notebooks/gedi_l4a_direct_s3_access.ipynb

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    "# Direct S3 Access GEDI L4A from the NASA Earthdata Cloud\n",
    "\n",
    "GEDI L4A Datasets are available through NASA's Earthdata Cloud. In this tutorial, we will retrieve **Global Ecosystem Dynamics Investigation (GEDI) L4A Footprint Level Aboveground Biomass Density (AGBD)**{cite}`dubayah2022` dataset from the Earthdata Cloud using direct S3 access.\n",
    "\n",
    "NASA Earthdata on Cloud is always free and accessible via either HTTPS or direct [S3](https://aws.amazon.com/s3/) bucket access. With direct S3 access, you can bring your \"code to the data\", making your processing faster and scalable. Direct S3 access to NASA Earthdata on Cloud is only available if your Amazon Web Services ([AWS](https://aws.amazon.com/)) instance is set up in the `us-west-2` region. If you are new to the Earthdata Cloud, these NASA Earthdata [primers](https://www.earthdata.nasa.gov/learn/tutorials/cloud-primer-amazon-web-services) and [tutorials](https://www.earthdata.nasa.gov/learn/tutorials/cloud-computing-earth-scientists) are good resources to get you started. \n",
    "\n",
    "You can access jupyter notebook within your own [AWS EC2](https://aws.amazon.com/ec2/) instance. Alternatively, you can use [Amazon SageMaker Studio Lab](https://studiolab.sagemaker.aws/) to run this jupyter notebook. SageMaker Studio Lab is a [free service](https://docs.aws.amazon.com/sagemaker/latest/dg/studio-lab.html) that gives access to AWS compute resources and direct S3 access to datasets in the NASA Earthdata Cloud through a JupyterLab environment.\n",
    "\n",
    "```{admonition} Learning Objectives\n",
    "- Download and subset GEDI L4A datasets using direct S3 access\n",
    "```\n",
    "\n",
    "## Requirements\n",
    "This tutorial should be run on the Cloud, such as a Jupyter Lab instance running in AWS `us-west 2` region. Additional prerequisites for running this Jupyter notebook are provided [here](https://ornldaac.github.io/gedi_tutorials/prerequisites). "
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    "# import python modules\n",
    "import h5py\n",
    "import earthaccess\n",
    "import geopandas as gpd\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from shapely.ops import orient\n",
    "from pqdm.threads import pqdm"
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    "## 1. Polygonal Area of Interest\n",
    "\n",
    "We will read an area within the [Harvard Forests](https://harvardforest.fas.harvard.edu/) as a GeoJSON file. The Harvard Forests is one of the most extensively studied ecological sites in the United States.\n",
    "\n",
    "If an area of interest is already defined as a polygon, the polygon file (geojson, shapefile, or kml) can be used to find overlapping GEDI L4A files. More details about this capability are described on [this page](https://cmr.earthdata.nasa.gov/search/site/docs/search/api.html#c-shapefile)."
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[-72.19301168299995, 42.53406837000005], [-72.19301573499997, 42.53406617200005], [-72.19311241199995, 42.53437636700005], [-72.19357911799995, 42.53541246400005], [-72.19374115599999, 42.53584138500003], [-72.19393736299997, 42.53648665800005], [-72.19392515399994, 42.536599195000065], [-72.19404137799995, 42.53698342700005], [-72.19422159, 42.537587428000045], [-72.19421175099995, 42.53765507500003], [-72.19419432599994, 42.53770003600004], [-72.19418057499996, 42.53771095300004], [-72.19422551499997, 42.537741381000025], [-72.19426395299996, 42.537872434000064], [-72.19430141899994, 42.53810430600002], [-72.19436387399998, 42.53833436900004], [-72.19439130499995, 42.538435937000024], [-72.19441356799996, 42.53849360500005], [-72.19444349199995, 42.53855532800002], [-72.19445420199997, 42.53861835000004], [-72.19448532899997, 42.53871116100004], [-72.19450305999999, 42.53882816000003], [-72.19452628899995, 42.53893446700005], [-72.19455997899996, 42.539053969000065], [-72.19462367599994, 42.539378500000055], [-72.19464326699995, 42.53947756900004], [-72.19466759499994, 42.53958686700002], [-72.19468229799998, 42.53966202200007], [-72.19469256399998, 42.53975430400004], [-72.19471014099997, 42.53988053000006], [-72.19453684699994, 42.53997199300005], [-72.19446944299995, 42.539993563000046], [-72.19444875899995, 42.54000522900003], [-72.19443067799995, 42.54001688200003], [-72.19438148599994, 42.54003834000008], [-72.19428051699998, 42.54008319500008], [-72.19423910699999, 42.54010268400004], [-72.19420805999994, 42.54011826200007], [-72.19418737599995, 42.54012992800006], [-72.19408378699995, 42.54017287700003], [-72.19393622999996, 42.540239368000066], [-72.19381716199997, 42.54029395100007], [-72.19370069199994, 42.54034851900007], [-72.19364889699995, 42.54036999200008], [-72.19360750699997, 42.54039140300005], [-72.19354801499998, 42.54042254200003], [-72.19343437899994, 42.540498257000074], [-72.19337539099996, 42.540575565000026], 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[-72.18298701999998, 42.54360615500007], [-72.18276197299997, 42.54388645500007], [-72.18268220099998, 42.54396802400004], [-72.18249202699997, 42.544159235000066], [-72.18246447399997, 42.544195692000066], [-72.18247105599994, 42.54420773900006], [-72.18240963299996, 42.544253449000045], [-72.18226210299997, 42.54435845400007], [-72.18212231599995, 42.54450361200003], [-72.18186960299994, 42.54469556700006], [-72.18171383999999, 42.54482568300007], [-72.18169578399994, 42.54484240900008], [-72.18169867999995, 42.54484324900005], [-72.18158435299995, 42.544969518000066], [-72.18149591299994, 42.545078432000025], [-72.18140703899996, 42.54518959100005], [-72.18125047599995, 42.54535089400009], [-72.18120348999997, 42.54541956700006], [-72.18114271599995, 42.545558442000065], [-72.18114234799998, 42.54555842100006], [-72.18109723999999, 42.54567832100004], [-72.18109705299997, 42.54567831000003], [-72.18104639499995, 42.54592652800005], [-72.18102879499997, 42.54602272100004], [-72.18099129499996, 42.546437340000075], [-72.18099661199994, 42.546442869000025], [-72.18095621699996, 42.546918240000025], [-72.18091017399996, 42.54715727000007], [-72.18077804999996, 42.54739465000006], [-72.18076890899994, 42.54740858700006], [-72.18068127599997, 42.54754481700008], [-72.18053555099993, 42.547827590000054], [-72.18046166299996, 42.547972462000075], [-72.18021914899998, 42.54856247200007], [-72.18021866399994, 42.54856396200006], [-72.18021159299997, 42.548606891000084], [-72.18015498499994, 42.548698976000026], [-72.18006979899997, 42.54888028300006], [-72.17981463899997, 42.549468354000055], [-72.17966446699995, 42.549720151000024], [-72.17957487999996, 42.54984997600007], [-72.17950492199998, 42.54991482700006], [-72.17923769799995, 42.550133973000065], [-72.17908048899994, 42.55021382900003], [-72.17881145399997, 42.55027028000006], [-72.17880347099998, 42.55027224500002], [-72.17879590399997, 42.55027411000003], [-72.17878191499995, 42.550277557000065], [-72.17865505799995, 42.55030951300006], [-72.17856617399997, 42.54982791900005], [-72.17846330099997, 42.54928532100007], [-72.17837131799996, 42.54877788000004], [-72.17829209099995, 42.548392974000066], [-72.17811701899996, 42.54768811800006], [-72.17806856199996, 42.54748761900004], [-72.17805600499997, 42.54746596200003], [-72.17731878999996, 42.54755864500003], [-72.17698785399995, 42.547589560000056], [-72.17690118799999, 42.54759712800007], [-72.17627862999996, 42.54764402200004], [-72.17582548299998, 42.54767474900007], [-72.17581228399996, 42.54767566000004], [-72.17547331499998, 42.54770490800008], [-72.17546757199995, 42.54770537000007], [-72.17481533099993, 42.547734062000075], [-72.17481497099999, 42.547730720000054], [-72.17404883799998, 42.54782616900007], [-72.17290302699996, 42.54794688000004], [-72.17354659499995, 42.55106828800007], [-72.17363310799993, 42.55160480800003], [-72.17334648099995, 42.55165153300004], [-72.17277599899995, 42.55173464500007], [-72.17277085299997, 42.55173792400007], [-72.17026325999996, 42.552061319000074], [-72.17026094599998, 42.55205829000005], [-72.16974834799998, 42.55210388600006]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;id&quot;: &quot;0&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;red&quot;}, &quot;type&quot;: &quot;Feature&quot;}], &quot;type&quot;: &quot;FeatureCollection&quot;});\n",
       "\n",
       "        \n",
       "    \n",
       "    geo_json_591d0c0d0d16325496f84f8d4829285b.bindTooltip(\n",
       "    function(layer){\n",
       "    let div = L.DomUtil.create(&#x27;div&#x27;);\n",
       "    \n",
       "    return div\n",
       "    }\n",
       "    ,{&quot;className&quot;: &quot;foliumtooltip&quot;, &quot;sticky&quot;: true});\n",
       "                     \n",
       "    \n",
       "            geo_json_591d0c0d0d16325496f84f8d4829285b.addTo(map_7bccf35779a1e9d7001bfd692fdabbe4);\n",
       "        \n",
       "&lt;/script&gt;\n",
       "&lt;/html&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 0x7f23cae42990>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# read geojson\n",
    "poly = gpd.read_file(\"polygons/harvard.json\")\n",
    "poly.explore(color='red',  fill=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d07fec37",
   "metadata": {},
   "source": [
    "## 2. Searching GEDI L4A Files\n",
    "\n",
    "We will use the `earthaccess` module to query spatially overlapping GEDI L4A granules. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "4bbff0b6-bc78-493b-9833-83568f2805f6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total granules found: 31\n"
     ]
    }
   ],
   "source": [
    "# bounding lon, lat as a list of tuples\n",
    "bounds = poly.geometry.apply(orient, args=(1,))\n",
    "# simplifying the polygon to bypass the coordinates \n",
    "# limit of the CMR with a tolerance of .01 degrees\n",
    "xy = bounds.simplify(0.01).get_coordinates()\n",
    "\n",
    "granules = earthaccess.search_data(\n",
    "    doi=\"10.3334/ORNLDAAC/2056\", # GEDI L4A DOI \n",
    "    polygon=list(zip(xy.x, xy.y))\n",
    ")\n",
    "print(f\"Total granules found: {len(granules)}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7bc9a8d9-8735-4bce-913a-1053dc6183f3",
