Part3_Task_Final.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "123ce5a3",
   "metadata": {},
   "source": [
    "## Part 3: Pulling and Downloading Random Item Links"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "bcd6304f",
   "metadata": {},
   "outputs": [],
   "source": [
    "%%capture\n",
    "!pip install -U pystac-client"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "ef4bb246",
   "metadata": {},
   "outputs": [],
   "source": [
    "from maap.maap import MAAP\n",
    "from pprint import pprint\n",
    "maap = MAAP()\n",
    "\n",
    "from pystac_client import Client"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "972402da",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
       "    <div style=\"\n",
       "        width: 24px;\n",
       "        height: 24px;\n",
       "        background-color: #E1E1E1;\n",
       "        border: 3px solid #9D9D9D;\n",
       "        border-radius: 5px;\n",
       "        position: absolute;\">\n",
       "    </div>\n",
       "    <div>\n",
       "        <details style=\"margin-left: 48px;\">\n",
       "            <summary style=\"margin-bottom: 20px;\">\n",
       "                <h3 style=\"margin-bottom: 0px; display: inline;\">\n",
       "                    Client: stac-fastapi\n",
       "                </h3>\n",
       "            </summary>\n",
       "            <table style=\"width: 100%; text-align: left;\">\n",
       "                <tr><td style=\"text-align: left;\">ID: stac-fastapi </td></tr>\n",
       "                \n",
       "                    <tr><td style=\"text-align: left;\"><strong>Title:</strong> MAAP STAC API (dev) </td></tr>\n",
       "                \n",
       "                \n",
       "                    <tr><td style=\"text-align: left;\"><strong>Description:</strong> STAC API for the MAAP STAC system. </td></tr>\n",
       "                \n",
       "                 \n",
       "                \n",
       "        \n",
       "            <tr><td style=\"text-align: left;\"><strong>type:</strong> Catalog </td></tr>\n",
       "        \n",
       "            <tr><td style=\"text-align: left;\"><strong>conformsTo:</strong> ['http://www.opengis.net/spec/ogcapi-features-1/1.0/conf/core', 'https://api.stacspec.org/v1.0.0-rc.1/item-search#filter:basic-cql', 'https://api.stacspec.org/v1.0.0-rc.1/item-search#filter', 'https://api.stacspec.org/v1.0.0-rc.1/item-search#filter:cql-text', 'https://api.stacspec.org/v1.0.0-rc.1/item-search#context', 'https://api.stacspec.org/v1.0.0-rc.1/ogcapi-features', 'https://api.stacspec.org/v1.0.0-rc.1/core', 'https://api.stacspec.org/v1.0.0-rc.1/item-search#fields', 'https://api.stacspec.org/v1.0.0-rc.1/item-search', 'http://www.opengis.net/spec/ogcapi-features-3/1.0/conf/filter', 'http://www.opengis.net/spec/ogcapi-features-1/1.0/conf/oas30', 'http://www.opengis.net/spec/ogcapi-features-3/1.0/conf/features-filter', 'https://api.stacspec.org/v1.0.0-rc.1/item-search#sort', 'https://api.stacspec.org/v1.0.0-rc.1/collections', 'https://api.stacspec.org/v1.0.0-rc.1/item-search#query', 'http://www.opengis.net/spec/ogcapi-features-1/1.0/conf/geojson'] </td></tr>\n",
       "        \n",
       "    \n",
       "            </table>\n",
       "            \n",
       "        <details>\n",
       "            <summary style=\"margin-bottom: 10px; margin-top: 10px;\">\n",
       "                <h4 style=\"margin-bottom: 0px; display: inline;\">STAC Extensions</h4>\n",
       "            </summary>\n",
       "            <table style=\"width: 100%; text-align: left;\">\n",
       "                \n",
       "                    <tr><td style=\"text-align: left;\"><a href=\"https://raw.githubusercontent.com/radiantearth/stac-api-spec/v1.0.0-rc.1/fragments/context/json-schema/schema.json\">https://raw.githubusercontent.com/radiantearth/stac-api-spec/v1.0.0-rc.1/fragments/context/json-schema/schema.json</a></td></tr>\n",
       "                \n",
       "            </table>\n",
       "        </details>\n",
       "    \n",
       "            \n",
       "        <details>\n",
       "            <summary style=\"margin-bottom: 10px; margin-top: 10px\">\n",
       "                <h4 style=\"margin-bottom: 0px; display: inline;\">Children</h4>\n",
       "            </summary>\n",
       "            <i> Only the first child shown </i>\n",
       "            \n",
       "                \n",
       "\n",
       "<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
       "    <div style=\"\n",
       "        width: 24px;\n",
       "        height: 24px;\n",
       "        background-color: #E1E1E1;\n",
       "        border: 3px solid #9D9D9D;\n",
       "        border-radius: 5px;\n",
       "        position: absolute;\">\n",
       "    </div>\n",
       "    <div>\n",
       "        <details style=\"margin-left: 48px;\">\n",
       "            <summary style=\"margin-bottom: 20px;\">\n",
       "                <h3 style=\"margin-bottom: 0px; display: inline;\">\n",
       "                    CollectionClient: ESACCI_Biomass_L4_AGB_V3_100m_2018\n",
       "                </h3>\n",
       "            </summary>\n",
       "            <table style=\"width: 100%; text-align: left;\">\n",
       "                <tr><td style=\"text-align: left;\">ID: ESACCI_Biomass_L4_AGB_V3_100m_2018 </td></tr>\n",
       "                \n",
       "                    <tr><td style=\"text-align: left;\"><strong>Title:</strong> ESA CCI above-ground biomass product level 4, year 2018 </td></tr>\n",
       "                \n",
       "                \n",
       "                    <tr><td style=\"text-align: left;\"><strong>Description:</strong> This dataset comprises estimates of forest above-ground biomass for the years 2010, 2017 and 2018. They are derived from a combination of Earth observation data, depending on the year, from the Copernicus Sentinel-1 mission, Envisat’s ASAR instrument and JAXA’s Advanced Land Observing Satellite (ALOS-1 and ALOS-2), along with additional information from Earth observation sources. The data has been produced as part of the European Space Agency's (ESA's) Climate Change Initiative (CCI) programme by the Biomass CCI team. </td></tr>\n",
       "                \n",
       "                \n",
       "    \n",
       "    \n",
       "\n",
       "                \n",
       "        \n",
       "            <tr><td style=\"text-align: left;\"><strong>type:</strong> Collection </td></tr>\n",
       "        \n",
       "            <tr><td style=\"text-align: left;\"><strong>title:</strong> ESA CCI above-ground biomass product level 4, year 2018 </td></tr>\n",
       "        \n",
       "            <tr><td style=\"text-align: left;\"><strong>item_assets:</strong> {} </td></tr>\n",
       "        \n",
       "            <tr><td style=\"text-align: left;\"><strong>stac_extensions:</strong> [] </td></tr>\n",
       "        \n",
       "    \n",
       "            </table>\n",
       "            \n",
       "            \n",
       "            \n",
       "        <details>\n",
       "            <summary style=\"margin-bottom: 10px; margin-top: 10px\">\n",
       "                <h4 style=\"margin-bottom: 0px; display: inline;\">Items</h4>\n",
       "            </summary>\n",
       "            <i> Only the first item shown </i>\n",
       "            \n",
       "                \n",
       "\n",
       "<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
       "    <div style=\"\n",
       "        width: 24px;\n",
       "        height: 24px;\n",
       "        background-color: #DBF5FF;\n",
       "        border: 3px solid #4CC9FF;\n",
       "        border-radius: 5px;\n",
       "        position: absolute;\">\n",
       "    </div>\n",
       "    <div>\n",
       "        <details style=\"margin-left: 48px;\">\n",
       "            <summary style=\"margin-bottom: 20px;\">\n",
       "                <h3 style=\"margin-bottom: 0px; display: inline;\">Item: S50W080_ESACCI-BIOMASS-L4-AGB_SD-MERGED-100m-2018-fv3.0</h3>\n",
       "            </summary>\n",
       "            <table style=\"width: 100%; text-align: left;\">\n",
       "                <tr><td style=\"text-align: left;\"><strong>ID</strong>: S50W080_ESACCI-BIOMASS-L4-AGB_SD-MERGED-100m-2018-fv3.0 </td></tr>\n",
       "                \n",
       "                \n",
       "                    <tr><td style=\"text-align: left;\"><strong>Bounding Box:</strong> [-60.0, -80.0, -50.0, -70.0] </td></tr>\n",
       "                \n",
       "                \n",
       "                    <tr><td style=\"text-align: left;\"><strong>Datetime:</strong> 2018-01-01 00:00:00+00:00 </td></tr>\n",
       "                \n",
       "                \n",
       "                    \n",
       "                        <tr><td style=\"text-align: left;\"><strong>updated:</strong> 2021-09-02T09:45:44+00:00 </td></tr>\n",
       "                    \n",
       "                        <tr><td style=\"text-align: left;\"><strong>datetime:</strong> 2018-01-01T00:00:00+00:00 </td></tr>\n",
       "                    \n",
       "                        <tr><td style=\"text-align: left;\"><strong>time_end:</strong> 2018-12-31T23:59:59.000Z </td></tr>\n",
       "                    \n",
       "                        <tr><td style=\"text-align: left;\"><strong>concept_id:</strong> G1201309807-ESA_MAAP </td></tr>\n",
       "                    \n",
       "                        <tr><td style=\"text-align: left;\"><strong>dataset_id:</strong> ESACCI_Biomass_L4_AGB_V3_100m_2018 </td></tr>\n",
       "                    \n",
       "                        <tr><td style=\"text-align: left;\"><strong>time_start:</strong> 2018-01-01T00:00:00.000Z </td></tr>\n",
       "                    \n",
       "                        <tr><td style=\"text-align: left;\"><strong>browse_flag:</strong> False </td></tr>\n",
       "                    \n",
       "                        <tr><td style=\"text-align: left;\"><strong>data_center:</strong> ESA_MAAP </td></tr>\n",
       "                    \n",
       "                        <tr><td style=\"text-align: left;\"><strong>granule_size:</strong> 12.969975471496582 </td></tr>\n",
       "                    \n",
       "                        <tr><td style=\"text-align: left;\"><strong>day_night_flag:</strong> BOTH </td></tr>\n",
       "                    \n",
       "                        <tr><td style=\"text-align: left;\"><strong>original_format:</strong> ECHO10 </td></tr>\n",
       "                    \n",
       "                        <tr><td style=\"text-align: left;\"><strong>coordinate_system:</strong> CARTESIAN </td></tr>\n",
       "                    \n",
       "                        <tr><td style=\"text-align: left;\"><strong>online_access_flag:</strong> True </td></tr>\n",
       "                    \n",
       "                        <tr><td style=\"text-align: left;\"><strong>collection_concept_id:</strong> C1201309217-ESA_MAAP </td></tr>\n",
       "                    \n",
       "                \n",
       "                \n",
       "        \n",
       "            <tr><td style=\"text-align: left;\"><strong>stac_extensions:</strong> [] </td></tr>\n",
       "        \n",
       "    \n",
       "            </table>\n",
       "            \n",
       "            \n",
       "        <details>\n",
       "            <summary style=\"margin-bottom: 10px; margin-top: 10px;\">\n",
       "                <h4 style=\"margin-bottom: 0px; display: inline;\">Assets</h4>\n",
       "            </summary>\n",
       "            \n",
       "                \n",
       "\n",
       "<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
       "    <div style=\"\n",
       "        width: 24px;\n",
       "        height: 24px;\n",
       "        background-color: #FED7E5;\n",
       "        border: 3px solid #FA4C8C;\n",
       "        border-radius: 5px;\n",
       "        position: absolute;\">\n",
       "    </div>\n",
       "    <div>\n",
       "        <details style=\"margin-left: 48px;\">\n",
       "            <summary style=\"margin-bottom: 20px;\">\n",
       "                <h3 style=\"margin-bottom: 0px; display: inline;\">Asset: None</h3>\n",
       "            </summary>\n",
       "            <table style=\"width: 100%; text-align: left;\">\n",
       "                <tr><td style=\"text-align: left;\"><strong>href</strong>: https://bmap-catalogue-data.oss.eu-west-0.prod-cloud-ocb.orange-business.com/esacci/ESACCI_Biomass_L4_AGB_V3_100m/2018/S50W080_ESACCI-BIOMASS-L4-AGB_SD-MERGED-100m-2018-fv3.0.tif </td></tr>\n",
       "                \n",
       "                \n",
       "                \n",
       "                    <tr><td style=\"text-align: left;\"><strong>Media type:</strong> image/tiff </td></tr>\n",
       "                \n",
       "                \n",
       "                    <tr><td style=\"text-align: left;\"><strong>Roles:</strong> ['data'] </td></tr>\n",
       "                \n",
       "                \n",
       "                    <tr><td style=\"text-align: left;\"><strong>Owner:</strong>  </td></tr>\n",
       "                \n",
       "                \n",
       "            </table>\n",
       "        </details>\n",
       "    </div>\n",
       "</div>\n",
       "            \n",
       "        </details>\n",
       "    \n",
       "            \n",
       "        <details>\n",
       "            <summary style=\"margin-bottom: 10px; margin-top: 10px\">\n",
       "                <h4 style=\"margin-bottom: 0px; display: inline;\">Links</h4>\n",
       "            </summary>\n",
       "            \n",
       "                \n",
       "\n",
       "<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
       "    <div style=\"\n",
       "        width: 24px;\n",
       "        height: 24px;\n",
       "        background-color: #FFF7E5;\n",
       "        border: 3px solid #FF6132;\n",
       "        border-radius: 5px;\n",
       "        position: absolute;\">\n",
       "    </div>\n",
       "    <div style=\"margin-left: 48px;\">\n",
       "        <h4 style=\"margin-bottom: 0px;\">Link: </h4>\n",
       "        \n",
       "        <table style=\"width: 100%; text-align: left;\">\n",
       "            <tr><td style=\"text-align: left;\"><strong>Rel:</strong> collection </td></tr>\n",
       "            <tr><td style=\"text-align: left;\"><strong>Target:</strong> https://wssn144yw1.execute-api.us-west-2.amazonaws.com/collections/ESACCI_Biomass_L4_AGB_V3_100m_2018 </td></tr>\n",
       "            \n",
       "                <tr><td style=\"text-align: left;\"><strong>Media Type:</strong> application/json </td></tr>\n",
