{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Import Stack"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pystac_client import Client\n",
    "import planetary_computer\n",
    "import rioxarray\n",
    "import pprint\n",
    "from IPython.display import Image\n",
    "%matplotlib inline\n",
    "import geopandas"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Fetch Landsat 8, Level 2 Data of Maryland area between June and July of 2020"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "catalog = Client.open(\"https://planetarycomputer.microsoft.com/api/stac/v1\")\n",
    "time_range = \"2020-06-01/2020-07-31\"\n",
    "bbox = [-76.964657,38.978967,-76.928008,39.002783]\n",
    "\n",
    "search = catalog.search(collections=[\"landsat-8-c2-l2\"],\n",
    "bbox=bbox, \n",
    "datetime=time_range,\n",
    "query={\"eo:cloud_cover\": {\"lt\": 20}})\n",
    "\n",
    "items = search.get_all_items() # Returns pystac.item_collection.ItemCollection\n",
    "len(items)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Show first 5 assets of the first item in the Collection"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ANG - Angle Coefficients File\n",
      "SR_B1 - Coastal/Aerosol Band (B1)\n",
      "SR_B2 - Blue Band (B2)\n",
      "SR_B3 - Green Band (B3)\n",
      "SR_B4 - Red Band (B4)\n"
     ]
    }
   ],
   "source": [
    "item = items[0] # pystac.item\n",
    "first_item_asset = item.assets['ANG'] # pystac.asset\n",
    "preview_count = 0\n",
    "for asset_key, asset in item.assets.items():\n",
    "    if preview_count < 5:\n",
    "        print(f\"{asset_key} - {asset.title}\")\n",
    "        preview_count+= 1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Render item assets to image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<img src=\"https://planetarycomputer.microsoft.com/api/data/v1/item/preview.png?collection=landsat-8-c2-l2&item=LC08_L2SP_015033_20200729_02_T1&assets=SR_B4&assets=SR_B3&assets=SR_B2&color_formula=gamma+RGB+2.7%2C+saturation+1.5%2C+sigmoidal+RGB+15+0.55\" width=\"500\"/>"
      ],
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image(url=item.assets[\"rendered_preview\"].href, width=500)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Get Signed COG href"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "cog_signed_href = planetary_computer.sign(item).assets[\"SR_B2\"].href"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Open COG and view metadata"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray (y: 249, x: 245)&gt;\n",
       "array([[0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       ...,\n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0]], dtype=uint16)\n",
       "Coordinates:\n",
       "    band         int64 1\n",
       "  * x            (x) float64 2.225e+05 2.234e+05 ... 4.555e+05 4.564e+05\n",
       "  * y            (y) float64 4.426e+06 4.425e+06 ... 4.189e+06 4.188e+06\n",
       "    spatial_ref  int64 0\n",
       "Attributes:\n",
       "    _FillValue:    0.0\n",
       "    scale_factor:  1.0\n",
       "    add_offset:    0.0</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'></div><ul class='xr-dim-list'><li><span class='xr-has-index'>y</span>: 249</li><li><span class='xr-has-index'>x</span>: 245</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-170300ad-b490-4d85-873c-498981a1238e' class='xr-array-in' type='checkbox' checked><label for='section-170300ad-b490-4d85-873c-498981a1238e' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0</span></div><div class='xr-array-data'><pre>array([[0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       ...,\n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0]], dtype=uint16)</pre></div></div></li><li class='xr-section-item'><input id='section-d366897f-3057-4ffe-81f4-f2e026f53454' class='xr-section-summary-in' type='checkbox'  checked><label for='section-d366897f-3057-4ffe-81f4-f2e026f53454' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>band</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1</div><input id='attrs-2dfe9a08-2ebb-47b0-affd-8c7f12ab178a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2dfe9a08-2ebb-47b0-affd-8c7f12ab178a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-00e6e995-a28a-415f-93b9-e938b74932d4' class='xr-var-data-in' type='checkbox'><label for='data-00e6e995-a28a-415f-93b9-e938b74932d4' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(1)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>2.225e+05 2.234e+05 ... 4.564e+05</div><input id='attrs-6546eca0-e18f-46da-a410-2fc633b4f94d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-6546eca0-e18f-46da-a410-2fc633b4f94d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6936af60-1bef-42ef-9e62-26965d59eb0e' class='xr-var-data-in' type='checkbox'><label for='data-6936af60-1bef-42ef-9e62-26965d59eb0e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([222464.44898 , 223423.346939, 224382.244898, ..., 454517.755102,\n",
       "       455476.653061, 456435.55102 ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>y</span></div><div class='xr-var-dims'>(y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>4.426e+06 4.425e+06 ... 4.188e+06</div><input id='attrs-82598c73-2886-417f-9583-56b62afc885a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-82598c73-2886-417f-9583-56b62afc885a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-66732564-eab2-4586-9bc3-4063b1bbeb12' class='xr-var-data-in' type='checkbox'><label for='data-66732564-eab2-4586-9bc3-4063b1bbeb12' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([4426036.024096, 4425078.072289, 4424120.120482, ..., 4190379.879518,\n",
