notebooks/gedi_l4a_harmony.ipynb

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    "# Accessing GEDI L4A variables using NASA Harmony API\n",
    "\n",
    "## Overview\n",
    "[NASA's Harmony Services](https://harmony.earthdata.nasa.gov/) allows seamless access and production of  analysis-ready Earth observation data across different DAACs, by enabling cloud-based spatial, temporal, and variable subsetting and data conversions.  The **Global Ecosystem Dynamics Investigation (GEDI) L4A Footprint Level Aboveground Biomass Density (AGBD)**{cite}`dubayah2022` is available from the [Harmony Trajectory Subsetter API](https://cmr.earthdata.nasa.gov/search/concepts/S2836723123-XYZ_PROV.html). \n",
    "\n",
    "This tutorial demonstrates how to directly access and subset the GEDI L4A variables using Harmony API for an area in [NASA's Delta-X project](https://deltax.jpl.nasa.gov/). The Delta-X project collects [field and airborne measurements](https://daac.ornl.gov/cgi-bin/dataset_lister.pl?p=41) of ecological and hydrology variables over the two river basins (Atchafalaya and Terrebonne) in the Mississippi River Delta of the United States. The subset of the GEDI L4A dataset for the Delta-X area can enable a comparison of aboveground biomass between GEDI L4A and the field measurements.\n",
    "\n",
    "```{admonition} Learning Objectives\n",
    "- Use [NASA's Harmony Services](https://harmony.earthdata.nasa.gov/) to retrieve the GEDI L4A dataset. The Harmony API allows access to selected variables for the dataset within the spatial-temporal bounds without having to download the whole data file.\n",
    "- Compute summaries of AGBD across various plant functional types (PFTs)\n",
    "```\n",
    "\n",
    "## Requirements\n",
    "While NASA's Harmony services are available directly through RESTful API, we will use [Harmony-Py](https://github.com/nasa/harmony-py) Python library for this tutorial. Harmony-Py provides a friendly interface for integrating with NASA's Harmony Services. In addition to the `Harmony-Py` python module, additional prerequisites are provided [here](../docs/prerequisites)."
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    "# import python modules\n",
    "from datetime import datetime\n",
    "import earthaccess\n",
    "import h5py\n",
    "import pandas as pd\n",
    "import geopandas as gpd\n",
    "from harmony import BBox, Client, Collection, Request"
   ]
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    "## Harmony Client\n",
    "NASA Harmony API requires [NASA Earthdata Login (EDL)](https://urs.earthdata.nasa.gov/). We recommend authenticating your Earthdata Login (EDL) information using the `earthaccess` python library as follows:"
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    "# 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)"
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    "Alternatively, you can also login to `harmony_client` directly by passing EDL authentication as the following in the Jupyter Notebook itself:\n",
    "\n",
    "```bash\n",
    "harmony_client = Client(auth=(\"your EDL username\", \"your EDL password\"))\n",
    "```\n",
    "\n",
    "First, we create a Harmony Client object. If you are passing the EDL authentication, please do as shown above with `auth` parameter."
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    "harmony_client = Client()"
   ]
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    "## Retrieve Concept ID\n",
    "Now let's retrieve the `Concept ID` of the GEDI L4A dataset. The `Concept ID` is NASA Earthdata's unique ID for its dataset. "
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       "'C2237824918-ORNL_CLOUD'"
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    "# GEDI L4A DOI\n",
    "DOI = '10.3334/ORNLDAAC/2056'\n",
    "\n",
    "def get_concept_id(doi):\n",
    "    \"\"\"get concept id from DOI using earthaccess\"\"\"\n",
    "    col = earthaccess.search_datasets(doi=doi)\n",
    "    for ds in col:\n",
    "        # check if Harmony trajectory service exists\n",
    "        if 'S2836723123-XYZ_PROV' in ds.services().keys():\n",
    "            return(ds.concept_id())\n",
    "\n",
    "concept_id = get_concept_id(DOI)\n",
    "concept_id"
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    "## Define Request Parameters\n",
    "\n",
    "Let's create a Harmony Collection object with the `concept_id` retrieved above. We will also define the GEDI L4A variables of interest and temporal range."
   ]
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    "# harmony collection\n",
    "collection = Collection(id=concept_id)\n",
    "\n",
    "def create_var_names(gedi_vars):\n",
    "    \"\"\"combines variable names with the beam and returns as a list\"\"\"\n",
    "    # gedi beams\n",
    "    beams = ['BEAM0000', 'BEAM0001', 'BEAM0010', 'BEAM0011',\n",
    "             'BEAM0101', 'BEAM0110', 'BEAM1000', 'BEAM1011']\n",
    "    # combine variables and beam names\n",
    "    return [f'/{b}/{v}' for b in beams for v in gedi_vars]\n",
    "\n",
    "variables = create_var_names(['agbd', 'l4_quality_flag'])\n",
    "temporal_range = {'start': datetime(2019, 4, 1),\n",
    "                  'stop': datetime(2023, 3, 31)}"
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    "We will use the spatial extent of a **Pre-DeltaX Vegetation Structure dataset**{cite}`castaneda2020`. The location and aboveground biomass  of the *Salix nigra* plots collected in the Spring of 2015 are provided as a GeoJSON file at `polygons/atchafalaya_salix_spring15.json`. Let's open this file and compute its bound."
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&quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#fde725&quot;, &quot;agb&quot;: 66080, &quot;basin&quot;: &quot;Atchafalaya&quot;, &quot;campaign&quot;: &quot;Spring 2015&quot;, &quot;date&quot;: &quot;5/9/15&quot;, &quot;plot_distance_from_shore&quot;: -9999, &quot;plot_replicate&quot;: &quot;NA&quot;, &quot;site_id&quot;: &quot;t02&quot;, &quot;species&quot;: &quot;Salix nigra&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-91.4357, 29.53263, -91.4357, 29.53263], &quot;geometry&quot;: {&quot;coordinates&quot;: [-91.4357, 29.53263], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;2&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#21918c&quot;, &quot;agb&quot;: 34780, &quot;basin&quot;: &quot;Atchafalaya&quot;, &quot;campaign&quot;: &quot;Spring 2015&quot;, &quot;date&quot;: &quot;5/9/15&quot;, &quot;plot_distance_from_shore&quot;: -9999, &quot;plot_replicate&quot;: &quot;NA&quot;, &quot;site_id&quot;: &quot;t03&quot;, &quot;species&quot;: &quot;Salix nigra&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-91.43171, 29.51538, -91.43171, 29.51538], &quot;geometry&quot;: {&quot;coordinates&quot;: [-91.43171, 29.51538], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;3&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#1f9e89&quot;, &quot;agb&quot;: 38030, &quot;basin&quot;: &quot;Atchafalaya&quot;, &quot;campaign&quot;: &quot;Spring 2015&quot;, &quot;date&quot;: &quot;5/9/15&quot;, &quot;plot_distance_from_shore&quot;: -9999, &quot;plot_replicate&quot;: &quot;NA&quot;, &quot;site_id&quot;: &quot;t04&quot;, &quot;species&quot;: &quot;Salix nigra&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-91.43279, 29.51413, -91.43279, 29.51413], &quot;geometry&quot;: {&quot;coordinates&quot;: [-91.43279, 29.51413], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;4&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#67cc5c&quot;, &quot;agb&quot;: 51520, &quot;basin&quot;: &quot;Atchafalaya&quot;, &quot;campaign&quot;: &quot;Spring 2015&quot;, &quot;date&quot;: &quot;5/9/15&quot;, &quot;plot_distance_from_shore&quot;: -9999, &quot;plot_replicate&quot;: &quot;NA&quot;, &quot;site_id&quot;: &quot;t05&quot;, &quot;species&quot;: &quot;Salix nigra&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-91.43267, 29.51121, -91.43267, 29.51121], &quot;geometry&quot;: {&quot;coordinates&quot;: [-91.43267, 29.51121], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;5&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#481d6f&quot;, &quot;agb&quot;: 