       "            \n",
       "            \n",
       "        </table>\n",
       "        \n",
       "    </div>\n",
       "</div>\n",
       "            \n",
       "                \n",
       "\n",
       "<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
       "    <div style=\"\n",
       "        width: 24px;\n",
       "        height: 24px;\n",
       "        background-color: #FFF7E5;\n",
       "        border: 3px solid #FF6132;\n",
       "        border-radius: 5px;\n",
       "        position: absolute;\">\n",
       "    </div>\n",
       "    <div style=\"margin-left: 48px;\">\n",
       "        <h4 style=\"margin-bottom: 0px;\">Link: </h4>\n",
       "        \n",
       "        <table style=\"width: 100%; text-align: left;\">\n",
       "            <tr><td style=\"text-align: left;\"><strong>Rel:</strong> parent </td></tr>\n",
       "            <tr><td style=\"text-align: left;\"><strong>Target:</strong> https://wssn144yw1.execute-api.us-west-2.amazonaws.com/collections/ESACCI_Biomass_L4_AGB_V3_100m_2018 </td></tr>\n",
       "            \n",
       "                <tr><td style=\"text-align: left;\"><strong>Media Type:</strong> application/json </td></tr>\n",
       "            \n",
       "            \n",
       "        </table>\n",
       "        \n",
       "    </div>\n",
       "</div>\n",
       "            \n",
       "                \n",
       "\n",
       "<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
       "    <div style=\"\n",
       "        width: 24px;\n",
       "        height: 24px;\n",
       "        background-color: #FFF7E5;\n",
       "        border: 3px solid #FF6132;\n",
       "        border-radius: 5px;\n",
       "        position: absolute;\">\n",
       "    </div>\n",
       "    <div style=\"margin-left: 48px;\">\n",
       "        <h4 style=\"margin-bottom: 0px;\">Link: </h4>\n",
       "        \n",
       "        <table style=\"width: 100%; text-align: left;\">\n",
       "            <tr><td style=\"text-align: left;\"><strong>Rel:</strong> root </td></tr>\n",
       "            <tr><td style=\"text-align: left;\"><strong>Target:</strong> https://wssn144yw1.execute-api.us-west-2.amazonaws.com/ </td></tr>\n",
       "            \n",
       "                <tr><td style=\"text-align: left;\"><strong>Media Type:</strong> application/json </td></tr>\n",
       "            \n",
       "            \n",
       "        </table>\n",
       "        \n",
       "    </div>\n",
       "</div>\n",
       "            \n",
       "                \n",
       "\n",
       "<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
       "    <div style=\"\n",
       "        width: 24px;\n",
       "        height: 24px;\n",
       "        background-color: #FFF7E5;\n",
       "        border: 3px solid #FF6132;\n",
       "        border-radius: 5px;\n",
       "        position: absolute;\">\n",
       "    </div>\n",
       "    <div style=\"margin-left: 48px;\">\n",
       "        <h4 style=\"margin-bottom: 0px;\">Link: </h4>\n",
       "        \n",
       "        <table style=\"width: 100%; text-align: left;\">\n",
       "            <tr><td style=\"text-align: left;\"><strong>Rel:</strong> self </td></tr>\n",
       "            <tr><td style=\"text-align: left;\"><strong>Target:</strong> https://wssn144yw1.execute-api.us-west-2.amazonaws.com/collections/ESACCI_Biomass_L4_AGB_V3_100m_2018/items/S50W080_ESACCI-BIOMASS-L4-AGB_SD-MERGED-100m-2018-fv3.0 </td></tr>\n",
       "            \n",
       "                <tr><td style=\"text-align: left;\"><strong>Media Type:</strong> application/geo+json </td></tr>\n",
       "            \n",
       "            \n",
       "        </table>\n",
       "        \n",
       "    </div>\n",
       "</div>\n",
       "            \n",
       "                \n",
       "\n",
       "<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
       "    <div style=\"\n",
       "        width: 24px;\n",
       "        height: 24px;\n",
       "        background-color: #FFF7E5;\n",
       "        border: 3px solid #FF6132;\n",
       "        border-radius: 5px;\n",
       "        position: absolute;\">\n",
       "    </div>\n",
       "    <div style=\"margin-left: 48px;\">\n",
       "        <h4 style=\"margin-bottom: 0px;\">Link: </h4>\n",
       "        \n",
       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">WMS GetMap Resource (VisualizationURL)</p>\n",
       "        \n",
       "        <table style=\"width: 100%; text-align: left;\">\n",
       "            <tr><td style=\"text-align: left;\"><strong>Rel:</strong> metadata </td></tr>\n",
       "            <tr><td style=\"text-align: left;\"><strong>Target:</strong> https://edav-ui.val.esa-maap.org </td></tr>\n",
       "            \n",
       "            \n",
       "        </table>\n",
       "        \n",
       "    </div>\n",
       "</div>\n",
       "            \n",
       "                \n",
       "\n",
       "<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
       "    <div style=\"\n",
       "        width: 24px;\n",
       "        height: 24px;\n",
       "        background-color: #FFF7E5;\n",
       "        border: 3px solid #FF6132;\n",
       "        border-radius: 5px;\n",
       "        position: absolute;\">\n",
       "    </div>\n",
       "    <div style=\"margin-left: 48px;\">\n",
       "        <h4 style=\"margin-bottom: 0px;\">Link: </h4>\n",
       "        \n",
       "        <table style=\"width: 100%; text-align: left;\">\n",
       "            <tr><td style=\"text-align: left;\"><strong>Rel:</strong> documentation </td></tr>\n",
       "            <tr><td style=\"text-align: left;\"><strong>Target:</strong> https://catalogue.ceda.ac.uk/uuid/84403d09cef3485883158f4df2989b0c </td></tr>\n",
       "            \n",
       "            \n",
       "        </table>\n",
       "        \n",
       "    </div>\n",
       "</div>\n",
       "            \n",
       "        </details>\n",
       "    \n",
       "        </details>\n",
       "    </div>\n",
       "</div>\n",
       "            \n",
       "        </details>\n",
       "    \n",
       "            \n",
       "        <details>\n",
       "            <summary style=\"margin-bottom: 10px; margin-top: 10px\">\n",
       "                <h4 style=\"margin-bottom: 0px; display: inline;\">Links</h4>\n",
       "            </summary>\n",
       "            \n",
       "                \n",
       "\n",
       "<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
       "    <div style=\"\n",
       "        width: 24px;\n",
       "        height: 24px;\n",
       "        background-color: #FFF7E5;\n",
       "        border: 3px solid #FF6132;\n",
       "        border-radius: 5px;\n",
       "        position: absolute;\">\n",
       "    </div>\n",
       "    <div style=\"margin-left: 48px;\">\n",
       "        <h4 style=\"margin-bottom: 0px;\">Link: </h4>\n",
       "        \n",
       "        <table style=\"width: 100%; text-align: left;\">\n",
       "            <tr><td style=\"text-align: left;\"><strong>Rel:</strong> items </td></tr>\n",
       "            <tr><td style=\"text-align: left;\"><strong>Target:</strong> https://wssn144yw1.execute-api.us-west-2.amazonaws.com/collections/ESACCI_Biomass_L4_AGB_V3_100m_2018/items </td></tr>\n",
       "            \n",
       "                <tr><td style=\"text-align: left;\"><strong>Media Type:</strong> application/geo+json </td></tr>\n",
       "            \n",
       "            \n",
       "        </table>\n",
       "        \n",
       "    </div>\n",
       "</div>\n",
       "            \n",
       "                \n",
       "\n",
       "<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
       "    <div style=\"\n",
       "        width: 24px;\n",
       "        height: 24px;\n",
       "        background-color: #FFF7E5;\n",
       "        border: 3px solid #FF6132;\n",
       "        border-radius: 5px;\n",
       "        position: absolute;\">\n",
       "    </div>\n",
       "    <div style=\"margin-left: 48px;\">\n",
       "        <h4 style=\"margin-bottom: 0px;\">Link: </h4>\n",
       "        \n",
       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">MAAP STAC API (dev)</p>\n",
       "        \n",
       "        <table style=\"width: 100%; text-align: left;\">\n",
       "            <tr><td style=\"text-align: left;\"><strong>Rel:</strong> root </td></tr>\n",
       "            <tr><td style=\"text-align: left;\"><strong>Target:</strong> <Client id=stac-fastapi> </td></tr>\n",
       "            \n",
       "                <tr><td style=\"text-align: left;\"><strong>Media Type:</strong> application/json </td></tr>\n",
       "            \n",
       "            \n",
       "        </table>\n",
       "        \n",
       "    </div>\n",
       "</div>\n",
       "            \n",
       "                \n",
       "\n",
       "<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
       "    <div style=\"\n",
       "        width: 24px;\n",
       "        height: 24px;\n",
       "        background-color: #FFF7E5;\n",
       "        border: 3px solid #FF6132;\n",
       "        border-radius: 5px;\n",
       "        position: absolute;\">\n",
       "    </div>\n",
       "    <div style=\"margin-left: 48px;\">\n",
       "        <h4 style=\"margin-bottom: 0px;\">Link: </h4>\n",
       "        \n",
       "        <table style=\"width: 100%; text-align: left;\">\n",
       "            <tr><td style=\"text-align: left;\"><strong>Rel:</strong> self </td></tr>\n",
       "            <tr><td style=\"text-align: left;\"><strong>Target:</strong> https://wssn144yw1.execute-api.us-west-2.amazonaws.com/collections/ESACCI_Biomass_L4_AGB_V3_100m_2018 </td></tr>\n",
       "            \n",
       "                <tr><td style=\"text-align: left;\"><strong>Media Type:</strong> application/json </td></tr>\n",
       "            \n",
       "            \n",
       "        </table>\n",
       "        \n",
       "    </div>\n",
       "</div>\n",
       "            \n",
       "                \n",
       "\n",
       "<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
       "    <div style=\"\n",
       "        width: 24px;\n",
       "        height: 24px;\n",
       "        background-color: #FFF7E5;\n",
       "        border: 3px solid #FF6132;\n",
       "        border-radius: 5px;\n",
       "        position: absolute;\">\n",
       "    </div>\n",
       "    <div style=\"margin-left: 48px;\">\n",
       "        <h4 style=\"margin-bottom: 0px;\">Link: </h4>\n",
       "        \n",
       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">MAAP STAC API (dev)</p>\n",
       "        \n",
       "        <table style=\"width: 100%; text-align: left;\">\n",
       "            <tr><td style=\"text-align: left;\"><strong>Rel:</strong> parent </td></tr>\n",
       "            <tr><td style=\"text-align: left;\"><strong>Target:</strong> <Client id=stac-fastapi> </td></tr>\n",
       "            \n",
       "                <tr><td style=\"text-align: left;\"><strong>Media Type:</strong> application/json </td></tr>\n",
       "            \n",
       "            \n",
       "        </table>\n",
       "        \n",
       "    </div>\n",
       "</div>\n",
       "            \n",
       "        </details>\n",
       "    \n",
       "            \n",
       "    \n",
       "\n",
       "        </details>\n",
       "    </div>\n",
       "</div>\n",
       "            \n",
       "        </details>\n",
       "    \n",
       "            \n",
       "        <details>\n",
       "            <summary style=\"margin-bottom: 10px; margin-top: 10px\">\n",
       "                <h4 style=\"margin-bottom: 0px; display: inline;\">Items</h4>\n",
       "            </summary>\n",
       "            <i> Only the first item shown </i>\n",
       "            \n",
       "                \n",
       "\n",
       "<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
       "    <div style=\"\n",
       "        width: 24px;\n",
       "        height: 24px;\n",
       "        background-color: #DBF5FF;\n",
       "        border: 3px solid #4CC9FF;\n",
       "        border-radius: 5px;\n",
       "        position: absolute;\">\n",
       "    </div>\n",
       "    <div>\n",
       "        <details style=\"margin-left: 48px;\">\n",
       "            <summary style=\"margin-bottom: 20px;\">\n",
       "                <h3 style=\"margin-bottom: 0px; display: inline;\">Item: biosar1_roi_lidar58</h3>\n",
       "            </summary>\n",
       "            <table style=\"width: 100%; text-align: left;\">\n",
       "                <tr><td style=\"text-align: left;\"><strong>ID</strong>: biosar1_roi_lidar58 </td></tr>\n",
       "                \n",
       "                \n",
       "                    <tr><td style=\"text-align: left;\"><strong>Bounding Box:</strong> [13.6275043, 58.4713478, 13.6328316, 58.4726448] </td></tr>\n",
       "                \n",
       "                \n",
       "                    <tr><td style=\"text-align: left;\"><strong>Datetime:</strong> 2021-07-21 17:51:41+00:00 </td></tr>\n",
       "                \n",
       "                \n",
       "                    \n",
       "                        <tr><td style=\"text-align: left;\"><strong>updated:</strong> 2021-07-21T17:51:41+00:00 </td></tr>\n",
       "                    \n",
       "                        <tr><td style=\"text-align: left;\"><strong>datetime:</strong> 2021-07-21T17:51:41+00:00 </td></tr>\n",
       "                    \n",
       "                        <tr><td style=\"text-align: left;\"><strong>polygons:</strong> [['58.4726448 13.6275043 58.4713478 13.6275043 58.4713478 13.6328316 58.4726448 13.6328316 58.4726448 13.6275043']] </td></tr>\n",
       "                    \n",
       "                        <tr><td style=\"text-align: left;\"><strong>time_end:</strong> 2021-07-21T17:51:41.000Z </td></tr>\n",
       "                    \n",
       "                        <tr><td style=\"text-align: left;\"><strong>concept_id:</strong> G1200110181-ESA_MAAP </td></tr>\n",
       "                    \n",
       "                        <tr><td style=\"text-align: left;\"><strong>dataset_id:</strong> BIOSAR1 </td></tr>\n",
       "                    \n",
       "                        <tr><td style=\"text-align: left;\"><strong>time_start:</strong> 2021-07-21T17:51:41.000Z </td></tr>\n",
       "                    \n",
       "                        <tr><td style=\"text-align: left;\"><strong>browse_flag:</strong> False </td></tr>\n",
       "                    \n",