       "       4189421.927711, 4188463.975904])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>spatial_ref</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0</div><input id='attrs-77cb2cf9-62b9-4122-80c7-5543aa648240' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-77cb2cf9-62b9-4122-80c7-5543aa648240' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9bb58129-aab6-4984-8e59-25dfcb55981d' class='xr-var-data-in' type='checkbox'><label for='data-9bb58129-aab6-4984-8e59-25dfcb55981d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>crs_wkt :</span></dt><dd>PROJCS[&quot;WGS 84 / UTM zone 18N&quot;,GEOGCS[&quot;WGS 84&quot;,DATUM[&quot;WGS_1984&quot;,SPHEROID[&quot;WGS 84&quot;,6378137,298.257223563,AUTHORITY[&quot;EPSG&quot;,&quot;7030&quot;]],AUTHORITY[&quot;EPSG&quot;,&quot;6326&quot;]],PRIMEM[&quot;Greenwich&quot;,0,AUTHORITY[&quot;EPSG&quot;,&quot;8901&quot;]],UNIT[&quot;degree&quot;,0.0174532925199433,AUTHORITY[&quot;EPSG&quot;,&quot;9122&quot;]],AUTHORITY[&quot;EPSG&quot;,&quot;4326&quot;]],PROJECTION[&quot;Transverse_Mercator&quot;],PARAMETER[&quot;latitude_of_origin&quot;,0],PARAMETER[&quot;central_meridian&quot;,-75],PARAMETER[&quot;scale_factor&quot;,0.9996],PARAMETER[&quot;false_easting&quot;,500000],PARAMETER[&quot;false_northing&quot;,0],UNIT[&quot;metre&quot;,1,AUTHORITY[&quot;EPSG&quot;,&quot;9001&quot;]],AXIS[&quot;Easting&quot;,EAST],AXIS[&quot;Northing&quot;,NORTH],AUTHORITY[&quot;EPSG&quot;,&quot;32618&quot;]]</dd><dt><span>semi_major_axis :</span></dt><dd>6378137.0</dd><dt><span>semi_minor_axis :</span></dt><dd>6356752.314245179</dd><dt><span>inverse_flattening :</span></dt><dd>298.257223563</dd><dt><span>reference_ellipsoid_name :</span></dt><dd>WGS 84</dd><dt><span>longitude_of_prime_meridian :</span></dt><dd>0.0</dd><dt><span>prime_meridian_name :</span></dt><dd>Greenwich</dd><dt><span>geographic_crs_name :</span></dt><dd>WGS 84</dd><dt><span>horizontal_datum_name :</span></dt><dd>World Geodetic System 1984</dd><dt><span>projected_crs_name :</span></dt><dd>WGS 84 / UTM zone 18N</dd><dt><span>grid_mapping_name :</span></dt><dd>transverse_mercator</dd><dt><span>latitude_of_projection_origin :</span></dt><dd>0.0</dd><dt><span>longitude_of_central_meridian :</span></dt><dd>-75.0</dd><dt><span>false_easting :</span></dt><dd>500000.0</dd><dt><span>false_northing :</span></dt><dd>0.0</dd><dt><span>scale_factor_at_central_meridian :</span></dt><dd>0.9996</dd><dt><span>spatial_ref :</span></dt><dd>PROJCS[&quot;WGS 84 / UTM zone 18N&quot;,GEOGCS[&quot;WGS 84&quot;,DATUM[&quot;WGS_1984&quot;,SPHEROID[&quot;WGS 84&quot;,6378137,298.257223563,AUTHORITY[&quot;EPSG&quot;,&quot;7030&quot;]],AUTHORITY[&quot;EPSG&quot;,&quot;6326&quot;]],PRIMEM[&quot;Greenwich&quot;,0,AUTHORITY[&quot;EPSG&quot;,&quot;8901&quot;]],UNIT[&quot;degree&quot;,0.0174532925199433,AUTHORITY[&quot;EPSG&quot;,&quot;9122&quot;]],AUTHORITY[&quot;EPSG&quot;,&quot;4326&quot;]],PROJECTION[&quot;Transverse_Mercator&quot;],PARAMETER[&quot;latitude_of_origin&quot;,0],PARAMETER[&quot;central_meridian&quot;,-75],PARAMETER[&quot;scale_factor&quot;,0.9996],PARAMETER[&quot;false_easting&quot;,500000],PARAMETER[&quot;false_northing&quot;,0],UNIT[&quot;metre&quot;,1,AUTHORITY[&quot;EPSG&quot;,&quot;9001&quot;]],AXIS[&quot;Easting&quot;,EAST],AXIS[&quot;Northing&quot;,NORTH],AUTHORITY[&quot;EPSG&quot;,&quot;32618&quot;]]</dd><dt><span>GeoTransform :</span></dt><dd>221985.0 958.8979591836735 0.0 4426515.0 0.0 -957.9518072289156</dd></dl></div><div class='xr-var-data'><pre>array(0)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-b369086a-2da0-49d6-b29e-2b3c317e38ab' class='xr-section-summary-in' type='checkbox'  checked><label for='section-b369086a-2da0-49d6-b29e-2b3c317e38ab' class='xr-section-summary' >Attributes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>_FillValue :</span></dt><dd>0.0</dd><dt><span>scale_factor :</span></dt><dd>1.0</dd><dt><span>add_offset :</span></dt><dd>0.0</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.DataArray (y: 249, x: 245)>\n",
       "array([[0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       ...,\n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0]], dtype=uint16)\n",
       "Coordinates:\n",
       "    band         int64 1\n",
       "  * x            (x) float64 2.225e+05 2.234e+05 ... 4.555e+05 4.564e+05\n",
       "  * y            (y) float64 4.426e+06 4.425e+06 ... 4.189e+06 4.188e+06\n",
       "    spatial_ref  int64 0\n",
       "Attributes:\n",
       "    _FillValue:    0.0\n",
       "    scale_factor:  1.0\n",
       "    add_offset:    0.0"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rds = rioxarray.open_rasterio(cog_signed_href, overview_level=4).squeeze()\n",
    "rds"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Render Cog"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "img = rds.plot(cmap=\"Blues\", add_colorbar=False)\n",
