02_Load_Data_Using_STAC.ipynb

{
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  {
   "cell_type": "markdown",
   "id": "7156c2c5",
   "metadata": {},
   "source": [
    "# Exploring and loading data from a STAC catalogue"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "006c9703-d5f6-49b6-a369-099c861805c0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting hdstats\n",
      "  Using cached hdstats-0.2.1.tar.gz (543 kB)\n",
      "  Installing build dependencies: started\n",
      "  Installing build dependencies: still running...\n",
      "  Installing build dependencies: finished with status 'done'\n",
      "  Getting requirements to build wheel: started\n",
      "  Getting requirements to build wheel: finished with status 'done'\n",
      "  Preparing metadata (pyproject.toml): started\n",
      "  Preparing metadata (pyproject.toml): finished with status 'done'\n",
      "Requirement already satisfied: numpy in c:\\users\\thana\\.conda\\envs\\odc\\lib\\site-packages (from hdstats) (1.26.4)\n",
      "Requirement already satisfied: scipy in c:\\users\\thana\\.conda\\envs\\odc\\lib\\site-packages (from hdstats) (1.14.0)\n",
      "Building wheels for collected packages: hdstats\n",
      "  Building wheel for hdstats (pyproject.toml): started\n",
      "  Building wheel for hdstats (pyproject.toml): finished with status 'done'\n",
      "  Created wheel for hdstats: filename=hdstats-0.2.1-cp312-cp312-win_amd64.whl size=951791 sha256=b9344974ec56344063170f18b9374405768ad8ecc4f223024c7864fd0d3b1f4d\n",
      "  Stored in directory: c:\\users\\thana\\appdata\\local\\pip\\cache\\wheels\\5b\\78\\a5\\2cea2698e7eb19ef456500bd52ff67cf36daa40e61c359ae4b\n",
      "Successfully built hdstats\n",
      "Installing collected packages: hdstats\n",
      "Successfully installed hdstats-0.2.1\n"
     ]
    }
   ],
   "source": [
    "!pip install hdstats"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ea9a1f56",
   "metadata": {},
   "source": [
    "**Keywords** : `data used; sentinel-2`, `data search; STAC`, `platform; Amazon`"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bf05cca8",
   "metadata": {},
   "source": [
    "## The Idea"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e7360ca5",
   "metadata": {},
   "source": [
    "The use of the SpatioTemporal Asset Catalog (STAC) to access data from public buckets like AWS, instead of downloading them, offers several key advantages that are critical for efficient data management and usage in geospatial and environmental research. First and foremost, STAC provides a standardized way to search and discover geospatial data stored across different cloud environments. This standardization significantly reduces the complexity and development time required for scientists and developers to interact with vast amounts of Earth Observation data.\n",
    "\n",
    "By utilizing STAC to access data directly from cloud services like AWS, users can leverage powerful cloud-based tools for processing and analyzing data on-the-fly without the need for extensive local storage or computing resources. This approach not only minimizes data redundancy—by eliminating the need to download large datasets—but also enhances scalability and flexibility in data handling. Researchers can quickly execute queries across large datasets, apply algorithms, and generate insights directly in the cloud, which accelerates the pace of innovation and application in fields such as climate analysis, urban planning, and disaster response.\n",
    "\n",
    "Moreover, accessing data via STAC from cloud platforms facilitates more dynamic and real-time data analysis. It allows users to integrate the latest data updates automatically and maintain the continuity and accuracy of their analyses. Overall, STAC’s role in connecting users with cloud-hosted public data resources fundamentally shifts the landscape of geospatial data utilization, making it more accessible, cost-effective, and aligned with the needs of a data-driven world.\n",
    "\n",
    "This notebook showcases:\n",
    "1. How can we find public collections using pystac library\n",
    "2. How can we search items inside a catalogue\n",
    "3. How can we query metadata\n",
    "4. How can we load directly data into a data cube using open data cube tools\n",
    "\n",
    "***\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "72d8cfe3",
   "metadata": {},
   "source": [
    "### Required Libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "77d23ffa",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pyproj\n",
    "import pystac_client\n",
    "from shapely.geometry import box\n",
    "from shapely.ops import transform\n",
    "import odc.stac\n",
    "from odc.geo.geobox import GeoBox"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "99caf32c",
   "metadata": {},
   "source": [
    "## Exploring Amazon's STAC catalogue "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6c8b5a22",
   "metadata": {},
   "source": [
    "### Find Collections"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "998835e8",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\thana\\.conda\\envs\\odc\\Lib\\site-packages\\pystac_client\\client.py:190: NoConformsTo: Server does not advertise any conformance classes.\n",
      "  warnings.warn(NoConformsTo())\n",
      "C:\\Users\\thana\\.conda\\envs\\odc\\Lib\\site-packages\\pystac_client\\client.py:440: FallbackToPystac: Falling back to pystac. This might be slow.\n",
      "  self._warn_about_fallback(\"COLLECTIONS\", \"FEATURES\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<CollectionClient id=sentinel-s2-l2a>\n",
      "<CollectionClient id=sentinel-s2-l1c>\n",
      "<CollectionClient id=sentinel-s2-l2a-cogs>\n",
      "<CollectionClient id=landsat-8-l1-c1>\n"
     ]
    }
   ],
   "source": [
    "STAC_URL = \"https://earth-search.aws.element84.com/v0\"\n",
    "\n",
    "client = pystac_client.Client.open(STAC_URL)\n",
    "collections = client.get_collections()\n",
    "for collection in collections:\n",
    "    print(collection)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c523d484",
   "metadata": {},
   "source": [
    "### Explore a Catalogue"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "a93bcb57",
   "metadata": {},
   "outputs": [
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       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">type</span>\n",
       "            <span class=\"pystac-v\">\"application/json\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        </details></li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        \n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li><details>\n",
       "            <summary class=\"pystac-summary\"><span class=\"pystac-k\">9</span></summary>\n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">rel</span>\n",
       "            <span class=\"pystac-v\">\"search\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">href</span>\n",
       "            <span class=\"pystac-v\">\"https://earth-search.aws.element84.com/v0/search\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">type</span>\n",
       "            <span class=\"pystac-v\">\"application/json\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        </details></li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        \n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li><details>\n",
       "            <summary class=\"pystac-summary\"><span class=\"pystac-k\">10</span></summary>\n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">rel</span>\n",
       "            <span class=\"pystac-v\">\"docs\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">href</span>\n",
       "            <span class=\"pystac-v\">\"https://stac-utils.github.io/stac-server/\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        </details></li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        \n",
       "    </details></li>\n",
       "                \n",
       "            \n",
       "                \n",
       "                    \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">stac_api_version</span>\n",
       "            <span class=\"pystac-v\">\"0.9.0\"</span>\n",
       "        </li>\n",
       "    \n",
       "                \n",
       "            \n",
       "                \n",
       "                    <li><details>\n",
       "        <summary class=\"pystac-summary\"><span class=\"pystac-k\">conformsTo</span><span class=\"pystac-l\">[] 2 items</span></summary>\n",
       "        \n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">0</span>\n",
       "            <span class=\"pystac-v\">\"https://api.stacspec.org/v1.0.*/item-search\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        \n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">1</span>\n",
       "            <span class=\"pystac-v\">\"https://api.stacspec.org/v1.0.*/item-search#query\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        \n",
       "    </details></li>\n",
       "                \n",
       "            \n",
       "                \n",
       "                    \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">title</span>\n",
       "            <span class=\"pystac-v\">\"Earth Search\"</span>\n",
       "        </li>\n",
       "    \n",
       "                \n",
       "            \n",
       "        </ul>\n",
       "    </div>\n",
       "</div>"
      ],
      "text/plain": [
       "<Client id=earth-search>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# v0 collection\n",
    "STAC_COLLECTION = \"sentinel-s2-l2a-cogs\"\n",
    "# v1 collection\n",
    "# STAC_COLLECTION = \"sentinel-2-l2a\"\n",
    "catalog = pystac_client.Client.open(STAC_URL)\n",
    "catalog.add_conforms_to(\"ITEM_SEARCH\")\n",
    "catalog.add_conforms_to(\"QUERY\")\n",
    "catalog"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0fdaeb13",
   "metadata": {},
   "source": [
    "### Explore items inside a catalogue"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "77af09ba",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "<style>\n",
       ".pystac-summary {\n",
       "    cursor: pointer;\n",
       "    display: list-item;\n",
       "    list-style: revert;\n",
       "    margin-bottom: 0 !important;\n",
       "\n",
       "    .pystac-l {\n",
       "        padding-left: 0.5em;\n",
       "        color: rgb(64, 128, 128);\n",
       "        font-style: italic;\n",
       "    }\n",
       "}\n",
       ".pystac-row {\n",
       "    overflow-wrap: break-word;\n",
       "    padding-left: .825em;\n",
       "\n",
       "    .pystac-k {\n",
       "        display: inline-block;\n",