       "                        <tr><td style=\"text-align: left;\"><strong>data_center:</strong> ESA_MAAP </td></tr>\n",
       "                    \n",
       "                        <tr><td style=\"text-align: left;\"><strong>granule_size:</strong> 0.0021816405933350325 </td></tr>\n",
       "                    \n",
       "                        <tr><td style=\"text-align: left;\"><strong>day_night_flag:</strong> BOTH </td></tr>\n",
       "                    \n",
       "                        <tr><td style=\"text-align: left;\"><strong>original_format:</strong> ECHO10 </td></tr>\n",
       "                    \n",
       "                        <tr><td style=\"text-align: left;\"><strong>coordinate_system:</strong> CARTESIAN </td></tr>\n",
       "                    \n",
       "                        <tr><td style=\"text-align: left;\"><strong>online_access_flag:</strong> True </td></tr>\n",
       "                    \n",
       "                        <tr><td style=\"text-align: left;\"><strong>collection_concept_id:</strong> C1200015072-ESA_MAAP </td></tr>\n",
       "                    \n",
       "                \n",
       "                \n",
       "        \n",
       "            <tr><td style=\"text-align: left;\"><strong>stac_extensions:</strong> [] </td></tr>\n",
       "        \n",
       "    \n",
       "            </table>\n",
       "            \n",
       "            \n",
       "        <details>\n",
       "            <summary style=\"margin-bottom: 10px; margin-top: 10px;\">\n",
       "                <h4 style=\"margin-bottom: 0px; display: inline;\">Assets</h4>\n",
       "            </summary>\n",
       "            \n",
       "                \n",
       "\n",
       "<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
       "    <div style=\"\n",
       "        width: 24px;\n",
       "        height: 24px;\n",
       "        background-color: #FED7E5;\n",
       "        border: 3px solid #FA4C8C;\n",
       "        border-radius: 5px;\n",
       "        position: absolute;\">\n",
       "    </div>\n",
       "    <div>\n",
       "        <details style=\"margin-left: 48px;\">\n",
       "            <summary style=\"margin-bottom: 20px;\">\n",
       "                <h3 style=\"margin-bottom: 0px; display: inline;\">Asset: None</h3>\n",
       "            </summary>\n",
       "            <table style=\"width: 100%; text-align: left;\">\n",
       "                <tr><td style=\"text-align: left;\"><strong>href</strong>: https://bmap-catalogue-data.oss.eu-west-0.prod-cloud-ocb.orange-business.com/Campaign_data/biosar1/biosar1_roi_lidar58.dbf </td></tr>\n",
       "                \n",
       "                \n",
       "                \n",
       "                    <tr><td style=\"text-align: left;\"><strong>Media type:</strong> application/octet-stream </td></tr>\n",
       "                \n",
       "                \n",
       "                    <tr><td style=\"text-align: left;\"><strong>Roles:</strong> ['data'] </td></tr>\n",
       "                \n",
       "                \n",
       "                    <tr><td style=\"text-align: left;\"><strong>Owner:</strong>  </td></tr>\n",
       "                \n",
       "                \n",
       "            </table>\n",
       "        </details>\n",
       "    </div>\n",
       "</div>\n",
       "            \n",
       "                \n",
       "\n",
       "<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
       "    <div style=\"\n",
       "        width: 24px;\n",
       "        height: 24px;\n",
       "        background-color: #FED7E5;\n",
       "        border: 3px solid #FA4C8C;\n",
       "        border-radius: 5px;\n",
       "        position: absolute;\">\n",
       "    </div>\n",
       "    <div>\n",
       "        <details style=\"margin-left: 48px;\">\n",
       "            <summary style=\"margin-bottom: 20px;\">\n",
       "                <h3 style=\"margin-bottom: 0px; display: inline;\">Asset: None</h3>\n",
       "            </summary>\n",
       "            <table style=\"width: 100%; text-align: left;\">\n",
       "                <tr><td style=\"text-align: left;\"><strong>href</strong>: https://bmap-catalogue-data.oss.eu-west-0.prod-cloud-ocb.orange-business.com/Campaign_data/biosar1/biosar1_roi_lidar58.prj </td></tr>\n",
       "                \n",
       "                \n",
       "                \n",
       "                    <tr><td style=\"text-align: left;\"><strong>Media type:</strong> application/octet-stream </td></tr>\n",
       "                \n",
       "                \n",
       "                    <tr><td style=\"text-align: left;\"><strong>Roles:</strong> ['metadata'] </td></tr>\n",
       "                \n",
       "                \n",
       "                    <tr><td style=\"text-align: left;\"><strong>Owner:</strong>  </td></tr>\n",
       "                \n",
       "                \n",
       "            </table>\n",
       "        </details>\n",
       "    </div>\n",
       "</div>\n",
       "            \n",
       "                \n",
       "\n",
       "<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
       "    <div style=\"\n",
       "        width: 24px;\n",
       "        height: 24px;\n",
       "        background-color: #FED7E5;\n",
       "        border: 3px solid #FA4C8C;\n",
       "        border-radius: 5px;\n",
       "        position: absolute;\">\n",
       "    </div>\n",
       "    <div>\n",
       "        <details style=\"margin-left: 48px;\">\n",
       "            <summary style=\"margin-bottom: 20px;\">\n",
       "                <h3 style=\"margin-bottom: 0px; display: inline;\">Asset: None</h3>\n",
       "            </summary>\n",
       "            <table style=\"width: 100%; text-align: left;\">\n",
       "                <tr><td style=\"text-align: left;\"><strong>href</strong>: https://bmap-catalogue-data.oss.eu-west-0.prod-cloud-ocb.orange-business.com/Campaign_data/biosar1/biosar1_roi_lidar58.shp </td></tr>\n",
       "                \n",
       "                \n",
       "                \n",
       "                    <tr><td style=\"text-align: left;\"><strong>Media type:</strong> application/octet-stream </td></tr>\n",
       "                \n",
       "                \n",
       "                    <tr><td style=\"text-align: left;\"><strong>Roles:</strong> ['data'] </td></tr>\n",
       "                \n",
       "                \n",
       "                    <tr><td style=\"text-align: left;\"><strong>Owner:</strong>  </td></tr>\n",
       "                \n",
       "                \n",
       "            </table>\n",
       "        </details>\n",
       "    </div>\n",
       "</div>\n",
       "            \n",
       "                \n",
       "\n",
       "<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
       "    <div style=\"\n",
       "        width: 24px;\n",
       "        height: 24px;\n",
       "        background-color: #FED7E5;\n",
       "        border: 3px solid #FA4C8C;\n",
       "        border-radius: 5px;\n",
       "        position: absolute;\">\n",
       "    </div>\n",
       "    <div>\n",
       "        <details style=\"margin-left: 48px;\">\n",
       "            <summary style=\"margin-bottom: 20px;\">\n",
       "                <h3 style=\"margin-bottom: 0px; display: inline;\">Asset: None</h3>\n",
       "            </summary>\n",
       "            <table style=\"width: 100%; text-align: left;\">\n",
       "                <tr><td style=\"text-align: left;\"><strong>href</strong>: https://bmap-catalogue-data.oss.eu-west-0.prod-cloud-ocb.orange-business.com/Campaign_data/biosar1/biosar1_roi_lidar58.shx </td></tr>\n",
       "                \n",
       "                \n",
       "                \n",
       "                    <tr><td style=\"text-align: left;\"><strong>Media type:</strong> application/octet-stream </td></tr>\n",
       "                \n",
       "                \n",
       "                    <tr><td style=\"text-align: left;\"><strong>Roles:</strong> ['data'] </td></tr>\n",
       "                \n",
       "                \n",
       "                    <tr><td style=\"text-align: left;\"><strong>Owner:</strong>  </td></tr>\n",
       "                \n",
       "                \n",
       "            </table>\n",
       "        </details>\n",
       "    </div>\n",
       "</div>\n",
       "            \n",
       "        </details>\n",
       "    \n",
       "            \n",
       "        <details>\n",
       "            <summary style=\"margin-bottom: 10px; margin-top: 10px\">\n",
       "                <h4 style=\"margin-bottom: 0px; display: inline;\">Links</h4>\n",
       "            </summary>\n",
       "            \n",
       "                \n",
       "\n",
       "<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
       "    <div style=\"\n",
       "        width: 24px;\n",
       "        height: 24px;\n",
       "        background-color: #FFF7E5;\n",
       "        border: 3px solid #FF6132;\n",
       "        border-radius: 5px;\n",
       "        position: absolute;\">\n",
       "    </div>\n",
       "    <div style=\"margin-left: 48px;\">\n",
       "        <h4 style=\"margin-bottom: 0px;\">Link: </h4>\n",
       "        \n",
       "        <table style=\"width: 100%; text-align: left;\">\n",
       "            <tr><td style=\"text-align: left;\"><strong>Rel:</strong> collection </td></tr>\n",
       "            <tr><td style=\"text-align: left;\"><strong>Target:</strong> https://wssn144yw1.execute-api.us-west-2.amazonaws.com/collections/BIOSAR1 </td></tr>\n",
       "            \n",
       "                <tr><td style=\"text-align: left;\"><strong>Media Type:</strong> application/json </td></tr>\n",
       "            \n",
       "            \n",
       "        </table>\n",
       "        \n",
       "    </div>\n",
       "</div>\n",
       "            \n",
       "                \n",
       "\n",
       "<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
       "    <div style=\"\n",
       "        width: 24px;\n",
       "        height: 24px;\n",
       "        background-color: #FFF7E5;\n",
       "        border: 3px solid #FF6132;\n",
       "        border-radius: 5px;\n",
       "        position: absolute;\">\n",
       "    </div>\n",
       "    <div style=\"margin-left: 48px;\">\n",
       "        <h4 style=\"margin-bottom: 0px;\">Link: </h4>\n",
       "        \n",
       "        <table style=\"width: 100%; text-align: left;\">\n",
       "            <tr><td style=\"text-align: left;\"><strong>Rel:</strong> parent </td></tr>\n",
       "            <tr><td style=\"text-align: left;\"><strong>Target:</strong> https://wssn144yw1.execute-api.us-west-2.amazonaws.com/collections/BIOSAR1 </td></tr>\n",
       "            \n",
       "                <tr><td style=\"text-align: left;\"><strong>Media Type:</strong> application/json </td></tr>\n",
       "            \n",
       "            \n",
       "        </table>\n",
       "        \n",
       "    </div>\n",
       "</div>\n",
       "            \n",
       "                \n",
       "\n",
       "<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
       "    <div style=\"\n",
       "        width: 24px;\n",
       "        height: 24px;\n",
       "        background-color: #FFF7E5;\n",
       "        border: 3px solid #FF6132;\n",
       "        border-radius: 5px;\n",
       "        position: absolute;\">\n",
       "    </div>\n",
       "    <div style=\"margin-left: 48px;\">\n",
       "        <h4 style=\"margin-bottom: 0px;\">Link: </h4>\n",
       "        \n",
       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">MAAP STAC API (dev)</p>\n",
       "        \n",
       "        <table style=\"width: 100%; text-align: left;\">\n",
       "            <tr><td style=\"text-align: left;\"><strong>Rel:</strong> root </td></tr>\n",
       "            <tr><td style=\"text-align: left;\"><strong>Target:</strong> <Client id=stac-fastapi> </td></tr>\n",
       "            \n",
       "                <tr><td style=\"text-align: left;\"><strong>Media Type:</strong> application/json </td></tr>\n",
       "            \n",
       "            \n",
       "        </table>\n",
       "        \n",
       "    </div>\n",
       "</div>\n",
       "            \n",
       "                \n",
       "\n",
       "<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
       "    <div style=\"\n",
       "        width: 24px;\n",
       "        height: 24px;\n",
       "        background-color: #FFF7E5;\n",
       "        border: 3px solid #FF6132;\n",
       "        border-radius: 5px;\n",
       "        position: absolute;\">\n",
       "    </div>\n",
       "    <div style=\"margin-left: 48px;\">\n",
       "        <h4 style=\"margin-bottom: 0px;\">Link: </h4>\n",
       "        \n",
       "        <table style=\"width: 100%; text-align: left;\">\n",
       "            <tr><td style=\"text-align: left;\"><strong>Rel:</strong> self </td></tr>\n",
       "            <tr><td style=\"text-align: left;\"><strong>Target:</strong> https://wssn144yw1.execute-api.us-west-2.amazonaws.com/collections/BIOSAR1/items/biosar1_roi_lidar58 </td></tr>\n",
       "            \n",
       "                <tr><td style=\"text-align: left;\"><strong>Media Type:</strong> application/geo+json </td></tr>\n",
       "            \n",
       "            \n",
       "        </table>\n",
       "        \n",
       "    </div>\n",
       "</div>\n",
       "            \n",
       "                \n",
       "\n",
       "<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
       "    <div style=\"\n",
       "        width: 24px;\n",
       "        height: 24px;\n",
       "        background-color: #FFF7E5;\n",
       "        border: 3px solid #FF6132;\n",
       "        border-radius: 5px;\n",
       "        position: absolute;\">\n",
       "    </div>\n",
       "    <div style=\"margin-left: 48px;\">\n",
       "        <h4 style=\"margin-bottom: 0px;\">Link: </h4>\n",
       "        \n",
       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">WMS GetMap Resource (VisualizationURL)</p>\n",
       "        \n",
       "        <table style=\"width: 100%; text-align: left;\">\n",
       "            <tr><td style=\"text-align: left;\"><strong>Rel:</strong> http://esipfed.org/ns/fedsearch/1.1/metadata# </td></tr>\n",
       "            <tr><td style=\"text-align: left;\"><strong>Target:</strong> https://edav-ui.val.esa-maap.org </td></tr>\n",
       "            \n",
       "            \n",
       "        </table>\n",
       "        \n",