   "metadata": {},
   "source": [
    "Let’s retrieve direct s3 links from the above earthaccess `search_data` results."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "d1763e95-e572-4b8b-95fb-64d7e09056df",
   "metadata": {},
   "outputs": [],
   "source": [
    "granule_arr=[]\n",
    "for g in granules:\n",
    "    granule_arr.append(g.data_links(access=\"direct\")[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c92e5d44",
   "metadata": {},
   "source": [
    "Now, the `granule_arr` contains a list of `s3` granule links, starting with `s3://`. We can print the first two items of the `granule_arr`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "083abfeb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['s3://ornl-cumulus-prod-protected/gedi/GEDI_L4A_AGB_Density_V2_1/data/GEDI04_A_2019229131935_O03846_02_T03642_02_002_02_V002.h5',\n",
       " 's3://ornl-cumulus-prod-protected/gedi/GEDI_L4A_AGB_Density_V2_1/data/GEDI04_A_2019246121050_O04109_03_T04380_02_002_02_V002.h5']"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "granule_arr = sorted(granule_arr)\n",
    "granule_arr[:2]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7e3b4122",
   "metadata": {},
   "source": [
    "Let's plot the monthly number of granules overlapping the above area within the Harvard Forest."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "21cfb1b2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fmt = '%Y%j%H%M%S' # GEDI granule name has date time as YYYYDDDHHMMSS\n",
    "granule_dt = [g.split('/')[-1].split('_')[2] for g in granule_arr]\n",
    "df = pd.DataFrame(list(zip(granule_dt, granule_arr)), columns =['datetime', 'Granules #'])\n",
    "\n",
    "df['datetime'] = pd.to_datetime(df['datetime'], format=fmt)\n",
    "df.set_index('datetime', inplace=True)\n",
    "\n",
    "# plotting a monthly granule count plot\n",
    "title = f'''Number of GEDI L4A granules (n = {len(granule_arr)}) over Harvard Forests by month \n",
    "over period {df.index.min()} to {df.index.max()} '''\n",
    "ax = df.groupby(df.index.to_period('M')).agg('count').plot(style='o--', markersize=7, title=title)\n",
    "ax.set_ylabel(\"# of granules\")\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "51fc2097",
   "metadata": {},
   "source": [
    "As we see in the figure above, over the Harvard Forest area, some months do not have overlapping GEDI granules while some months have up to four granules.\n",
    "\n",
    "## 3. Direct S3 access\n",
    "We recommend using `earthaccess` to download GEDI data granules from the NASA Earthdata. You will first need to authenticate your [Earthdata Login (EDL)](https://urs.earthdata.nasa.gov/) information using the `earthaccess` python library as follows:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "94c140bb-9744-499f-beae-ecae5f38c922",
   "metadata": {},
   "outputs": [],
   "source": [
    "# works if the EDL login already been persisted to a netrc\n",
    "try:\n",
    "    auth = earthaccess.login(strategy=\"netrc\")\n",
    "except FileNotFoundError:\n",
    "    # ask for EDL credentials and persist them in a .netrc file\n",
    "    auth = earthaccess.login(strategy=\"interactive\", persist=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "850a0715-65c6-40cf-8473-507e34c178e7",
   "metadata": {},
   "source": [
    "We will use [S3Fs](https://s3fs.readthedocs.io/),  Pythonic file interface to S3 for file-system style access. We will now retrieve S3Fs class `S3FileSystem` using `earthaccess` module."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "d29d710c",
   "metadata": {},
   "outputs": [],
   "source": [
    "fs_s3 = earthaccess.get_s3_filesystem(results=granules)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "49a9fd71",
   "metadata": {},
   "source": [
    "For this tutorial, we will be retrieving the AGBD variables `agbd` and `l4_quality_flag`, in addition to the variables that provide geolocation (`lat_lowestmode`, `lon_lowestmode`, `elev_lowestmode`) and shot identifier (`shot_number`)."
   ]
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   "execution_count": 9,
   "id": "53461b6a-6e36-4075-91f2-98f2358297ba",
   "metadata": {},
   "outputs": [
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   "source": [
    "def gedi_l4a_subset(gr):\n",
    "    headers = ['lat_lowestmode', 'lon_lowestmode', 'elev_lowestmode', 'shot_number']\n",
    "    variables = ['agbd', 'l4_quality_flag']\n",
    "    headers.extend(variables)\n",
    "    polygon = gpd.read_file(\"polygons/harvard.json\")\n",
    "    dfs = []\n",
    "    with h5py.File(gr) as hf:\n",
    "        beam_names = filter(lambda x: x.startswith('BEAM'), list(hf.keys()))\n",
    "        for var in beam_names:\n",
    "            # create pandas dataframe\n",
    "            df = pd.DataFrame({'lat_lowestmode': hf[var]['lat_lowestmode'],\n",
    "                               'lon_lowestmode': hf[var]['lon_lowestmode']})\n",
    "            # create geopandas dataframe\n",
    "            gdf = gpd.GeoDataFrame(df, crs=\"EPSG:4326\",\n",
    "                                   geometry=gpd.points_from_xy(df.lon_lowestmode,\n",
    "                                                               df.lat_lowestmode))\n",
    "            # subset within the polygon\n",
    "            poly_gdf = gpd.sjoin(gdf, polygon, predicate='within')\n",
    "            if not poly_gdf.empty:\n",
    "                for v in headers[2:]:\n",
    "                    poly_gdf[v] = None\n",
    "                # retrieving variables of interest, agbd, l4_quality_flag in this case.\n",
    "                # We are only retreiving the shots within subset area.\n",
    "                for _, df_gr in poly_gdf.groupby((poly_gdf.index.to_series().diff() > 1).cumsum()):\n",
    "                    i = df_gr.index.min()\n",
    "                    j = df_gr.index.max()\n",
    "                    for v in variables:\n",
    "                        poly_gdf.loc[i:j, (v)] = hf[var][v][i:j+1]\n",
    "\n",
    "                # appending to the output file if valid agbd\n",
    "                poly_gdf = poly_gdf[poly_gdf['agbd'] != -9999]\n",
    "                if not poly_gdf.empty:\n",
    "                    dfs.append(poly_gdf)\n",
    "                \n",
    "    if dfs:\n",
    "        return pd.concat(dfs)\n",
    "    \n",
    "result = pqdm(earthaccess.open(granules), gedi_l4a_subset, n_jobs=8)\n",
    "l4a_gdf = pd.concat([x for x in result if x is not None])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1a6e7818",
   "metadata": {},
   "source": [
    "We will now plot the AGBD (mg/ha-1) values of the footprints on a map."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "8a8d8d8a",
   "metadata": {},
   "outputs": [
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       "                case &quot;16&quot;: case &quot;79&quot;: \n",
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       "                case &quot;17&quot;: case &quot;181&quot;: case &quot;416&quot;: case &quot;535&quot;: \n",
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       "                case &quot;18&quot;: case &quot;84&quot;: case &quot;91&quot;: case &quot;106&quot;: \n",
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       "                case &quot;22&quot;: case &quot;48&quot;: case &quot;176&quot;: case &quot;245&quot;: case &quot;275&quot;: case &quot;290&quot;: case &quot;402&quot;: case &quot;418&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#e3f4aa&quot;, &quot;fillColor&quot;: &quot;#e3f4aa&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;23&quot;: case &quot;165&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#a4d98a&quot;, &quot;fillColor&quot;: &quot;#a4d98a&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;24&quot;: case &quot;137&quot;: case &quot;143&quot;: case &quot;144&quot;: case &quot;520&quot;: case &quot;521&quot;: case &quot;561&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#fdfedd&quot;, &quot;fillColor&quot;: &quot;#fdfedd&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;26&quot;: case &quot;169&quot;: case &quot;343&quot;: case &quot;445&quot;: case &quot;446&quot;: case &quot;497&quot;: case &quot;502&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#ddf1a6&quot;, &quot;fillColor&quot;: &quot;#ddf1a6&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;28&quot;: case &quot;229&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#e8f6ae&quot;, &quot;fillColor&quot;: &quot;#e8f6ae&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;29&quot;: case &quot;112&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#4eb163&quot;, &quot;fillColor&quot;: &quot;#4eb163&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;30&quot;: case &quot;101&quot;: case &quot;320&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#61bb6d&quot;, &quot;fillColor&quot;: &quot;#61bb6d&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;31&quot;: case &quot;179&quot;: case &quot;262&quot;: case &quot;330&quot;: case &quot;420&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#b6e192&quot;, &quot;fillColor&quot;: &quot;#b6e192&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;33&quot;: case &quot;396&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#b1df90&quot;, &quot;fillColor&quot;: &quot;#b1df90&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;34&quot;: case &quot;120&quot;: case &quot;238&quot;: case &quot;249&quot;: case &quot;415&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#62bb6e&quot;, &quot;fillColor&quot;: &quot;#62bb6e&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;35&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#e4f4ab&quot;, &quot;fillColor&quot;: &quot;#e4f4ab&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;36&quot;: case &quot;74&quot;: case &quot;178&quot;: case &quot;302&quot;: case &quot;504&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#c9e99c&quot;, &quot;fillColor&quot;: &quot;#c9e99c&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;40&quot;: case &quot;288&quot;: case &quot;381&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#83cb7d&quot;, &quot;fillColor&quot;: &quot;#83cb7d&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;41&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#f9fdc2&quot;, &quot;fillColor&quot;: &quot;#f9fdc2&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;42&quot;: case &quot;138&quot;: case &quot;139&quot;: case &quot;156&quot;: case &quot;191&quot;: case &quot;486&quot;: case &quot;529&quot;: case &quot;552&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#feffe1&quot;, &quot;fillColor&quot;: &quot;#feffe1&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;45&quot;: case &quot;257&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#84cb7e&quot;, &quot;fillColor&quot;: &quot;#84cb7e&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;47&quot;: case &quot;359&quot;: case &quot;377&quot;: case &quot;399&quot;: case &quot;454&quot;: case &quot;540&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#c1e698&quot;, &quot;fillColor&quot;: &quot;#c1e698&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;49&quot;: case &quot;129&quot;: case &quot;202&quot;: case &quot;272&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#a6da8b&quot;, &quot;fillColor&quot;: &quot;#a6da8b&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;50&quot;: case &quot;155&quot;: case &quot;192&quot;: case &quot;204&quot;: case &quot;361&quot;: case &quot;364&quot;: case &quot;440&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#dff3a8&quot;, &quot;fillColor&quot;: &quot;#dff3a8&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;51&quot;: case &quot;348&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#c3e698&quot;, &quot;fillColor&quot;: &quot;#c3e698&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;53&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#5cb86b&quot;, &quot;fillColor&quot;: &quot;#5cb86b&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;55&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#3fa95c&quot;, &quot;fillColor&quot;: &quot;#3fa95c&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;56&quot;: case &quot;108&quot;: case &quot;294&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#45ad5f&quot;, &quot;fillColor&quot;: &quot;#45ad5f&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;57&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#47ae60&quot;, &quot;fillColor&quot;: &quot;#47ae60&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;58&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#329850&quot;, &quot;fillColor&quot;: &quot;#329850&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;59&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#39a056&quot;, &quot;fillColor&quot;: &quot;#39a056&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;61&quot;: case &quot;503&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#7fc97c&quot;, &quot;fillColor&quot;: &quot;#7fc97c&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;62&quot;: case &quot;162&quot;: case &quot;425&quot;: case &quot;507&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#9fd788&quot;, &quot;fillColor&quot;: &quot;#9fd788&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;63&quot;: case &quot;258&quot;: case &quot;422&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#349a52&quot;, &quot;fillColor&quot;: &quot;#349a52&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;65&quot;: case &quot;217&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#3ea75a&quot;, &quot;fillColor&quot;: &quot;#3ea75a&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;66&quot;: case &quot;123&quot;: case &quot;125&quot;: case &quot;239&quot;: case &quot;240&quot;: case &quot;266&quot;: case &quot;349&quot;: case &quot;384&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#8dcf81&quot;, &quot;fillColor&quot;: &quot;#8dcf81&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;67&quot;: case &quot;170&quot;: case &quot;303&quot;: case &quot;331&quot;: case &quot;426&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#c0e597&quot;, &quot;fillColor&quot;: &quot;#c0e597&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;69&quot;: case &quot;259&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#a2d88a&quot;, &quot;fillColor&quot;: &quot;#a2d88a&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;70&quot;: case &quot;128&quot;: case &quot;148&quot;: case &quot;333&quot;: case &quot;337&quot;: case &quot;345&quot;: case &quot;449&quot;: case &quot;496&quot;: case &quot;546&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#d9f0a3&quot;, &quot;fillColor&quot;: &quot;#d9f0a3&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;71&quot;: case &quot;387&quot;: case &quot;393&quot;: case &quot;547&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#58b669&quot;, &quot;fillColor&quot;: &quot;#58b669&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;72&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#30954f&quot;, &quot;fillColor&quot;: &quot;#30954f&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;73&quot;: case &quot;152&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#feffde&quot;, &quot;fillColor&quot;: &quot;#feffde&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;75&quot;: case &quot;216&quot;: case &quot;494&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#93d284&quot;, &quot;fillColor&quot;: &quot;#93d284&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;76&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#88cd7f&quot;, &quot;fillColor&quot;: &quot;#88cd7f&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;77&quot;: case &quot;495&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#95d385&quot;, &quot;fillColor&quot;: &quot;#95d385&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;78&quot;: case &quot;110&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#90d083&quot;, &quot;fillColor&quot;: &quot;#90d083&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;80&quot;: case &quot;105&quot;: case &quot;118&quot;: case &quot;385&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#6fc174&quot;, &quot;fillColor&quot;: &quot;#6fc174&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;81&quot;: case &quot;201&quot;: case &quot;298&quot;: case &quot;321&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#bde496&quot;, &quot;fillColor&quot;: &quot;#bde496&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;82&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#0e743c&quot;, &quot;fillColor&quot;: &quot;#0e743c&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;83&quot;: case &quot;376&quot;: case &quot;539&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#f8fcbe&quot;, &quot;fillColor&quot;: &quot;#f8fcbe&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;85&quot;: case &quot;369&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#f6fcb8&quot;, &quot;fillColor&quot;: &quot;#f6fcb8&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;86&quot;: case &quot;218&quot;: case &quot;324&quot;: case &quot;332&quot;: case &quot;335&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#ccea9d&quot;, &quot;fillColor&quot;: &quot;#ccea9d&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;87&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#1e8041&quot;, &quot;fillColor&quot;: &quot;#1e8041&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;88&quot;: case &quot;100&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#187b3f&quot;, &quot;fillColor&quot;: &quot;#187b3f&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;89&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#1c7e40&quot;, &quot;fillColor&quot;: &quot;#1c7e40&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;90&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#177b3f&quot;, &quot;fillColor&quot;: &quot;#177b3f&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;92&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#004d2c&quot;, &quot;fillColor&quot;: &quot;#004d2c&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;93&quot;: case &quot;292&quot;: case &quot;544&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#359c53&quot;, &quot;fillColor&quot;: &quot;#359c53&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;94&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#2d914b&quot;, &quot;fillColor&quot;: &quot;#2d914b&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;95&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#298c48&quot;, &quot;fillColor&quot;: &quot;#298c48&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;96&quot;: case &quot;102&quot;: case &quot;132&quot;: case &quot;135&quot;: case &quot;150&quot;: case &quot;151&quot;: case &quot;154&quot;: case &quot;205&quot;: case &quot;207&quot;: case &quot;243&quot;: case &quot;244&quot;: case &quot;251&quot;: case &quot;254&quot;: case &quot;283&quot;: case &quot;432&quot;: case &quot;433&quot;: case &quot;500&quot;: case &quot;501&quot;: case &quot;515&quot;: case &quot;517&quot;: case &quot;560&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#ffffe4&quot;, &quot;fillColor&quot;: &quot;#ffffe4&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;97&quot;: case &quot;180&quot;: case &quot;269&quot;: case &quot;300&quot;: case &quot;398&quot;: case &quot;431&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#acdd8e&quot;, &quot;fillColor&quot;: &quot;#acdd8e&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;103&quot;: case &quot;279&quot;: case &quot;355&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#3ba358&quot;, &quot;fillColor&quot;: &quot;#3ba358&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;104&quot;: case &quot;228&quot;: case &quot;261&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#a9db8c&quot;, &quot;fillColor&quot;: &quot;#a9db8c&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;107&quot;: case &quot;227&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#bee596&quot;, &quot;fillColor&quot;: &quot;#bee596&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;111&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#3ca458&quot;, &quot;fillColor&quot;: &quot;#3ca458&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;113&quot;: case &quot;263&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#379e54&quot;, &quot;fillColor&quot;: &quot;#379e54&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;114&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#55b567&quot;, &quot;fillColor&quot;: &quot;#55b567&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;115&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#70c275&quot;, &quot;fillColor&quot;: &quot;#70c275&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;116&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#75c578&quot;, &quot;fillColor&quot;: &quot;#75c578&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;117&quot;: case &quot;305&quot;: case &quot;382&quot;: case &quot;461&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#4cb063&quot;, &quot;fillColor&quot;: &quot;#4cb063&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;119&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#389f55&quot;, &quot;fillColor&quot;: &quot;#389f55&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;121&quot;: case &quot;270&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#53b466&quot;, &quot;fillColor&quot;: &quot;#53b466&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;124&quot;: case &quot;255&quot;: case &quot;551&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#4ab062&quot;, &quot;fillColor&quot;: &quot;#4ab062&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;126&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#5db96b&quot;, &quot;fillColor&quot;: &quot;#5db96b&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;127&quot;: case &quot;167&quot;: case &quot;187&quot;: case &quot;362&quot;: case &quot;404&quot;: case &quot;438&quot;: case &quot;447&quot;: case &quot;530&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#dbf1a4&quot;, &quot;fillColor&quot;: &quot;#dbf1a4&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;130&quot;: case &quot;248&quot;: case &quot;373&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#6bc072&quot;, &quot;fillColor&quot;: &quot;#6bc072&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;131&quot;: case &quot;140&quot;: case &quot;189&quot;: case &quot;208&quot;: case &quot;209&quot;: case &quot;214&quot;: case &quot;231&quot;: case &quot;295&quot;: case &quot;296&quot;: case &quot;326&quot;: case &quot;329&quot;: case &quot;441&quot;: case &quot;442&quot;: case &quot;450&quot;: case &quot;464&quot;: case &quot;467&quot;: case &quot;525&quot;: case &quot;555&quot;: case &quot;556&quot;: case &quot;557&quot;: case &quot;558&quot;: case &quot;559&quot;: case &quot;563&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#ffffe5&quot;, &quot;fillColor&quot;: &quot;#ffffe5&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;133&quot;: case &quot;242&quot;: case &quot;510&quot;: case &quot;548&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#fcfed7&quot;, &quot;fillColor&quot;: &quot;#fcfed7&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;141&quot;: case &quot;477&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#fcfed3&quot;, &quot;fillColor&quot;: &quot;#fcfed3&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;146&quot;: case &quot;182&quot;: case &quot;183&quot;: case &quot;233&quot;: case &quot;268&quot;: case &quot;319&quot;: case &quot;533&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#bce395&quot;, &quot;fillColor&quot;: &quot;#bce395&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;147&quot;: case &quot;164&quot;: case &quot;322&quot;: case &quot;437&quot;: case &quot;451&quot;: case &quot;485&quot;: case &quot;506&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#d7efa2&quot;, &quot;fillColor&quot;: &quot;#d7efa2&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;149&quot;: case &quot;186&quot;: case &quot;309&quot;: case &quot;344&quot;: case &quot;372&quot;: case &quot;379&quot;: case &quot;505&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#ddf2a6&quot;, &quot;fillColor&quot;: &quot;#ddf2a6&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;153&quot;: case &quot;221&quot;: case &quot;299&quot;: case &quot;414&quot;: case &quot;460&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#bae394&quot;, &quot;fillColor&quot;: &quot;#bae394&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;157&quot;: case &quot;527&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#f9fdc4&quot;, &quot;fillColor&quot;: &quot;#f9fdc4&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;159&quot;: case &quot;310&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#d2eda0&quot;, &quot;fillColor&quot;: &quot;#d2eda0&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;163&quot;: case &quot;184&quot;: case &quot;316&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#b5e092&quot;, &quot;fillColor&quot;: &quot;#b5e092&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;166&quot;: case &quot;423&quot;: case &quot;427&quot;: case &quot;473&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#a1d889&quot;, &quot;fillColor&quot;: &quot;#a1d889&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;168&quot;: case &quot;363&quot;: case &quot;487&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#e2f4aa&quot;, &quot;fillColor&quot;: &quot;#e2f4aa&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;171&quot;: case &quot;173&quot;: case &quot;308&quot;: case &quot;430&quot;: case &quot;463&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#d5eea1&quot;, &quot;fillColor&quot;: &quot;#d5eea1&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;174&quot;: case &quot;410&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#f4fbb7&quot;, &quot;fillColor&quot;: &quot;#f4fbb7&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;175&quot;: case &quot;190&quot;: case &quot;237&quot;: case &quot;311&quot;: case &quot;408&quot;: case &quot;434&quot;: case &quot;455&quot;: case &quot;483&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#dcf1a5&quot;, &quot;fillColor&quot;: &quot;#dcf1a5&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;177&quot;: case &quot;307&quot;: case &quot;313&quot;: case &quot;339&quot;: case &quot;346&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#ceeb9e&quot;, &quot;fillColor&quot;: &quot;#ceeb9e&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;193&quot;: case &quot;199&quot;: case &quot;253&quot;: case &quot;327&quot;: case &quot;336&quot;: case &quot;347&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#c8e99b&quot;, &quot;fillColor&quot;: &quot;#c8e99b&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;194&quot;: case &quot;226&quot;: case &quot;478&quot;: case &quot;541&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#fbfdce&quot;, &quot;fillColor&quot;: &quot;#fbfdce&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;195&quot;: case &quot;436&quot;: case &quot;522&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#eef9b3&quot;, &quot;fillColor&quot;: &quot;#eef9b3&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;196&quot;: case &quot;538&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#fbfed2&quot;, &quot;fillColor&quot;: &quot;#fbfed2&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;197&quot;: case &quot;389&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#fdfed9&quot;, &quot;fillColor&quot;: &quot;#fdfed9&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;200&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#016937&quot;, &quot;fillColor&quot;: &quot;#016937&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;203&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#f7fcb9&quot;, &quot;fillColor&quot;: &quot;#f7fcb9&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;212&quot;: case &quot;312&quot;: case &quot;334&quot;: case &quot;354&quot;: case &quot;409&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#d6efa2&quot;, &quot;fillColor&quot;: &quot;#d6efa2&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;213&quot;: case &quot;374&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#e9f6af&quot;, &quot;fillColor&quot;: &quot;#e9f6af&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;215&quot;: case &quot;342&quot;: case &quot;380&quot;: case &quot;452&quot;: case &quot;453&quot;: case &quot;459&quot;: case &quot;469&quot;: case &quot;482&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#e7f6ad&quot;, &quot;fillColor&quot;: &quot;#e7f6ad&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;219&quot;: case &quot;476&quot;: case &quot;498&quot;: case &quot;513&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#fcfed4&quot;, &quot;fillColor&quot;: &quot;#fcfed4&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;220&quot;: case &quot;267&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#a7db8c&quot;, &quot;fillColor&quot;: &quot;#a7db8c&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;224&quot;: case &quot;286&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#b2df90&quot;, &quot;fillColor&quot;: &quot;#b2df90&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;225&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#3fa85b&quot;, &quot;fillColor&quot;: &quot;#3fa85b&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;232&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#004529&quot;, &quot;fillColor&quot;: &quot;#004529&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;235&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#98d486&quot;, &quot;fillColor&quot;: &quot;#98d486&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;236&quot;: case &quot;241&quot;: case &quot;484&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#74c477&quot;, &quot;fillColor&quot;: &quot;#74c477&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;246&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#56b568&quot;, &quot;fillColor&quot;: &quot;#56b568&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;250&quot;: case &quot;549&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#f5fbb8&quot;, &quot;fillColor&quot;: &quot;#f5fbb8&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;256&quot;: case &quot;375&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#b8e293&quot;, &quot;fillColor&quot;: &quot;#b8e293&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;260&quot;: case &quot;306&quot;: case &quot;412&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#c4e799&quot;, &quot;fillColor&quot;: &quot;#c4e799&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;271&quot;: case &quot;532&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#abdc8d&quot;, &quot;fillColor&quot;: &quot;#abdc8d&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;273&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#72c376&quot;, &quot;fillColor&quot;: &quot;#72c376&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;274&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#68be71&quot;, &quot;fillColor&quot;: &quot;#68be71&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;277&quot;: case &quot;287&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#218242&quot;, &quot;fillColor&quot;: &quot;#218242&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;280&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#42ab5d&quot;, &quot;fillColor&quot;: &quot;#42ab5d&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;281&quot;: case &quot;293&quot;: case &quot;301&quot;: case &quot;543&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#3da559&quot;, &quot;fillColor&quot;: &quot;#3da559&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;284&quot;: case &quot;406&quot;: case &quot;531&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#fcfed6&quot;, &quot;fillColor&quot;: &quot;#fcfed6&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;289&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#0b713b&quot;, &quot;fillColor&quot;: &quot;#0b713b&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;291&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#005c32&quot;, &quot;fillColor&quot;: &quot;#005c32&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;297&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#f3fab6&quot;, &quot;fillColor&quot;: &quot;#f3fab6&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;304&quot;: case &quot;470&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#7ec97b&quot;, &quot;fillColor&quot;: &quot;#7ec97b&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;315&quot;: case &quot;323&quot;: case &quot;358&quot;: case &quot;428&quot;: case &quot;435&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#c7e89a&quot;, &quot;fillColor&quot;: &quot;#c7e89a&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;318&quot;: case &quot;351&quot;: case &quot;353&quot;: case &quot;365&quot;: case &quot;368&quot;: case &quot;391&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#e1f3a9&quot;, &quot;fillColor&quot;: &quot;#e1f3a9&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;338&quot;: case &quot;360&quot;: case &quot;471&quot;: case &quot;489&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#cfec9e&quot;, &quot;fillColor&quot;: &quot;#cfec9e&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;350&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#5ab76a&quot;, &quot;fillColor&quot;: &quot;#5ab76a&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;352&quot;: case &quot;465&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#4fb264&quot;, &quot;fillColor&quot;: &quot;#4fb264&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;366&quot;: case &quot;367&quot;: case &quot;439&quot;: case &quot;490&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#e6f5ac&quot;, &quot;fillColor&quot;: &quot;#e6f5ac&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;371&quot;: case &quot;411&quot;: case &quot;479&quot;: case &quot;545&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#edf8b2&quot;, &quot;fillColor&quot;: &quot;#edf8b2&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;383&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#7ac77a&quot;, &quot;fillColor&quot;: &quot;#7ac77a&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;386&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#86cc7f&quot;, &quot;fillColor&quot;: &quot;#86cc7f&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;390&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#f8fcc0&quot;, &quot;fillColor&quot;: &quot;#f8fcc0&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;392&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#79c679&quot;, &quot;fillColor&quot;: &quot;#79c679&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;395&quot;: case &quot;417&quot;: case &quot;424&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#8ed082&quot;, &quot;fillColor&quot;: &quot;#8ed082&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;397&quot;: case &quot;403&quot;: case &quot;562&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#d3eda0&quot;, &quot;fillColor&quot;: &quot;#d3eda0&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;405&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#eff9b3&quot;, &quot;fillColor&quot;: &quot;#eff9b3&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;407&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#fafdc9&quot;, &quot;fillColor&quot;: &quot;#fafdc9&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;413&quot;: case &quot;472&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#2a8d49&quot;, &quot;fillColor&quot;: &quot;#2a8d49&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;419&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#97d385&quot;, &quot;fillColor&quot;: &quot;#97d385&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;421&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#369d54&quot;, &quot;fillColor&quot;: &quot;#369d54&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;443&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#f7fcba&quot;, &quot;fillColor&quot;: &quot;#f7fcba&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;444&quot;: case &quot;468&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#e5f5ac&quot;, &quot;fillColor&quot;: &quot;#e5f5ac&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;474&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#43ac5e&quot;, &quot;fillColor&quot;: &quot;#43ac5e&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;475&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#f2fab5&quot;, &quot;fillColor&quot;: &quot;#f2fab5&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;480&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#f0f9b4&quot;, &quot;fillColor&quot;: &quot;#f0f9b4&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;481&quot;: case &quot;536&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#f9fdc5&quot;, &quot;fillColor&quot;: &quot;#f9fdc5&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;488&quot;: case &quot;499&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#fafdc8&quot;, &quot;fillColor&quot;: &quot;#fafdc8&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;491&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#ebf7b0&quot;, &quot;fillColor&quot;: &quot;#ebf7b0&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;493&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#b9e294&quot;, &quot;fillColor&quot;: &quot;#b9e294&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;516&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#fbfdcf&quot;, &quot;fillColor&quot;: &quot;#fbfdcf&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;526&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#fafdcb&quot;, &quot;fillColor&quot;: &quot;#fafdcb&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;542&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#eaf7af&quot;, &quot;fillColor&quot;: &quot;#eaf7af&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;553&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#fdfedb&quot;, &quot;fillColor&quot;: &quot;#fdfedb&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;554&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#f8fcbd&quot;, &quot;fillColor&quot;: &quot;#f8fcbd&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                default:\n",
       "                    return {&quot;color&quot;: &quot;#e0f3a8&quot;, &quot;fillColor&quot;: &quot;#e0f3a8&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "            }\n",
       "        }\n",
       "        function geo_json_2ef27c54fc5b0116649481cd4d96c00f_highlighter(feature) {\n",
       "            switch(feature.id) {\n",
       "                default:\n",
       "                    return {&quot;fillOpacity&quot;: 0.75};\n",
       "            }\n",
       "        }\n",
       "        function geo_json_2ef27c54fc5b0116649481cd4d96c00f_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_2ef27c54fc5b0116649481cd4d96c00f_styler(feature)\n",
       "            Object.assign(opts, style)\n",
       "            \n",
       "            return new L.CircleMarker(latlng, opts)\n",
       "        }\n",
       "\n",
       "        function geo_json_2ef27c54fc5b0116649481cd4d96c00f_onEachFeature(feature, layer) {\n",
       "            layer.on({\n",
       "                mouseout: function(e) {\n",
       "                    if(typeof e.target.setStyle === &quot;function&quot;){\n",
       "                            geo_json_2ef27c54fc5b0116649481cd4d96c00f.resetStyle(e.target);\n",
       "                    }\n",
       "                },\n",
       "                mouseover: function(e) {\n",
       "                    if(typeof e.target.setStyle === &quot;function&quot;){\n",
       "                        const highlightStyle = geo_json_2ef27c54fc5b0116649481cd4d96c00f_highlighter(e.target.feature)\n",
       "                        e.target.setStyle(highlightStyle);\n",
       "                    }\n",
       "                },\n",
       "            });\n",
       "        };\n",
       "        var geo_json_2ef27c54fc5b0116649481cd4d96c00f = L.geoJson(null, {\n",
       "                onEachFeature: geo_json_2ef27c54fc5b0116649481cd4d96c00f_onEachFeature,\n",
       "            \n",
       "                style: geo_json_2ef27c54fc5b0116649481cd4d96c00f_styler,\n",
       "                pointToLayer: geo_json_2ef27c54fc5b0116649481cd4d96c00f_pointToLayer,\n",
       "        });\n",
       "\n",
       "        function geo_json_2ef27c54fc5b0116649481cd4d96c00f_add (data) {\n",
       "            geo_json_2ef27c54fc5b0116649481cd4d96c00f\n",