       "        margin: 0px 0.5em 0px 0px;\n",
       "    }\n",
       "    .pystac-v {\n",
       "        color: rgb(186, 33, 33);\n",
       "    }\n",
       "}\n",
       ".pystac-k {\n",
       "    color: rgb(0, 128, 0);\n",
       "    font-weight: 700;\n",
       "}\n",
       "</style>\n",
       "<div class=\"jp-RenderedJSON jp-mod-trusted jp-OutputArea-output\">\n",
       "    <div class=\"container\" style=\"line-height: normal;\">\n",
       "        <ul style=\"padding: 0px; margin: 0px; list-style: none; display: block;\">\n",
       "            \n",
       "                \n",
       "                    \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">type</span>\n",
       "            <span class=\"pystac-v\">\"Feature\"</span>\n",
       "        </li>\n",
       "    \n",
       "                \n",
       "            \n",
       "                \n",
       "                    \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">stac_version</span>\n",
       "            <span class=\"pystac-v\">\"1.0.0\"</span>\n",
       "        </li>\n",
       "    \n",
       "                \n",
       "            \n",
       "                \n",
       "                    \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">id</span>\n",
       "            <span class=\"pystac-v\">\"S2B_15MWT_20230506_0_L2A\"</span>\n",
       "        </li>\n",
       "    \n",
       "                \n",
       "            \n",
       "                \n",
       "                    \n",
       "        <li><details>\n",
       "            <summary class=\"pystac-summary\"><span class=\"pystac-k\">properties</span></summary>\n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">datetime</span>\n",
       "            <span class=\"pystac-v\">\"2023-05-06T16:34:15Z\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">platform</span>\n",
       "            <span class=\"pystac-v\">\"sentinel-2b\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">constellation</span>\n",
       "            <span class=\"pystac-v\">\"sentinel-2\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                <li><details>\n",
       "        <summary class=\"pystac-summary\"><span class=\"pystac-k\">instruments</span><span class=\"pystac-l\">[] 1 items</span></summary>\n",
       "        \n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">0</span>\n",
       "            <span class=\"pystac-v\">\"msi\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        \n",
       "    </details></li>\n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">gsd</span>\n",
       "            <span class=\"pystac-v\">10</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">view:off_nadir</span>\n",
       "            <span class=\"pystac-v\">0</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">proj:epsg</span>\n",
       "            <span class=\"pystac-v\">32715</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">sentinel:utm_zone</span>\n",
       "            <span class=\"pystac-v\">15</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">sentinel:latitude_band</span>\n",
       "            <span class=\"pystac-v\">\"M\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">sentinel:grid_square</span>\n",
       "            <span class=\"pystac-v\">\"WT\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">sentinel:sequence</span>\n",
       "            <span class=\"pystac-v\">\"0\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">sentinel:product_id</span>\n",
       "            <span class=\"pystac-v\">\"S2B_MSIL2A_20230506T163309_N0509_R140_T15MWT_20230506T200854\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">sentinel:data_coverage</span>\n",
       "            <span class=\"pystac-v\">32.61</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">eo:cloud_cover</span>\n",
       "            <span class=\"pystac-v\">0</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">sentinel:valid_cloud_cover</span>\n",
       "            <span class=\"pystac-v\">False</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">sentinel:processing_baseline</span>\n",
       "            <span class=\"pystac-v\">\"05.09\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">created</span>\n",
       "            <span class=\"pystac-v\">\"2023-05-06T22:38:52.393Z\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">updated</span>\n",
       "            <span class=\"pystac-v\">\"2023-05-06T22:38:52.393Z\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        </details></li>\n",
       "    \n",
       "                \n",
       "            \n",
       "                \n",
       "                    \n",
       "        <li><details>\n",
       "            <summary class=\"pystac-summary\"><span class=\"pystac-k\">geometry</span></summary>\n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">type</span>\n",
       "            <span class=\"pystac-v\">\"Polygon\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                <li><details>\n",
       "        <summary class=\"pystac-summary\"><span class=\"pystac-k\">coordinates</span><span class=\"pystac-l\">[] 1 items</span></summary>\n",
       "        \n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                <li><details>\n",
       "        <summary class=\"pystac-summary\"><span class=\"pystac-k\">0</span><span class=\"pystac-l\">[] 6 items</span></summary>\n",
       "        \n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                <li><details>\n",
       "        <summary class=\"pystac-summary\"><span class=\"pystac-k\">0</span><span class=\"pystac-l\">[] 2 items</span></summary>\n",
       "        \n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">0</span>\n",
       "            <span class=\"pystac-v\">-92.01266261624052</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        \n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">1</span>\n",
       "            <span class=\"pystac-v\">-2.357695714729873</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        \n",
       "    </details></li>\n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        \n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                <li><details>\n",
       "        <summary class=\"pystac-summary\"><span class=\"pystac-k\">1</span><span class=\"pystac-l\">[] 2 items</span></summary>\n",
       "        \n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">0</span>\n",
       "            <span class=\"pystac-v\">-92.0560908879947</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        \n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">1</span>\n",
       "            <span class=\"pystac-v\">-2.350766586774401</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        \n",
       "    </details></li>\n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        \n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                <li><details>\n",
       "        <summary class=\"pystac-summary\"><span class=\"pystac-k\">2</span><span class=\"pystac-l\">[] 2 items</span></summary>\n",
       "        \n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">0</span>\n",
       "            <span class=\"pystac-v\">-92.71710338472519</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        \n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">1</span>\n",
       "            <span class=\"pystac-v\">-2.229438980614664</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        \n",
       "    </details></li>\n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        \n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                <li><details>\n",
       "        <summary class=\"pystac-summary\"><span class=\"pystac-k\">3</span><span class=\"pystac-l\">[] 2 items</span></summary>\n",
       "        \n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">0</span>\n",
       "            <span class=\"pystac-v\">-92.62432120164375</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        \n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">1</span>\n",
       "            <span class=\"pystac-v\">-1.8092456744160916</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        \n",
       "    </details></li>\n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        \n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                <li><details>\n",
       "        <summary class=\"pystac-summary\"><span class=\"pystac-k\">4</span><span class=\"pystac-l\">[] 2 items</span></summary>\n",
       "        \n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">0</span>\n",
       "            <span class=\"pystac-v\">-92.01300424453746</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        \n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">1</span>\n",
       "            <span class=\"pystac-v\">-1.8090147319742107</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        \n",
       "    </details></li>\n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        \n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                <li><details>\n",
       "        <summary class=\"pystac-summary\"><span class=\"pystac-k\">5</span><span class=\"pystac-l\">[] 2 items</span></summary>\n",
       "        \n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">0</span>\n",
       "            <span class=\"pystac-v\">-92.01266261624052</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        \n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">1</span>\n",
       "            <span class=\"pystac-v\">-2.357695714729873</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        \n",
       "    </details></li>\n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        \n",
       "    </details></li>\n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        \n",
       "    </details></li>\n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        </details></li>\n",
       "    \n",
       "                \n",
       "            \n",
       "                \n",
       "                    <li><details>\n",
       "        <summary class=\"pystac-summary\"><span class=\"pystac-k\">links</span><span class=\"pystac-l\">[] 6 items</span></summary>\n",
       "        \n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li><details>\n",
       "            <summary class=\"pystac-summary\"><span class=\"pystac-k\">0</span></summary>\n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">rel</span>\n",
       "            <span class=\"pystac-v\">\"self\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">href</span>\n",