       "    </div>\n",
       "</div>\n",
       "            \n",
       "                \n",
       "\n",
       "<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
       "    <div style=\"\n",
       "        width: 24px;\n",
       "        height: 24px;\n",
       "        background-color: #FFF7E5;\n",
       "        border: 3px solid #FF6132;\n",
       "        border-radius: 5px;\n",
       "        position: absolute;\">\n",
       "    </div>\n",
       "    <div style=\"margin-left: 48px;\">\n",
       "        <h4 style=\"margin-bottom: 0px;\">Link: </h4>\n",
       "        \n",
       "        <table style=\"width: 100%; text-align: left;\">\n",
       "            <tr><td style=\"text-align: left;\"><strong>Rel:</strong> http://esipfed.org/ns/fedsearch/1.1/documentation# </td></tr>\n",
       "            <tr><td style=\"text-align: left;\"><strong>Target:</strong> https://earth.esa.int/c/document_library/get_file?folderId=21020&name=DLFE-387.pdf </td></tr>\n",
       "            \n",
       "            \n",
       "        </table>\n",
       "        \n",
       "    </div>\n",
       "</div>\n",
       "            \n",
       "        </details>\n",
       "    \n",
       "        </details>\n",
       "    </div>\n",
       "</div>\n",
       "            \n",
       "        </details>\n",
       "    \n",
       "            \n",
       "        <details>\n",
       "            <summary style=\"margin-bottom: 10px; margin-top: 10px\">\n",
       "                <h4 style=\"margin-bottom: 0px; display: inline;\">Links</h4>\n",
       "            </summary>\n",
       "            \n",
       "                \n",
       "\n",
       "<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
       "    <div style=\"\n",
       "        width: 24px;\n",
       "        height: 24px;\n",
       "        background-color: #FFF7E5;\n",
       "        border: 3px solid #FF6132;\n",
       "        border-radius: 5px;\n",
       "        position: absolute;\">\n",
       "    </div>\n",
       "    <div style=\"margin-left: 48px;\">\n",
       "        <h4 style=\"margin-bottom: 0px;\">Link: </h4>\n",
       "        \n",
       "        <table style=\"width: 100%; text-align: left;\">\n",
       "            <tr><td style=\"text-align: left;\"><strong>Rel:</strong> self </td></tr>\n",
       "            <tr><td style=\"text-align: left;\"><strong>Target:</strong> https://wssn144yw1.execute-api.us-west-2.amazonaws.com/ </td></tr>\n",
       "            \n",
       "                <tr><td style=\"text-align: left;\"><strong>Media Type:</strong> application/json </td></tr>\n",
       "            \n",
       "            \n",
       "        </table>\n",
       "        \n",
       "    </div>\n",
       "</div>\n",
       "            \n",
       "                \n",
       "\n",
       "<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
       "    <div style=\"\n",
       "        width: 24px;\n",
       "        height: 24px;\n",
       "        background-color: #FFF7E5;\n",
       "        border: 3px solid #FF6132;\n",
       "        border-radius: 5px;\n",
       "        position: absolute;\">\n",
       "    </div>\n",
       "    <div style=\"margin-left: 48px;\">\n",
       "        <h4 style=\"margin-bottom: 0px;\">Link: </h4>\n",
       "        \n",
       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">MAAP STAC API (dev)</p>\n",
       "        \n",
       "        <table style=\"width: 100%; text-align: left;\">\n",
       "            <tr><td style=\"text-align: left;\"><strong>Rel:</strong> root </td></tr>\n",
       "            <tr><td style=\"text-align: left;\"><strong>Target:</strong> <Client id=stac-fastapi> </td></tr>\n",
       "            \n",
       "                <tr><td style=\"text-align: left;\"><strong>Media Type:</strong> application/json </td></tr>\n",
       "            \n",
       "            \n",
       "        </table>\n",
       "        \n",
       "    </div>\n",
       "</div>\n",
       "            \n",
       "                \n",
       "\n",
       "<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
       "    <div style=\"\n",
       "        width: 24px;\n",
       "        height: 24px;\n",
       "        background-color: #FFF7E5;\n",
       "        border: 3px solid #FF6132;\n",
       "        border-radius: 5px;\n",
       "        position: absolute;\">\n",
       "    </div>\n",
       "    <div style=\"margin-left: 48px;\">\n",
       "        <h4 style=\"margin-bottom: 0px;\">Link: </h4>\n",
       "        \n",
       "        <table style=\"width: 100%; text-align: left;\">\n",
       "            <tr><td style=\"text-align: left;\"><strong>Rel:</strong> data </td></tr>\n",
       "            <tr><td style=\"text-align: left;\"><strong>Target:</strong> https://wssn144yw1.execute-api.us-west-2.amazonaws.com/collections </td></tr>\n",
       "            \n",
       "                <tr><td style=\"text-align: left;\"><strong>Media Type:</strong> application/json </td></tr>\n",
       "            \n",
       "            \n",
       "        </table>\n",
       "        \n",
       "    </div>\n",
       "</div>\n",
       "            \n",
       "                \n",
       "\n",
       "<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
       "    <div style=\"\n",
       "        width: 24px;\n",
       "        height: 24px;\n",
       "        background-color: #FFF7E5;\n",
       "        border: 3px solid #FF6132;\n",
       "        border-radius: 5px;\n",
       "        position: absolute;\">\n",
       "    </div>\n",
       "    <div style=\"margin-left: 48px;\">\n",
       "        <h4 style=\"margin-bottom: 0px;\">Link: </h4>\n",
       "        \n",
       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">STAC/WFS3 conformance classes implemented by this server</p>\n",
       "        \n",
       "        <table style=\"width: 100%; text-align: left;\">\n",
       "            <tr><td style=\"text-align: left;\"><strong>Rel:</strong> conformance </td></tr>\n",
       "            <tr><td style=\"text-align: left;\"><strong>Target:</strong> https://wssn144yw1.execute-api.us-west-2.amazonaws.com/conformance </td></tr>\n",
       "            \n",
       "                <tr><td style=\"text-align: left;\"><strong>Media Type:</strong> application/json </td></tr>\n",
       "            \n",
       "            \n",
       "        </table>\n",
       "        \n",
       "    </div>\n",
       "</div>\n",
       "            \n",
       "                \n",
       "\n",
       "<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
       "    <div style=\"\n",
       "        width: 24px;\n",
       "        height: 24px;\n",
       "        background-color: #FFF7E5;\n",
       "        border: 3px solid #FF6132;\n",
       "        border-radius: 5px;\n",
       "        position: absolute;\">\n",
       "    </div>\n",
       "    <div style=\"margin-left: 48px;\">\n",
       "        <h4 style=\"margin-bottom: 0px;\">Link: </h4>\n",
       "        \n",
       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">STAC search</p>\n",
       "        \n",
       "        <table style=\"width: 100%; text-align: left;\">\n",
       "            <tr><td style=\"text-align: left;\"><strong>Rel:</strong> search </td></tr>\n",
       "            <tr><td style=\"text-align: left;\"><strong>Target:</strong> https://wssn144yw1.execute-api.us-west-2.amazonaws.com/search </td></tr>\n",
       "            \n",
       "                <tr><td style=\"text-align: left;\"><strong>Media Type:</strong> application/geo+json </td></tr>\n",
       "            \n",
       "            \n",
       "        \n",
       "            <tr><td style=\"text-align: left;\"><strong>method:</strong> GET </td></tr>\n",
       "        \n",
       "    \n",
       "        </table>\n",
       "        \n",
       "            <table style=\"width: 100%; text-align: left;\">\n",
       "            </table>\n",
       "        \n",
       "    </div>\n",
       "</div>\n",
       "            \n",
       "                \n",
       "\n",
       "<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
       "    <div style=\"\n",
       "        width: 24px;\n",
       "        height: 24px;\n",
       "        background-color: #FFF7E5;\n",
       "        border: 3px solid #FF6132;\n",
       "        border-radius: 5px;\n",
       "        position: absolute;\">\n",
       "    </div>\n",
       "    <div style=\"margin-left: 48px;\">\n",
       "        <h4 style=\"margin-bottom: 0px;\">Link: </h4>\n",
       "        \n",
       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">STAC search</p>\n",
       "        \n",
       "        <table style=\"width: 100%; text-align: left;\">\n",
       "            <tr><td style=\"text-align: left;\"><strong>Rel:</strong> search </td></tr>\n",
       "            <tr><td style=\"text-align: left;\"><strong>Target:</strong> https://wssn144yw1.execute-api.us-west-2.amazonaws.com/search </td></tr>\n",
       "            \n",
       "                <tr><td style=\"text-align: left;\"><strong>Media Type:</strong> application/geo+json </td></tr>\n",
       "            \n",
       "            \n",
       "        \n",
       "            <tr><td style=\"text-align: left;\"><strong>method:</strong> POST </td></tr>\n",
       "        \n",
       "    \n",
       "        </table>\n",
       "        \n",
       "            <table style=\"width: 100%; text-align: left;\">\n",
       "            </table>\n",
       "        \n",
       "    </div>\n",
       "</div>\n",
       "            \n",
       "                \n",
       "\n",
       "<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
       "    <div style=\"\n",
       "        width: 24px;\n",
       "        height: 24px;\n",
       "        background-color: #FFF7E5;\n",
       "        border: 3px solid #FF6132;\n",
       "        border-radius: 5px;\n",
       "        position: absolute;\">\n",
       "    </div>\n",
       "    <div style=\"margin-left: 48px;\">\n",
       "        <h4 style=\"margin-bottom: 0px;\">Link: </h4>\n",
       "        \n",
       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">ESA CCI above-ground biomass product level 4, year 2018</p>\n",
       "        \n",
       "        <table style=\"width: 100%; text-align: left;\">\n",
       "            <tr><td style=\"text-align: left;\"><strong>Rel:</strong> child </td></tr>\n",
       "            <tr><td style=\"text-align: left;\"><strong>Target:</strong> <CollectionClient id=ESACCI_Biomass_L4_AGB_V3_100m_2018> </td></tr>\n",
       "            \n",
       "                <tr><td style=\"text-align: left;\"><strong>Media Type:</strong> application/json </td></tr>\n",
       "            \n",
       "            \n",
       "        </table>\n",
       "        \n",
       "    </div>\n",
       "</div>\n",
       "            \n",
       "                \n",
       "\n",
       "<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
       "    <div style=\"\n",
       "        width: 24px;\n",
       "        height: 24px;\n",
       "        background-color: #FFF7E5;\n",
       "        border: 3px solid #FF6132;\n",
       "        border-radius: 5px;\n",
       "        position: absolute;\">\n",
       "    </div>\n",
       "    <div style=\"margin-left: 48px;\">\n",
       "        <h4 style=\"margin-bottom: 0px;\">Link: </h4>\n",
       "        \n",
       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">ESA CCI above-ground biomass product level 4, year 2017</p>\n",
       "        \n",
       "        <table style=\"width: 100%; text-align: left;\">\n",
       "            <tr><td style=\"text-align: left;\"><strong>Rel:</strong> child </td></tr>\n",
       "            <tr><td style=\"text-align: left;\"><strong>Target:</strong> https://wssn144yw1.execute-api.us-west-2.amazonaws.com/collections/ESACCI_Biomass_L4_AGB_V3_100m_2017 </td></tr>\n",
       "            \n",
       "                <tr><td style=\"text-align: left;\"><strong>Media Type:</strong> application/json </td></tr>\n",
       "            \n",
       "            \n",
       "        </table>\n",
       "        \n",
       "    </div>\n",
       "</div>\n",
       "            \n",
       "                \n",
       "\n",
       "<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
       "    <div style=\"\n",
       "        width: 24px;\n",
       "        height: 24px;\n",
       "        background-color: #FFF7E5;\n",
       "        border: 3px solid #FF6132;\n",
       "        border-radius: 5px;\n",
       "        position: absolute;\">\n",
       "    </div>\n",
       "    <div style=\"margin-left: 48px;\">\n",
       "        <h4 style=\"margin-bottom: 0px;\">Link: </h4>\n",
       "        \n",
       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">ESA CCI above-ground biomass product level 4, year 2010</p>\n",
       "        \n",
       "        <table style=\"width: 100%; text-align: left;\">\n",
       "            <tr><td style=\"text-align: left;\"><strong>Rel:</strong> child </td></tr>\n",
       "            <tr><td style=\"text-align: left;\"><strong>Target:</strong> https://wssn144yw1.execute-api.us-west-2.amazonaws.com/collections/ESACCI_Biomass_L4_AGB_V3_100m_2010 </td></tr>\n",
       "            \n",
       "                <tr><td style=\"text-align: left;\"><strong>Media Type:</strong> application/json </td></tr>\n",
       "            \n",
       "            \n",
       "        </table>\n",
       "        \n",
       "    </div>\n",
       "</div>\n",
       "            \n",
       "                \n",
       "\n",
       "<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
       "    <div style=\"\n",
       "        width: 24px;\n",
       "        height: 24px;\n",
       "        background-color: #FFF7E5;\n",
       "        border: 3px solid #FF6132;\n",
       "        border-radius: 5px;\n",
       "        position: absolute;\">\n",
       "    </div>\n",
       "    <div style=\"margin-left: 48px;\">\n",
       "        <h4 style=\"margin-bottom: 0px;\">Link: </h4>\n",
       "        \n",
       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Landsat 8 Operational Land Imager (OLI) Surface Reflectance Analysis Ready Data (ARD) V1, Peru and Equatorial Western Africa, April 2013-January 2020</p>\n",
       "        \n",
       "        <table style=\"width: 100%; text-align: left;\">\n",
       "            <tr><td style=\"text-align: left;\"><strong>Rel:</strong> child </td></tr>\n",
       "            <tr><td style=\"text-align: left;\"><strong>Target:</strong> https://wssn144yw1.execute-api.us-west-2.amazonaws.com/collections/Landsat8_SurfaceReflectance </td></tr>\n",