8160, &quot;basin&quot;: &quot;Atchafalaya&quot;, &quot;campaign&quot;: &quot;Spring 2015&quot;, &quot;date&quot;: &quot;5/9/15&quot;, &quot;plot_distance_from_shore&quot;: -9999, &quot;plot_replicate&quot;: &quot;NA&quot;, &quot;site_id&quot;: &quot;t06&quot;, &quot;species&quot;: &quot;Salix nigra&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-91.42787, 29.5107, -91.42787, 29.5107], &quot;geometry&quot;: {&quot;coordinates&quot;: [-91.42787, 29.5107], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;6&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#28ae80&quot;, &quot;agb&quot;: 42590, &quot;basin&quot;: &quot;Atchafalaya&quot;, &quot;campaign&quot;: &quot;Spring 2015&quot;, &quot;date&quot;: &quot;5/9/15&quot;, &quot;plot_distance_from_shore&quot;: -9999, &quot;plot_replicate&quot;: &quot;NA&quot;, &quot;site_id&quot;: &quot;t07&quot;, &quot;species&quot;: &quot;Salix nigra&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-91.437556, 29.512139, -91.437556, 29.512139], &quot;geometry&quot;: {&quot;coordinates&quot;: [-91.437556, 29.512139], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;7&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#32648e&quot;, &quot;agb&quot;: 23100, &quot;basin&quot;: &quot;Atchafalaya&quot;, &quot;campaign&quot;: &quot;Spring 2015&quot;, &quot;date&quot;: &quot;5/9/15&quot;, &quot;plot_distance_from_shore&quot;: -9999, &quot;plot_replicate&quot;: &quot;NA&quot;, &quot;site_id&quot;: &quot;t08&quot;, &quot;species&quot;: &quot;Salix nigra&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-91.44246, 29.51361, -91.44246, 29.51361], &quot;geometry&quot;: {&quot;coordinates&quot;: [-91.44246, 29.51361], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;8&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#404688&quot;, &quot;agb&quot;: 16350, &quot;basin&quot;: &quot;Atchafalaya&quot;, &quot;campaign&quot;: &quot;Spring 2015&quot;, &quot;date&quot;: &quot;5/9/15&quot;, &quot;plot_distance_from_shore&quot;: -9999, &quot;plot_replicate&quot;: &quot;NA&quot;, &quot;site_id&quot;: &quot;t09&quot;, &quot;species&quot;: &quot;Salix nigra&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-91.45768, 29.51607, -91.45768, 29.51607], &quot;geometry&quot;: {&quot;coordinates&quot;: [-91.45768, 29.51607], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;9&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#443a83&quot;, &quot;agb&quot;: 13830, &quot;basin&quot;: &quot;Atchafalaya&quot;, &quot;campaign&quot;: &quot;Spring 2015&quot;, &quot;date&quot;: &quot;5/9/15&quot;, &quot;plot_distance_from_shore&quot;: -9999, &quot;plot_replicate&quot;: &quot;NA&quot;, &quot;site_id&quot;: &quot;t10&quot;, &quot;species&quot;: &quot;Salix nigra&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-91.45649, 29.51299, -91.45649, 29.51299], &quot;geometry&quot;: {&quot;coordinates&quot;: [-91.45649, 29.51299], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;10&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#3f4889&quot;, &quot;agb&quot;: 16710, &quot;basin&quot;: &quot;Atchafalaya&quot;, &quot;campaign&quot;: &quot;Spring 2015&quot;, &quot;date&quot;: &quot;5/9/15&quot;, &quot;plot_distance_from_shore&quot;: -9999, &quot;plot_replicate&quot;: &quot;NA&quot;, &quot;site_id&quot;: &quot;t11&quot;, &quot;species&quot;: &quot;Salix nigra&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-91.44769, 29.52044, -91.44769, 29.52044], &quot;geometry&quot;: {&quot;coordinates&quot;: [-91.44769, 29.52044], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;11&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#277f8e&quot;, &quot;agb&quot;: 29990, &quot;basin&quot;: &quot;Atchafalaya&quot;, &quot;campaign&quot;: &quot;Spring 2015&quot;, &quot;date&quot;: &quot;5/9/15&quot;, &quot;plot_distance_from_shore&quot;: -9999, &quot;plot_replicate&quot;: &quot;NA&quot;, &quot;site_id&quot;: &quot;t12&quot;, &quot;species&quot;: &quot;Salix nigra&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-91.45908, 29.49821, -91.45908, 29.49821], &quot;geometry&quot;: {&quot;coordinates&quot;: [-91.45908, 29.49821], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;12&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#31688e&quot;, &quot;agb&quot;: 24020, &quot;basin&quot;: &quot;Atchafalaya&quot;, &quot;campaign&quot;: &quot;Spring 2015&quot;, &quot;date&quot;: &quot;5/9/15&quot;, &quot;plot_distance_from_shore&quot;: -9999, &quot;plot_replicate&quot;: &quot;NA&quot;, &quot;site_id&quot;: &quot;t13&quot;, &quot;species&quot;: &quot;Salix nigra&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-91.4577, 29.51266, -91.4577, 29.51266], &quot;geometry&quot;: {&quot;coordinates&quot;: [-91.4577, 29.51266], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;13&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#27808e&quot;, &quot;agb&quot;: 30210, &quot;basin&quot;: &quot;Atchafalaya&quot;, &quot;campaign&quot;: &quot;Spring 2015&quot;, &quot;date&quot;: &quot;5/9/15&quot;, &quot;plot_distance_from_shore&quot;: -9999, &quot;plot_replicate&quot;: &quot;NA&quot;, &quot;site_id&quot;: &quot;t14&quot;, &quot;species&quot;: &quot;Salix nigra&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-91.43219, 29.50545, -91.43219, 29.50545], &quot;geometry&quot;: {&quot;coordinates&quot;: [-91.43219, 29.50545], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;14&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#277f8e&quot;, &quot;agb&quot;: 30100, &quot;basin&quot;: &quot;Atchafalaya&quot;, &quot;campaign&quot;: &quot;Spring 2015&quot;, &quot;date&quot;: &quot;5/9/15&quot;, &quot;plot_distance_from_shore&quot;: -9999, &quot;plot_replicate&quot;: &quot;NA&quot;, &quot;site_id&quot;: &quot;t15&quot;, &quot;species&quot;: &quot;Salix nigra&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-91.44698, 29.50539, -91.44698, 29.50539], &quot;geometry&quot;: {&quot;coordinates&quot;: [-91.44698, 29.50539], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;15&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#440154&quot;, &quot;agb&quot;: 3070, &quot;basin&quot;: &quot;Atchafalaya&quot;, &quot;campaign&quot;: &quot;Spring 2015&quot;, &quot;date&quot;: &quot;5/9/15&quot;, &quot;plot_distance_from_shore&quot;: -9999, &quot;plot_replicate&quot;: &quot;NA&quot;, &quot;site_id&quot;: &quot;t16&quot;, &quot;species&quot;: &quot;Salix nigra&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-91.4371, 29.49074, -91.4371, 29.49074], &quot;geometry&quot;: {&quot;coordinates&quot;: [-91.4371, 29.49074], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;16&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#482173&quot;, &quot;agb&quot;: 8850, &quot;basin&quot;: &quot;Atchafalaya&quot;, &quot;campaign&quot;: &quot;Spring 2015&quot;, &quot;date&quot;: &quot;5/9/15&quot;, &quot;plot_distance_from_shore&quot;: -9999, &quot;plot_replicate&quot;: &quot;NA&quot;, &quot;site_id&quot;: &quot;t17&quot;, &quot;species&quot;: &quot;Salix nigra&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-91.4394, 29.48458, -91.4394, 29.48458], &quot;geometry&quot;: {&quot;coordinates&quot;: [-91.4394, 29.48458], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;17&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#482979&quot;, &quot;agb&quot;: 10430, &quot;basin&quot;: &quot;Atchafalaya&quot;, &quot;campaign&quot;: &quot;Spring 2015&quot;, &quot;date&quot;: &quot;5/9/15&quot;, &quot;plot_distance_from_shore&quot;: -9999, &quot;plot_replicate&quot;: &quot;NA&quot;, &quot;site_id&quot;: &quot;t18&quot;, &quot;species&quot;: &quot;Salix nigra&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-91.44429, 29.5112, -91.44429, 29.5112], &quot;geometry&quot;: {&quot;coordinates&quot;: [-91.44429, 29.5112], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;18&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#481467&quot;, &quot;agb&quot;: 6370, &quot;basin&quot;: &quot;Atchafalaya&quot;, &quot;campaign&quot;: &quot;Spring 2015&quot;, &quot;date&quot;: &quot;5/9/15&quot;, &quot;plot_distance_from_shore&quot;: -9999, &quot;plot_replicate&quot;: &quot;NA&quot;, &quot;site_id&quot;: &quot;t19&quot;, &quot;species&quot;: &quot;Salix nigra&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-91.44643, 29.50715, -91.44643, 29.50715], &quot;geometry&quot;: {&quot;coordinates&quot;: [-91.44643, 29.50715], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;19&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#470d60&quot;, &quot;agb&quot;: 5180, &quot;basin&quot;: &quot;Atchafalaya&quot;, &quot;campaign&quot;: &quot;Spring 2015&quot;, &quot;date&quot;: &quot;5/9/15&quot;, &quot;plot_distance_from_shore&quot;: -9999, &quot;plot_replicate&quot;: &quot;NA&quot;, &quot;site_id&quot;: &quot;t20&quot;, &quot;species&quot;: &quot;Salix nigra&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-91.4237, 29.49251, -91.4237, 29.49251], &quot;geometry&quot;: {&quot;coordinates&quot;: [-91.4237, 29.49251], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;20&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#470d60&quot;, &quot;agb&quot;: 5140, &quot;basin&quot;: &quot;Atchafalaya&quot;, &quot;campaign&quot;: &quot;Spring 2015&quot;, &quot;date&quot;: &quot;5/9/15&quot;, &quot;plot_distance_from_shore&quot;: -9999, &quot;plot_replicate&quot;: &quot;NA&quot;, &quot;site_id&quot;: &quot;t21&quot;, &quot;species&quot;: &quot;Salix nigra&quot;}, &quot;type&quot;: &quot;Feature&quot;}], &quot;type&quot;: &quot;FeatureCollection&quot;});\n",
       "\n",
       "        \n",
       "    \n",
       "    geo_json_f419d8bceab4c6995a6377f49e0deb24.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;basin&quot;, &quot;campaign&quot;, &quot;date&quot;, &quot;site_id&quot;, &quot;plot_distance_from_shore&quot;, &quot;plot_replicate&quot;, &quot;species&quot;, &quot;agb&quot;];\n",
       "    let aliases = [&quot;basin&quot;, &quot;campaign&quot;, &quot;date&quot;, &quot;site_id&quot;, &quot;plot_distance_from_shore&quot;, &quot;plot_replicate&quot;, &quot;species&quot;, &quot;agb&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_f419d8bceab4c6995a6377f49e0deb24.addTo(map_c56c9908d6e5aa807904541847d561a9);\n",
       "        \n",
       "    \n",
       "    var color_map_802986c8b61d2f3d1e826ff7b7bca939 = {};\n",
       "\n",
       "    \n",
       "    color_map_802986c8b61d2f3d1e826ff7b7bca939.color = d3.scale.threshold()\n",
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       "    \n",
       "\n",
       "    color_map_802986c8b61d2f3d1e826ff7b7bca939.x = d3.scale.linear()\n",
       "              .domain([3070.0, 66080.0])\n",
       "              .range([0, 450 - 50]);\n",
       "\n",
       "    color_map_802986c8b61d2f3d1e826ff7b7bca939.legend = L.control({position: &#x27;topright&#x27;});\n",
       "    color_map_802986c8b61d2f3d1e826ff7b7bca939.legend.onAdd = function (map) {var div = L.DomUtil.create(&#x27;div&#x27;, &#x27;legend&#x27;); return div};\n",
       "    color_map_802986c8b61d2f3d1e826ff7b7bca939.legend.addTo(map_c56c9908d6e5aa807904541847d561a9);\n",
       "\n",
       "    color_map_802986c8b61d2f3d1e826ff7b7bca939.xAxis = d3.svg.axis()\n",
       "        .scale(color_map_802986c8b61d2f3d1e826ff7b7bca939.x)\n",
       "        .orient(&quot;top&quot;)\n",
       "        .tickSize(1)\n",
       "        .tickValues([3070.0, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, 9494.549019607843, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, 15919.098039215687, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, 22343.647058823528, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, 28768.196078431374, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, 35192.74509803922, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, 41617.294117647056, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, 48041.8431372549, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, 54466.39215686275, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, 60890.94117647059, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#x27;&#x27;, &#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_802986c8b61d2f3d1e826ff7b7bca939.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_802986c8b61d2f3d1e826ff7b7bca939.g = color_map_802986c8b61d2f3d1e826ff7b7bca939.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_802986c8b61d2f3d1e826ff7b7bca939.g.selectAll(&quot;rect&quot;)\n",
       "        .data(color_map_802986c8b61d2f3d1e826ff7b7bca939.color.range().map(function(d, i) {\n",
       "          return {\n",
       "            x0: i ? color_map_802986c8b61d2f3d1e826ff7b7bca939.x(color_map_802986c8b61d2f3d1e826ff7b7bca939.color.domain()[i - 1]) : color_map_802986c8b61d2f3d1e826ff7b7bca939.x.range()[0],\n",
       "            x1: i &lt; color_map_802986c8b61d2f3d1e826ff7b7bca939.color.domain().length ? color_map_802986c8b61d2f3d1e826ff7b7bca939.x(color_map_802986c8b61d2f3d1e826ff7b7bca939.color.domain()[i]) : color_map_802986c8b61d2f3d1e826ff7b7bca939.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_802986c8b61d2f3d1e826ff7b7bca939.g.call(color_map_802986c8b61d2f3d1e826ff7b7bca939.xAxis).append(&quot;text&quot;)\n",
       "        .attr(&quot;class&quot;, &quot;caption&quot;)\n",
       "        .attr(&quot;y&quot;, 21)\n",
       "        .text(&quot;agb&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 0x30f29ee60>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "salix = gpd.read_file(\"polygons/atchafalaya_salix_spring15.json\")\n",
    "b = salix.total_bounds\n",
    "# bounding box for Harmony\n",
    "bounding_box = BBox(w=b[0], s=b[1], e=b[2], n=b[3])\n",
    "# map of Salix plots\n",
    "m = salix.explore(\"agb\", color='red', style_kwds={\"radius\": 10}, legend=True)\n",
    "m"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2ab7e228",
   "metadata": {},
   "source": [
    "## Create and Submit Harmony Request\n",
    "Now, we can create a Harmony request with variables, temporal range, and bounding box and submit the request using the Harmony client object. We will use the `download_all` method, which uses a multithreaded downloader and returns a [concurrent future](https://docs.python.org/3/library/concurrent.futures.html). Futures are asynchronous and let us use the downloaded file as soon as the download is complete while other files are still being downloaded. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "e71702a1",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing job: 1f4ccffb-bca5-4c33-9c0e-56ffd8587224\n",
      "Waiting for the job to finish\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " [ Processing:  81% ] |#########################################          | [\\]\n",
      "Job is running with errors.\n",
      " [ Processing: 100% ] |###################################################| [|]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Downloading subset files...\n",
      "subsets/90785461_GEDI04_A_2019200010439_O03388_02_T00337_02_002_02_V002_subsetted.h5\n",
      "subsets/90785460_GEDI04_A_2019148212155_O02594_02_T04606_02_002_02_V002_subsetted.h5\n",
      "subsets/90785463_GEDI04_A_2020126054750_O07904_02_T00337_02_002_02_V002_subsetted.h5\n",
      "subsets/90785464_GEDI04_A_2020176175100_O08687_03_T04351_02_002_02_V002_subsetted.h5\n",
      "subsets/90785462_GEDI04_A_2020102150820_O07538_02_T04606_02_002_02_V002_subsetted.h5\n",
      "subsets/90785465_GEDI04_A_2020180161620_O08748_03_T00082_02_002_02_V002_subsetted.h5\n",
      "subsets/90785466_GEDI04_A_2020298094127_O10573_02_T07452_02_002_02_V002_subsetted.h5\n",
      "subsets/90785467_GEDI04_A_2021081223144_O12891_02_T06029_02_002_02_V002_subsetted.h5\n",
      "subsets/90785469_GEDI04_A_2021149035919_O13933_03_T10043_02_002_02_V002_subsetted.h5\n",
      "subsets/90785472_GEDI04_A_2022014085738_O17501_03_T05774_02_002_02_V002_subsetted.h5\n",
      "subsets/90785468_GEDI04_A_2021085205857_O12952_02_T10298_02_002_02_V002_subsetted.h5\n",
      "subsets/90785470_GEDI04_A_2021268203812_O15788_02_T06029_02_002_02_V002_subsetted.h5\n",
      "subsets/90785471_GEDI04_A_2021308125851_O16403_03_T07197_02_002_02_V002_subsetted.h5\n",
      "subsets/90785477_GEDI04_A_2022266205747_O21417_02_T06029_02_003_01_V002_subsetted.h5\n",
      "subsets/90785476_GEDI04_A_2022240072928_O21005_02_T10298_02_003_01_V002_subsetted.h5\n",