       "            <span class=\"pystac-v\">\"https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a/items/S2B_15MWT_20230506_0_L2A\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        </details></li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        \n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li><details>\n",
       "            <summary class=\"pystac-summary\"><span class=\"pystac-k\">1</span></summary>\n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">rel</span>\n",
       "            <span class=\"pystac-v\">\"canonical\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">href</span>\n",
       "            <span class=\"pystac-v\">\"https://cirrus-v0-data-1qm7gekzjucbq.s3.us-west-2.amazonaws.com/sentinel-s2-l2a/15/M/WT/2023/5/S2B_15MWT_20230506_0_L2A/S2B_15MWT_20230506_0_L2A.json\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">type</span>\n",
       "            <span class=\"pystac-v\">\"application/json\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        </details></li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        \n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li><details>\n",
       "            <summary class=\"pystac-summary\"><span class=\"pystac-k\">2</span></summary>\n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">rel</span>\n",
       "            <span class=\"pystac-v\">\"via-cirrus\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">href</span>\n",
       "            <span class=\"pystac-v\">\"https://cirrus-earth-search.aws.element84.com/v0/catid/sentinel-s2-l2a-aws/workflow-publish-sentinel/tiles-15-M-WT-2023-5-6-0\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">title</span>\n",
       "            <span class=\"pystac-v\">\"sentinel-s2-l2a-aws/workflow-publish-sentinel/tiles-15-M-WT-2023-5-6-0\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        </details></li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        \n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li><details>\n",
       "            <summary class=\"pystac-summary\"><span class=\"pystac-k\">3</span></summary>\n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">rel</span>\n",
       "            <span class=\"pystac-v\">\"parent\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">href</span>\n",
       "            <span class=\"pystac-v\">\"https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        </details></li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        \n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li><details>\n",
       "            <summary class=\"pystac-summary\"><span class=\"pystac-k\">4</span></summary>\n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">rel</span>\n",
       "            <span class=\"pystac-v\">\"collection\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">href</span>\n",
       "            <span class=\"pystac-v\">\"https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        </details></li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        \n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li><details>\n",
       "            <summary class=\"pystac-summary\"><span class=\"pystac-k\">5</span></summary>\n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">rel</span>\n",
       "            <span class=\"pystac-v\">\"root\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">href</span>\n",
       "            <span class=\"pystac-v\">\"https://earth-search.aws.element84.com/v0\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">type</span>\n",
       "            <span class=\"pystac-v\">\"application/json\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">title</span>\n",
       "            <span class=\"pystac-v\">\"Earth Search\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        </details></li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        \n",
       "    </details></li>\n",
       "                \n",
       "            \n",
       "                \n",
       "                    \n",
       "        <li><details>\n",
       "            <summary class=\"pystac-summary\"><span class=\"pystac-k\">assets</span></summary>\n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li><details>\n",
       "            <summary class=\"pystac-summary\"><span class=\"pystac-k\">thumbnail</span></summary>\n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">href</span>\n",
       "            <span class=\"pystac-v\">\"https://roda.sentinel-hub.com/sentinel-s2-l1c/tiles/15/M/WT/2023/5/6/0/preview.jpg\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">type</span>\n",
       "            <span class=\"pystac-v\">\"image/png\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">title</span>\n",
       "            <span class=\"pystac-v\">\"Thumbnail\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                <li><details>\n",
       "        <summary class=\"pystac-summary\"><span class=\"pystac-k\">roles</span><span class=\"pystac-l\">[] 1 items</span></summary>\n",
       "        \n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">0</span>\n",
       "            <span class=\"pystac-v\">\"thumbnail\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        \n",
       "    </details></li>\n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        </details></li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li><details>\n",
       "            <summary class=\"pystac-summary\"><span class=\"pystac-k\">overview</span></summary>\n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">href</span>\n",
       "            <span class=\"pystac-v\">\"s3://sentinel-s2-l2a/tiles/15/M/WT/2023/5/6/0/qi/L2A_PVI.jp2\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">type</span>\n",
       "            <span class=\"pystac-v\">\"image/jp2\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">title</span>\n",
       "            <span class=\"pystac-v\">\"True color image\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">gsd</span>\n",
       "            <span class=\"pystac-v\">10</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                <li><details>\n",
       "        <summary class=\"pystac-summary\"><span class=\"pystac-k\">eo:bands</span><span class=\"pystac-l\">[] 3 items</span></summary>\n",
       "        \n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li><details>\n",
       "            <summary class=\"pystac-summary\"><span class=\"pystac-k\">0</span></summary>\n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">name</span>\n",
       "            <span class=\"pystac-v\">\"B04\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">common_name</span>\n",
       "            <span class=\"pystac-v\">\"red\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">center_wavelength</span>\n",
       "            <span class=\"pystac-v\">0.6645</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">full_width_half_max</span>\n",
       "            <span class=\"pystac-v\">0.038</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        </details></li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        \n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li><details>\n",
       "            <summary class=\"pystac-summary\"><span class=\"pystac-k\">1</span></summary>\n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">name</span>\n",
       "            <span class=\"pystac-v\">\"B03\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">common_name</span>\n",
       "            <span class=\"pystac-v\">\"green\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">center_wavelength</span>\n",
       "            <span class=\"pystac-v\">0.56</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">full_width_half_max</span>\n",
       "            <span class=\"pystac-v\">0.045</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        </details></li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        \n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li><details>\n",
       "            <summary class=\"pystac-summary\"><span class=\"pystac-k\">2</span></summary>\n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">name</span>\n",
       "            <span class=\"pystac-v\">\"B02\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">common_name</span>\n",
       "            <span class=\"pystac-v\">\"blue\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">center_wavelength</span>\n",
       "            <span class=\"pystac-v\">0.4966</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">full_width_half_max</span>\n",
       "            <span class=\"pystac-v\">0.098</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        </details></li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        \n",
       "    </details></li>\n",
       "            \n",
       "        \n",
       "            \n",
       "                <li><details>\n",
       "        <summary class=\"pystac-summary\"><span class=\"pystac-k\">roles</span><span class=\"pystac-l\">[] 1 items</span></summary>\n",
       "        \n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">0</span>\n",
       "            <span class=\"pystac-v\">\"overview\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        \n",
       "    </details></li>\n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        </details></li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li><details>\n",
       "            <summary class=\"pystac-summary\"><span class=\"pystac-k\">info</span></summary>\n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">href</span>\n",
       "            <span class=\"pystac-v\">\"https://roda.sentinel-hub.com/sentinel-s2-l2a/tiles/15/M/WT/2023/5/6/0/tileInfo.json\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">type</span>\n",
       "            <span class=\"pystac-v\">\"application/json\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">title</span>\n",
       "            <span class=\"pystac-v\">\"Original JSON metadata\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                <li><details>\n",
       "        <summary class=\"pystac-summary\"><span class=\"pystac-k\">roles</span><span class=\"pystac-l\">[] 1 items</span></summary>\n",
       "        \n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">0</span>\n",
       "            <span class=\"pystac-v\">\"metadata\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        \n",
       "    </details></li>\n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        </details></li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li><details>\n",
