreamImageOverlay_0.html'))\n",
    "\n",
    "m"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Bypass the figure creation entirely:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from matplotlib import colors\n",
    "\n",
    "\n",
    "carto_temps = [\n",
    "    '#009392',\n",
    "    '#39b185',\n",
    "    '#9ccb86',\n",
    "    '#e9e29c',\n",
    "    '#eeb479',\n",
    "    '#e88471',\n",
    "    '#cf597e',\n",
    "]\n",
    "\n",
    "cmap = colors.ListedColormap(carto_temps, name='carto_temps')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def colorize(array, cmap):\n",
    "    normed_data = (array - array.min()) / (array.max() - array.min())\n",
    "    cm = plt.cm.get_cmap(cmap)\n",
    "    return cm(normed_data)\n",
    "\n",
    "\n",
    "colored_data = colorize(data, cmap)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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    <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
    <script>L_PREFER_CANVAS = false; L_NO_TOUCH = false; L_DISABLE_3D = false;</script>
    <script src="https://cdn.jsdelivr.net/npm/leaflet@1.2.0/dist/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://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js"></script>
    <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/leaflet@1.2.0/dist/leaflet.css" />
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css" />
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    <link rel="stylesheet" href="https://rawgit.com/python-visualization/folium/master/folium/templates/leaflet.awesome.rotate.css" />
    <style>html, body {width: 100%;height: 100%;margin: 0;padding: 0;}</style>
    <style>#map {position:absolute;top:0;bottom:0;right:0;left:0;}</style>
    
            <style> #map_04b9c9a284ed4dfdbdc0a03a85230a53 {
                position : relative;
                width : 100.0%;
                height: 100.0%;
                left: 0.0%;
                top: 0.0%;
                }
            </style>
        
    <style>
        .leaflet-image-layer {
        image-rendering: -webkit-optimize-contrast; /* old android/safari*/
        image-rendering: crisp-edges; /* safari */
        image-rendering: pixelated; /* chrome */
        image-rendering: -moz-crisp-edges; /* firefox */
        image-rendering: -o-crisp-edges; /* opera */
        -ms-interpolation-mode: nearest-neighbor; /* ie */
        }
        </style>
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            <div class="folium-map" id="map_04b9c9a284ed4dfdbdc0a03a85230a53" ></div>
        
</body>
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                var bounds = null;
            

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                                  'map_04b9c9a284ed4dfdbdc0a03a85230a53',
                                  {center: [36.6316521656,-69.5000006666],
                                  zoom: 6,
                                  maxBounds: bounds,
                                  layers: [],
                                  worldCopyJump: false,
                                  crs: L.CRS.EPSG3857
                                 });
            
        
    
            var tile_layer_de179f14fe274b4fa7d992d62b167b9e = L.tileLayer(
                'https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png',
                {
                    maxZoom: 18,
                    minZoom: 1,
                    noWrap: false,
                    attribution: 'Data by <a href="http://openstreetmap.org">OpenStreetMap</a>, under <a href="http://www.openstreetmap.org/copyright">ODbL</a>.',
                    detectRetina: false,
                    subdomains: 'abc'
                    }
                ).addTo(map_04b9c9a284ed4dfdbdc0a03a85230a53);

        
    