       "            \n",
       "                <tr><td style=\"text-align: left;\"><strong>Media Type:</strong> application/json </td></tr>\n",
       "            \n",
       "            \n",
       "        </table>\n",
       "        \n",
       "    </div>\n",
       "</div>\n",
       "            \n",
       "                \n",
       "\n",
       "<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
       "    <div style=\"\n",
       "        width: 24px;\n",
       "        height: 24px;\n",
       "        background-color: #FFF7E5;\n",
       "        border: 3px solid #FF6132;\n",
       "        border-radius: 5px;\n",
       "        position: absolute;\">\n",
       "    </div>\n",
       "    <div style=\"margin-left: 48px;\">\n",
       "        <h4 style=\"margin-bottom: 0px;\">Link: </h4>\n",
       "        \n",
       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Global 25m Resolution PALSAR-2/PALSAR Forest/Non-Forest Map</p>\n",
       "        \n",
       "        <table style=\"width: 100%; text-align: left;\">\n",
       "            <tr><td style=\"text-align: left;\"><strong>Rel:</strong> child </td></tr>\n",
       "            <tr><td style=\"text-align: left;\"><strong>Target:</strong> https://wssn144yw1.execute-api.us-west-2.amazonaws.com/collections/Global_PALSAR2_PALSAR_FNF </td></tr>\n",
       "            \n",
       "                <tr><td style=\"text-align: left;\"><strong>Media Type:</strong> application/json </td></tr>\n",
       "            \n",
       "            \n",
       "        </table>\n",
       "        \n",
       "    </div>\n",
       "</div>\n",
       "            \n",
       "                \n",
       "\n",
       "<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
       "    <div style=\"\n",
       "        width: 24px;\n",
       "        height: 24px;\n",
       "        background-color: #FFF7E5;\n",
       "        border: 3px solid #FF6132;\n",
       "        border-radius: 5px;\n",
       "        position: absolute;\">\n",
       "    </div>\n",
       "    <div style=\"margin-left: 48px;\">\n",
       "        <h4 style=\"margin-bottom: 0px;\">Link: </h4>\n",
       "        \n",
       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Global Forest Change 2000-2017</p>\n",
       "        \n",
       "        <table style=\"width: 100%; text-align: left;\">\n",
       "            <tr><td style=\"text-align: left;\"><strong>Rel:</strong> child </td></tr>\n",
       "            <tr><td style=\"text-align: left;\"><strong>Target:</strong> https://wssn144yw1.execute-api.us-west-2.amazonaws.com/collections/Global_Forest_Change_2000-2017 </td></tr>\n",
       "            \n",
       "                <tr><td style=\"text-align: left;\"><strong>Media Type:</strong> application/json </td></tr>\n",
       "            \n",
       "            \n",
       "        </table>\n",
       "        \n",
       "    </div>\n",
       "</div>\n",
       "            \n",
       "                \n",
       "\n",
       "<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
       "    <div style=\"\n",
       "        width: 24px;\n",
       "        height: 24px;\n",
       "        background-color: #FFF7E5;\n",
       "        border: 3px solid #FF6132;\n",
       "        border-radius: 5px;\n",
       "        position: absolute;\">\n",
       "    </div>\n",
       "    <div style=\"margin-left: 48px;\">\n",
       "        <h4 style=\"margin-bottom: 0px;\">Link: </h4>\n",
       "        \n",
       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">AFRISAR_DLR2</p>\n",
       "        \n",
       "        <table style=\"width: 100%; text-align: left;\">\n",
       "            <tr><td style=\"text-align: left;\"><strong>Rel:</strong> child </td></tr>\n",
       "            <tr><td style=\"text-align: left;\"><strong>Target:</strong> https://wssn144yw1.execute-api.us-west-2.amazonaws.com/collections/AFRISAR_DLR2 </td></tr>\n",
       "            \n",
       "                <tr><td style=\"text-align: left;\"><strong>Media Type:</strong> application/json </td></tr>\n",
       "            \n",
       "            \n",
       "        </table>\n",
       "        \n",
       "    </div>\n",
       "</div>\n",
       "            \n",
       "                \n",
       "\n",
       "<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
       "    <div style=\"\n",
       "        width: 24px;\n",
       "        height: 24px;\n",
       "        background-color: #FFF7E5;\n",
       "        border: 3px solid #FF6132;\n",
       "        border-radius: 5px;\n",
       "        position: absolute;\">\n",
       "    </div>\n",
       "    <div style=\"margin-left: 48px;\">\n",
       "        <h4 style=\"margin-bottom: 0px;\">Link: </h4>\n",
       "        \n",
       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">AfriSAR UAVSAR Vertical Wavenumber (KZ) Generated Using NISAR Tools</p>\n",
       "        \n",
       "        <table style=\"width: 100%; text-align: left;\">\n",
       "            <tr><td style=\"text-align: left;\"><strong>Rel:</strong> child </td></tr>\n",
       "            <tr><td style=\"text-align: left;\"><strong>Target:</strong> https://wssn144yw1.execute-api.us-west-2.amazonaws.com/collections/AfriSAR_UAVSAR_KZ </td></tr>\n",
       "            \n",
       "                <tr><td style=\"text-align: left;\"><strong>Media Type:</strong> application/json </td></tr>\n",
       "            \n",
       "            \n",
       "        </table>\n",
       "        \n",
       "    </div>\n",
       "</div>\n",
       "            \n",
       "                \n",
       "\n",
       "<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
       "    <div style=\"\n",
       "        width: 24px;\n",
       "        height: 24px;\n",
       "        background-color: #FFF7E5;\n",
       "        border: 3px solid #FF6132;\n",
       "        border-radius: 5px;\n",
       "        position: absolute;\">\n",
       "    </div>\n",
       "    <div style=\"margin-left: 48px;\">\n",
       "        <h4 style=\"margin-bottom: 0px;\">Link: </h4>\n",
       "        \n",
       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">AfriSAR UAVSAR Ungeocoded Covariance Matrix product Generated Using NISAR Tools</p>\n",
       "        \n",
       "        <table style=\"width: 100%; text-align: left;\">\n",
       "            <tr><td style=\"text-align: left;\"><strong>Rel:</strong> child </td></tr>\n",
       "            <tr><td style=\"text-align: left;\"><strong>Target:</strong> https://wssn144yw1.execute-api.us-west-2.amazonaws.com/collections/AfriSAR_UAVSAR_Ungeocoded_Covariance </td></tr>\n",
       "            \n",
       "                <tr><td style=\"text-align: left;\"><strong>Media Type:</strong> application/json </td></tr>\n",
       "            \n",
       "            \n",
       "        </table>\n",
       "        \n",
       "    </div>\n",
       "</div>\n",
       "            \n",
       "                \n",
       "\n",
       "<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
       "    <div style=\"\n",
       "        width: 24px;\n",
       "        height: 24px;\n",
       "        background-color: #FFF7E5;\n",
       "        border: 3px solid #FF6132;\n",
       "        border-radius: 5px;\n",
       "        position: absolute;\">\n",
       "    </div>\n",
       "    <div style=\"margin-left: 48px;\">\n",
       "        <h4 style=\"margin-bottom: 0px;\">Link: </h4>\n",
       "        \n",
       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">AfriSAR UAVSAR Normalization Area Generated Using NISAR Tools</p>\n",
       "        \n",
       "        <table style=\"width: 100%; text-align: left;\">\n",
       "            <tr><td style=\"text-align: left;\"><strong>Rel:</strong> child </td></tr>\n",
       "            <tr><td style=\"text-align: left;\"><strong>Target:</strong> https://wssn144yw1.execute-api.us-west-2.amazonaws.com/collections/AfriSAR_UAVSAR_Normalization_Area </td></tr>\n",
       "            \n",
       "                <tr><td style=\"text-align: left;\"><strong>Media Type:</strong> application/json </td></tr>\n",
       "            \n",
       "            \n",
       "        </table>\n",
       "        \n",
       "    </div>\n",
       "</div>\n",
       "            \n",
       "                \n",
       "\n",
       "<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
       "    <div style=\"\n",
       "        width: 24px;\n",
       "        height: 24px;\n",
       "        background-color: #FFF7E5;\n",
       "        border: 3px solid #FF6132;\n",
       "        border-radius: 5px;\n",
       "        position: absolute;\">\n",
       "    </div>\n",
       "    <div style=\"margin-left: 48px;\">\n",
       "        <h4 style=\"margin-bottom: 0px;\">Link: </h4>\n",
       "        \n",
       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">AfriSAR UAVSAR Geocoded SLCs Generated Using NISAR Tools</p>\n",
       "        \n",
       "        <table style=\"width: 100%; text-align: left;\">\n",
       "            <tr><td style=\"text-align: left;\"><strong>Rel:</strong> child </td></tr>\n",
       "            <tr><td style=\"text-align: left;\"><strong>Target:</strong> https://wssn144yw1.execute-api.us-west-2.amazonaws.com/collections/AfriSAR_UAVSAR_Geocoded_SLC </td></tr>\n",
       "            \n",
       "                <tr><td style=\"text-align: left;\"><strong>Media Type:</strong> application/json </td></tr>\n",
       "            \n",
       "            \n",
       "        </table>\n",
       "        \n",
       "    </div>\n",
       "</div>\n",
       "            \n",
       "                \n",
       "\n",
       "<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
       "    <div style=\"\n",
       "        width: 24px;\n",
       "        height: 24px;\n",
       "        background-color: #FFF7E5;\n",
       "        border: 3px solid #FF6132;\n",
       "        border-radius: 5px;\n",
       "        position: absolute;\">\n",
       "    </div>\n",
       "    <div style=\"margin-left: 48px;\">\n",
       "        <h4 style=\"margin-bottom: 0px;\">Link: </h4>\n",
       "        \n",
       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">AfriSAR UAVSAR Geocoded Covariance Matrix product Generated Using NISAR Tools</p>\n",
       "        \n",
       "        <table style=\"width: 100%; text-align: left;\">\n",
       "            <tr><td style=\"text-align: left;\"><strong>Rel:</strong> child </td></tr>\n",
       "            <tr><td style=\"text-align: left;\"><strong>Target:</strong> https://wssn144yw1.execute-api.us-west-2.amazonaws.com/collections/AfriSAR_UAVSAR_Geocoded_Covariance </td></tr>\n",
       "            \n",
       "                <tr><td style=\"text-align: left;\"><strong>Media Type:</strong> application/json </td></tr>\n",
       "            \n",
       "            \n",
       "        </table>\n",
       "        \n",
       "    </div>\n",
       "</div>\n",
       "            \n",
       "                \n",
       "\n",
       "<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
       "    <div style=\"\n",
       "        width: 24px;\n",
       "        height: 24px;\n",
       "        background-color: #FFF7E5;\n",
       "        border: 3px solid #FF6132;\n",
       "        border-radius: 5px;\n",
       "        position: absolute;\">\n",
       "    </div>\n",
       "    <div style=\"margin-left: 48px;\">\n",
       "        <h4 style=\"margin-bottom: 0px;\">Link: </h4>\n",
       "        \n",
       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">GlobCover Global Land Cover Product (2009)</p>\n",
       "        \n",
       "        <table style=\"width: 100%; text-align: left;\">\n",
       "            <tr><td style=\"text-align: left;\"><strong>Rel:</strong> child </td></tr>\n",
       "            <tr><td style=\"text-align: left;\"><strong>Target:</strong> https://wssn144yw1.execute-api.us-west-2.amazonaws.com/collections/GlobCover_09 </td></tr>\n",
       "            \n",
       "                <tr><td style=\"text-align: left;\"><strong>Media Type:</strong> application/json </td></tr>\n",
       "            \n",
       "            \n",
       "        </table>\n",
       "        \n",
       "    </div>\n",
       "</div>\n",
       "            \n",
       "                \n",
       "\n",
       "<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
       "    <div style=\"\n",
       "        width: 24px;\n",
       "        height: 24px;\n",
       "        background-color: #FFF7E5;\n",
       "        border: 3px solid #FF6132;\n",
       "        border-radius: 5px;\n",
       "        position: absolute;\">\n",
       "    </div>\n",
       "    <div style=\"margin-left: 48px;\">\n",
       "        <h4 style=\"margin-bottom: 0px;\">Link: </h4>\n",
       "        \n",
       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">GlobCover Global Land Cover Product (2005-06)</p>\n",
       "        \n",
       "        <table style=\"width: 100%; text-align: left;\">\n",
       "            <tr><td style=\"text-align: left;\"><strong>Rel:</strong> child </td></tr>\n",
       "            <tr><td style=\"text-align: left;\"><strong>Target:</strong> https://wssn144yw1.execute-api.us-west-2.amazonaws.com/collections/GlobCover_05_06 </td></tr>\n",
       "            \n",
       "                <tr><td style=\"text-align: left;\"><strong>Media Type:</strong> application/json </td></tr>\n",
       "            \n",
       "            \n",
       "        </table>\n",
       "        \n",
       "    </div>\n",
       "</div>\n",
       "            \n",
       "                \n",
       "\n",
       "<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
       "    <div style=\"\n",
       "        width: 24px;\n",
       "        height: 24px;\n",
       "        background-color: #FFF7E5;\n",
       "        border: 3px solid #FF6132;\n",
       "        border-radius: 5px;\n",
       "        position: absolute;\">\n",
       "    </div>\n",
       "    <div style=\"margin-left: 48px;\">\n",
       "        <h4 style=\"margin-bottom: 0px;\">Link: </h4>\n",
       "        \n",
       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Global Ecosystem Dynamics Investigation (GEDI) Calibration/Validation Field Survey Dataset</p>\n",
       "        \n",
       "        <table style=\"width: 100%; text-align: left;\">\n",
       "            <tr><td style=\"text-align: left;\"><strong>Rel:</strong> child </td></tr>\n",