       "                .addData(data);\n",
       "        }\n",
       "            geo_json_2ef27c54fc5b0116649481cd4d96c00f_add({&quot;bbox&quot;: [-72.1946787097182, 42.526874119785255, -72.16876099697805, 42.55174226601319], &quot;features&quot;: [{&quot;bbox&quot;: [-72.17298569832828, 42.549413680278484, -72.17298569832828, 42.549413680278484], &quot;geometry&quot;: {&quot;coordinates&quot;: [-72.17298569832828, 42.549413680278484], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;0&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#def2a7&quot;, &quot;agbd&quot;: 101.43821716308594, &quot;l4_quality_flag&quot;: 1}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-72.1724123263661, 42.54912214742636, -72.1724123263661, 42.54912214742636], &quot;geometry&quot;: {&quot;coordinates&quot;: [-72.1724123263661, 42.54912214742636], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;1&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#edf8b1&quot;, &quot;agbd&quot;: 77.89411926269531, &quot;l4_quality_flag&quot;: 1}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-72.17126863319835, 42.548539610752364, -72.17126863319835, 42.548539610752364], &quot;geometry&quot;: {&quot;coordinates&quot;: [-72.17126863319835, 42.548539610752364], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;2&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#ecf7b1&quot;, &quot;agbd&quot;: 78.86591339111328, &quot;l4_quality_flag&quot;: 1}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-72.17069862781204, 42.54824867609591, -72.17069862781204, 42.54824867609591], &quot;geometry&quot;: {&quot;coordinates&quot;: [-72.17069862781204, 42.54824867609591], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;3&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#feffe2&quot;, &quot;agbd&quot;: 13.887011528015137, &quot;l4_quality_flag&quot;: 1}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-72.17012367004693, 42.5479568825996, -72.17012367004693, 42.5479568825996], &quot;geometry&quot;: {&quot;coordinates&quot;: [-72.17012367004693, 42.5479568825996], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;4&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#afde8f&quot;, &quot;agbd&quot;: 157.1252899169922, &quot;l4_quality_flag&quot;: 1}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-72.1695517307226, 42.54766564325142, -72.1695517307226, 42.54766564325142], &quot;geometry&quot;: {&quot;coordinates&quot;: [-72.1695517307226, 42.54766564325142], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;5&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#c5e89a&quot;, &quot;agbd&quot;: 132.28976440429688, &quot;l4_quality_flag&quot;: 1}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-72.16897914464728, 42.54737431790566, -72.16897914464728, 42.54737431790566], &quot;geometry&quot;: {&quot;coordinates&quot;: [-72.16897914464728, 42.54737431790566], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;6&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#9cd687&quot;, &quot;agbd&quot;: 176.44171142578125, &quot;l4_quality_flag&quot;: 1}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-72.18059699529046, 42.54660664025591, -72.18059699529046, 42.54660664025591], &quot;geometry&quot;: {&quot;coordinates&quot;: [-72.18059699529046, 42.54660664025591], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;7&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#daf0a4&quot;, &quot;agbd&quot;: 108.64482116699219, &quot;l4_quality_flag&quot;: 1}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-72.18002240184262, 42.54631539323664, -72.18002240184262, 42.54631539323664], &quot;geometry&quot;: {&quot;coordinates&quot;: [-72.18002240184262, 42.54631539323664], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;8&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#5fba6c&quot;, &quot;agbd&quot;: 233.04049682617188, &quot;l4_quality_flag&quot;: 1}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-72.17944975467218, 42.54602456750659, -72.17944975467218, 42.54602456750659], &quot;geometry&quot;: {&quot;coordinates&quot;: [-72.17944975467218, 42.54602456750659], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;9&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#6dc073&quot;, &quot;agbd&quot;: 220.05064392089844, &quot;l4_quality_flag&quot;: 1}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-72.17887800853492, 42.545733890293924, -72.17887800853492, 42.545733890293924], &quot;geometry&quot;: {&quot;coordinates&quot;: [-72.17887800853492, 42.545733890293924], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;10&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#b3e091&quot;, &quot;agbd&quot;: 153.45115661621094, &quot;l4_quality_flag&quot;: 1}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-72.17830558529367, 42.54544295137448, -72.17830558529367, 42.54544295137448], &quot;geometry&quot;: {&quot;coordinates&quot;: [-72.17830558529367, 42.54544295137448], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;11&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#d0ec9f&quot;, &quot;agbd&quot;: 120.20284271240234, &quot;l4_quality_flag&quot;: 1}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-72.17716114550733, 42.54486093817007, -72.17716114550733, 42.54486093817007], &quot;geometry&quot;: {&quot;coordinates&quot;: [-72.17716114550733, 42.54486093817007], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;12&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#feffdf&quot;, &quot;agbd&quot;: 16.65995216369629, &quot;l4_quality_flag&quot;: 1}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-72.17601785457872, 42.54427895393768, -72.17601785457872, 42.54427895393768], &quot;geometry&quot;: {&quot;coordinates&quot;: [-72.17601785457872, 42.54427895393768], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;13&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#77c679&quot;, &quot;agbd&quot;: 211.22413635253906, &quot;l4_quality_flag&quot;: 1}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-72.17544551844705, 42.543987701880205, -72.17544551844705, 42.543987701880205], &quot;geometry&quot;: {&quot;coordinates&quot;: [-72.17544551844705, 42.543987701880205], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;14&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#f1fab5&quot;, &quot;agbd&quot;: 69.37262725830078, &quot;l4_quality_flag&quot;: 1}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-72.17487323966871, 42.543696421104364, -72.17487323966871, 42.543696421104364], &quot;geometry&quot;: {&quot;coordinates&quot;: [-72.17487323966871, 42.543696421104364], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;15&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#9dd688&quot;, &quot;agbd&quot;: 174.3755645751953, &quot;l4_quality_flag&quot;: 1}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-72.17430121706367, 42.54340517085519, -72.17430121706367, 42.54340517085519], &quot;geometry&quot;: {&quot;coordinates&quot;: [-72.17430121706367, 42.54340517085519], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;16&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#7cc87b&quot;, &quot;agbd&quot;: 205.81459045410156, &quot;l4_quality_flag&quot;: 1}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-72.17373020355669, 42.54311415426102, -72.17373020355669, 42.54311415426102], &quot;geometry&quot;: {&quot;coordinates&quot;: [-72.17373020355669, 42.54311415426102], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;17&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#cbea9c&quot;, &quot;agbd&quot;: 126.25904846191406, &quot;l4_quality_flag&quot;: 1}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-72.17315808605183, 42.54282283166846, -72.17315808605183, 42.54282283166846], &quot;geometry&quot;: {&quot;coordinates&quot;: [-72.17315808605183, 42.54282283166846], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;18&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#9ad587&quot;, &quot;agbd&quot;: 177.9658660888672, &quot;l4_quality_flag&quot;: 1}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-72.17258689605413, 42.542531737206495, -72.17258689605413, 42.542531737206495], &quot;geometry&quot;: {&quot;coordinates&quot;: [-72.17258689605413, 42.542531737206495], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;19&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#daf0a4&quot;, &quot;agbd&quot;: 108.41995239257812, &quot;l4_quality_flag&quot;: 1}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-72.17201198412864, 42.54223967374686, -72.17201198412864, 42.54223967374686], &quot;geometry&quot;: {&quot;coordinates&quot;: [-72.17201198412864, 42.54223967374686], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;20&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#c5e89a&quot;, &quot;agbd&quot;: 132.22877502441406, &quot;l4_quality_flag&quot;: 1}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-72.1714355619573, 42.54194722226549, -72.1714355619573, 42.54194722226549], &quot;geometry&quot;: {&quot;coordinates&quot;: [-72.1714355619573, 42.54194722226549], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;21&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#6dc073&quot;, &quot;agbd&quot;: 219.63412475585938, &quot;l4_quality_flag&quot;: 1}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-72.170861801019, 42.54165547192694, -72.170861801019, 42.54165547192694], &quot;geometry&quot;: {&quot;coordinates&quot;: [-72.170861801019, 42.54165547192694], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;22&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#e3f4aa&quot;, &quot;agbd&quot;: 94.03904724121094, &quot;l4_quality_flag&quot;: 1}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-72.17028739729173, 42.541363574027294, -72.17028739729173, 42.541363574027294], &quot;geometry&quot;: {&quot;coordinates&quot;: [-72.17028739729173, 42.541363574027294], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;23&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#a4d98a&quot;, &quot;agbd&quot;: 168.00416564941406, &quot;l4_quality_flag&quot;: 1}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-72.16971577691682, 42.54107242503455, -72.16971577691682, 