    "img.axes.set_axis_off();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## View items on map!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "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_d9a70681d3b9a533d5393b844ac78a17 {\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",
       "    \n",
       "                    &lt;style&gt;\n",
       "                        .foliumtooltip {\n",
       "                            \n",
       "                        }\n",
       "                       .foliumtooltip table{\n",
       "                            margin: auto;\n",
       "                        }\n",
       "                        .foliumtooltip tr{\n",
       "                            text-align: left;\n",
       "                        }\n",
       "                        .foliumtooltip th{\n",
       "                            padding: 2px; padding-right: 8px;\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_d9a70681d3b9a533d5393b844ac78a17&quot; &gt;&lt;/div&gt;\n",
       "        \n",
       "&lt;/body&gt;\n",
       "&lt;script&gt;    \n",
       "    \n",
       "            var map_d9a70681d3b9a533d5393b844ac78a17 = L.map(\n",
       "                &quot;map_d9a70681d3b9a533d5393b844ac78a17&quot;,\n",
       "                {\n",
       "                    center: [46.872034025, -117.6024],\n",
       "                    crs: L.CRS.EPSG3857,\n",
       "                    zoom: 10,\n",
       "                    zoomControl: true,\n",
       "                    preferCanvas: false,\n",
       "                }\n",
       "            );\n",
       "            L.control.scale().addTo(map_d9a70681d3b9a533d5393b844ac78a17);\n",
       "\n",
       "            \n",
       "\n",
       "        \n",
       "    \n",
       "            var tile_layer_6e0daef9c0af4a424bc939275976b3f7 = 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_d9a70681d3b9a533d5393b844ac78a17);\n",
       "        \n",
       "    \n",
       "            map_d9a70681d3b9a533d5393b844ac78a17.fitBounds(\n",
       "                [[44.99758761, -125.67207], [48.74648044, -109.53273]],\n",
       "                {}\n",
       "            );\n",
       "        \n",
       "    \n",
       "        function geo_json_9cb686f6f3599f0b3b06eaf316e594fc_styler(feature) {\n",
       "            switch(feature.id) {\n",
       "                case &quot;0&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#1f978b&quot;, &quot;fillColor&quot;: &quot;#1f978b&quot;, &quot;fillOpacity&quot;: 0.1, &quot;weight&quot;: 2};\n",
       "                case &quot;1&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#3f4889&quot;, &quot;fillColor&quot;: &quot;#3f4889&quot;, &quot;fillOpacity&quot;: 0.1, &quot;weight&quot;: 2};\n",
       "                case &quot;2&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#2cb17e&quot;, &quot;fillColor&quot;: &quot;#2cb17e&quot;, &quot;fillOpacity&quot;: 0.1, &quot;weight&quot;: 2};\n",
       "                case &quot;3&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#52c569&quot;, &quot;fillColor&quot;: &quot;#52c569&quot;, &quot;fillOpacity&quot;: 0.1, &quot;weight&quot;: 2};\n",
       "                case &quot;4&quot;: case &quot;11&quot;: case &quot;80&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#4ec36b&quot;, &quot;fillColor&quot;: &quot;#4ec36b&quot;, &quot;fillOpacity&quot;: 0.1, &quot;weight&quot;: 2};\n",
       "                case &quot;5&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#a5db36&quot;, &quot;fillColor&quot;: &quot;#a5db36&quot;, &quot;fillOpacity&quot;: 0.1, &quot;weight&quot;: 2};\n",
       "                case &quot;6&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#e7e419&quot;, &quot;fillColor&quot;: &quot;#e7e419&quot;, &quot;fillOpacity&quot;: 0.1, &quot;weight&quot;: 2};\n",
       "                case &quot;7&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#c2df23&quot;, &quot;fillColor&quot;: &quot;#c2df23&quot;, &quot;fillOpacity&quot;: 0.1, &quot;weight&quot;: 2};\n",
       "                case &quot;8&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#414487&quot;, &quot;fillColor&quot;: &quot;#414487&quot;, &quot;fillOpacity&quot;: 0.1, &quot;weight&quot;: 2};\n",
       "                case &quot;9&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#31678e&quot;, &quot;fillColor&quot;: &quot;#31678e&quot;, &quot;fillOpacity&quot;: 0.1, &quot;weight&quot;: 2};\n",
       "                case &quot;10&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#25838e&quot;, &quot;fillColor&quot;: &quot;#25838e&quot;, &quot;fillOpacity&quot;: 0.1, &quot;weight&quot;: 2};\n",
       "                case &quot;12&quot;: case &quot;88&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#98d83e&quot;, &quot;fillColor&quot;: &quot;#98d83e&quot;, &quot;fillOpacity&quot;: 0.1, &quot;weight&quot;: 2};\n",
       "                case &quot;13&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#1fa187&quot;, &quot;fillColor&quot;: &quot;#1fa187&quot;, &quot;fillOpacity&quot;: 0.1, &quot;weight&quot;: 2};\n",
       "                case &quot;14&quot;: case &quot;31&quot;: case &quot;34&quot;: case &quot;49&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#f8e621&quot;, &quot;fillColor&quot;: &quot;#f8e621&quot;, &quot;fillOpacity&quot;: 0.1, &quot;weight&quot;: 2};\n",