       "            <tr><td style=\"text-align: left;\"><strong>Target:</strong> https://wssn144yw1.execute-api.us-west-2.amazonaws.com/collections/GEDI_CalVal_Field_Data </td></tr>\n",
       "            \n",
       "                <tr><td style=\"text-align: left;\"><strong>Media Type:</strong> application/json </td></tr>\n",
       "            \n",
       "            \n",
       "        </table>\n",
       "        \n",
       "    </div>\n",
       "</div>\n",
       "            \n",
       "                \n",
       "\n",
       "<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
       "    <div style=\"\n",
       "        width: 24px;\n",
       "        height: 24px;\n",
       "        background-color: #FFF7E5;\n",
       "        border: 3px solid #FF6132;\n",
       "        border-radius: 5px;\n",
       "        position: absolute;\">\n",
       "    </div>\n",
       "    <div style=\"margin-left: 48px;\">\n",
       "        <h4 style=\"margin-bottom: 0px;\">Link: </h4>\n",
       "        \n",
       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">AfriSAR UAVSAR Coregistered SLCs Generated Using NISAR Tools</p>\n",
       "        \n",
       "        <table style=\"width: 100%; text-align: left;\">\n",
       "            <tr><td style=\"text-align: left;\"><strong>Rel:</strong> child </td></tr>\n",
       "            <tr><td style=\"text-align: left;\"><strong>Target:</strong> https://wssn144yw1.execute-api.us-west-2.amazonaws.com/collections/AfriSAR_UAVSAR_Coreg_SLC </td></tr>\n",
       "            \n",
       "                <tr><td style=\"text-align: left;\"><strong>Media Type:</strong> application/json </td></tr>\n",
       "            \n",
       "            \n",
       "        </table>\n",
       "        \n",
       "    </div>\n",
       "</div>\n",
       "            \n",
       "                \n",
       "\n",
       "<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
       "    <div style=\"\n",
       "        width: 24px;\n",
       "        height: 24px;\n",
       "        background-color: #FFF7E5;\n",
       "        border: 3px solid #FF6132;\n",
       "        border-radius: 5px;\n",
       "        position: absolute;\">\n",
       "    </div>\n",
       "    <div style=\"margin-left: 48px;\">\n",
       "        <h4 style=\"margin-bottom: 0px;\">Link: </h4>\n",
       "        \n",
       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Global Ecosystem Dynamics Investigation (GEDI) Calibration/Validation Airborne Lidar Dataset (Compressed)</p>\n",
       "        \n",
       "        <table style=\"width: 100%; text-align: left;\">\n",
       "            <tr><td style=\"text-align: left;\"><strong>Rel:</strong> child </td></tr>\n",
       "            <tr><td style=\"text-align: left;\"><strong>Target:</strong> https://wssn144yw1.execute-api.us-west-2.amazonaws.com/collections/GEDI_CalVal_Lidar_Data_Compressed </td></tr>\n",
       "            \n",
       "                <tr><td style=\"text-align: left;\"><strong>Media Type:</strong> application/json </td></tr>\n",
       "            \n",
       "            \n",
       "        </table>\n",
       "        \n",
       "    </div>\n",
       "</div>\n",
       "            \n",
       "                \n",
       "\n",
       "<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
       "    <div style=\"\n",
       "        width: 24px;\n",
       "        height: 24px;\n",
       "        background-color: #FFF7E5;\n",
       "        border: 3px solid #FF6132;\n",
       "        border-radius: 5px;\n",
       "        position: absolute;\">\n",
       "    </div>\n",
       "    <div style=\"margin-left: 48px;\">\n",
       "        <h4 style=\"margin-bottom: 0px;\">Link: </h4>\n",
       "        \n",
       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Global Ecosystem Dynamics Investigation (GEDI) Calibration/Validation Airborne Lidar Dataset</p>\n",
       "        \n",
       "        <table style=\"width: 100%; text-align: left;\">\n",
       "            <tr><td style=\"text-align: left;\"><strong>Rel:</strong> child </td></tr>\n",
       "            <tr><td style=\"text-align: left;\"><strong>Target:</strong> https://wssn144yw1.execute-api.us-west-2.amazonaws.com/collections/GEDI_CalVal_Lidar_Data </td></tr>\n",
       "            \n",
       "                <tr><td style=\"text-align: left;\"><strong>Media Type:</strong> application/json </td></tr>\n",
       "            \n",
       "            \n",
       "        </table>\n",
       "        \n",
       "    </div>\n",
       "</div>\n",
       "            \n",
       "                \n",
       "\n",
       "<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
       "    <div style=\"\n",
       "        width: 24px;\n",
       "        height: 24px;\n",
       "        background-color: #FFF7E5;\n",
       "        border: 3px solid #FF6132;\n",
       "        border-radius: 5px;\n",
       "        position: absolute;\">\n",
       "    </div>\n",
       "    <div style=\"margin-left: 48px;\">\n",
       "        <h4 style=\"margin-bottom: 0px;\">Link: </h4>\n",
       "        \n",
       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Advance Land Observing Satellite Phased Array type L-band Synthetic Aperture Radar Radiometric Terrain-Corrected High Resolution products, Equatorial Western Africa, May 2006-March 2011</p>\n",
       "        \n",
       "        <table style=\"width: 100%; text-align: left;\">\n",
       "            <tr><td style=\"text-align: left;\"><strong>Rel:</strong> child </td></tr>\n",
       "            <tr><td style=\"text-align: left;\"><strong>Target:</strong> https://wssn144yw1.execute-api.us-west-2.amazonaws.com/collections/ALOS_PSR_RTC_HIGH </td></tr>\n",
       "            \n",
       "                <tr><td style=\"text-align: left;\"><strong>Media Type:</strong> application/json </td></tr>\n",
       "            \n",
       "            \n",
       "        </table>\n",
       "        \n",
       "    </div>\n",
       "</div>\n",
       "            \n",
       "                \n",
       "\n",
       "<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
       "    <div style=\"\n",
       "        width: 24px;\n",
       "        height: 24px;\n",
       "        background-color: #FFF7E5;\n",
       "        border: 3px solid #FF6132;\n",
       "        border-radius: 5px;\n",
       "        position: absolute;\">\n",
       "    </div>\n",
       "    <div style=\"margin-left: 48px;\">\n",
       "        <h4 style=\"margin-bottom: 0px;\">Link: </h4>\n",
       "        \n",
       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Arctic-Boreal Vulnerability Experiment Uninhabited Aerial Vehicle Synthetic Aperture Radar Polarimetric SAR</p>\n",
       "        \n",
       "        <table style=\"width: 100%; text-align: left;\">\n",
       "            <tr><td style=\"text-align: left;\"><strong>Rel:</strong> child </td></tr>\n",
       "            <tr><td style=\"text-align: left;\"><strong>Target:</strong> https://wssn144yw1.execute-api.us-west-2.amazonaws.com/collections/ABoVE_UAVSAR_PALSAR </td></tr>\n",
       "            \n",
       "                <tr><td style=\"text-align: left;\"><strong>Media Type:</strong> application/json </td></tr>\n",
       "            \n",
       "            \n",
       "        </table>\n",
       "        \n",
       "    </div>\n",
       "</div>\n",
       "            \n",
       "                \n",
       "\n",
       "<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
       "    <div style=\"\n",
       "        width: 24px;\n",
       "        height: 24px;\n",
       "        background-color: #FFF7E5;\n",
       "        border: 3px solid #FF6132;\n",
       "        border-radius: 5px;\n",
       "        position: absolute;\">\n",
       "    </div>\n",
       "    <div style=\"margin-left: 48px;\">\n",
       "        <h4 style=\"margin-bottom: 0px;\">Link: </h4>\n",
       "        \n",
       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">AFRISAR_DLR</p>\n",
       "        \n",
       "        <table style=\"width: 100%; text-align: left;\">\n",
       "            <tr><td style=\"text-align: left;\"><strong>Rel:</strong> child </td></tr>\n",
       "            <tr><td style=\"text-align: left;\"><strong>Target:</strong> https://wssn144yw1.execute-api.us-west-2.amazonaws.com/collections/AFRISAR_DLR </td></tr>\n",
       "            \n",
       "                <tr><td style=\"text-align: left;\"><strong>Media Type:</strong> application/json </td></tr>\n",
       "            \n",
       "            \n",
       "        </table>\n",
       "        \n",
       "    </div>\n",
       "</div>\n",
       "            \n",
       "                \n",
       "\n",
       "<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
       "    <div style=\"\n",
       "        width: 24px;\n",
       "        height: 24px;\n",
       "        background-color: #FFF7E5;\n",
       "        border: 3px solid #FF6132;\n",
       "        border-radius: 5px;\n",
       "        position: absolute;\">\n",
       "    </div>\n",
       "    <div style=\"margin-left: 48px;\">\n",
       "        <h4 style=\"margin-bottom: 0px;\">Link: </h4>\n",
       "        \n",
       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">BIOSAR1</p>\n",
       "        \n",
       "        <table style=\"width: 100%; text-align: left;\">\n",
       "            <tr><td style=\"text-align: left;\"><strong>Rel:</strong> child </td></tr>\n",
       "            <tr><td style=\"text-align: left;\"><strong>Target:</strong> https://wssn144yw1.execute-api.us-west-2.amazonaws.com/collections/BIOSAR1 </td></tr>\n",
       "            \n",
       "                <tr><td style=\"text-align: left;\"><strong>Media Type:</strong> application/json </td></tr>\n",
       "            \n",
       "            \n",
       "        </table>\n",
       "        \n",
       "    </div>\n",
       "</div>\n",
       "            \n",
       "                \n",
       "\n",
       "<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
       "    <div style=\"\n",
       "        width: 24px;\n",
       "        height: 24px;\n",
       "        background-color: #FFF7E5;\n",
       "        border: 3px solid #FF6132;\n",
       "        border-radius: 5px;\n",
       "        position: absolute;\">\n",
       "    </div>\n",
       "    <div style=\"margin-left: 48px;\">\n",
       "        <h4 style=\"margin-bottom: 0px;\">Link: </h4>\n",
       "        \n",
       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">OpenAPI service description</p>\n",
       "        \n",
       "        <table style=\"width: 100%; text-align: left;\">\n",
       "            <tr><td style=\"text-align: left;\"><strong>Rel:</strong> service-desc </td></tr>\n",
       "            <tr><td style=\"text-align: left;\"><strong>Target:</strong> https://wssn144yw1.execute-api.us-west-2.amazonaws.com/api </td></tr>\n",
       "            \n",
       "                <tr><td style=\"text-align: left;\"><strong>Media Type:</strong> application/vnd.oai.openapi+json;version=3.0 </td></tr>\n",
       "            \n",
       "            \n",
       "        </table>\n",
       "        \n",
       "    </div>\n",
       "</div>\n",
       "            \n",
       "                \n",
       "\n",
       "<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
       "    <div style=\"\n",
       "        width: 24px;\n",
       "        height: 24px;\n",
       "        background-color: #FFF7E5;\n",
       "        border: 3px solid #FF6132;\n",
       "        border-radius: 5px;\n",
       "        position: absolute;\">\n",
       "    </div>\n",
       "    <div style=\"margin-left: 48px;\">\n",
       "        <h4 style=\"margin-bottom: 0px;\">Link: </h4>\n",
       "        \n",
       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">OpenAPI service documentation</p>\n",
       "        \n",
       "        <table style=\"width: 100%; text-align: left;\">\n",
       "            <tr><td style=\"text-align: left;\"><strong>Rel:</strong> service-doc </td></tr>\n",
       "            <tr><td style=\"text-align: left;\"><strong>Target:</strong> https://wssn144yw1.execute-api.us-west-2.amazonaws.com/api.html </td></tr>\n",
       "            \n",
       "                <tr><td style=\"text-align: left;\"><strong>Media Type:</strong> text/html </td></tr>\n",
       "            \n",
       "            \n",
       "        </table>\n",
       "        \n",
       "    </div>\n",
       "</div>\n",
       "            \n",
       "        </details>\n",
       "    \n",
       "             \n",
       "        </details>\n",
       "    </div>\n",
       "</div>"
      ],
      "text/plain": [
       "<Client id=stac-fastapi>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# STAC API root URL\n",
    "URL = 'https://wssn144yw1.execute-api.us-west-2.amazonaws.com/'\n",
    "cat = Client.open(URL)\n",
    "cat"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "6b2451f4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['ESACCI_Biomass_L4_AGB_V3_100m_2018', 'ESACCI_Biomass_L4_AGB_V3_100m_2017', 'ESACCI_Biomass_L4_AGB_V3_100m_2010', 'Landsat8_SurfaceReflectance', 'Global_PALSAR2_PALSAR_FNF', 'Global_Forest_Change_2000-2017', 'AFRISAR_DLR2', 'AfriSAR_UAVSAR_KZ', 'AfriSAR_UAVSAR_Ungeocoded_Covariance', 'AfriSAR_UAVSAR_Normalization_Area', 'AfriSAR_UAVSAR_Geocoded_SLC', 'AfriSAR_UAVSAR_Geocoded_Covariance', 'GlobCover_09', 'GlobCover_05_06', 'GEDI_CalVal_Field_Data', 'AfriSAR_UAVSAR_Coreg_SLC', 'GEDI_CalVal_Lidar_Data_Compressed', 'GEDI_CalVal_Lidar_Data', 'ALOS_PSR_RTC_HIGH', 'ABoVE_UAVSAR_PALSAR', 'AFRISAR_DLR', 'BIOSAR1']\n"
     ]
    }
   ],
   "source": [
    "# automating a list to pull the collection ids\n",
    "\n",
    "collection_names = cat.get_all_collections()\n",
    "\n",
    "collection_list = []\n",
    "        \n",
    "def get_collections(collection_names):\n",
    "    for collection_names in collection_names:\n",
    "        collection_list.append(collection_names.id)\n",
    "    print(collection_list)\n",
    "    \n",
    "#def get_collections(collection_names):\n",
    "    #return [collection_names.id for collection_names in collection_names]\n",
    "\n",
    "get_collections(collection_names)\n",
    "#print(len(collection_list))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "96c6bd85",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ESACCI_Biomass_L4_AGB_V3_100m_2010\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
       "    <div style=\"\n",
       "        width: 24px;\n",
       "        height: 24px;\n",
       "        background-color: #E1E1E1;\n",
       "        border: 3px solid #9D9D9D;\n",