42.54107242503455], &quot;geometry&quot;: {&quot;coordinates&quot;: [-72.16971577691682, 42.54107242503455], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;24&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#fdfedd&quot;, &quot;agbd&quot;: 19.17404556274414, &quot;l4_quality_flag&quot;: 0}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-72.18648375043766, 42.54468006451621, -72.18648375043766, 42.54468006451621], &quot;geometry&quot;: {&quot;coordinates&quot;: [-72.18648375043766, 42.54468006451621], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;25&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#9dd688&quot;, &quot;agbd&quot;: 174.37246704101562, &quot;l4_quality_flag&quot;: 1}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-72.1859125538268, 42.54439097704007, -72.1859125538268, 42.54439097704007], &quot;geometry&quot;: {&quot;coordinates&quot;: [-72.1859125538268, 42.54439097704007], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;26&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#ddf1a6&quot;, &quot;agbd&quot;: 103.79115295410156, &quot;l4_quality_flag&quot;: 1}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-72.18477093420478, 42.54381321664419, -72.18477093420478, 42.54381321664419], &quot;geometry&quot;: {&quot;coordinates&quot;: [-72.18477093420478, 42.54381321664419], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;27&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#edf8b1&quot;, &quot;agbd&quot;: 78.270263671875, &quot;l4_quality_flag&quot;: 1}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-72.18419924643955, 42.54352408743873, -72.18419924643955, 42.54352408743873], &quot;geometry&quot;: {&quot;coordinates&quot;: [-72.18419924643955, 42.54352408743873], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;28&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#e8f6ae&quot;, &quot;agbd&quot;: 85.96823120117188, &quot;l4_quality_flag&quot;: 1}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-72.18362674945266, 42.54323470617885, -72.18362674945266, 42.54323470617885], &quot;geometry&quot;: {&quot;coordinates&quot;: [-72.18362674945266, 42.54323470617885], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;29&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#4eb163&quot;, &quot;agbd&quot;: 248.69419860839844, &quot;l4_quality_flag&quot;: 1}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-72.18305549115644, 42.54294579009849, -72.18305549115644, 42.54294579009849], &quot;geometry&quot;: {&quot;coordinates&quot;: [-72.18305549115644, 42.54294579009849], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;30&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#61bb6d&quot;, &quot;agbd&quot;: 230.62118530273438, &quot;l4_quality_flag&quot;: 1}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-72.18248413354578, 42.54265686209131, -72.18248413354578, 42.54265686209131], &quot;geometry&quot;: {&quot;coordinates&quot;: [-72.18248413354578, 42.54265686209131], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;31&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#b6e192&quot;, &quot;agbd&quot;: 150.23526000976562, &quot;l4_quality_flag&quot;: 1}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-72.1819126263388, 42.54236789919249, -72.1819126263388, 42.54236789919249], &quot;geometry&quot;: {&quot;coordinates&quot;: [-72.1819126263388, 42.54236789919249], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;32&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#d0ec9f&quot;, &quot;agbd&quot;: 120.29241180419922, &quot;l4_quality_flag&quot;: 1}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-72.1813392280093, 42.54207828207598, -72.1813392280093, 42.54207828207598], &quot;geometry&quot;: {&quot;coordinates&quot;: 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&quot;Feature&quot;}, {&quot;bbox&quot;: [-72.18493743363922, 42.54172864177217, -72.18493743363922, 42.54172864177217], &quot;geometry&quot;: {&quot;coordinates&quot;: [-72.18493743363922, 42.54172864177217], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;539&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#f8fcbe&quot;, &quot;agbd&quot;: 53.58629608154297, &quot;l4_quality_flag&quot;: 0}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-72.18436836453743, 42.5414433547954, -72.18436836453743, 42.5414433547954], &quot;geometry&quot;: {&quot;coordinates&quot;: [-72.18436836453743, 42.5414433547954], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;540&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#c1e698&quot;, &quot;agbd&quot;: 136.95433044433594, &quot;l4_quality_flag&quot;: 1}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-72.1757761161081, 42.53710384378734, -72.1757761161081, 42.53710384378734], &quot;geometry&quot;: {&quot;coordinates&quot;: [-72.1757761161081, 42.53710384378734], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;541&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#fbfdce&quot;, &quot;agbd&quot;: 37.189552307128906, &quot;l4_quality_flag&quot;: 0}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-72.18713394012157, 42.5409305202996, -72.18713394012157, 42.5409305202996], &quot;geometry&quot;: {&quot;coordinates&quot;: [-72.18713394012157, 42.5409305202996], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;542&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#eaf7af&quot;, &quot;agbd&quot;: 82.3852767944336, &quot;l4_quality_flag&quot;: 1}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-72.186571878052, 42.54064252710081, -72.186571878052, 42.54064252710081], &quot;geometry&quot;: {&quot;coordinates&quot;: [-72.186571878052, 42.54064252710081], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;543&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#3da559&quot;, &quot;agbd&quot;: 267.4972839355469, &quot;l4_quality_flag&quot;: 1}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-72.18599758111179, 42.54034905218371, -72.18599758111179, 42.54034905218371], &quot;geometry&quot;: {&quot;coordinates&quot;: [-72.18599758111179, 42.54034905218371], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;544&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#359c53&quot;, &quot;agbd&quot;: 280.224609375, &quot;l4_quality_flag&quot;: 1}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-72.18540982246421, 42.54004959468964, -72.18540982246421, 42.54004959468964], &quot;geometry&quot;: {&quot;coordinates&quot;: [-72.18540982246421, 42.54004959468964], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;545&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#edf8b2&quot;, &quot;agbd&quot;: 76.86376953125, &quot;l4_quality_flag&quot;: 0}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-72.18086879459979, 42.53772052254941, -72.18086879459979, 42.53772052254941], &quot;geometry&quot;: {&quot;coordinates&quot;: [-72.18086879459979, 42.53772052254941], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;546&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#d9f0a3&quot;, &quot;agbd&quot;: 110.5689926147461, &quot;l4_quality_flag&quot;: 0}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-72.18030108668164, 42.53742942497298, -72.18030108668164, 42.53742942497298], &quot;geometry&quot;: {&quot;coordinates&quot;: [-72.18030108668164, 42.53742942497298], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;547&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#58b669&quot;, &quot;agbd&quot;: 239.02883911132812, &quot;l4_quality_flag&quot;: 1}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-72.17971454908157, 42.537130316016935, -72.17971454908157, 42.537130316016935], &quot;geometry&quot;: {&quot;coordinates&quot;: [-72.17971454908157, 42.537130316016935], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;548&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#fcfed7&quot;, &quot;agbd&quot;: 25.41484832763672, &quot;l4_quality_flag&quot;: 0}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-72.17571200903072, 42.53508661004966, -72.17571200903072, 42.53508661004966], &quot;geometry&quot;: {&quot;coordinates&quot;: [-72.17571200903072, 42.53508661004966], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;549&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#f5fbb8&quot;, &quot;agbd&quot;: 64.03526306152344, &quot;l4_quality_flag&quot;: 0}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-72.17514373927031, 42.534797305546775, -72.17514373927031, 42.534797305546775], &quot;geometry&quot;: {&quot;coordinates&quot;: [-72.17514373927031, 42.534797305546775], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;550&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#d0ec9f&quot;, &quot;agbd&quot;: 120.12508392333984, &quot;l4_quality_flag&quot;: 0}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-72.19355933040974, 42.53811951611354, -72.19355933040974, 42.53811951611354], &quot;geometry&quot;: {&quot;coordinates&quot;: [-72.19355933040974, 42.53811951611354], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;551&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#4ab062&quot;, &quot;agbd&quot;: 251.27491760253906, &quot;l4_quality_flag&quot;: 1}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-72.18378372875115, 42.53314012701158, -72.18378372875115, 42.53314012701158], &quot;geometry&quot;: {&quot;coordinates&quot;: [-72.18378372875115, 42.53314012701158], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;552&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#feffe1&quot;, &quot;agbd&quot;: 14.435725212097168, &quot;l4_quality_flag&quot;: 0}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-72.18321846005458, 42.53284992825021, -72.18321846005458, 42.53284992825021], &quot;geometry&quot;: {&quot;coordinates&quot;: [-72.18321846005458, 42.53284992825021], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;553&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#fdfedb&quot;, &quot;agbd&quot;: 21.69681167602539, &quot;l4_quality_flag&quot;: 1}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-72.18264955766121, 42.53255814869849, -72.18264955766121, 42.53255814869849], &quot;geometry&quot;: {&quot;coordinates&quot;: [-72.18264955766121, 