       "                case &quot;15&quot;: case &quot;17&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#a0da39&quot;, &quot;fillColor&quot;: &quot;#a0da39&quot;, &quot;fillOpacity&quot;: 0.1, &quot;weight&quot;: 2};\n",
       "                case &quot;16&quot;: case &quot;59&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#9bd93c&quot;, &quot;fillColor&quot;: &quot;#9bd93c&quot;, &quot;fillOpacity&quot;: 0.1, &quot;weight&quot;: 2};\n",
       "                case &quot;18&quot;: case &quot;108&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#dae319&quot;, &quot;fillColor&quot;: &quot;#dae319&quot;, &quot;fillOpacity&quot;: 0.1, &quot;weight&quot;: 2};\n",
       "                case &quot;19&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#fbe723&quot;, &quot;fillColor&quot;: &quot;#fbe723&quot;, &quot;fillOpacity&quot;: 0.1, &quot;weight&quot;: 2};\n",
       "                case &quot;28&quot;: case &quot;105&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#f6e620&quot;, &quot;fillColor&quot;: &quot;#f6e620&quot;, &quot;fillOpacity&quot;: 0.1, &quot;weight&quot;: 2};\n",
       "                case &quot;29&quot;: case &quot;32&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#bddf26&quot;, &quot;fillColor&quot;: &quot;#bddf26&quot;, &quot;fillOpacity&quot;: 0.1, &quot;weight&quot;: 2};\n",
       "                case &quot;33&quot;: case &quot;72&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#a2da37&quot;, &quot;fillColor&quot;: &quot;#a2da37&quot;, &quot;fillOpacity&quot;: 0.1, &quot;weight&quot;: 2};\n",
       "                case &quot;35&quot;: case &quot;58&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#7fd34e&quot;, &quot;fillColor&quot;: &quot;#7fd34e&quot;, &quot;fillOpacity&quot;: 0.1, &quot;weight&quot;: 2};\n",
       "                case &quot;36&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#b0dd2f&quot;, &quot;fillColor&quot;: &quot;#b0dd2f&quot;, &quot;fillOpacity&quot;: 0.1, &quot;weight&quot;: 2};\n",
       "                case &quot;41&quot;: case &quot;82&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#2b748e&quot;, &quot;fillColor&quot;: &quot;#2b748e&quot;, &quot;fillOpacity&quot;: 0.1, &quot;weight&quot;: 2};\n",
       "                case &quot;42&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#470e61&quot;, &quot;fillColor&quot;: &quot;#470e61&quot;, &quot;fillOpacity&quot;: 0.1, &quot;weight&quot;: 2};\n",
       "                case &quot;43&quot;: case &quot;75&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#453882&quot;, &quot;fillColor&quot;: &quot;#453882&quot;, &quot;fillOpacity&quot;: 0.1, &quot;weight&quot;: 2};\n",
       "                case &quot;44&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#481f70&quot;, &quot;fillColor&quot;: &quot;#481f70&quot;, &quot;fillOpacity&quot;: 0.1, &quot;weight&quot;: 2};\n",
       "                case &quot;45&quot;: case &quot;109&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#26828e&quot;, &quot;fillColor&quot;: &quot;#26828e&quot;, &quot;fillOpacity&quot;: 0.1, &quot;weight&quot;: 2};\n",
       "                case &quot;46&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#365d8d&quot;, &quot;fillColor&quot;: &quot;#365d8d&quot;, &quot;fillOpacity&quot;: 0.1, &quot;weight&quot;: 2};\n",
       "                case &quot;47&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#482374&quot;, &quot;fillColor&quot;: &quot;#482374&quot;, &quot;fillOpacity&quot;: 0.1, &quot;weight&quot;: 2};\n",
       "                case &quot;48&quot;: case &quot;114&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#44bf70&quot;, &quot;fillColor&quot;: &quot;#44bf70&quot;, &quot;fillOpacity&quot;: 0.1, &quot;weight&quot;: 2};\n",
       "                case &quot;50&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#69cd5b&quot;, &quot;fillColor&quot;: &quot;#69cd5b&quot;, &quot;fillOpacity&quot;: 0.1, &quot;weight&quot;: 2};\n",
       "                case &quot;51&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#39558c&quot;, &quot;fillColor&quot;: &quot;#39558c&quot;, &quot;fillOpacity&quot;: 0.1, &quot;weight&quot;: 2};\n",
       "                case &quot;52&quot;: case &quot;70&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#443983&quot;, &quot;fillColor&quot;: &quot;#443983&quot;, &quot;fillOpacity&quot;: 0.1, &quot;weight&quot;: 2};\n",
       "                case &quot;53&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#95d840&quot;, &quot;fillColor&quot;: &quot;#95d840&quot;, &quot;fillOpacity&quot;: 0.1, &quot;weight&quot;: 2};\n",
       "                case &quot;54&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#22a785&quot;, &quot;fillColor&quot;: &quot;#22a785&quot;, &quot;fillOpacity&quot;: 0.1, &quot;weight&quot;: 2};\n",
       "                case &quot;55&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#482071&quot;, &quot;fillColor&quot;: &quot;#482071&quot;, &quot;fillOpacity&quot;: 0.1, &quot;weight&quot;: 2};\n",
       "                case &quot;56&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#dde318&quot;, &quot;fillColor&quot;: &quot;#dde318&quot;, &quot;fillOpacity&quot;: 0.1, &quot;weight&quot;: 2};\n",
       "                case &quot;57&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#404588&quot;, &quot;fillColor&quot;: &quot;#404588&quot;, &quot;fillOpacity&quot;: 0.1, &quot;weight&quot;: 2};\n",