      "subsets/90785478_GEDI04_A_2022331191527_O22424_02_T00337_02_003_01_V002_subsetted.h5\n",
      "Done downloading files\n"
     ]
    }
   ],
   "source": [
    "request = Request(collection=collection,\n",
    "                  variables=variables,\n",
    "                  temporal=temporal_range,\n",
    "                  spatial=bounding_box,\n",
    "                  ignore_errors=True)\n",
    "\n",
    "# submit harmony request, will return job id\n",
    "subset_job_id = harmony_client.submit(request)\n",
    "\n",
    "print(f'Processing job: {subset_job_id}')\n",
    "\n",
    "print('Waiting for the job to finish')\n",
    "results = harmony_client.result_json(subset_job_id, show_progress=True)\n",
    "\n",
    "print('Downloading subset files...')\n",
    "futures = harmony_client.download_all(subset_job_id,\n",
    "                                      directory='subsets',\n",
    "                                      overwrite=True)\n",
    "downloaded = []\n",
    "for f in futures:\n",
    "    # all subsetted files have this suffix\n",
    "    if f.result().endswith('subsetted.h5'):\n",
    "        downloaded.append(f.result())\n",
    "\n",
    "print('Done downloading files')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "178ac206",
   "metadata": {},
   "source": [
    "## Read Subset files\n",
    "All the subsetted files are saved as `_subsetted.h5`. Let’s read these h5 files into the pandas dataframe. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "258d4bb4",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>agbd</th>\n",
       "      <th>delta_time</th>\n",
       "      <th>l4_quality_flag</th>\n",
       "      <th>lat_lowestmode</th>\n",
       "      <th>lon_lowestmode</th>\n",
       "      <th>shot_number</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>11.257590</td>\n",
       "      <td>4.873545e+07</td>\n",
       "      <td>0</td>\n",
       "      <td>29.484904</td>\n",
       "      <td>-91.425244</td>\n",
       "      <td>33880300200240209</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10.988078</td>\n",
       "      <td>4.873545e+07</td>\n",
       "      <td>0</td>\n",
       "      <td>29.485281</td>\n",
       "      <td>-91.424842</td>\n",
       "      <td>33880300200240210</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>10.737959</td>\n",
       "      <td>4.873545e+07</td>\n",
       "      <td>0</td>\n",
       "      <td>29.485658</td>\n",
       "      <td>-91.424439</td>\n",
       "      <td>33880300200240211</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>11.125208</td>\n",
       "      <td>4.873545e+07</td>\n",
       "      <td>0</td>\n",
       "      <td>29.486035</td>\n",
       "      <td>-91.424037</td>\n",
       "      <td>33880300200240212</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>10.388836</td>\n",
       "      <td>4.873545e+07</td>\n",
       "      <td>0</td>\n",
       "      <td>29.484931</td>\n",
       "      <td>-91.429370</td>\n",
       "      <td>33880500200240091</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        agbd    delta_time  l4_quality_flag  lat_lowestmode  lon_lowestmode  \\\n",
       "0  11.257590  4.873545e+07                0       29.484904      -91.425244   \n",
       "1  10.988078  4.873545e+07                0       29.485281      -91.424842   \n",
       "2  10.737959  4.873545e+07                0       29.485658      -91.424439   \n",
       "3  11.125208  4.873545e+07                0       29.486035      -91.424037   \n",
       "0  10.388836  4.873545e+07                0       29.484931      -91.429370   \n",
       "\n",
       "         shot_number  \n",
       "0  33880300200240209  \n",
       "1  33880300200240210  \n",
       "2  33880300200240211  \n",
       "3  33880300200240212  \n",
       "0  33880500200240091  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "subset_df = pd.DataFrame()\n",
    "for subfile in downloaded:\n",
    "    with h5py.File(subfile, 'r') as hf_in:\n",
    "        for v in list(hf_in.keys()):\n",
    "            if v.startswith('BEAM'):\n",
    "                beam = hf_in[v]\n",
    "                col_names = []\n",
    "                col_val = []\n",
    "                # read all variables\n",
    "                for key, value in beam.items():\n",
    "                    # check if the item is a group\n",
    "                    if isinstance(value, h5py.Group):\n",
    "                        # looping through subgroups\n",
    "                        for key2, value2 in value.items():\n",
    "                            col_names.append(key2)\n",
    "                            col_val.append(value2[:].tolist())\n",
    "                    else:\n",
    "                        col_names.append(key)\n",
    "                        col_val.append(value[:].tolist())\n",
    "\n",
    "                # Appending to the subset_df dataframe\n",
    "                beam_df = pd.DataFrame(map(list, zip(*col_val)), columns=col_names)\n",
    "                subset_df = pd.concat([subset_df, beam_df])\n",
    "\n",
    "# print head of dataframe\n",
    "subset_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "37b221b9-a422-4cf7-a922-e27699a6e209",
   "metadata": {},
   "source": [
    "## Quality Filter and Plot\n",
    "We can now quality filter the dataset and only retrieve the good quality shots."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "10fc5ff2",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
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       "                case &quot;1&quot;: case &quot;6&quot;: case &quot;16&quot;: case &quot;25&quot;: case &quot;26&quot;: case &quot;31&quot;: case &quot;32&quot;: case &quot;63&quot;: case &quot;65&quot;: case &quot;69&quot;: \n",
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       "                case &quot;10&quot;: case &quot;14&quot;: case &quot;15&quot;: case &quot;19&quot;: case &quot;20&quot;: case &quot;22&quot;: case &quot;23&quot;: case &quot;27&quot;: case &quot;28&quot;: case &quot;29&quot;: case &quot;34&quot;: case &quot;35&quot;: case &quot;56&quot;: case &quot;64&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#482979&quot;, &quot;fillColor&quot;: &quot;#482979&quot;, &quot;fillOpacity&quot;: 0.5, &quot;radius&quot;: 5, &quot;weight&quot;: 2};\n",
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       "                case &quot;24&quot;: case &quot;70&quot;: case &quot;78&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#472e7c&quot;, &quot;fillColor&quot;: &quot;#472e7c&quot;, &quot;fillOpacity&quot;: 0.5, &quot;radius&quot;: 5, &quot;weight&quot;: 2};\n",
       "                case &quot;30&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#433e85&quot;, &quot;fillColor&quot;: &quot;#433e85&quot;, &quot;fillOpacity&quot;: 0.5, &quot;radius&quot;: 5, &quot;weight&quot;: 2};\n",
       "                case &quot;33&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#24868e&quot;, &quot;fillColor&quot;: &quot;#24868e&quot;, &quot;fillOpacity&quot;: 0.5, &quot;radius&quot;: 5, &quot;weight&quot;: 2};\n",
       "                case &quot;36&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#218f8d&quot;, &quot;fillColor&quot;: &quot;#218f8d&quot;, &quot;fillOpacity&quot;: 0.5, &quot;radius&quot;: 5, &quot;weight&quot;: 2};\n",
       "                case &quot;37&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#cae11f&quot;, &quot;fillColor&quot;: &quot;#cae11f&quot;, &quot;fillOpacity&quot;: 0.5, &quot;radius&quot;: 5, &quot;weight&quot;: 2};\n",
       "                case &quot;38&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#b2dd2d&quot;, &quot;fillColor&quot;: &quot;#b2dd2d&quot;, &quot;fillOpacity&quot;: 0.5, &quot;radius&quot;: 5, &quot;weight&quot;: 2};\n",
       "                case &quot;39&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#25ab82&quot;, &quot;fillColor&quot;: &quot;#25ab82&quot;, &quot;fillOpacity&quot;: 0.5, &quot;radius&quot;: 5, &quot;weight&quot;: 2};\n",