42.53255814869849], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;554&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#f8fcbd&quot;, &quot;agbd&quot;: 55.563724517822266, &quot;l4_quality_flag&quot;: 1}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-72.18707881360864, 42.543573322601965, -72.18707881360864, 42.543573322601965], &quot;geometry&quot;: {&quot;coordinates&quot;: [-72.18707881360864, 42.543573322601965], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;555&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#ffffe5&quot;, &quot;agbd&quot;: 11.067168235778809, &quot;l4_quality_flag&quot;: 0}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-72.18593092443554, 42.54415390842656, -72.18593092443554, 42.54415390842656], &quot;geometry&quot;: {&quot;coordinates&quot;: [-72.18593092443554, 42.54415390842656], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;556&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#ffffe5&quot;, &quot;agbd&quot;: 10.782410621643066, &quot;l4_quality_flag&quot;: 0}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-72.18076544090394, 42.54676616569959, -72.18076544090394, 42.54676616569959], &quot;geometry&quot;: {&quot;coordinates&quot;: [-72.18076544090394, 42.54676616569959], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;557&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#ffffe5&quot;, &quot;agbd&quot;: 10.417494773864746, &quot;l4_quality_flag&quot;: 0}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-72.18019168681994, 42.54705621826972, -72.18019168681994, 42.54705621826972], &quot;geometry&quot;: {&quot;coordinates&quot;: [-72.18019168681994, 42.54705621826972], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;558&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#ffffe5&quot;, &quot;agbd&quot;: 11.015305519104004, &quot;l4_quality_flag&quot;: 0}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-72.1796181523282, 42.547346057468864, -72.1796181523282, 42.547346057468864], &quot;geometry&quot;: {&quot;coordinates&quot;: [-72.1796181523282, 42.547346057468864], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;559&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#ffffe5&quot;, &quot;agbd&quot;: 9.998185157775879, &quot;l4_quality_flag&quot;: 0}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-72.1790442211614, 42.54763628755956, -72.1790442211614, 42.54763628755956], &quot;geometry&quot;: {&quot;coordinates&quot;: [-72.1790442211614, 42.54763628755956], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;560&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#ffffe4&quot;, &quot;agbd&quot;: 11.788704872131348, &quot;l4_quality_flag&quot;: 0}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-72.17846981936246, 42.54792698244942, -72.17846981936246, 42.54792698244942], &quot;geometry&quot;: {&quot;coordinates&quot;: [-72.17846981936246, 42.54792698244942], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;561&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#fdfedd&quot;, &quot;agbd&quot;: 19.878334045410156, &quot;l4_quality_flag&quot;: 0}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-72.17330328019878, 42.55054058277327, -72.17330328019878, 42.55054058277327], &quot;geometry&quot;: {&quot;coordinates&quot;: [-72.17330328019878, 42.55054058277327], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;562&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#d3eda0&quot;, &quot;agbd&quot;: 116.3106689453125, &quot;l4_quality_flag&quot;: 0}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-72.17273024831036, 42.5508300343959, -72.17273024831036, 42.5508300343959], &quot;geometry&quot;: {&quot;coordinates&quot;: [-72.17273024831036, 42.5508300343959], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;563&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#ffffe5&quot;, &quot;agbd&quot;: 10.261285781860352, &quot;l4_quality_flag&quot;: 0}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-72.17101011839098, 42.55169944796496, -72.17101011839098, 42.55169944796496], &quot;geometry&quot;: {&quot;coordinates&quot;: [-72.17101011839098, 42.55169944796496], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;564&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#feffdf&quot;, &quot;agbd&quot;: 16.7247371673584, &quot;l4_quality_flag&quot;: 0}, &quot;type&quot;: &quot;Feature&quot;}], &quot;type&quot;: &quot;FeatureCollection&quot;});\n",
       "\n",
       "        \n",
       "    \n",
       "    geo_json_2ef27c54fc5b0116649481cd4d96c00f.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;agbd&quot;, &quot;l4_quality_flag&quot;];\n",
       "    let aliases = [&quot;agbd&quot;, &quot;l4_quality_flag&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",
       "            geo_json_2ef27c54fc5b0116649481cd4d96c00f.addTo(map_146da8398c050320df5427ef0ea679f6);\n",
       "        \n",
       "    \n",
       "    var color_map_856baa096eee74c16b2a3ccbcd4c4672 = {};\n",
       "\n",
       "    \n",
       "    color_map_856baa096eee74c16b2a3ccbcd4c4672.color = d3.scale.threshold()\n",
       "              .domain([9.700453758239746, 10.50311520486652, 11.305776651493295, 12.108438098120068, 12.911099544746843, 13.713760991373617, 14.51642243800039, 15.319083884627165, 16.12174533125394, 16.924406777880712, 17.727068224507487, 18.529729671134263, 19.332391117761034, 20.13505256438781, 20.937714011014585, 21.740375457641356, 22.54303690426813, 23.345698350894907, 24.148359797521678, 24.951021244148453, 25.75368269077523, 26.556344137402, 27.359005584028775, 28.16166703065555, 28.964328477282322, 29.766989923909097, 30.569651370535873, 31.372312817162644, 32.17497426378942, 32.977635710416195, 33.780297157042966, 34.58295860366974, 35.38562005029652, 36.18828149692329, 36.99094294355007, 37.79360439017684, 38.59626583680361, 39.39892728343038, 40.20158873005716, 41.00425017668394, 41.80691162331071, 42.60957306993748, 43.412234516564254, 44.21489596319103, 45.017557409817805, 45.820218856444576, 46.622880303071355, 47.42554174969813, 48.2282031963249, 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       "    \n",
       "\n",
       "    color_map_856baa096eee74c16b2a3ccbcd4c4672.x = d3.scale.linear()\n",
       "              .domain([9.700453758239746, 410.228515625])\n",
       "              .range([0, 450 - 50]);\n",
       "\n",
       "    color_map_856baa096eee74c16b2a3ccbcd4c4672.legend = L.control({position: &#x27;topright&#x27;});\n",
       "    color_map_856baa096eee74c16b2a3ccbcd4c4672.legend.onAdd = function (map) {var div = L.DomUtil.create(&#x27;div&#x27;, &#x27;legend&#x27;); return div};\n",
       "    color_map_856baa096eee74c16b2a3ccbcd4c4672.legend.addTo(map_146da8398c050320df5427ef0ea679f6);\n",
       "\n",
       "    color_map_856baa096eee74c16b2a3ccbcd4c4672.xAxis = d3.svg.axis()\n",
       "        .scale(color_map_856baa096eee74c16b2a3ccbcd4c4672.x)\n",
       "        .orient(&quot;top&quot;)\n",
       "        .tickSize(1)\n",
       "        .tickValues([9.700453758239746, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, 50.538609085830984, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, 91.37676441342222, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, 132.2149197410135, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, 173.0530750686047, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, 213.89123039619597, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, 254.7293857237872, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, 295.56754105137844, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, 336.40569637896965, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, 377.2438517065609, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;]);\n",
       "\n",
       "    color_map_856baa096eee74c16b2a3ccbcd4c4672.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_856baa096eee74c16b2a3ccbcd4c4672.g = color_map_856baa096eee74c16b2a3ccbcd4c4672.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_856baa096eee74c16b2a3ccbcd4c4672.g.selectAll(&quot;rect&quot;)\n",
       "        .data(color_map_856baa096eee74c16b2a3ccbcd4c4672.color.range().map(function(d, i) {\n",
       "          return {\n",
       "            x0: i ? color_map_856baa096eee74c16b2a3ccbcd4c4672.x(color_map_856baa096eee74c16b2a3ccbcd4c4672.color.domain()[i - 1]) : color_map_856baa096eee74c16b2a3ccbcd4c4672.x.range()[0],\n",
       "            x1: i &lt; color_map_856baa096eee74c16b2a3ccbcd4c4672.color.domain().length ? color_map_856baa096eee74c16b2a3ccbcd4c4672.x(color_map_856baa096eee74c16b2a3ccbcd4c4672.color.domain()[i]) : color_map_856baa096eee74c16b2a3ccbcd4c4672.x.range()[1],\n",
       "            z: d\n",
       "          };\n",
       "        }))\n",
       "      .enter().append(&quot;rect&quot;)\n",
       "        .attr(&quot;height&quot;, 40 - 30)\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_856baa096eee74c16b2a3ccbcd4c4672.g.call(color_map_856baa096eee74c16b2a3ccbcd4c4672.xAxis).append(&quot;text&quot;)\n",
       "        .attr(&quot;class&quot;, &quot;caption&quot;)\n",
       "        .attr(&quot;y&quot;, 21)\n",
       "        .text(&quot;agbd&quot;);\n",
       "&lt;/script&gt;\n",
       "&lt;/html&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 0x7f23c2378d40>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xyz = \"https://server.arcgisonline.com/ArcGIS/rest/services/World_Imagery/MapServer/tile/{z}/{y}/{x}\"\n",
    "attr = \"ESRI\"\n",
    "l4a_gdf['agbd'] = l4a_gdf['agbd'].astype(float)\n",
    "l4a_gdf[['agbd', 'l4_quality_flag', 'geometry']].explore(\"agbd\", cmap = \"YlGn\", \n",
    "                                                         tiles=xyz, attr=attr, legend=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "8b5b58dc-60a1-4179-979c-a50b8ba87241",
   "metadata": {},
   "outputs": [],
   "source": [
    "# (optional) export to csv\n",
    "l4a_gdf.to_csv('poly_subset.csv', index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e94992f6-b0ae-4a26-bc59-22e5deb93a08",
   "metadata": {},
   "source": [
    "## References\n",
    "```{bibliography}\n",
    ":style: plain\n",
    ":filter: docname in docnames\n",
    "```"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
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