       "                case &quot;61&quot;: case &quot;91&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#34b679&quot;, &quot;fillColor&quot;: &quot;#34b679&quot;, &quot;fillOpacity&quot;: 0.1, &quot;weight&quot;: 2};\n",
       "                case &quot;62&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#482475&quot;, &quot;fillColor&quot;: &quot;#482475&quot;, &quot;fillOpacity&quot;: 0.1, &quot;weight&quot;: 2};\n",
       "                case &quot;63&quot;: case &quot;87&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#bade28&quot;, &quot;fillColor&quot;: &quot;#bade28&quot;, &quot;fillOpacity&quot;: 0.1, &quot;weight&quot;: 2};\n",
       "                case &quot;64&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#d5e21a&quot;, &quot;fillColor&quot;: &quot;#d5e21a&quot;, &quot;fillOpacity&quot;: 0.1, &quot;weight&quot;: 2};\n",
       "                case &quot;65&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#d2e21b&quot;, &quot;fillColor&quot;: &quot;#d2e21b&quot;, &quot;fillOpacity&quot;: 0.1, &quot;weight&quot;: 2};\n",
       "                case &quot;66&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#25858e&quot;, &quot;fillColor&quot;: &quot;#25858e&quot;, &quot;fillOpacity&quot;: 0.1, &quot;weight&quot;: 2};\n",
       "                case &quot;67&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#27ad81&quot;, &quot;fillColor&quot;: &quot;#27ad81&quot;, &quot;fillOpacity&quot;: 0.1, &quot;weight&quot;: 2};\n",
       "                case &quot;68&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#c8e020&quot;, &quot;fillColor&quot;: &quot;#c8e020&quot;, &quot;fillOpacity&quot;: 0.1, &quot;weight&quot;: 2};\n",
       "                case &quot;69&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#3f4788&quot;, &quot;fillColor&quot;: &quot;#3f4788&quot;, &quot;fillOpacity&quot;: 0.1, &quot;weight&quot;: 2};\n",
       "                case &quot;71&quot;: case &quot;99&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#355e8d&quot;, &quot;fillColor&quot;: &quot;#355e8d&quot;, &quot;fillOpacity&quot;: 0.1, &quot;weight&quot;: 2};\n",
       "                case &quot;73&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#20928c&quot;, &quot;fillColor&quot;: &quot;#20928c&quot;, &quot;fillOpacity&quot;: 0.1, &quot;weight&quot;: 2};\n",
       "                case &quot;74&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#440154&quot;, &quot;fillColor&quot;: &quot;#440154&quot;, &quot;fillOpacity&quot;: 0.1, &quot;weight&quot;: 2};\n",
       "                case &quot;76&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#482576&quot;, &quot;fillColor&quot;: &quot;#482576&quot;, &quot;fillOpacity&quot;: 0.1, &quot;weight&quot;: 2};\n",
       "                case &quot;77&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#46c06f&quot;, &quot;fillColor&quot;: &quot;#46c06f&quot;, &quot;fillOpacity&quot;: 0.1, &quot;weight&quot;: 2};\n",
       "                case &quot;78&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#21a685&quot;, &quot;fillColor&quot;: &quot;#21a685&quot;, &quot;fillOpacity&quot;: 0.1, &quot;weight&quot;: 2};\n",
       "                case &quot;79&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#31668e&quot;, &quot;fillColor&quot;: &quot;#31668e&quot;, &quot;fillOpacity&quot;: 0.1, &quot;weight&quot;: 2};\n",
       "                case &quot;81&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#3fbc73&quot;, &quot;fillColor&quot;: &quot;#3fbc73&quot;, &quot;fillOpacity&quot;: 0.1, &quot;weight&quot;: 2};\n",
       "                case &quot;83&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#481a6c&quot;, &quot;fillColor&quot;: &quot;#481a6c&quot;, &quot;fillOpacity&quot;: 0.1, &quot;weight&quot;: 2};\n",
       "                case &quot;84&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#2c728e&quot;, &quot;fillColor&quot;: &quot;#2c728e&quot;, &quot;fillOpacity&quot;: 0.1, &quot;weight&quot;: 2};\n",
       "                case &quot;85&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#306a8e&quot;, &quot;fillColor&quot;: &quot;#306a8e&quot;, &quot;fillOpacity&quot;: 0.1, &quot;weight&quot;: 2};\n",
       "                case &quot;86&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#2f6b8e&quot;, &quot;fillColor&quot;: &quot;#2f6b8e&quot;, &quot;fillOpacity&quot;: 0.1, &quot;weight&quot;: 2};\n",
       "                case &quot;89&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#73d056&quot;, &quot;fillColor&quot;: &quot;#73d056&quot;, &quot;fillOpacity&quot;: 0.1, &quot;weight&quot;: 2};\n",
       "                case &quot;90&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#e2e418&quot;, &quot;fillColor&quot;: &quot;#e2e418&quot;, &quot;fillOpacity&quot;: 0.1, &quot;weight&quot;: 2};\n",
       "                case &quot;92&quot;: case &quot;93&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#a8db34&quot;, &quot;fillColor&quot;: &quot;#a8db34&quot;, &quot;fillOpacity&quot;: 0.1, &quot;weight&quot;: 2};\n",
       "                case &quot;94&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#cae11f&quot;, &quot;fillColor&quot;: &quot;#cae11f&quot;, &quot;fillOpacity&quot;: 0.1, &quot;weight&quot;: 2};\n",