       "        border-radius: 5px;\n",
       "        position: absolute;\">\n",
       "    </div>\n",
       "    <div>\n",
       "        <details style=\"margin-left: 48px;\">\n",
       "            <summary style=\"margin-bottom: 20px;\">\n",
       "                <h3 style=\"margin-bottom: 0px; display: inline;\">\n",
       "                    CollectionClient: ESACCI_Biomass_L4_AGB_V3_100m_2010\n",
       "                </h3>\n",
       "            </summary>\n",
       "            <table style=\"width: 100%; text-align: left;\">\n",
       "                <tr><td style=\"text-align: left;\">ID: ESACCI_Biomass_L4_AGB_V3_100m_2010 </td></tr>\n",
       "                \n",
       "                    <tr><td style=\"text-align: left;\"><strong>Title:</strong> ESA CCI above-ground biomass product level 4, year 2010 </td></tr>\n",
       "                \n",
       "                \n",
       "                    <tr><td style=\"text-align: left;\"><strong>Description:</strong> This dataset comprises estimates of forest above-ground biomass for the years 2010, 2017 and 2018. They are derived from a combination of Earth observation data, depending on the year, from the Copernicus Sentinel-1 mission, Envisat’s ASAR instrument and JAXA’s Advanced Land Observing Satellite (ALOS-1 and ALOS-2), along with additional information from Earth observation sources. The data has been produced as part of the European Space Agency's (ESA's) Climate Change Initiative (CCI) programme by the Biomass CCI team. </td></tr>\n",
       "                \n",
       "                \n",
       "    \n",
       "    \n",
       "\n",
       "                \n",
       "        \n",
       "            <tr><td style=\"text-align: left;\"><strong>type:</strong> Collection </td></tr>\n",
       "        \n",
       "            <tr><td style=\"text-align: left;\"><strong>title:</strong> ESA CCI above-ground biomass product level 4, year 2010 </td></tr>\n",
       "        \n",
       "            <tr><td style=\"text-align: left;\"><strong>item_assets:</strong> {} </td></tr>\n",
       "        \n",
       "    \n",
       "            </table>\n",
       "            \n",
       "            \n",
       "            \n",
       "        <details>\n",
       "            <summary style=\"margin-bottom: 10px; margin-top: 10px\">\n",
       "                <h4 style=\"margin-bottom: 0px; display: inline;\">Items</h4>\n",
       "            </summary>\n",
       "            <i> Only the first item shown </i>\n",
       "            \n",
       "                \n",
       "\n",
       "<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
       "    <div style=\"\n",
       "        width: 24px;\n",
       "        height: 24px;\n",
       "        background-color: #DBF5FF;\n",
       "        border: 3px solid #4CC9FF;\n",
       "        border-radius: 5px;\n",
       "        position: absolute;\">\n",
       "    </div>\n",
       "    <div>\n",
       "        <details style=\"margin-left: 48px;\">\n",
       "            <summary style=\"margin-bottom: 20px;\">\n",
       "                <h3 style=\"margin-bottom: 0px; display: inline;\">Item: S50W080_ESACCI-BIOMASS-L4-AGB_SD-MERGED-100m-2010-fv3.0</h3>\n",
       "            </summary>\n",
       "            <table style=\"width: 100%; text-align: left;\">\n",
       "                <tr><td style=\"text-align: left;\"><strong>ID</strong>: S50W080_ESACCI-BIOMASS-L4-AGB_SD-MERGED-100m-2010-fv3.0 </td></tr>\n",
       "                \n",
       "                \n",
       "                    <tr><td style=\"text-align: left;\"><strong>Bounding Box:</strong> [-60.0, -80.0, -50.0, -70.0] </td></tr>\n",
       "                \n",
       "                \n",
       "                    <tr><td style=\"text-align: left;\"><strong>Datetime:</strong> 2010-01-01 00:00:00+00:00 </td></tr>\n",
       "                \n",
       "                \n",
       "                    \n",
       "                        <tr><td style=\"text-align: left;\"><strong>updated:</strong> 2021-09-02T08:17:05+00:00 </td></tr>\n",
       "                    \n",
       "                        <tr><td style=\"text-align: left;\"><strong>datetime:</strong> 2010-01-01T00:00:00+00:00 </td></tr>\n",
       "                    \n",
       "                        <tr><td style=\"text-align: left;\"><strong>time_end:</strong> 2010-12-31T23:59:59.000Z </td></tr>\n",
       "                    \n",
       "                        <tr><td style=\"text-align: left;\"><strong>concept_id:</strong> G1201308627-ESA_MAAP </td></tr>\n",
       "                    \n",
       "                        <tr><td style=\"text-align: left;\"><strong>dataset_id:</strong> ESACCI_Biomass_L4_AGB_V3_100m_2010 </td></tr>\n",
       "                    \n",
       "                        <tr><td style=\"text-align: left;\"><strong>time_start:</strong> 2010-01-01T00:00:00.000Z </td></tr>\n",
       "                    \n",
       "                        <tr><td style=\"text-align: left;\"><strong>browse_flag:</strong> False </td></tr>\n",
       "                    \n",
       "                        <tr><td style=\"text-align: left;\"><strong>data_center:</strong> ESA_MAAP </td></tr>\n",
       "                    \n",
       "                        <tr><td style=\"text-align: left;\"><strong>granule_size:</strong> 12.67805290222168 </td></tr>\n",
       "                    \n",
       "                        <tr><td style=\"text-align: left;\"><strong>day_night_flag:</strong> BOTH </td></tr>\n",
       "                    \n",
       "                        <tr><td style=\"text-align: left;\"><strong>original_format:</strong> ECHO10 </td></tr>\n",
       "                    \n",
       "                        <tr><td style=\"text-align: left;\"><strong>coordinate_system:</strong> CARTESIAN </td></tr>\n",
       "                    \n",
       "                        <tr><td style=\"text-align: left;\"><strong>online_access_flag:</strong> True </td></tr>\n",
       "                    \n",
       "                        <tr><td style=\"text-align: left;\"><strong>collection_concept_id:</strong> C1201308049-ESA_MAAP </td></tr>\n",
       "                    \n",
       "                \n",
       "                \n",
       "        \n",
       "            <tr><td style=\"text-align: left;\"><strong>stac_extensions:</strong> [] </td></tr>\n",
       "        \n",
       "    \n",
       "            </table>\n",
       "            \n",
       "            \n",
       "        <details>\n",
       "            <summary style=\"margin-bottom: 10px; margin-top: 10px;\">\n",
       "                <h4 style=\"margin-bottom: 0px; display: inline;\">Assets</h4>\n",
       "            </summary>\n",
       "            \n",
       "                \n",
       "\n",
       "<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
       "    <div style=\"\n",
       "        width: 24px;\n",
       "        height: 24px;\n",
       "        background-color: #FED7E5;\n",
       "        border: 3px solid #FA4C8C;\n",
       "        border-radius: 5px;\n",
       "        position: absolute;\">\n",
       "    </div>\n",
       "    <div>\n",
       "        <details style=\"margin-left: 48px;\">\n",
       "            <summary style=\"margin-bottom: 20px;\">\n",
       "                <h3 style=\"margin-bottom: 0px; display: inline;\">Asset: None</h3>\n",
       "            </summary>\n",
       "            <table style=\"width: 100%; text-align: left;\">\n",
       "                <tr><td style=\"text-align: left;\"><strong>href</strong>: https://bmap-catalogue-data.oss.eu-west-0.prod-cloud-ocb.orange-business.com/esacci/ESACCI_Biomass_L4_AGB_V3_100m/2010/S50W080_ESACCI-BIOMASS-L4-AGB_SD-MERGED-100m-2010-fv3.0.tif </td></tr>\n",
       "                \n",
       "                \n",
       "                \n",
       "                    <tr><td style=\"text-align: left;\"><strong>Media type:</strong> image/tiff </td></tr>\n",
       "                \n",
       "                \n",
       "                    <tr><td style=\"text-align: left;\"><strong>Roles:</strong> ['data'] </td></tr>\n",
       "                \n",
       "                \n",
       "                    <tr><td style=\"text-align: left;\"><strong>Owner:</strong>  </td></tr>\n",
       "                \n",
       "                \n",
       "            </table>\n",
       "        </details>\n",
       "    </div>\n",
       "</div>\n",
       "            \n",
       "        </details>\n",
       "    \n",
       "            \n",
       "        <details>\n",
       "            <summary style=\"margin-bottom: 10px; margin-top: 10px\">\n",
       "                <h4 style=\"margin-bottom: 0px; display: inline;\">Links</h4>\n",
       "            </summary>\n",
       "            \n",
       "                \n",
       "\n",
       "<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
       "    <div style=\"\n",
       "        width: 24px;\n",
       "        height: 24px;\n",
       "        background-color: #FFF7E5;\n",
       "        border: 3px solid #FF6132;\n",
       "        border-radius: 5px;\n",
       "        position: absolute;\">\n",
       "    </div>\n",
       "    <div style=\"margin-left: 48px;\">\n",
       "        <h4 style=\"margin-bottom: 0px;\">Link: </h4>\n",
       "        \n",
       "        <table style=\"width: 100%; text-align: left;\">\n",
       "            <tr><td style=\"text-align: left;\"><strong>Rel:</strong> collection </td></tr>\n",
       "            <tr><td style=\"text-align: left;\"><strong>Target:</strong> https://wssn144yw1.execute-api.us-west-2.amazonaws.com/collections/ESACCI_Biomass_L4_AGB_V3_100m_2010 </td></tr>\n",
       "            \n",
       "                <tr><td style=\"text-align: left;\"><strong>Media Type:</strong> application/json </td></tr>\n",
       "            \n",
       "            \n",
       "        </table>\n",
       "        \n",
       "    </div>\n",
       "</div>\n",
       "            \n",
       "                \n",
       "\n",
       "<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
       "    <div style=\"\n",
       "        width: 24px;\n",
       "        height: 24px;\n",
       "        background-color: #FFF7E5;\n",
       "        border: 3px solid #FF6132;\n",
       "        border-radius: 5px;\n",
       "        position: absolute;\">\n",
       "    </div>\n",
       "    <div style=\"margin-left: 48px;\">\n",
       "        <h4 style=\"margin-bottom: 0px;\">Link: </h4>\n",
       "        \n",
       "        <table style=\"width: 100%; text-align: left;\">\n",
       "            <tr><td style=\"text-align: left;\"><strong>Rel:</strong> parent </td></tr>\n",
       "            <tr><td style=\"text-align: left;\"><strong>Target:</strong> https://wssn144yw1.execute-api.us-west-2.amazonaws.com/collections/ESACCI_Biomass_L4_AGB_V3_100m_2010 </td></tr>\n",
       "            \n",
       "                <tr><td style=\"text-align: left;\"><strong>Media Type:</strong> application/json </td></tr>\n",
       "            \n",
       "            \n",
       "        </table>\n",
       "        \n",
       "    </div>\n",
       "</div>\n",
       "            \n",
       "                \n",
       "\n",
       "<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
       "    <div style=\"\n",
       "        width: 24px;\n",
       "        height: 24px;\n",
       "        background-color: #FFF7E5;\n",
       "        border: 3px solid #FF6132;\n",
       "        border-radius: 5px;\n",
       "        position: absolute;\">\n",
       "    </div>\n",
       "    <div style=\"margin-left: 48px;\">\n",
       "        <h4 style=\"margin-bottom: 0px;\">Link: </h4>\n",
       "        \n",
       "        <table style=\"width: 100%; text-align: left;\">\n",
       "            <tr><td style=\"text-align: left;\"><strong>Rel:</strong> root </td></tr>\n",
       "            <tr><td style=\"text-align: left;\"><strong>Target:</strong> https://wssn144yw1.execute-api.us-west-2.amazonaws.com/ </td></tr>\n",
       "            \n",
       "                <tr><td style=\"text-align: left;\"><strong>Media Type:</strong> application/json </td></tr>\n",
       "            \n",
       "            \n",
       "        </table>\n",
       "        \n",
       "    </div>\n",
       "</div>\n",
       "            \n",
       "                \n",
       "\n",
       "<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
       "    <div style=\"\n",
       "        width: 24px;\n",
       "        height: 24px;\n",
       "        background-color: #FFF7E5;\n",
       "        border: 3px solid #FF6132;\n",
       "        border-radius: 5px;\n",
       "        position: absolute;\">\n",
       "    </div>\n",
       "    <div style=\"margin-left: 48px;\">\n",
       "        <h4 style=\"margin-bottom: 0px;\">Link: </h4>\n",
       "        \n",
       "        <table style=\"width: 100%; text-align: left;\">\n",
       "            <tr><td style=\"text-align: left;\"><strong>Rel:</strong> self </td></tr>\n",
       "            <tr><td style=\"text-align: left;\"><strong>Target:</strong> https://wssn144yw1.execute-api.us-west-2.amazonaws.com/collections/ESACCI_Biomass_L4_AGB_V3_100m_2010/items/S50W080_ESACCI-BIOMASS-L4-AGB_SD-MERGED-100m-2010-fv3.0 </td></tr>\n",
       "            \n",
       "                <tr><td style=\"text-align: left;\"><strong>Media Type:</strong> application/geo+json </td></tr>\n",
       "            \n",
       "            \n",
       "        </table>\n",
       "        \n",
       "    </div>\n",
       "</div>\n",
       "            \n",
       "                \n",
       "\n",
       "<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
       "    <div style=\"\n",
       "        width: 24px;\n",
       "        height: 24px;\n",
       "        background-color: #FFF7E5;\n",
       "        border: 3px solid #FF6132;\n",
       "        border-radius: 5px;\n",
       "        position: absolute;\">\n",
       "    </div>\n",
       "    <div style=\"margin-left: 48px;\">\n",
       "        <h4 style=\"margin-bottom: 0px;\">Link: </h4>\n",
       "        \n",
       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">WMS GetMap Resource (VisualizationURL)</p>\n",
       "        \n",
       "        <table style=\"width: 100%; text-align: left;\">\n",
       "            <tr><td style=\"text-align: left;\"><strong>Rel:</strong> metadata </td></tr>\n",
       "            <tr><td style=\"text-align: left;\"><strong>Target:</strong> https://edav-ui.val.esa-maap.org </td></tr>\n",
       "            \n",