       "            <summary class=\"pystac-summary\"><span class=\"pystac-k\">metadata</span></summary>\n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">href</span>\n",
       "            <span class=\"pystac-v\">\"https://roda.sentinel-hub.com/sentinel-s2-l2a/tiles/15/M/WT/2023/5/6/0/metadata.xml\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">type</span>\n",
       "            <span class=\"pystac-v\">\"application/xml\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">title</span>\n",
       "            <span class=\"pystac-v\">\"Original XML metadata\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                <li><details>\n",
       "        <summary class=\"pystac-summary\"><span class=\"pystac-k\">roles</span><span class=\"pystac-l\">[] 1 items</span></summary>\n",
       "        \n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">0</span>\n",
       "            <span class=\"pystac-v\">\"metadata\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        \n",
       "    </details></li>\n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        </details></li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li><details>\n",
       "            <summary class=\"pystac-summary\"><span class=\"pystac-k\">visual</span></summary>\n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">href</span>\n",
       "            <span class=\"pystac-v\">\"s3://sentinel-s2-l2a/tiles/15/M/WT/2023/5/6/0/R10m/TCI.jp2\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">type</span>\n",
       "            <span class=\"pystac-v\">\"image/jp2\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">title</span>\n",
       "            <span class=\"pystac-v\">\"True color image\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">gsd</span>\n",
       "            <span class=\"pystac-v\">10</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                <li><details>\n",
       "        <summary class=\"pystac-summary\"><span class=\"pystac-k\">eo:bands</span><span class=\"pystac-l\">[] 3 items</span></summary>\n",
       "        \n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li><details>\n",
       "            <summary class=\"pystac-summary\"><span class=\"pystac-k\">0</span></summary>\n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">name</span>\n",
       "            <span class=\"pystac-v\">\"B04\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">common_name</span>\n",
       "            <span class=\"pystac-v\">\"red\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">center_wavelength</span>\n",
       "            <span class=\"pystac-v\">0.6645</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">full_width_half_max</span>\n",
       "            <span class=\"pystac-v\">0.038</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        </details></li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        \n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li><details>\n",
       "            <summary class=\"pystac-summary\"><span class=\"pystac-k\">1</span></summary>\n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">name</span>\n",
       "            <span class=\"pystac-v\">\"B03\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">common_name</span>\n",
       "            <span class=\"pystac-v\">\"green\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">center_wavelength</span>\n",
       "            <span class=\"pystac-v\">0.56</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">full_width_half_max</span>\n",
       "            <span class=\"pystac-v\">0.045</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        </details></li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        \n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li><details>\n",
       "            <summary class=\"pystac-summary\"><span class=\"pystac-k\">2</span></summary>\n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">name</span>\n",
       "            <span class=\"pystac-v\">\"B02\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">common_name</span>\n",
       "            <span class=\"pystac-v\">\"blue\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">center_wavelength</span>\n",
       "            <span class=\"pystac-v\">0.4966</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">full_width_half_max</span>\n",
       "            <span class=\"pystac-v\">0.098</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        </details></li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        \n",
       "    </details></li>\n",
       "            \n",
       "        \n",
       "            \n",
       "                <li><details>\n",
       "        <summary class=\"pystac-summary\"><span class=\"pystac-k\">roles</span><span class=\"pystac-l\">[] 1 items</span></summary>\n",
       "        \n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">0</span>\n",
       "            <span class=\"pystac-v\">\"overview\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        \n",
       "    </details></li>\n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        </details></li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li><details>\n",
       "            <summary class=\"pystac-summary\"><span class=\"pystac-k\">visual_20m</span></summary>\n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">href</span>\n",
       "            <span class=\"pystac-v\">\"s3://sentinel-s2-l2a/tiles/15/M/WT/2023/5/6/0/R20m/TCI.jp2\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">type</span>\n",
       "            <span class=\"pystac-v\">\"image/jp2\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">title</span>\n",
       "            <span class=\"pystac-v\">\"True color image\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">gsd</span>\n",
       "            <span class=\"pystac-v\">20</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                <li><details>\n",
       "        <summary class=\"pystac-summary\"><span class=\"pystac-k\">eo:bands</span><span class=\"pystac-l\">[] 3 items</span></summary>\n",
       "        \n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li><details>\n",
       "            <summary class=\"pystac-summary\"><span class=\"pystac-k\">0</span></summary>\n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">name</span>\n",
       "            <span class=\"pystac-v\">\"B04\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">common_name</span>\n",
       "            <span class=\"pystac-v\">\"red\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">center_wavelength</span>\n",
       "            <span class=\"pystac-v\">0.6645</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">full_width_half_max</span>\n",
       "            <span class=\"pystac-v\">0.038</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        </details></li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        \n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li><details>\n",
       "            <summary class=\"pystac-summary\"><span class=\"pystac-k\">1</span></summary>\n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">name</span>\n",
       "            <span class=\"pystac-v\">\"B03\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">common_name</span>\n",
       "            <span class=\"pystac-v\">\"green\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">center_wavelength</span>\n",
       "            <span class=\"pystac-v\">0.56</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">full_width_half_max</span>\n",
       "            <span class=\"pystac-v\">0.045</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        </details></li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        \n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li><details>\n",
       "            <summary class=\"pystac-summary\"><span class=\"pystac-k\">2</span></summary>\n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">name</span>\n",
       "            <span class=\"pystac-v\">\"B02\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">common_name</span>\n",
       "            <span class=\"pystac-v\">\"blue\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">center_wavelength</span>\n",
       "            <span class=\"pystac-v\">0.4966</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">full_width_half_max</span>\n",
       "            <span class=\"pystac-v\">0.098</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        </details></li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        \n",
       "    </details></li>\n",
       "            \n",
       "        \n",
       "            \n",
       "                <li><details>\n",
       "        <summary class=\"pystac-summary\"><span class=\"pystac-k\">roles</span><span class=\"pystac-l\">[] 1 items</span></summary>\n",
       "        \n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">0</span>\n",
       "            <span class=\"pystac-v\">\"overview\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        \n",
       "    </details></li>\n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        </details></li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li><details>\n",
       "            <summary class=\"pystac-summary\"><span class=\"pystac-k\">visual_60m</span></summary>\n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">href</span>\n",
       "            <span class=\"pystac-v\">\"s3://sentinel-s2-l2a/tiles/15/M/WT/2023/5/6/0/R60m/TCI.jp2\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">type</span>\n",
       "            <span class=\"pystac-v\">\"image/jp2\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">title</span>\n",
       "            <span class=\"pystac-v\">\"True color image\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">gsd</span>\n",
       "            <span class=\"pystac-v\">60</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                <li><details>\n",
       "        <summary class=\"pystac-summary\"><span class=\"pystac-k\">eo:bands</span><span class=\"pystac-l\">[] 3 items</span></summary>\n",
       "        \n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li><details>\n",
       "            <summary class=\"pystac-summary\"><span class=\"pystac-k\">0</span></summary>\n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">name</span>\n",
       "            <span class=\"pystac-v\">\"B04\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">common_name</span>\n",