       "                case &quot;95&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#75d054&quot;, &quot;fillColor&quot;: &quot;#75d054&quot;, &quot;fillOpacity&quot;: 0.1, &quot;weight&quot;: 2};\n",
       "                case &quot;96&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#29af7f&quot;, &quot;fillColor&quot;: &quot;#29af7f&quot;, &quot;fillOpacity&quot;: 0.1, &quot;weight&quot;: 2};\n",
       "                case &quot;97&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#35b779&quot;, &quot;fillColor&quot;: &quot;#35b779&quot;, &quot;fillOpacity&quot;: 0.1, &quot;weight&quot;: 2};\n",
       "                case &quot;98&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#277e8e&quot;, &quot;fillColor&quot;: &quot;#277e8e&quot;, &quot;fillOpacity&quot;: 0.1, &quot;weight&quot;: 2};\n",
       "                case &quot;100&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#2f6c8e&quot;, &quot;fillColor&quot;: &quot;#2f6c8e&quot;, &quot;fillOpacity&quot;: 0.1, &quot;weight&quot;: 2};\n",
       "                case &quot;101&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#482173&quot;, &quot;fillColor&quot;: &quot;#482173&quot;, &quot;fillOpacity&quot;: 0.1, &quot;weight&quot;: 2};\n",
       "                case &quot;102&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#46085c&quot;, &quot;fillColor&quot;: &quot;#46085c&quot;, &quot;fillOpacity&quot;: 0.1, &quot;weight&quot;: 2};\n",
       "                case &quot;103&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#2eb37c&quot;, &quot;fillColor&quot;: &quot;#2eb37c&quot;, &quot;fillOpacity&quot;: 0.1, &quot;weight&quot;: 2};\n",
       "                case &quot;104&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#ece51b&quot;, &quot;fillColor&quot;: &quot;#ece51b&quot;, &quot;fillOpacity&quot;: 0.1, &quot;weight&quot;: 2};\n",
       "                case &quot;106&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#6ece58&quot;, &quot;fillColor&quot;: &quot;#6ece58&quot;, &quot;fillOpacity&quot;: 0.1, &quot;weight&quot;: 2};\n",
       "                case &quot;107&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#67cc5c&quot;, &quot;fillColor&quot;: &quot;#67cc5c&quot;, &quot;fillOpacity&quot;: 0.1, &quot;weight&quot;: 2};\n",
       "                case &quot;110&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#50c46a&quot;, &quot;fillColor&quot;: &quot;#50c46a&quot;, &quot;fillOpacity&quot;: 0.1, &quot;weight&quot;: 2};\n",
       "                case &quot;111&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#84d44b&quot;, &quot;fillColor&quot;: &quot;#84d44b&quot;, &quot;fillOpacity&quot;: 0.1, &quot;weight&quot;: 2};\n",
       "                case &quot;112&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#28ae80&quot;, &quot;fillColor&quot;: &quot;#28ae80&quot;, &quot;fillOpacity&quot;: 0.1, &quot;weight&quot;: 2};\n",
       "                case &quot;113&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#8bd646&quot;, &quot;fillColor&quot;: &quot;#8bd646&quot;, &quot;fillOpacity&quot;: 0.1, &quot;weight&quot;: 2};\n",
       "                default:\n",
       "                    return {&quot;color&quot;: &quot;#fde725&quot;, &quot;fillColor&quot;: &quot;#fde725&quot;, &quot;fillOpacity&quot;: 0.1, &quot;weight&quot;: 2};\n",
       "            }\n",
       "        }\n",
       "        function geo_json_9cb686f6f3599f0b3b06eaf316e594fc_highlighter(feature) {\n",
       "            switch(feature.id) {\n",
       "                default:\n",
       "                    return {&quot;fillOpacity&quot;: 0.75};\n",
       "            }\n",
       "        }\n",
       "        function geo_json_9cb686f6f3599f0b3b06eaf316e594fc_pointToLayer(feature, latlng) {\n",
       "            var opts = {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#3388ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#3388ff&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;: 2, &quot;stroke&quot;: true, &quot;weight&quot;: 3};\n",
       "            \n",
       "            let style = geo_json_9cb686f6f3599f0b3b06eaf316e594fc_styler(feature)\n",
       "            Object.assign(opts, style)\n",
       "            \n",
       "            return new L.CircleMarker(latlng, opts)\n",
       "        }\n",
       "\n",
       "        function geo_json_9cb686f6f3599f0b3b06eaf316e594fc_onEachFeature(feature, layer) {\n",
       "            layer.on({\n",
       "                mouseout: function(e) {\n",
       "                    if(typeof e.target.setStyle === &quot;function&quot;){\n",
       "                        geo_json_9cb686f6f3599f0b3b06eaf316e594fc.resetStyle(e.target);\n",
       "                    }\n",
       "                },\n",
       "                mouseover: function(e) {\n",
       "                    if(typeof e.target.setStyle === &quot;function&quot;){\n",
       "                        const highlightStyle = geo_json_9cb686f6f3599f0b3b06eaf316e594fc_highlighter(e.target.feature)\n",
       "                        e.target.setStyle(highlightStyle);\n",
       "                    }\n",
       "                },\n",
       "            });\n",
       "        };\n",
       "        var geo_json_9cb686f6f3599f0b3b06eaf316e594fc = L.geoJson(null, {\n",
       "                onEachFeature: geo_json_9cb686f6f3599f0b3b06eaf316e594fc_onEachFeature,\n",