       "            \n",
       "        </table>\n",
       "        \n",
       "    </div>\n",
       "</div>\n",
       "            \n",
       "                \n",
       "\n",
       "<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
       "    <div style=\"\n",
       "        width: 24px;\n",
       "        height: 24px;\n",
       "        background-color: #FFF7E5;\n",
       "        border: 3px solid #FF6132;\n",
       "        border-radius: 5px;\n",
       "        position: absolute;\">\n",
       "    </div>\n",
       "    <div style=\"margin-left: 48px;\">\n",
       "        <h4 style=\"margin-bottom: 0px;\">Link: </h4>\n",
       "        \n",
       "        <table style=\"width: 100%; text-align: left;\">\n",
       "            <tr><td style=\"text-align: left;\"><strong>Rel:</strong> documentation </td></tr>\n",
       "            <tr><td style=\"text-align: left;\"><strong>Target:</strong> https://catalogue.ceda.ac.uk/uuid/84403d09cef3485883158f4df2989b0c </td></tr>\n",
       "            \n",
       "            \n",
       "        </table>\n",
       "        \n",
       "    </div>\n",
       "</div>\n",
       "            \n",
       "        </details>\n",
       "    \n",
       "        </details>\n",
       "    </div>\n",
       "</div>\n",
       "            \n",
       "        </details>\n",
       "    \n",
       "            \n",
       "        <details>\n",
       "            <summary style=\"margin-bottom: 10px; margin-top: 10px\">\n",
       "                <h4 style=\"margin-bottom: 0px; display: inline;\">Links</h4>\n",
       "            </summary>\n",
       "            \n",
       "                \n",
       "\n",
       "<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
       "    <div style=\"\n",
       "        width: 24px;\n",
       "        height: 24px;\n",
       "        background-color: #FFF7E5;\n",
       "        border: 3px solid #FF6132;\n",
       "        border-radius: 5px;\n",
       "        position: absolute;\">\n",
       "    </div>\n",
       "    <div style=\"margin-left: 48px;\">\n",
       "        <h4 style=\"margin-bottom: 0px;\">Link: </h4>\n",
       "        \n",
       "        <table style=\"width: 100%; text-align: left;\">\n",
       "            <tr><td style=\"text-align: left;\"><strong>Rel:</strong> items </td></tr>\n",
       "            <tr><td style=\"text-align: left;\"><strong>Target:</strong> https://wssn144yw1.execute-api.us-west-2.amazonaws.com/collections/ESACCI_Biomass_L4_AGB_V3_100m_2010/items </td></tr>\n",
       "            \n",
       "                <tr><td style=\"text-align: left;\"><strong>Media Type:</strong> application/geo+json </td></tr>\n",
       "            \n",
       "            \n",
       "        </table>\n",
       "        \n",
       "    </div>\n",
       "</div>\n",
       "            \n",
       "                \n",
       "\n",
       "<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
       "    <div style=\"\n",
       "        width: 24px;\n",
       "        height: 24px;\n",
       "        background-color: #FFF7E5;\n",
       "        border: 3px solid #FF6132;\n",
       "        border-radius: 5px;\n",
       "        position: absolute;\">\n",
       "    </div>\n",
       "    <div style=\"margin-left: 48px;\">\n",
       "        <h4 style=\"margin-bottom: 0px;\">Link: </h4>\n",
       "        \n",
       "        <table style=\"width: 100%; text-align: left;\">\n",
       "            <tr><td style=\"text-align: left;\"><strong>Rel:</strong> parent </td></tr>\n",
       "            <tr><td style=\"text-align: left;\"><strong>Target:</strong> https://wssn144yw1.execute-api.us-west-2.amazonaws.com/ </td></tr>\n",
       "            \n",
       "                <tr><td style=\"text-align: left;\"><strong>Media Type:</strong> application/json </td></tr>\n",
       "            \n",
       "            \n",
       "        </table>\n",
       "        \n",
       "    </div>\n",
       "</div>\n",
       "            \n",
       "                \n",
       "\n",
       "<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
       "    <div style=\"\n",
       "        width: 24px;\n",
       "        height: 24px;\n",
       "        background-color: #FFF7E5;\n",
       "        border: 3px solid #FF6132;\n",
       "        border-radius: 5px;\n",
       "        position: absolute;\">\n",
       "    </div>\n",
       "    <div style=\"margin-left: 48px;\">\n",
       "        <h4 style=\"margin-bottom: 0px;\">Link: </h4>\n",
       "        \n",
       "            <p style=\"color: #9D9D9D; margin-bottom: 0px;\">MAAP STAC API (dev)</p>\n",
       "        \n",
       "        <table style=\"width: 100%; text-align: left;\">\n",
       "            <tr><td style=\"text-align: left;\"><strong>Rel:</strong> root </td></tr>\n",
       "            <tr><td style=\"text-align: left;\"><strong>Target:</strong> <Client id=stac-fastapi> </td></tr>\n",
       "            \n",
       "                <tr><td style=\"text-align: left;\"><strong>Media Type:</strong> application/json </td></tr>\n",
       "            \n",
       "            \n",
       "        </table>\n",
       "        \n",
       "    </div>\n",
       "</div>\n",
       "            \n",
       "                \n",
       "\n",
       "<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
       "    <div style=\"\n",
       "        width: 24px;\n",
       "        height: 24px;\n",
       "        background-color: #FFF7E5;\n",
       "        border: 3px solid #FF6132;\n",
       "        border-radius: 5px;\n",
       "        position: absolute;\">\n",
       "    </div>\n",
       "    <div style=\"margin-left: 48px;\">\n",
       "        <h4 style=\"margin-bottom: 0px;\">Link: </h4>\n",
       "        \n",
       "        <table style=\"width: 100%; text-align: left;\">\n",
       "            <tr><td style=\"text-align: left;\"><strong>Rel:</strong> self </td></tr>\n",
       "            <tr><td style=\"text-align: left;\"><strong>Target:</strong> https://wssn144yw1.execute-api.us-west-2.amazonaws.com/collections/ESACCI_Biomass_L4_AGB_V3_100m_2010 </td></tr>\n",
       "            \n",
       "                <tr><td style=\"text-align: left;\"><strong>Media Type:</strong> application/json </td></tr>\n",
       "            \n",
       "            \n",
       "        </table>\n",
       "        \n",
       "    </div>\n",
       "</div>\n",
       "            \n",
       "        </details>\n",
       "    \n",
       "            \n",
       "    \n",
       "\n",
       "        </details>\n",
       "    </div>\n",
       "</div>"
      ],
      "text/plain": [
       "<CollectionClient id=ESACCI_Biomass_L4_AGB_V3_100m_2010>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# choosing a random collection from stac to test\n",
    "\n",
    "import random\n",
    "\n",
    "col_id = random.choice(collection_list)\n",
    "print(col_id)\n",
    "\n",
    "collection = cat.get_collection(col_id)\n",
    "\n",
    "collection"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "82e53e4a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['https://bmap-catalogue-data.oss.eu-west-0.prod-cloud-ocb.orange-business.com/esacci/ESACCI_Biomass_L4_AGB_V3_100m/2010/S50W080_ESACCI-BIOMASS-L4-AGB_SD-MERGED-100m-2010-fv3.0.tif', 'https://bmap-catalogue-data.oss.eu-west-0.prod-cloud-ocb.orange-business.com/esacci/ESACCI_Biomass_L4_AGB_V3_100m/2010/S50W080_ESACCI-BIOMASS-L4-AGB-MERGED-100m-2010-fv3.0.tif', 'https://bmap-catalogue-data.oss.eu-west-0.prod-cloud-ocb.orange-business.com/esacci/ESACCI_Biomass_L4_AGB_V3_100m/2010/S50W070_ESACCI-BIOMASS-L4-AGB_SD-MERGED-100m-2010-fv3.0.tif', 'https://bmap-catalogue-data.oss.eu-west-0.prod-cloud-ocb.orange-business.com/esacci/ESACCI_Biomass_L4_AGB_V3_100m/2010/S50W070_ESACCI-BIOMASS-L4-AGB-MERGED-100m-2010-fv3.0.tif', 'https://bmap-catalogue-data.oss.eu-west-0.prod-cloud-ocb.orange-business.com/esacci/ESACCI_Biomass_L4_AGB_V3_100m/2010/S50W060_ESACCI-BIOMASS-L4-AGB_SD-MERGED-100m-2010-fv3.0.tif']\n"
     ]
    }
   ],
   "source": [
    "# pulling five items in the collection and listing their links\n",
    "\n",
    "items = collection.get_items()\n",
    "asset_link = lambda item: item.assets['data'].href\n",
    "links = [asset_link(item) for item in list(items)[:5]]\n",
    "print(links)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "8c2c3874",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['https://bmap-catalogue-data.oss.eu-west-0.prod-cloud-ocb.orange-business.com/esacci/ESACCI_Biomass_L4_AGB_V3_100m/2010/S50W080_ESACCI-BIOMASS-L4-AGB_SD-MERGED-100m-2010-fv3.0.tif',\n",
       " 'https://bmap-catalogue-data.oss.eu-west-0.prod-cloud-ocb.orange-business.com/esacci/ESACCI_Biomass_L4_AGB_V3_100m/2010/S50W080_ESACCI-BIOMASS-L4-AGB-MERGED-100m-2010-fv3.0.tif',\n",
       " 'https://bmap-catalogue-data.oss.eu-west-0.prod-cloud-ocb.orange-business.com/esacci/ESACCI_Biomass_L4_AGB_V3_100m/2010/S50W070_ESACCI-BIOMASS-L4-AGB_SD-MERGED-100m-2010-fv3.0.tif',\n",
       " 'https://bmap-catalogue-data.oss.eu-west-0.prod-cloud-ocb.orange-business.com/esacci/ESACCI_Biomass_L4_AGB_V3_100m/2010/S50W070_ESACCI-BIOMASS-L4-AGB-MERGED-100m-2010-fv3.0.tif',\n",
       " 'https://bmap-catalogue-data.oss.eu-west-0.prod-cloud-ocb.orange-business.com/esacci/ESACCI_Biomass_L4_AGB_V3_100m/2010/S50W060_ESACCI-BIOMASS-L4-AGB_SD-MERGED-100m-2010-fv3.0.tif']"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# removing s3 bucket from URL if applicable\n",
    "\n",
    "working_list = []\n",
    "\n",
    "for link in links:\n",
    "    if link.startswith(\"s3\"):\n",
    "        working_list.append(\"/\".join(link.split(\"/\")[3:]))\n",
    "    elif link.startswith(\"https\"):\n",
    "        working_list.append(link)\n",
    "\n",
    "working_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "a468fab5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'Server': 'OBS', 'x-reserved': 'amazon, aws and amazon web services are trademarks or registered trademarks of Amazon Technologies, Inc', 'x-amz-request-id': '00000188210FFF08941191854B38B9F8', 'Accept-Ranges': 'bytes', 'ETag': '\"6e705914327a21f20e5416fe4ec71b3d\"', 'Last-Modified': 'Thu, 19 Aug 2021 08:28:25 GMT', 'x-amz-meta-s3cmd-attrs': 'atime:1629296321/ctime:1629357484/gid:1002/gname:cloud/md5:6e705914327a21f20e5416fe4ec71b3d/mode:33204/mtime:1629296322/uid:1002/uname:cloud', 'Content-Type': 'image/tiff', 'x-amz-id-2': '32AAAQAAEAABAAAQAAEAABAAAQAAEAABCSEfKyCHjPiVmsDVWIS3Ax9zQuHLfng2', 'Date': 'Mon, 15 May 2023 20:17:56 GMT', 'Content-Length': '13293902'}\n",
      "<Response [200]>\n",
      "{'Server': 'OBS', 'x-reserved': 'amazon, aws and amazon web services are trademarks or registered trademarks of Amazon Technologies, Inc', 'x-amz-request-id': '00000188210FFFB8941191A508D13603', 'Accept-Ranges': 'bytes', 'ETag': '\"01a0099bcc94674c8ad93ec65626d3ba\"', 'Last-Modified': 'Thu, 19 Aug 2021 08:28:24 GMT', 'x-amz-meta-s3cmd-attrs': 'atime:1629296320/ctime:1629357484/gid:1002/gname:cloud/md5:01a0099bcc94674c8ad93ec65626d3ba/mode:33204/mtime:1629296321/uid:1002/uname:cloud', 'Content-Type': 'image/tiff', 'x-amz-id-2': '32AAAQAAEAABAAAQAAEAABAAAQAAEAABCSr1eXVDU/PZEhLrfZKIfvY25vchkQR4', 'Date': 'Mon, 15 May 2023 20:17:56 GMT', 'Content-Length': '12580458'}\n",
      "<Response [200]>\n",
      "{'Server': 'OBS', 'x-reserved': 'amazon, aws and amazon web services are trademarks or registered trademarks of Amazon Technologies, Inc', 'x-amz-request-id': '0000018821100055941191C178471727', 'Accept-Ranges': 'bytes', 'ETag': '\"1a29aea88feedb63cf83e038e9eb4e51\"', 'Last-Modified': 'Thu, 19 Aug 2021 08:28:24 GMT', 'x-amz-meta-s3cmd-attrs': 'atime:1629296309/ctime:1629357484/gid:1002/gname:cloud/md5:1a29aea88feedb63cf83e038e9eb4e51/mode:33204/mtime:1629296320/uid:1002/uname:cloud', 'Content-Type': 'image/tiff', 'x-amz-id-2': '32AAAQAAEAABAAAQAAEAABAAAQAAEAABCS/Lw0lRqcCksCZbQCXvg5spHJYYslV+', 'Date': 'Mon, 15 May 2023 20:17:56 GMT', 'Content-Length': '9297168'}\n",
      "<Response [200]>\n",
      "{'Server': 'OBS', 'x-reserved': 'amazon, aws and amazon web services are trademarks or registered trademarks of Amazon Technologies, Inc', 'x-amz-request-id': '00000188211000F4941191DD2560B9ED', 'Accept-Ranges': 'bytes', 'ETag': '\"f1bcf001797026a098c6978dfe962d66\"', 'Last-Modified': 'Thu, 19 Aug 2021 08:28:24 GMT', 'x-amz-meta-s3cmd-attrs': 'atime:1629296302/ctime:1629357484/gid:1002/gname:cloud/md5:f1bcf001797026a098c6978dfe962d66/mode:33204/mtime:1629296309/uid:1002/uname:cloud', 'Content-Type': 'image/tiff', 'x-amz-id-2': '32AAAQAAEAABAAAQAAEAABAAAQAAEAABCSYBYC3Rf3uMqHN3kDz0jYpAuq6KYVri', 'Date': 'Mon, 15 May 2023 20:17:56 GMT', 'Content-Length': '8811268'}\n",
      "<Response [200]>\n",
      "{'Server': 'OBS', 'x-reserved': 'amazon, aws and amazon web services are trademarks or registered trademarks of Amazon Technologies, Inc', 'x-amz-request-id': '0000018821100193941191FDD6AA9EF1', 'Accept-Ranges': 'bytes', 'ETag': '\"91daed3a08c792c3f48f697397096e36\"', 'Last-Modified': 'Thu, 19 Aug 2021 08:28:24 GMT', 'x-amz-meta-s3cmd-attrs': 'atime:1629296301/ctime:1629357484/gid:1002/gname:cloud/md5:91daed3a08c792c3f48f697397096e36/mode:33204/mtime:1629296302/uid:1002/uname:cloud', 'Content-Type': 'image/tiff', 'x-amz-id-2': '32AAAQAAEAABAAAQAAEAABAAAQAAEAABCSIoE1cWjENfq3ymynv2nwpDqEGsswX9', 'Date': 'Mon, 15 May 2023 20:17:57 GMT', 'Content-Length': '3072762'}\n",
      "<Response [200]>\n"
     ]
    }
   ],
   "source": [
    "# importing and getting AWS access\n",
    "\n",
    "import boto3\n",
    "import requests\n",
    "\n",
    "from maap.maap import MAAP\n",
    "\n",
    "\n",
    "maap = MAAP(maap_host='api.ops.maap-project.org')\n",
    "credentials = maap.aws.requester_pays_credentials()\n",
    "\n",
    "boto3_session = boto3.Session(\n",
    "    aws_access_key_id=credentials['aws_access_key_id'],\n",
    "    aws_secret_access_key=credentials['aws_secret_access_key'],\n",
    "    aws_session_token=credentials['aws_session_token']\n",
    ")\n",
    "\n",
    "# checking to see if given collection objects exist\n",
    "\n",
    "client = boto3.client('s3')\n",
    "session = requests.Session() \n",
    "\n",
    "bucket_name = 'nasa-maap-data-store'\n",
    "\n",
    "for key in working_list:\n",
    "    if key.startswith(\"https\"):\n",
    "        response = session.head(key)\n",
    "        print(response.headers)\n",
    "    else:\n",
    "        response = client.head_object(\n",
    "            Bucket=bucket_name,\n",
    "            Key=key,\n",
    "        )\n",
    "\n",
    "    print(response)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "74eba7da",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}