       "            <span class=\"pystac-v\">\"red\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">center_wavelength</span>\n",
       "            <span class=\"pystac-v\">0.6645</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">full_width_half_max</span>\n",
       "            <span class=\"pystac-v\">0.038</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        </details></li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        \n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li><details>\n",
       "            <summary class=\"pystac-summary\"><span class=\"pystac-k\">1</span></summary>\n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">name</span>\n",
       "            <span class=\"pystac-v\">\"B03\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">common_name</span>\n",
       "            <span class=\"pystac-v\">\"green\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">center_wavelength</span>\n",
       "            <span class=\"pystac-v\">0.56</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">full_width_half_max</span>\n",
       "            <span class=\"pystac-v\">0.045</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        </details></li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        \n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li><details>\n",
       "            <summary class=\"pystac-summary\"><span class=\"pystac-k\">2</span></summary>\n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">name</span>\n",
       "            <span class=\"pystac-v\">\"B02\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">common_name</span>\n",
       "            <span class=\"pystac-v\">\"blue\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">center_wavelength</span>\n",
       "            <span class=\"pystac-v\">0.4966</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">full_width_half_max</span>\n",
       "            <span class=\"pystac-v\">0.098</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        </details></li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        \n",
       "    </details></li>\n",
       "            \n",
       "        \n",
       "            \n",
       "                <li><details>\n",
       "        <summary class=\"pystac-summary\"><span class=\"pystac-k\">roles</span><span class=\"pystac-l\">[] 1 items</span></summary>\n",
       "        \n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">0</span>\n",
       "            <span class=\"pystac-v\">\"overview\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        \n",
       "    </details></li>\n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        </details></li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li><details>\n",
       "            <summary class=\"pystac-summary\"><span class=\"pystac-k\">B01</span></summary>\n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">href</span>\n",
       "            <span class=\"pystac-v\">\"s3://sentinel-s2-l2a/tiles/15/M/WT/2023/5/6/0/R60m/B01.jp2\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">type</span>\n",
       "            <span class=\"pystac-v\">\"image/jp2\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">title</span>\n",
       "            <span class=\"pystac-v\">\"Band 1 (coastal)\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">gsd</span>\n",
       "            <span class=\"pystac-v\">60</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                <li><details>\n",
       "        <summary class=\"pystac-summary\"><span class=\"pystac-k\">eo:bands</span><span class=\"pystac-l\">[] 1 items</span></summary>\n",
       "        \n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li><details>\n",
       "            <summary class=\"pystac-summary\"><span class=\"pystac-k\">0</span></summary>\n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">name</span>\n",
       "            <span class=\"pystac-v\">\"B01\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">common_name</span>\n",
       "            <span class=\"pystac-v\">\"coastal\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">center_wavelength</span>\n",
       "            <span class=\"pystac-v\">0.4439</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">full_width_half_max</span>\n",
       "            <span class=\"pystac-v\">0.027</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        </details></li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        \n",
       "    </details></li>\n",
       "            \n",
       "        \n",
       "            \n",
       "                <li><details>\n",
       "        <summary class=\"pystac-summary\"><span class=\"pystac-k\">roles</span><span class=\"pystac-l\">[] 1 items</span></summary>\n",
       "        \n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">0</span>\n",
       "            <span class=\"pystac-v\">\"data\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        \n",
       "    </details></li>\n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        </details></li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li><details>\n",
       "            <summary class=\"pystac-summary\"><span class=\"pystac-k\">B02</span></summary>\n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">href</span>\n",
       "            <span class=\"pystac-v\">\"s3://sentinel-s2-l2a/tiles/15/M/WT/2023/5/6/0/R10m/B02.jp2\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">type</span>\n",
       "            <span class=\"pystac-v\">\"image/jp2\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">title</span>\n",
       "            <span class=\"pystac-v\">\"Band 2 (blue)\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">gsd</span>\n",
       "            <span class=\"pystac-v\">10</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                <li><details>\n",
       "        <summary class=\"pystac-summary\"><span class=\"pystac-k\">eo:bands</span><span class=\"pystac-l\">[] 1 items</span></summary>\n",
       "        \n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li><details>\n",
       "            <summary class=\"pystac-summary\"><span class=\"pystac-k\">0</span></summary>\n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">name</span>\n",
       "            <span class=\"pystac-v\">\"B02\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">common_name</span>\n",
       "            <span class=\"pystac-v\">\"blue\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">center_wavelength</span>\n",
       "            <span class=\"pystac-v\">0.4966</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">full_width_half_max</span>\n",
       "            <span class=\"pystac-v\">0.098</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        </details></li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        \n",
       "    </details></li>\n",
       "            \n",
       "        \n",
       "            \n",
       "                <li><details>\n",
       "        <summary class=\"pystac-summary\"><span class=\"pystac-k\">roles</span><span class=\"pystac-l\">[] 1 items</span></summary>\n",
       "        \n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">0</span>\n",
       "            <span class=\"pystac-v\">\"data\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        \n",
       "    </details></li>\n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        </details></li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li><details>\n",
       "            <summary class=\"pystac-summary\"><span class=\"pystac-k\">B03</span></summary>\n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">href</span>\n",
       "            <span class=\"pystac-v\">\"s3://sentinel-s2-l2a/tiles/15/M/WT/2023/5/6/0/R10m/B03.jp2\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">type</span>\n",
       "            <span class=\"pystac-v\">\"image/jp2\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">title</span>\n",
       "            <span class=\"pystac-v\">\"Band 3 (green)\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">gsd</span>\n",
       "            <span class=\"pystac-v\">10</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                <li><details>\n",
       "        <summary class=\"pystac-summary\"><span class=\"pystac-k\">eo:bands</span><span class=\"pystac-l\">[] 1 items</span></summary>\n",
       "        \n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li><details>\n",
       "            <summary class=\"pystac-summary\"><span class=\"pystac-k\">0</span></summary>\n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">name</span>\n",
       "            <span class=\"pystac-v\">\"B03\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">common_name</span>\n",
       "            <span class=\"pystac-v\">\"green\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">center_wavelength</span>\n",
       "            <span class=\"pystac-v\">0.56</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">full_width_half_max</span>\n",
       "            <span class=\"pystac-v\">0.045</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        </details></li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        \n",
       "    </details></li>\n",
       "            \n",
       "        \n",
       "            \n",
       "                <li><details>\n",
       "        <summary class=\"pystac-summary\"><span class=\"pystac-k\">roles</span><span class=\"pystac-l\">[] 1 items</span></summary>\n",
       "        \n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">0</span>\n",
       "            <span class=\"pystac-v\">\"data\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        \n",
       "    </details></li>\n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        </details></li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li><details>\n",
       "            <summary class=\"pystac-summary\"><span class=\"pystac-k\">B04</span></summary>\n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">href</span>\n",
       "            <span class=\"pystac-v\">\"s3://sentinel-s2-l2a/tiles/15/M/WT/2023/5/6/0/R10m/B04.jp2\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">type</span>\n",
       "            <span class=\"pystac-v\">\"image/jp2\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">title</span>\n",
       "            <span class=\"pystac-v\">\"Band 4 (red)\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">gsd</span>\n",
       "            <span class=\"pystac-v\">10</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                <li><details>\n",