       "            \n",
       "                style: geo_json_9cb686f6f3599f0b3b06eaf316e594fc_styler,\n",
       "                pointToLayer: geo_json_9cb686f6f3599f0b3b06eaf316e594fc_pointToLayer\n",
       "        });\n",
       "\n",
       "        function geo_json_9cb686f6f3599f0b3b06eaf316e594fc_add (data) {\n",
       "            geo_json_9cb686f6f3599f0b3b06eaf316e594fc\n",
       "                .addData(data)\n",
       "                .addTo(map_d9a70681d3b9a533d5393b844ac78a17);\n",
       "        }\n",
       "            geo_json_9cb686f6f3599f0b3b06eaf316e594fc_add({&quot;bbox&quot;: [-125.67207, 44.99758761, -109.53273, 48.74648044], &quot;features&quot;: [{&quot;bbox&quot;: [-121.68811, 46.85782771, -121.23326, 47.84592105], &quot;geometry&quot;: {&quot;coordinates&quot;: [[[-121.23326, 47.83816256], [-121.2594, 47.77869931], [-121.32509, 47.63398682], [-121.38699, 47.48916109], [-121.453384, 47.34494662], [-121.515366, 47.19946533], [-121.57977, 47.05455358], [-121.645584, 46.90992811], [-121.66817, 46.85782771], [-121.68811, 46.85818197], [-121.66341, 47.84592105], [-121.23326, 47.83816256]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;id&quot;: &quot;0&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#1f978b&quot;, &quot;datetime&quot;: &quot;2020-12-31T19:18:09.024000Z&quot;, &quot;eo:cloud_cover&quot;: 54.098656, &quot;s2:mgrs_tile&quot;: &quot;10TFT&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-121.689224, 46.80919117, -121.62956, 46.94616825], &quot;geometry&quot;: {&quot;coordinates&quot;: [[[-121.62956, 46.94516525], [-121.645584, 46.90992811], [-121.689224, 46.80919117], [-121.68596, 46.94616825], [-121.62956, 46.94516525]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;id&quot;: &quot;1&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#3f4889&quot;, &quot;datetime&quot;: &quot;2020-12-31T19:18:09.024000Z&quot;, &quot;eo:cloud_cover&quot;: 23.282472, &quot;s2:mgrs_tile&quot;: &quot;10TFS&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-123.000275, 46.85732252, -121.53273, 47.85370184], &quot;geometry&quot;: {&quot;coordinates&quot;: [[[-121.55275, 47.11536392], [-121.57977, 47.05455358], [-121.645584, 46.90992811], [-121.66838, 46.85732252], [-123.00026, 46.86569987], [-123.000275, 47.85370184], [-121.53273, 47.84432505], [-121.55275, 47.11536392]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;id&quot;: &quot;2&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#2cb17e&quot;, &quot;datetime&quot;: &quot;2020-12-31T19:18:09.024000Z&quot;, &quot;eo:cloud_cover&quot;: 64.605277, &quot;s2:mgrs_tile&quot;: &quot;10TET&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-123.00026, 45.95967834, -121.62959, 46.95370918], &quot;geometry&quot;: {&quot;coordinates&quot;: [[[-121.62959, 46.94507561], [-121.645584, 46.90992811], [-121.70853, 46.76465116], [-121.77048, 46.6191518], [-121.83432, 46.47408729], [-121.89604, 46.32865633], [-121.95773, 46.1833365], [-122.019, 46.0379949], [-122.05264, 45.95967834], [-123.00026, 45.96555115], [-123.00026, 46.95370918], [-121.62959, 46.94507561]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;id&quot;: &quot;3&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#52c569&quot;, &quot;datetime&quot;: &quot;2020-12-31T19:18:09.024000Z&quot;, &quot;eo:cloud_cover&quot;: 73.489587, &quot;s2:mgrs_tile&quot;: &quot;10TES&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-124.33713, 46.85817596, -122.86952, 47.85362771], &quot;geometry&quot;: {&quot;coordinates&quot;: [[[-124.33713, 47.84591483], [-122.86952, 47.85362771], [-122.87195, 46.86562825], [-124.31241, 46.85817596], [-124.33713, 47.84591483]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;id&quot;: &quot;4&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#4ec36b&quot;, &quot;datetime&quot;: &quot;2020-12-31T19:18:09.024000Z&quot;, &quot;eo:cloud_cover&quot;: 72.589336, &quot;s2:mgrs_tile&quot;: &quot;10TDT&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-124.31456, 45.95825869, -122.871735, 46.95363733], &quot;geometry&quot;: {&quot;coordinates&quot;: [[[-124.31456, 46.94616222], [-122.871735, 46.95363733], [-122.87404, 45.96548173], [-124.291, 45.95825869], [-124.31456, 46.94616222]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;id&quot;: &quot;5&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#a5db36&quot;, &quot;datetime&quot;: &quot;2020-12-31T19:18:09.024000Z&quot;, &quot;eo:cloud_cover&quot;: 86.803853, &quot;s2:mgrs_tile&quot;: &quot;10TDS&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-125.63046, 46.83564371, -124.18335, 47.84737115], &quot;geometry&quot;: {&quot;coordinates&quot;: [[[-125.63046, 46.99063435], [-125.61865, 47.02358387], [-125.56625, 47.16999566], [-125.51344, 47.31642919], [-125.460205, 47.46284935], [-125.406265, 47.60928387], [-125.352554, 47.75566754], [-125.32565, 47.82844804], [-124.20564, 47.84737115], [-124.18335, 46.85958308], [-125.62273, 46.83564371], [-125.63046, 46.99063435]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;id&quot;: &quot;6&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#e7e419&quot;, &quot;datetime&quot;: &quot;2020-12-31T19:18:09.024000Z&quot;, &quot;eo:cloud_cover&quot;: 96.53491, &quot;s2:mgrs_tile&quot;: &quot;10TCT&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-125.627014, 