                var image_overlay_aa2dd6b088c1483b824fcac16777521e = L.imageOverlay(
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                var image_overlay_a119078fb3f24ddb995a379ff3ef09cf = L.imageOverlay(
                    'data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAGcAAABTCAYAAACCqhlCAAAEjklEQVR42u2bTW7XMBDFczFuw5G4AuIKXACxQBwAIZZsu4YNf9RKkVLXnnlvPhw7caRZFCUWnV/m6026bbNfH58eqL37+uONlWfV7vn0++cr+/v4V7XyPq9tl7hIIG+gFJcGpwbq+G/I88g922UuEBB6nAZmB1KLGBbOtSNHgGMBs8PRokVLZ0jkSc9ul7oEOBFQanCQlIUCOt53PTgFIEvUWN9yNJ3dryGowLGmMwuYFhBvN3etaKm0xJlgylQktdkSqNY914RDXhFpCIXC2HbnS4KCpKEMIM/2+PblxW4NRnN8Dyg7iJrdKkLQ9IXWhd2JkUCmg5MtwWgREwEGBTINHFSXOoJio6PWQR1/bjk6I1KmgMO+7ZaUpYFB210ElgZhmoYgWnbXagkqy0QWffSZ24CROjAtgjSnZ7XU07S2ngkciZryPin9oOlpejjeFhfdTKIpy1q8MyBNV/yZQs2kKcTBvQENLZ9EWQ+pJQPSkHUmGkImHATUdHDYL1s8gDznMpERHUWXS2deOEdn/vnwGbIWjNo9U8DxQmn9sta5hQViMRTQaQqBdXOIzB+WhqAXEKQTLH+/08BE1gAJhjRgIo7VnG5Jd2itOhUMqwKghVab+tG3HXU8C2YoVbqWytAJH+mE0IizpCG28EeB6QKnVfyZunMWGA2QJZ0NDYeV42vOYABJjvz1/vuLIU5la9HwcLxRIzkJBdSCs4PZ4WiO8s48Q8GRZhlvOms5g0lpTNR40+JQcDzrYm3QRKdvzbFM1LBd3tBwMj/EQ+QRxKkWOJ65Zig40Xv4aDg7IItTM+Ecz0oDw+7jI0RJ1pls9CADahSgVDhZYCx5P6rTQhSEqJT2fFZKI+DdobT2+q1WWOu6vEKl1MZnNgmpKS0SjpSWJEBRSrI0Y2UBSoOTDQadW1Ag6NxjgX8ZONZdy+7Yo4MZK+GcMZiWz6Y1A72gRFkNDqO3RTYF6XAi9vbWKMjeZPZSC9KUAY9eVivyWY73dm5sS386HBSM1HmdDSe61khntl7abnAQ6b4nGM8wGZUah4gcNlpqYDRYFqDoMg1dSUfXnS6tdPmfl6C0HKwNmZaIY5RmBvJwqjSa0jQwLJzWuREa3JmLti5wIqKmJfEfZyLmHE2O6V1bUuH0iBpNnmHBZAy6w8LRpv0IMFKzwKayngPraXCQ2SYazvFea50ZQWVIg4N+PeOpMwjQ0cF4AKVEy24RQ2YEmBHgWCClRk309O95dgQwLCgTHERhjnjbe0k1owIygdHmgtHAIAr09HAkZdlSvD1a2oJzuFqRwkCxtsBXNjecKDALDgeIhhIBZsHBINFRY6kxCw6+R4LgeDsyRhObHVBkm67CkfYb6BbTqjav1NaAw7SjaMpacALgsLMC0oWx4uYCU9QcaUhjpPwIOGvmKeBYvyNj4XiWaVfU1MxwooZLi+PvItsg3y9sEWCQhmDVFP7Dxc0LZTk9Fs6rPwHxQFlwcq0LnAX0JDgLzKRwVhocEM6qTwPAWREzIZwlzQyY1rRhNOobtAUnIbUtOEY4XpUAOWM5nLP/TNR+5eIGWNwAAAAASUVORK5CYII=',
                    [[31.028392791748047, -78.0], [41.978797912597656, -61.0]],
                    {
  "alt": "",
  "className": "",
  "crossOrigin": false,
  "errorOverlayUrl": "",
  "interactive": false,
  "opacity": 1,
  "zIndex": 1
}
                    ).addTo(map_04b9c9a284ed4dfdbdc0a03a85230a53);
            
</script>\" 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 0x7fea523d63c8>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m = folium.Map(location=[y.mean(), x.mean()], zoom_start=zoom_start)\n",
    "\n",
    "plugins.ImageOverlay(\n",
    "    image=image,\n",
    "    bounds=[[34.5, -71.7], [36.6, -69]],\n",
    "    colormap=lambda x: (1, 0, 0, x),\n",
    "    zindex=2,\n",
    ").add_to(m)\n",
    "\n",
    "plugins.ImageOverlay(\n",
    "    image=np.flipud(colored_data),\n",
    "    bounds=[[y.min(), x.min()], [y.max(), x.max()]],\n",
    "    opacity=1,\n",
    "    pixelated=True,\n",
    "    zindex=1,\n",
    ").add_to(m)\n",
    "\n",
    "\n",
    "m.save(os.path.join('results', 'GulfStreamImageOverlay_1.html'))\n",
    "\n",
    "m"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}