       "        <summary class=\"pystac-summary\"><span class=\"pystac-k\">eo:bands</span><span class=\"pystac-l\">[] 1 items</span></summary>\n",
       "        \n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li><details>\n",
       "            <summary class=\"pystac-summary\"><span class=\"pystac-k\">0</span></summary>\n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">name</span>\n",
       "            <span class=\"pystac-v\">\"B04\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">common_name</span>\n",
       "            <span class=\"pystac-v\">\"red\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">center_wavelength</span>\n",
       "            <span class=\"pystac-v\">0.6645</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">full_width_half_max</span>\n",
       "            <span class=\"pystac-v\">0.038</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        </details></li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        \n",
       "    </details></li>\n",
       "            \n",
       "        \n",
       "            \n",
       "                <li><details>\n",
       "        <summary class=\"pystac-summary\"><span class=\"pystac-k\">roles</span><span class=\"pystac-l\">[] 1 items</span></summary>\n",
       "        \n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">0</span>\n",
       "            <span class=\"pystac-v\">\"data\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        \n",
       "    </details></li>\n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        </details></li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li><details>\n",
       "            <summary class=\"pystac-summary\"><span class=\"pystac-k\">B05</span></summary>\n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">href</span>\n",
       "            <span class=\"pystac-v\">\"s3://sentinel-s2-l2a/tiles/15/M/WT/2023/5/6/0/R20m/B05.jp2\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">type</span>\n",
       "            <span class=\"pystac-v\">\"image/jp2\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">title</span>\n",
       "            <span class=\"pystac-v\">\"Band 5\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">gsd</span>\n",
       "            <span class=\"pystac-v\">20</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                <li><details>\n",
       "        <summary class=\"pystac-summary\"><span class=\"pystac-k\">eo:bands</span><span class=\"pystac-l\">[] 1 items</span></summary>\n",
       "        \n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li><details>\n",
       "            <summary class=\"pystac-summary\"><span class=\"pystac-k\">0</span></summary>\n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">name</span>\n",
       "            <span class=\"pystac-v\">\"B05\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">center_wavelength</span>\n",
       "            <span class=\"pystac-v\">0.7039</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">full_width_half_max</span>\n",
       "            <span class=\"pystac-v\">0.019</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        </details></li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        \n",
       "    </details></li>\n",
       "            \n",
       "        \n",
       "            \n",
       "                <li><details>\n",
       "        <summary class=\"pystac-summary\"><span class=\"pystac-k\">roles</span><span class=\"pystac-l\">[] 1 items</span></summary>\n",
       "        \n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">0</span>\n",
       "            <span class=\"pystac-v\">\"data\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        \n",
       "    </details></li>\n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        </details></li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li><details>\n",
       "            <summary class=\"pystac-summary\"><span class=\"pystac-k\">B06</span></summary>\n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">href</span>\n",
       "            <span class=\"pystac-v\">\"s3://sentinel-s2-l2a/tiles/15/M/WT/2023/5/6/0/R20m/B06.jp2\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">type</span>\n",
       "            <span class=\"pystac-v\">\"image/jp2\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">title</span>\n",
       "            <span class=\"pystac-v\">\"Band 6\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">gsd</span>\n",
       "            <span class=\"pystac-v\">20</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                <li><details>\n",
       "        <summary class=\"pystac-summary\"><span class=\"pystac-k\">eo:bands</span><span class=\"pystac-l\">[] 1 items</span></summary>\n",
       "        \n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li><details>\n",
       "            <summary class=\"pystac-summary\"><span class=\"pystac-k\">0</span></summary>\n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">name</span>\n",
       "            <span class=\"pystac-v\">\"B06\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">center_wavelength</span>\n",
       "            <span class=\"pystac-v\">0.7402</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">full_width_half_max</span>\n",
       "            <span class=\"pystac-v\">0.018</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        </details></li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        \n",
       "    </details></li>\n",
       "            \n",
       "        \n",
       "            \n",
       "                <li><details>\n",
       "        <summary class=\"pystac-summary\"><span class=\"pystac-k\">roles</span><span class=\"pystac-l\">[] 1 items</span></summary>\n",
       "        \n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">0</span>\n",
       "            <span class=\"pystac-v\">\"data\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        \n",
       "    </details></li>\n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        </details></li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li><details>\n",
       "            <summary class=\"pystac-summary\"><span class=\"pystac-k\">B07</span></summary>\n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">href</span>\n",
       "            <span class=\"pystac-v\">\"s3://sentinel-s2-l2a/tiles/15/M/WT/2023/5/6/0/R20m/B07.jp2\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">type</span>\n",
       "            <span class=\"pystac-v\">\"image/jp2\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">title</span>\n",
       "            <span class=\"pystac-v\">\"Band 7\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">gsd</span>\n",
       "            <span class=\"pystac-v\">20</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                <li><details>\n",
       "        <summary class=\"pystac-summary\"><span class=\"pystac-k\">eo:bands</span><span class=\"pystac-l\">[] 1 items</span></summary>\n",
       "        \n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li><details>\n",
       "            <summary class=\"pystac-summary\"><span class=\"pystac-k\">0</span></summary>\n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">name</span>\n",
       "            <span class=\"pystac-v\">\"B07\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">center_wavelength</span>\n",
       "            <span class=\"pystac-v\">0.7825</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">full_width_half_max</span>\n",
       "            <span class=\"pystac-v\">0.028</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        </details></li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        \n",
       "    </details></li>\n",
       "            \n",
       "        \n",
       "            \n",
       "                <li><details>\n",
       "        <summary class=\"pystac-summary\"><span class=\"pystac-k\">roles</span><span class=\"pystac-l\">[] 1 items</span></summary>\n",
       "        \n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">0</span>\n",
       "            <span class=\"pystac-v\">\"data\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        \n",
       "    </details></li>\n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        </details></li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li><details>\n",
       "            <summary class=\"pystac-summary\"><span class=\"pystac-k\">B08</span></summary>\n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">href</span>\n",
       "            <span class=\"pystac-v\">\"s3://sentinel-s2-l2a/tiles/15/M/WT/2023/5/6/0/R10m/B08.jp2\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">type</span>\n",
       "            <span class=\"pystac-v\">\"image/jp2\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">title</span>\n",
       "            <span class=\"pystac-v\">\"Band 8 (nir)\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">gsd</span>\n",
       "            <span class=\"pystac-v\">10</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                <li><details>\n",
       "        <summary class=\"pystac-summary\"><span class=\"pystac-k\">eo:bands</span><span class=\"pystac-l\">[] 1 items</span></summary>\n",
       "        \n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li><details>\n",
       "            <summary class=\"pystac-summary\"><span class=\"pystac-k\">0</span></summary>\n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">name</span>\n",
       "            <span class=\"pystac-v\">\"B08\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">common_name</span>\n",
       "            <span class=\"pystac-v\">\"nir\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">center_wavelength</span>\n",
       "            <span class=\"pystac-v\">0.8351</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">full_width_half_max</span>\n",
       "            <span class=\"pystac-v\">0.145</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        </details></li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        \n",
       "    </details></li>\n",
       "            \n",
       "        \n",
       "            \n",
       "                <li><details>\n",
       "        <summary class=\"pystac-summary\"><span class=\"pystac-k\">roles</span><span class=\"pystac-l\">[] 1 items</span></summary>\n",
       "        \n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">0</span>\n",
       "            <span class=\"pystac-v\">\"data\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        \n",