       "                case &quot;40&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#30698e&quot;, &quot;fillColor&quot;: &quot;#30698e&quot;, &quot;fillOpacity&quot;: 0.5, &quot;radius&quot;: 5, &quot;weight&quot;: 2};\n",
       "                case &quot;41&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#3a538b&quot;, &quot;fillColor&quot;: &quot;#3a538b&quot;, &quot;fillOpacity&quot;: 0.5, &quot;radius&quot;: 5, &quot;weight&quot;: 2};\n",
       "                case &quot;42&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#2e6f8e&quot;, &quot;fillColor&quot;: &quot;#2e6f8e&quot;, &quot;fillOpacity&quot;: 0.5, &quot;radius&quot;: 5, &quot;weight&quot;: 2};\n",
       "                case &quot;43&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#38588c&quot;, &quot;fillColor&quot;: &quot;#38588c&quot;, &quot;fillOpacity&quot;: 0.5, &quot;radius&quot;: 5, &quot;weight&quot;: 2};\n",
       "                case &quot;44&quot;: case &quot;61&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#39558c&quot;, &quot;fillColor&quot;: &quot;#39558c&quot;, &quot;fillOpacity&quot;: 0.5, &quot;radius&quot;: 5, &quot;weight&quot;: 2};\n",
       "                case &quot;45&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#3c508b&quot;, &quot;fillColor&quot;: &quot;#3c508b&quot;, &quot;fillOpacity&quot;: 0.5, &quot;radius&quot;: 5, &quot;weight&quot;: 2};\n",
       "                case &quot;46&quot;: case &quot;77&quot;: case &quot;80&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#472c7a&quot;, &quot;fillColor&quot;: &quot;#472c7a&quot;, &quot;fillOpacity&quot;: 0.5, &quot;radius&quot;: 5, &quot;weight&quot;: 2};\n",
       "                case &quot;47&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#4ac16d&quot;, &quot;fillColor&quot;: &quot;#4ac16d&quot;, &quot;fillOpacity&quot;: 0.5, &quot;radius&quot;: 5, &quot;weight&quot;: 2};\n",
       "                case &quot;48&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#2f6c8e&quot;, &quot;fillColor&quot;: &quot;#2f6c8e&quot;, &quot;fillOpacity&quot;: 0.5, &quot;radius&quot;: 5, &quot;weight&quot;: 2};\n",
       "                case &quot;49&quot;: case &quot;53&quot;: case &quot;71&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#46307e&quot;, &quot;fillColor&quot;: &quot;#46307e&quot;, &quot;fillOpacity&quot;: 0.5, &quot;radius&quot;: 5, &quot;weight&quot;: 2};\n",
       "                case &quot;50&quot;: case &quot;51&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#453581&quot;, &quot;fillColor&quot;: &quot;#453581&quot;, &quot;fillOpacity&quot;: 0.5, &quot;radius&quot;: 5, &quot;weight&quot;: 2};\n",
       "                case &quot;52&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#453781&quot;, &quot;fillColor&quot;: &quot;#453781&quot;, &quot;fillOpacity&quot;: 0.5, &quot;radius&quot;: 5, &quot;weight&quot;: 2};\n",
       "                case &quot;54&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#46337f&quot;, &quot;fillColor&quot;: &quot;#46337f&quot;, &quot;fillOpacity&quot;: 0.5, &quot;radius&quot;: 5, &quot;weight&quot;: 2};\n",
       "                case &quot;58&quot;: case &quot;60&quot;: case &quot;66&quot;: case &quot;67&quot;: case &quot;79&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#472d7b&quot;, &quot;fillColor&quot;: &quot;#472d7b&quot;, &quot;fillOpacity&quot;: 0.5, &quot;radius&quot;: 5, &quot;weight&quot;: 2};\n",
       "                case &quot;59&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#404688&quot;, &quot;fillColor&quot;: &quot;#404688&quot;, &quot;fillOpacity&quot;: 0.5, &quot;radius&quot;: 5, &quot;weight&quot;: 2};\n",
       "                case &quot;62&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#440154&quot;, &quot;fillColor&quot;: &quot;#440154&quot;, &quot;fillOpacity&quot;: 0.5, &quot;radius&quot;: 5, &quot;weight&quot;: 2};\n",
       "                case &quot;68&quot;: case &quot;74&quot;: case &quot;75&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#472f7d&quot;, &quot;fillColor&quot;: &quot;#472f7d&quot;, &quot;fillOpacity&quot;: 0.5, &quot;radius&quot;: 5, &quot;weight&quot;: 2};\n",
       "                case &quot;72&quot;: case &quot;73&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#46327e&quot;, &quot;fillColor&quot;: &quot;#46327e&quot;, &quot;fillOpacity&quot;: 0.5, &quot;radius&quot;: 5, &quot;weight&quot;: 2};\n",
       "                default:\n",
       "                    return {&quot;color&quot;: &quot;#38598c&quot;, &quot;fillColor&quot;: &quot;#38598c&quot;, &quot;fillOpacity&quot;: 0.5, &quot;radius&quot;: 5, &quot;weight&quot;: 2};\n",
       "            }\n",
       "        }\n",
       "        function geo_json_d45baa2bc23a633a8d6f3685e832925a_highlighter(feature) {\n",
       "            switch(feature.id) {\n",
       "                default:\n",
       "                    return {&quot;fillOpacity&quot;: 0.75};\n",
       "            }\n",
       "        }\n",
       "        function geo_json_d45baa2bc23a633a8d6f3685e832925a_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_d45baa2bc23a633a8d6f3685e832925a_styler(feature)\n",
       "            Object.assign(opts, style)\n",
       "            \n",
       "            return new L.CircleMarker(latlng, opts)\n",
       "        }\n",
       "\n",
       "        function geo_json_d45baa2bc23a633a8d6f3685e832925a_onEachFeature(feature, layer) {\n",
       "            layer.on({\n",
       "                mouseout: function(e) {\n",
       "                    if(typeof e.target.setStyle === &quot;function&quot;){\n",
       "                            geo_json_d45baa2bc23a633a8d6f3685e832925a.resetStyle(e.target);\n",
       "                    }\n",
       "                },\n",
       "                mouseover: function(e) {\n",
       "                    if(typeof e.target.setStyle === &quot;function&quot;){\n",
       "                        const highlightStyle = geo_json_d45baa2bc23a633a8d6f3685e832925a_highlighter(e.target.feature)\n",
       "                        e.target.setStyle(highlightStyle);\n",
       "                    }\n",
       "                },\n",
       "            });\n",
       "        };\n",
       "        var geo_json_d45baa2bc23a633a8d6f3685e832925a = L.geoJson(null, {\n",
       "                onEachFeature: geo_json_d45baa2bc23a633a8d6f3685e832925a_onEachFeature,\n",
       "            \n",
       "                style: geo_json_d45baa2bc23a633a8d6f3685e832925a_styler,\n",
       "                pointToLayer: geo_json_d45baa2bc23a633a8d6f3685e832925a_pointToLayer,\n",
       "        });\n",
       "\n",
       "        function geo_json_d45baa2bc23a633a8d6f3685e832925a_add (data) {\n",
       "            geo_json_d45baa2bc23a633a8d6f3685e832925a\n",
       "                .addData(data);\n",
       "        }\n",
       "            geo_json_d45baa2bc23a633a8d6f3685e832925a_add({&quot;bbox&quot;: [-91.45776940389675, 29.4903250187386, -91.42385670830447, 29.538059167277826], &quot;features&quot;: [{&quot;bbox&quot;: [-91.42845485947612, 29.494615303055163, -91.42845485947612, 29.494615303055163], &quot;geometry&quot;: {&quot;coordinates&quot;: [-91.42845485947612, 29.494615303055163], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;0&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#482878&quot;, &quot;agbd&quot;: 10.40487003326416, &quot;lat_lowestmode&quot;: 29.494615303055163, &quot;lon_lowestmode&quot;: -91.42845485947612}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-91.43679489527193, 29.490666741729125, -91.43679489527193, 29.490666741729125], &quot;geometry&quot;: {&quot;coordinates&quot;: [-91.43679489527193, 29.490666741729125], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;1&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#472a7a&quot;, &quot;agbd&quot;: 10.964844703674316, &quot;lat_lowestmode&quot;: 29.490666741729125, &quot;lon_lowestmode&quot;: -91.43679489527193}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-91.4363924757896, 29.491043772311905, -91.4363924757896, 29.491043772311905], &quot;geometry&quot;: {&quot;coordinates&quot;: [-91.4363924757896, 29.491043772311905], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;2&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#482677&quot;, &quot;agbd&quot;: 