45.93641923, -124.16405, 46.94757366], &quot;geometry&quot;: {&quot;coordinates&quot;: [[[-125.627014, 46.92356101], [-124.18529, 46.94757366], [-124.16405, 45.95962253], [-125.57997, 45.93641923], [-125.627014, 46.92356101]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;id&quot;: &quot;7&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#c2df23&quot;, &quot;datetime&quot;: &quot;2020-12-31T19:18:09.024000Z&quot;, &quot;eo:cloud_cover&quot;: 91.012931, &quot;s2:mgrs_tile&quot;: &quot;10TCS&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-111.000275, 46.85663988, -109.53273, 47.85370184], &quot;geometry&quot;: {&quot;coordinates&quot;: [[[-111.000275, 47.85370184], [-109.53273, 47.84432505], [-109.559845, 46.85663988], [-111.00026, 46.86569987], [-111.000275, 47.85370184]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;id&quot;: &quot;8&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#414487&quot;, 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       "\n",
       "        \n",
       "    \n",
       "    geo_json_9cb686f6f3599f0b3b06eaf316e594fc.bindTooltip(\n",
       "    function(layer){\n",
       "    let div = L.DomUtil.create(&#x27;div&#x27;);\n",
       "    \n",
       "    let handleObject = feature=&gt;typeof(feature)==&#x27;object&#x27; ? JSON.stringify(feature) : feature;\n",
       "    let fields = [&quot;datetime&quot;, &quot;s2:mgrs_tile&quot;, &quot;eo:cloud_cover&quot;];\n",
       "    let aliases = [&quot;datetime&quot;, &quot;s2:mgrs_tile&quot;, &quot;eo:cloud_cover&quot;];\n",
       "    let table = &#x27;&lt;table&gt;&#x27; +\n",
       "        String(\n",
       "        fields.map(\n",
       "        (v,i)=&gt;\n",
       "        `&lt;tr&gt;\n",
       "            &lt;th&gt;${aliases[i]}&lt;/th&gt;\n",
       "            \n",
       "            &lt;td&gt;${handleObject(layer.feature.properties[v])}&lt;/td&gt;\n",
       "        &lt;/tr&gt;`).join(&#x27;&#x27;))\n",
       "    +&#x27;&lt;/table&gt;&#x27;;\n",
       "    div.innerHTML=table;\n",
       "    \n",
       "    return div\n",
       "    }\n",
       "    ,{&quot;className&quot;: &quot;foliumtooltip&quot;, &quot;sticky&quot;: true});\n",
       "                     \n",
       "    \n",
       "    var color_map_36cdb62a2dbb91151ed5700031d4dd4b = {};\n",
       "\n",
       "    \n",
       "    color_map_36cdb62a2dbb91151ed5700031d4dd4b.color = d3.scale.threshold()\n",
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       "    \n",
       "\n",
       "    color_map_36cdb62a2dbb91151ed5700031d4dd4b.x = d3.scale.linear()\n",
       "              .domain([2.267255, 100.0])\n",
       "              .range([0, 400]);\n",
       "\n",
       "    color_map_36cdb62a2dbb91151ed5700031d4dd4b.legend = L.control({position: &#x27;topright&#x27;});\n",
       "    color_map_36cdb62a2dbb91151ed5700031d4dd4b.legend.onAdd = function (map) {var div = L.DomUtil.create(&#x27;div&#x27;, &#x27;legend&#x27;); return div};\n",
       "    color_map_36cdb62a2dbb91151ed5700031d4dd4b.legend.addTo(map_d9a70681d3b9a533d5393b844ac78a17);\n",
       "\n",
       "    color_map_36cdb62a2dbb91151ed5700031d4dd4b.xAxis = d3.svg.axis()\n",
       "        .scale(color_map_36cdb62a2dbb91151ed5700031d4dd4b.x)\n",
       "        .orient(&quot;top&quot;)\n",
       "        .tickSize(1)\n",
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       "\n",
       "    color_map_36cdb62a2dbb91151ed5700031d4dd4b.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_36cdb62a2dbb91151ed5700031d4dd4b.g = color_map_36cdb62a2dbb91151ed5700031d4dd4b.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_36cdb62a2dbb91151ed5700031d4dd4b.g.selectAll(&quot;rect&quot;)\n",
       "        .data(color_map_36cdb62a2dbb91151ed5700031d4dd4b.color.range().map(function(d, i) {\n",
       "          return {\n",
       "            x0: i ? color_map_36cdb62a2dbb91151ed5700031d4dd4b.x(color_map_36cdb62a2dbb91151ed5700031d4dd4b.color.domain()[i - 1]) : color_map_36cdb62a2dbb91151ed5700031d4dd4b.x.range()[0],\n",
       "            x1: i &lt; color_map_36cdb62a2dbb91151ed5700031d4dd4b.color.domain().length ? color_map_36cdb62a2dbb91151ed5700031d4dd4b.x(color_map_36cdb62a2dbb91151ed5700031d4dd4b.color.domain()[i]) : color_map_36cdb62a2dbb91151ed5700031d4dd4b.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_36cdb62a2dbb91151ed5700031d4dd4b.g.call(color_map_36cdb62a2dbb91151ed5700031d4dd4b.xAxis).append(&quot;text&quot;)\n",
       "        .attr(&quot;class&quot;, &quot;caption&quot;)\n",
       "        .attr(&quot;y&quot;, 21)\n",
       "        .text(&#x27;eo:cloud_cover&#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 0x7fc62d320580>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "search = catalog.search(\n",
    "    collections=[\"sentinel-2-l2a\"],\n",
    "    bbox=[-124.2751, 45.5469, -110.9613, 47.7458],\n",
    "    datetime=\"2020-12-26/2020-12-31\",\n",
    ")\n",
    "items = search.get_all_items()\n",
    "\n",
    "df = geopandas.GeoDataFrame.from_features(items.to_dict(), crs=\"epsg:4326\")\n",
    "\n",
    "df[[\"geometry\", \"datetime\", \"s2:mgrs_tile\", \"eo:cloud_cover\"]].explore(\n",
    "    column=\"eo:cloud_cover\", style_kwds={\"fillOpacity\": 0.1}\n",
    ")"
   ]
  }
 ],
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