       "    </details></li>\n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        </details></li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li><details>\n",
       "            <summary class=\"pystac-summary\"><span class=\"pystac-k\">B8A</span></summary>\n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">href</span>\n",
       "            <span class=\"pystac-v\">\"s3://sentinel-s2-l2a/tiles/15/M/WT/2023/5/6/0/R20m/B8A.jp2\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">type</span>\n",
       "            <span class=\"pystac-v\">\"image/jp2\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">title</span>\n",
       "            <span class=\"pystac-v\">\"Band 8A\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">gsd</span>\n",
       "            <span class=\"pystac-v\">20</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                <li><details>\n",
       "        <summary class=\"pystac-summary\"><span class=\"pystac-k\">eo:bands</span><span class=\"pystac-l\">[] 1 items</span></summary>\n",
       "        \n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li><details>\n",
       "            <summary class=\"pystac-summary\"><span class=\"pystac-k\">0</span></summary>\n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">name</span>\n",
       "            <span class=\"pystac-v\">\"B8A\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">center_wavelength</span>\n",
       "            <span class=\"pystac-v\">0.8648</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">full_width_half_max</span>\n",
       "            <span class=\"pystac-v\">0.033</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        </details></li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        \n",
       "    </details></li>\n",
       "            \n",
       "        \n",
       "            \n",
       "                <li><details>\n",
       "        <summary class=\"pystac-summary\"><span class=\"pystac-k\">roles</span><span class=\"pystac-l\">[] 1 items</span></summary>\n",
       "        \n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">0</span>\n",
       "            <span class=\"pystac-v\">\"data\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        \n",
       "    </details></li>\n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        </details></li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li><details>\n",
       "            <summary class=\"pystac-summary\"><span class=\"pystac-k\">B09</span></summary>\n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">href</span>\n",
       "            <span class=\"pystac-v\">\"s3://sentinel-s2-l2a/tiles/15/M/WT/2023/5/6/0/R60m/B09.jp2\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">type</span>\n",
       "            <span class=\"pystac-v\">\"image/jp2\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">title</span>\n",
       "            <span class=\"pystac-v\">\"Band 9\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">gsd</span>\n",
       "            <span class=\"pystac-v\">60</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                <li><details>\n",
       "        <summary class=\"pystac-summary\"><span class=\"pystac-k\">eo:bands</span><span class=\"pystac-l\">[] 1 items</span></summary>\n",
       "        \n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li><details>\n",
       "            <summary class=\"pystac-summary\"><span class=\"pystac-k\">0</span></summary>\n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">name</span>\n",
       "            <span class=\"pystac-v\">\"B09\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">center_wavelength</span>\n",
       "            <span class=\"pystac-v\">0.945</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">full_width_half_max</span>\n",
       "            <span class=\"pystac-v\">0.026</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        </details></li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        \n",
       "    </details></li>\n",
       "            \n",
       "        \n",
       "            \n",
       "                <li><details>\n",
       "        <summary class=\"pystac-summary\"><span class=\"pystac-k\">roles</span><span class=\"pystac-l\">[] 1 items</span></summary>\n",
       "        \n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">0</span>\n",
       "            <span class=\"pystac-v\">\"data\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        \n",
       "    </details></li>\n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        </details></li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li><details>\n",
       "            <summary class=\"pystac-summary\"><span class=\"pystac-k\">B11</span></summary>\n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">href</span>\n",
       "            <span class=\"pystac-v\">\"s3://sentinel-s2-l2a/tiles/15/M/WT/2023/5/6/0/R20m/B11.jp2\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">type</span>\n",
       "            <span class=\"pystac-v\">\"image/jp2\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">title</span>\n",
       "            <span class=\"pystac-v\">\"Band 11 (swir16)\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">gsd</span>\n",
       "            <span class=\"pystac-v\">20</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                <li><details>\n",
       "        <summary class=\"pystac-summary\"><span class=\"pystac-k\">eo:bands</span><span class=\"pystac-l\">[] 1 items</span></summary>\n",
       "        \n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li><details>\n",
       "            <summary class=\"pystac-summary\"><span class=\"pystac-k\">0</span></summary>\n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">name</span>\n",
       "            <span class=\"pystac-v\">\"B11\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">common_name</span>\n",
       "            <span class=\"pystac-v\">\"swir16\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">center_wavelength</span>\n",
       "            <span class=\"pystac-v\">1.6137</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">full_width_half_max</span>\n",
       "            <span class=\"pystac-v\">0.143</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        </details></li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        \n",
       "    </details></li>\n",
       "            \n",
       "        \n",
       "            \n",
       "                <li><details>\n",
       "        <summary class=\"pystac-summary\"><span class=\"pystac-k\">roles</span><span class=\"pystac-l\">[] 1 items</span></summary>\n",
       "        \n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">0</span>\n",
       "            <span class=\"pystac-v\">\"data\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        \n",
       "    </details></li>\n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        </details></li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li><details>\n",
       "            <summary class=\"pystac-summary\"><span class=\"pystac-k\">B12</span></summary>\n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">href</span>\n",
       "            <span class=\"pystac-v\">\"s3://sentinel-s2-l2a/tiles/15/M/WT/2023/5/6/0/R20m/B12.jp2\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">type</span>\n",
       "            <span class=\"pystac-v\">\"image/jp2\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">title</span>\n",
       "            <span class=\"pystac-v\">\"Band 12 (swir22)\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">gsd</span>\n",
       "            <span class=\"pystac-v\">20</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                <li><details>\n",
       "        <summary class=\"pystac-summary\"><span class=\"pystac-k\">eo:bands</span><span class=\"pystac-l\">[] 1 items</span></summary>\n",
       "        \n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li><details>\n",
       "            <summary class=\"pystac-summary\"><span class=\"pystac-k\">0</span></summary>\n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">name</span>\n",
       "            <span class=\"pystac-v\">\"B12\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">common_name</span>\n",
       "            <span class=\"pystac-v\">\"swir22\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">center_wavelength</span>\n",
       "            <span class=\"pystac-v\">2.22024</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">full_width_half_max</span>\n",
       "            <span class=\"pystac-v\">0.242</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        </details></li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        \n",
       "    </details></li>\n",
       "            \n",
       "        \n",
       "            \n",
       "                <li><details>\n",
       "        <summary class=\"pystac-summary\"><span class=\"pystac-k\">roles</span><span class=\"pystac-l\">[] 1 items</span></summary>\n",
       "        \n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">0</span>\n",
       "            <span class=\"pystac-v\">\"data\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        \n",
       "    </details></li>\n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        </details></li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li><details>\n",
       "            <summary class=\"pystac-summary\"><span class=\"pystac-k\">AOT</span></summary>\n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">href</span>\n",
       "            <span class=\"pystac-v\">\"s3://sentinel-s2-l2a/tiles/15/M/WT/2023/5/6/0/R60m/AOT.jp2\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">type</span>\n",
       "            <span class=\"pystac-v\">\"image/jp2\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">title</span>\n",
       "            <span class=\"pystac-v\">\"Aerosol Optical Thickness (AOT)\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                <li><details>\n",
       "        <summary class=\"pystac-summary\"><span class=\"pystac-k\">roles</span><span class=\"pystac-l\">[] 1 items</span></summary>\n",
       "        \n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">0</span>\n",
       "            <span class=\"pystac-v\">\"data\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        \n",
       "    </details></li>\n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        </details></li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li><details>\n",