10.217731475830078, &quot;lat_lowestmode&quot;: 29.491043772311905, &quot;lon_lowestmode&quot;: -91.4363924757896}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-91.43397806934448, 29.493306050651587, -91.43397806934448, 29.493306050651587], &quot;geometry&quot;: {&quot;coordinates&quot;: [-91.43397806934448, 29.493306050651587], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;3&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#482878&quot;, &quot;agbd&quot;: 10.378938674926758, &quot;lat_lowestmode&quot;: 29.493306050651587, &quot;lon_lowestmode&quot;: -91.43397806934448}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-91.42794224245685, 29.498962902345312, -91.42794224245685, 29.498962902345312], &quot;geometry&quot;: {&quot;coordinates&quot;: [-91.42794224245685, 29.498962902345312], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;4&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#482878&quot;, &quot;agbd&quot;: 10.461882591247559, &quot;lat_lowestmode&quot;: 29.498962902345312, &quot;lon_lowestmode&quot;: -91.42794224245685}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-91.42391757916678, 29.50273490474002, -91.42391757916678, 29.50273490474002], &quot;geometry&quot;: {&quot;coordinates&quot;: [-91.42391757916678, 29.50273490474002], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;5&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#482878&quot;, &quot;agbd&quot;: 10.378938674926758, &quot;lat_lowestmode&quot;: 29.50273490474002, &quot;lon_lowestmode&quot;: -91.42391757916678}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-91.44123649978884, 29.495283155969812, -91.44123649978884, 29.495283155969812], &quot;geometry&quot;: {&quot;coordinates&quot;: [-91.44123649978884, 29.495283155969812], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;6&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#472a7a&quot;, &quot;agbd&quot;: 11.02108097076416, &quot;lat_lowestmode&quot;: 29.495283155969812, &quot;lon_lowestmode&quot;: -91.44123649978884}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-91.43359138716055, 29.502448851339064, -91.43359138716055, 29.502448851339064], &quot;geometry&quot;: {&quot;coordinates&quot;: [-91.43359138716055, 29.502448851339064], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;7&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#482878&quot;, &quot;agbd&quot;: 10.551347732543945, &quot;lat_lowestmode&quot;: 29.502448851339064, &quot;lon_lowestmode&quot;: -91.43359138716055}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-91.43117661955739, 29.504712240768523, -91.43117661955739, 29.504712240768523], &quot;geometry&quot;: {&quot;coordinates&quot;: [-91.43117661955739, 29.504712240768523], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;8&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#482878&quot;, &quot;agbd&quot;: 10.535171508789062, &quot;lat_lowestmode&quot;: 29.504712240768523, &quot;lon_lowestmode&quot;: -91.43117661955739}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-91.43983907557218, 29.536255837931712, -91.43983907557218, 29.536255837931712], &quot;geometry&quot;: {&quot;coordinates&quot;: [-91.43983907557218, 29.536255837931712], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;9&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#482878&quot;, &quot;agbd&quot;: 10.477989196777344, &quot;lat_lowestmode&quot;: 29.536255837931712, &quot;lon_lowestmode&quot;: -91.43983907557218}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-91.45776940389675, 29.51128523692965, -91.45776940389675, 29.51128523692965], &quot;geometry&quot;: {&quot;coordinates&quot;: [-91.45776940389675, 29.51128523692965], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;10&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#482979&quot;, &quot;agbd&quot;: 10.815543174743652, &quot;lat_lowestmode&quot;: 29.51128523692965, &quot;lon_lowestmode&quot;: -91.45776940389675}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-91.45656053510466, 29.512417737738822, -91.45656053510466, 29.512417737738822], &quot;geometry&quot;: {&quot;coordinates&quot;: [-91.45656053510466, 29.512417737738822], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;11&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#306a8e&quot;, &quot;agbd&quot;: 29.273595809936523, &quot;lat_lowestmode&quot;: 29.512417737738822, &quot;lon_lowestmode&quot;: -91.45656053510466}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-91.45615765112056, 29.512795104414238, -91.45615765112056, 29.512795104414238], &quot;geometry&quot;: {&quot;coordinates&quot;: [-91.45615765112056, 29.512795104414238], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;12&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#482878&quot;, &quot;agbd&quot;: 10.343952178955078, &quot;lat_lowestmode&quot;: 29.512795104414238, &quot;lon_lowestmode&quot;: -91.45615765112056}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-91.45575461485592, 29.51317261879902, -91.45575461485592, 29.51317261879902], &quot;geometry&quot;: {&quot;coordinates&quot;: [-91.45575461485592, 29.51317261879902], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;13&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#fde725&quot;, &quot;agbd&quot;: 83.30809020996094, &quot;lat_lowestmode&quot;: 29.51317261879902, &quot;lon_lowestmode&quot;: -91.45575461485592}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-91.44125514378472, 29.526748369385423, -91.44125514378472, 29.526748369385423], &quot;geometry&quot;: {&quot;coordinates&quot;: [-91.44125514378472, 29.526748369385423], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;14&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#482979&quot;, &quot;agbd&quot;: 10.68569564819336, &quot;lat_lowestmode&quot;: 29.526748369385423, &quot;lon_lowestmode&quot;: -91.44125514378472}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-91.44085245505613, 29.527125563254767, -91.44085245505613, 29.527125563254767], &quot;geometry&quot;: {&quot;coordinates&quot;: [-91.44085245505613, 29.527125563254767], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;15&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#482979&quot;, &quot;agbd&quot;: 10.741254806518555, &quot;lat_lowestmode&quot;: 29.527125563254767, &quot;lon_lowestmode&quot;: -91.44085245505613}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-91.44044972511126, 29.527502824757068, -91.44044972511126, 29.527502824757068], &quot;geometry&quot;: {&quot;coordinates&quot;: [-91.44044972511126, 29.527502824757068], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;16&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#472a7a&quot;, &quot;agbd&quot;: 10.899979591369629, &quot;lat_lowestmode&quot;: 29.527502824757068, &quot;lon_lowestmode&quot;: -91.44044972511126}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-91.43722844693278, 29.530521014402833, -91.43722844693278, 29.530521014402833], &quot;geometry&quot;: {&quot;coordinates&quot;: [-91.43722844693278, 29.530521014402833], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;17&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#482878&quot;, &quot;agbd&quot;: 10.4717378616333, &quot;lat_lowestmode&quot;: 29.530521014402833, &quot;lon_lowestmode&quot;: -91.43722844693278}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-91.43682578673835, 29.530898389706262, -91.43682578673835, 29.530898389706262], &quot;geometry&quot;: {&quot;coordinates&quot;: [-91.43682578673835, 29.530898389706262], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;18&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#482878&quot;, &quot;agbd&quot;: 10.561212539672852, &quot;lat_lowestmode&quot;: 29.530898389706262, &quot;lon_lowestmode&quot;: -91.43682578673835}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-91.43642318708669, 29.531275718522853, -91.43642318708669, 29.531275718522853], &quot;geometry&quot;: {&quot;coordinates&quot;: [-91.43642318708669, 29.531275718522853], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;19&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#482979&quot;, &quot;agbd&quot;: 10.80914306640625, &quot;lat_lowestmode&quot;: 29.531275718522853, &quot;lon_lowestmode&quot;: -91.43642318708669}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-91.43602056137325, 29.531653102236362, -91.43602056137325, 29.531653102236362], &quot;geometry&quot;: {&quot;coordinates&quot;: [-91.43602056137325, 29.531653102236362], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;20&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#482979&quot;, &quot;agbd&quot;: 10.741254806518555, &quot;lat_lowestmode&quot;: 29.531653102236362, &quot;lon_lowestmode&quot;: -91.43602056137325}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-91.43561799334427, 29.532030443523542, -91.43561799334427, 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&quot;Point&quot;}, &quot;id&quot;: &quot;56&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#482979&quot;, &quot;agbd&quot;: 10.602469444274902, &quot;lat_lowestmode&quot;: 29.53734633195445, &quot;lon_lowestmode&quot;: -91.43576303905522}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-91.43536133693107, 29.536970338394628, -91.43536133693107, 29.536970338394628], &quot;geometry&quot;: {&quot;coordinates&quot;: [-91.43536133693107, 29.536970338394628], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;57&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#482878&quot;, &quot;agbd&quot;: 10.545090675354004, &quot;lat_lowestmode&quot;: 29.536970338394628, &quot;lon_lowestmode&quot;: -91.43536133693107}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-91.43495956117391, 29.53659412352833, -91.43495956117391, 29.53659412352833], &quot;geometry&quot;: {&quot;coordinates&quot;: [-91.43495956117391, 29.53659412352833], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;58&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#472d7b&quot;, &quot;agbd&quot;: 11.559389114379883, &quot;lat_lowestmode&quot;: 29.53659412352833, &quot;lon_lowestmode&quot;: -91.43495956117391}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-91.43455780167287, 29.53621778809034, -91.43455780167287, 29.53621778809034], &quot;geometry&quot;: {&quot;coordinates&quot;: [-91.43455780167287, 29.53621778809034], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;59&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#404688&quot;, &quot;agbd&quot;: 18.573833465576172, &quot;lat_lowestmode&quot;: 29.53621778809034, &quot;lon_lowestmode&quot;: -91.43455780167287}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-91.4341563238842, 29.53584163921195, -91.4341563238842, 29.53584163921195], &quot;geometry&quot;: {&quot;coordinates&quot;: [-91.4341563238842, 29.53584163921195], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;60&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#472d7b&quot;, &quot;agbd&quot;: 11.730541229248047, &quot;lat_lowestmode&quot;: 29.53584163921195, &quot;lon_lowestmode&quot;: -91.4341563238842}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-91.4337547188396, 29.535465191979274, -91.4337547188396, 29.535465191979274], &quot;geometry&quot;: {&quot;coordinates&quot;: [-91.4337547188396, 29.535465191979274], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;61&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#39558c&quot;, &quot;agbd&quot;: 23.011478424072266, &quot;lat_lowestmode&quot;: 29.535465191979274, &quot;lon_lowestmode&quot;: -91.4337547188396}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-91.44499687105514, 29.538059167277826, -91.44499687105514, 29.538059167277826], &quot;geometry&quot;: {&quot;coordinates&quot;: [-91.44499687105514, 29.538059167277826], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;62&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#440154&quot;, &quot;agbd&quot;: 1.2719420194625854, &quot;lat_lowestmode&quot;: 29.538059167277826, &quot;lon_lowestmode&quot;: -91.44499687105514}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-91.4389587880717, 29.53242169903797, -91.4389587880717, 29.53242169903797], &quot;geometry&quot;: {&quot;coordinates&quot;: [-91.4389587880717, 29.53242169903797], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;63&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#472a7a&quot;, &quot;agbd&quot;: 10.958430290222168, &quot;lat_lowestmode&quot;: 29.53242169903797, &quot;lon_lowestmode&quot;: -91.4389587880717}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-91.43815472951887, 29.531669644055622, -91.43815472951887, 29.531669644055622], &quot;geometry&quot;: {&quot;coordinates&quot;: [-91.43815472951887, 29.531669644055622], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;64&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#482979&quot;, &quot;agbd&quot;: 10.634878158569336, &quot;lat_lowestmode&quot;: 29.531669644055622, &quot;lon_lowestmode&quot;: -91.43815472951887}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-91.43654748967411, 29.53016505105689, -91.43654748967411, 29.53016505105689], &quot;geometry&quot;: {&quot;coordinates&quot;: [-91.43654748967411, 29.53016505105689], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;65&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#472a7a&quot;, &quot;agbd&quot;: 11.03343677520752, &quot;lat_lowestmode&quot;: 29.53016505105689, &quot;lon_lowestmode&quot;: -91.43654748967411}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-91.45553011403561, 29.53396975565635, -91.45553011403561, 29.53396975565635], &quot;geometry&quot;: {&quot;coordinates&quot;: [-91.45553011403561, 29.53396975565635], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;66&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#472d7b&quot;, &quot;agbd&quot;: 11.733783721923828, &quot;lat_lowestmode&quot;: 29.53396975565635, &quot;lon_lowestmode&quot;: -91.45553011403561}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-91.45512792791446, 29.53434526698841, -91.45512792791446, 29.53434526698841], &quot;geometry&quot;: {&quot;coordinates&quot;: [-91.45512792791446, 29.53434526698841], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;67&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#472d7b&quot;, &quot;agbd&quot;: 11.733783721923828, &quot;lat_lowestmode&quot;: 29.53434526698841, &quot;lon_lowestmode&quot;: -91.45512792791446}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-91.4547258750559, 29.534720648622223, -91.4547258750559, 29.534720648622223], &quot;geometry&quot;: {&quot;coordinates&quot;: [-91.4547258750559, 29.534720648622223], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;68&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#472f7d&quot;, &quot;agbd&quot;: 12.354137420654297, &quot;lat_lowestmode&quot;: 29.534720648622223, &quot;lon_lowestmode&quot;: -91.4547258750559}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-91.45432407468493, 29.53509576778439, -91.45432407468493, 29.53509576778439], &quot;geometry&quot;: {&quot;coordinates&quot;: [-91.45432407468493, 29.53509576778439], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;69&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#472a7a&quot;, &quot;agbd&quot;: 10.996908187866211, &quot;lat_lowestmode&quot;: 29.53509576778439, &quot;lon_lowestmode&quot;: -91.45432407468493}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-91.45351936907144, 29.535847240363097, -91.45351936907144, 29.535847240363097], &quot;geometry&quot;: {&quot;coordinates&quot;: [-91.45351936907144, 29.535847240363097], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;70&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#472e7c&quot;, &quot;agbd&quot;: 12.001304626464844, &quot;lat_lowestmode&quot;: 29.535847240363097, &quot;lon_lowestmode&quot;: -91.45351936907144}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-91.45311710346934, 29.53622289030252, -91.45311710346934, 29.53622289030252], &quot;geometry&quot;: {&quot;coordinates&quot;: [-91.45311710346934, 29.53622289030252], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;71&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#46307e&quot;, &quot;agbd&quot;: 12.530898094177246, &quot;lat_lowestmode&quot;: 29.53622289030252, &quot;lon_lowestmode&quot;: -91.45311710346934}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-91.45271484752773, 29.53659853301794, -91.45271484752773, 29.53659853301794], &quot;geometry&quot;: {&quot;coordinates&quot;: [-91.45271484752773, 29.53659853301794], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;72&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#46327e&quot;, &quot;agbd&quot;: 12.953243255615234, &quot;lat_lowestmode&quot;: 29.53659853301794, &quot;lon_lowestmode&quot;: -91.45271484752773}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-91.45231288718733, 29.536973852397033, -91.45231288718733, 29.536973852397033], &quot;geometry&quot;: {&quot;coordinates&quot;: [-91.45231288718733, 29.536973852397033], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;73&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#46327e&quot;, &quot;agbd&quot;: 12.880833625793457, &quot;lat_lowestmode&quot;: 29.536973852397033, &quot;lon_lowestmode&quot;: -91.45231288718733}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-91.45668037369916, 29.52463981013998, -91.45668037369916, 29.52463981013998], &quot;geometry&quot;: {&quot;coordinates&quot;: [-91.45668037369916, 29.52463981013998], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;74&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#472f7d&quot;, &quot;agbd&quot;: 12.440879821777344, &quot;lat_lowestmode&quot;: 29.52463981013998, &quot;lon_lowestmode&quot;: -91.45668037369916}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-91.45627781062765, 29.525015677250295, -91.45627781062765, 29.525015677250295], &quot;geometry&quot;: {&quot;coordinates&quot;: [-91.45627781062765, 29.525015677250295], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;75&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#472f7d&quot;, &quot;agbd&quot;: 12.450923919677734, &quot;lat_lowestmode&quot;: 29.525015677250295, &quot;lon_lowestmode&quot;: -91.45627781062765}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-91.45587505920881, 29.525391704729437, -91.45587505920881, 29.525391704729437], &quot;geometry&quot;: {&quot;coordinates&quot;: [-91.45587505920881, 29.525391704729437], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;76&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#38598c&quot;, &quot;agbd&quot;: 23.791927337646484, &quot;lat_lowestmode&quot;: 29.525391704729437, &quot;lon_lowestmode&quot;: -91.45587505920881}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-91.45547339597448, 29.525766455909775, -91.45547339597448, 29.525766455909775], &quot;geometry&quot;: {&quot;coordinates&quot;: [-91.45547339597448, 29.525766455909775], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;77&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#472c7a&quot;, &quot;agbd&quot;: 11.31322193145752, &quot;lat_lowestmode&quot;: 29.525766455909775, &quot;lon_lowestmode&quot;: -91.45547339597448}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-91.45386426072271, 29.52726793819068, -91.45386426072271, 29.52726793819068], &quot;geometry&quot;: {&quot;coordinates&quot;: [-91.45386426072271, 29.52726793819068], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;78&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#472e7c&quot;, &quot;agbd&quot;: 12.096785545349121, &quot;lat_lowestmode&quot;: 29.52726793819068, &quot;lon_lowestmode&quot;: -91.45386426072271}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-91.42579903715982, 29.4903250187386, -91.42579903715982, 29.4903250187386], &quot;geometry&quot;: {&quot;coordinates&quot;: [-91.42579903715982, 29.4903250187386], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;79&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#472d7b&quot;, &quot;agbd&quot;: 11.582806587219238, &quot;lat_lowestmode&quot;: 29.4903250187386, &quot;lon_lowestmode&quot;: -91.42579903715982}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-91.42539674469647, 29.490701743280436, -91.42539674469647, 29.490701743280436], &quot;geometry&quot;: {&quot;coordinates&quot;: [-91.42539674469647, 29.490701743280436], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;80&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#472c7a&quot;, &quot;agbd&quot;: 11.48926830291748, &quot;lat_lowestmode&quot;: 29.490701743280436, &quot;lon_lowestmode&quot;: -91.42539674469647}, &quot;type&quot;: &quot;Feature&quot;}], &quot;type&quot;: &quot;FeatureCollection&quot;});\n",
       "\n",
       "        \n",
       "    \n",
       "    geo_json_d45baa2bc23a633a8d6f3685e832925a.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;lat_lowestmode&quot;, &quot;lon_lowestmode&quot;, &quot;agbd&quot;];\n",
       "    let aliases = [&quot;lat_lowestmode&quot;, &quot;lon_lowestmode&quot;, &quot;agbd&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_d45baa2bc23a633a8d6f3685e832925a.addTo(map_9798dd644056235775505f8f52af1dce);\n",
       "        \n",
       "    \n",
       "    var color_map_934771f0a5b2e6e8617993aec50e1c83 = {};\n",
       "\n",
       "    \n",
       "    color_map_934771f0a5b2e6e8617993aec50e1c83.color = d3.scale.threshold()\n",
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       "    \n",
       "\n",
       "    color_map_934771f0a5b2e6e8617993aec50e1c83.x = d3.scale.linear()\n",
       "              .domain([1.2719420194625854, 83.30809020996094])\n",
       "              .range([0, 450 - 50]);\n",
       "\n",
       "    color_map_934771f0a5b2e6e8617993aec50e1c83.legend = L.control({position: &#x27;topright&#x27;});\n",
       "    color_map_934771f0a5b2e6e8617993aec50e1c83.legend.onAdd = function (map) {var div = L.DomUtil.create(&#x27;div&#x27;, &#x27;legend&#x27;); return div};\n",
       "    color_map_934771f0a5b2e6e8617993aec50e1c83.legend.addTo(map_9798dd644056235775505f8f52af1dce);\n",
       "\n",
       "    color_map_934771f0a5b2e6e8617993aec50e1c83.xAxis = d3.svg.axis()\n",
       "        .scale(color_map_934771f0a5b2e6e8617993aec50e1c83.x)\n",
       "        .orient(&quot;top&quot;)\n",
       "        .tickSize(1)\n",
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       "\n",
       "    color_map_934771f0a5b2e6e8617993aec50e1c83.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_934771f0a5b2e6e8617993aec50e1c83.g = color_map_934771f0a5b2e6e8617993aec50e1c83.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_934771f0a5b2e6e8617993aec50e1c83.g.selectAll(&quot;rect&quot;)\n",
       "        .data(color_map_934771f0a5b2e6e8617993aec50e1c83.color.range().map(function(d, i) {\n",
       "          return {\n",
       "            x0: i ? color_map_934771f0a5b2e6e8617993aec50e1c83.x(color_map_934771f0a5b2e6e8617993aec50e1c83.color.domain()[i - 1]) : color_map_934771f0a5b2e6e8617993aec50e1c83.x.range()[0],\n",
       "            x1: i &lt; color_map_934771f0a5b2e6e8617993aec50e1c83.color.domain().length ? color_map_934771f0a5b2e6e8617993aec50e1c83.x(color_map_934771f0a5b2e6e8617993aec50e1c83.color.domain()[i]) : color_map_934771f0a5b2e6e8617993aec50e1c83.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_934771f0a5b2e6e8617993aec50e1c83.g.call(color_map_934771f0a5b2e6e8617993aec50e1c83.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 0x30f767880>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gdf = gpd.GeoDataFrame(subset_df,\n",
    "                       geometry=gpd.points_from_xy(subset_df.lon_lowestmode,\n",
    "                                                   subset_df.lat_lowestmode), \n",
    "                       crs=\"EPSG:4326\")\n",
    "\n",
    "# creating mask with good quality shots\n",
    "mask = gdf['l4_quality_flag']==1\n",
    "# plotting\n",
    "gdf = gdf[['lat_lowestmode', 'lon_lowestmode', 'agbd', 'geometry']]\n",
    "m = gdf[mask].explore(\"agbd\", style_kwds={\"radius\": 5}, legend=True)\n",
    "m"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0242ab1e",
   "metadata": {},
   "source": [
    "Now that we have GEDI data downloaded, can you compare the aboveground estimates of GEDI L4A with that of the [Pre-DeltaX vegetation dataset](https://doi.org/10.3334/ORNLDAAC/1805)?\n",
    "\n",
    "## References\n",
    "```{bibliography}\n",
    ":style: plain\n",
    ":filter: docname in docnames\n",
    "```"
   ]
  }
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