       "            <summary class=\"pystac-summary\"><span class=\"pystac-k\">WVP</span></summary>\n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">href</span>\n",
       "            <span class=\"pystac-v\">\"s3://sentinel-s2-l2a/tiles/15/M/WT/2023/5/6/0/R10m/WVP.jp2\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">type</span>\n",
       "            <span class=\"pystac-v\">\"image/jp2\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">title</span>\n",
       "            <span class=\"pystac-v\">\"Water Vapour (WVP)\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                <li><details>\n",
       "        <summary class=\"pystac-summary\"><span class=\"pystac-k\">roles</span><span class=\"pystac-l\">[] 1 items</span></summary>\n",
       "        \n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">0</span>\n",
       "            <span class=\"pystac-v\">\"data\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        \n",
       "    </details></li>\n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        </details></li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li><details>\n",
       "            <summary class=\"pystac-summary\"><span class=\"pystac-k\">SCL</span></summary>\n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">href</span>\n",
       "            <span class=\"pystac-v\">\"s3://sentinel-s2-l2a/tiles/15/M/WT/2023/5/6/0/R20m/SCL.jp2\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">type</span>\n",
       "            <span class=\"pystac-v\">\"image/jp2\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">title</span>\n",
       "            <span class=\"pystac-v\">\"Scene Classification Map (SCL)\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                <li><details>\n",
       "        <summary class=\"pystac-summary\"><span class=\"pystac-k\">roles</span><span class=\"pystac-l\">[] 1 items</span></summary>\n",
       "        \n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">0</span>\n",
       "            <span class=\"pystac-v\">\"data\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        \n",
       "    </details></li>\n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        </details></li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        </details></li>\n",
       "    \n",
       "                \n",
       "            \n",
       "                \n",
       "                    <li><details>\n",
       "        <summary class=\"pystac-summary\"><span class=\"pystac-k\">bbox</span><span class=\"pystac-l\">[] 4 items</span></summary>\n",
       "        \n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">0</span>\n",
       "            <span class=\"pystac-v\">-92.71710338472519</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        \n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">1</span>\n",
       "            <span class=\"pystac-v\">-2.357695714729873</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        \n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">2</span>\n",
       "            <span class=\"pystac-v\">-92.01266261624052</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        \n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">3</span>\n",
       "            <span class=\"pystac-v\">-1.8090147319742107</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        \n",
       "    </details></li>\n",
       "                \n",
       "            \n",
       "                \n",
       "                    <li><details>\n",
       "        <summary class=\"pystac-summary\"><span class=\"pystac-k\">stac_extensions</span><span class=\"pystac-l\">[] 3 items</span></summary>\n",
       "        \n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">0</span>\n",
       "            <span class=\"pystac-v\">\"eo\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        \n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">1</span>\n",
       "            <span class=\"pystac-v\">\"view\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        \n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">2</span>\n",
       "            <span class=\"pystac-v\">\"proj\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        \n",
       "    </details></li>\n",
       "                \n",
       "            \n",
       "                \n",
       "                    \n",
       "        <li class=\"pystac-row\">\n",
       "            <span class=\"pystac-k\">collection</span>\n",
       "            <span class=\"pystac-v\">\"sentinel-s2-l2a\"</span>\n",
       "        </li>\n",
       "    \n",
       "                \n",
       "            \n",
       "        </ul>\n",
       "    </div>\n",
       "</div>"
      ],
      "text/plain": [
       "<Item id=S2B_15MWT_20230506_0_L2A>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Get generator of all items in catalog\n",
    "items = catalog.get_all_items()\n",
    "item = next(items)\n",
    "item"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b4d0e97f",
   "metadata": {},
   "source": [
    "### Contrust a request - query to the catalogue\n",
    "Items in STAC catalog have much more metadata (in addition to location) that you can query and only return results that match your query parameters. \n",
    "\n",
    "First we need to set up some analysis parameters that will be used to search for metadata. \n",
    "This includes `product`, which is the same product name used to load data directly using `dc.load`. In this example we'll choose a small area over Athens."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "1ee77eac",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(23.90625, 38.000356, 24.004786, 38.062149)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Parameters that are included in the query\n",
    "\n",
    "# some spatial projection information\n",
    "CRS_STRING = \"9705\"\n",
    "EPSG = pyproj.CRS.from_string(CRS_STRING).to_epsg()\n",
    "\n",
    "# Area of Interest\n",
    "aoi = (23.906250,38.000356,24.004786,38.062149)\n",
    "aoi_box = box(*aoi)\n",
    "\n",
    "# Bands\n",
    "BANDS = [\"B04\", \"B03\", \"B02\"]\n",
    "\n",
    "# Time range\n",
    "START_DATE = \"2018-07-01\"\n",
    "END_DATE = \"2018-08-10\"\n",
    "\n",
    "# STAC items store bounding box info in epsg:4326\n",
    "STAC_CRS_STRING = \"epsg:4326\"\n",
    "transformer_4326 = pyproj.Transformer.from_crs(\n",
    "    crs_from=EPSG,\n",
    "    crs_to=STAC_CRS_STRING,\n",
    "    always_xy=True,\n",
    ")\n",
    "bbox_4326 = transform(transformer_4326.transform, aoi_box).bounds\n",
    "bbox_4326"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "cc5564d4-81ab-4ce2-b167-65832bc189a5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting hdstats==0.2.1\n",
      "  Using cached hdstats-0.2.1.tar.gz (543 kB)\n",
      "  Installing build dependencies: started\n",
      "  Installing build dependencies: finished with status 'done'\n",
      "  Getting requirements to build wheel: started\n",
      "  Getting requirements to build wheel: finished with status 'done'\n",
      "  Preparing metadata (pyproject.toml): started\n",
      "  Preparing metadata (pyproject.toml): finished with status 'done'\n",
      "Requirement already satisfied: numpy in c:\\users\\thana\\.conda\\envs\\odc\\lib\\site-packages (from hdstats==0.2.1) (1.26.4)\n",
      "Requirement already satisfied: scipy in c:\\users\\thana\\.conda\\envs\\odc\\lib\\site-packages (from hdstats==0.2.1) (1.14.0)\n",
      "Building wheels for collected packages: hdstats\n",
      "  Building wheel for hdstats (pyproject.toml): started\n",
      "  Building wheel for hdstats (pyproject.toml): finished with status 'error'\n",
      "Failed to build hdstats\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "  error: subprocess-exited-with-error\n",
      "  \n",
      "  Building wheel for hdstats (pyproject.toml) did not run successfully.\n",
      "  exit code: 1\n",
      "  \n",
      "  [39 lines of output]\n",
      "  {'include_dirs': ['C:\\\\Users\\\\thana\\\\AppData\\\\Local\\\\Temp\\\\pip-build-env-df7kgdql\\\\overlay\\\\Lib\\\\site-packages\\\\numpy\\\\_core\\\\include'], 'extra_compile_args': ['-fopenmp'], 'extra_link_args': ['-fopenmp'], 'define_macros': []}\n",
      "  running bdist_wheel\n",
      "  running build\n",
      "  running build_py\n",
      "  creating build\n",
      "  creating build\\lib.win-amd64-cpython-312\n",
      "  creating build\\lib.win-amd64-cpython-312\\hdstats\n",
      "  copying hdstats\\tsslow.py -> build\\lib.win-amd64-cpython-312\\hdstats\n",
      "  copying hdstats\\utils.py -> build\\lib.win-amd64-cpython-312\\hdstats\n",
      "  copying hdstats\\__init__.py -> build\\lib.win-amd64-cpython-312\\hdstats\n",
      "  running egg_info\n",
      "  writing hdstats.egg-info\\PKG-INFO\n",
      "  writing dependency_links to hdstats.egg-info\\dependency_links.txt\n",
      "  writing requirements to hdstats.egg-info\\requires.txt\n",
      "  writing top-level names to hdstats.egg-info\\top_level.txt\n",
      "  reading manifest file 'hdstats.egg-info\\SOURCES.txt'\n",
      "  reading manifest template 'MANIFEST.in'\n",
      "  warning: no files found matching '*.rst' anywhere in distribution\n",
      "  warning: no files found matching '*.pxd' anywhere in distribution\n",
      "  warning: no files found matching '*.h' anywhere in distribution\n",
      "  no previously-included directories found matching '.eggs'\n",
      "  no previously-included directories found matching 'tests'\n",
      "  no previously-included directories found matching 'data'\n",
      "  no previously-included directories found matching 'docs'\n",
      "  no previously-included directories found matching '.vscode'\n",
      "  writing manifest file 'hdstats.egg-info\\SOURCES.txt'\n",
      "  copying hdstats\\dtw.c -> build\\lib.win-amd64-cpython-312\\hdstats\n",
      "  copying hdstats\\dtw.pyx -> build\\lib.win-amd64-cpython-312\\hdstats\n",
      "  copying hdstats\\geomad.c -> build\\lib.win-amd64-cpython-312\\hdstats\n",
      "  copying hdstats\\geomad.pyx -> build\\lib.win-amd64-cpython-312\\hdstats\n",
      "  copying hdstats\\geomedian.c -> build\\lib.win-amd64-cpython-312\\hdstats\n",
      "  copying hdstats\\geomedian.pyx -> build\\lib.win-amd64-cpython-312\\hdstats\n",
      "  copying hdstats\\ts.c -> build\\lib.win-amd64-cpython-312\\hdstats\n",
      "  copying hdstats\\ts.pyx -> build\\lib.win-amd64-cpython-312\\hdstats\n",
      "  running build_ext\n",
      "  Compiling hdstats/geomedian.pyx because it changed.\n",
      "  [1/1] Cythonizing hdstats/geomedian.pyx\n",
      "  building 'hdstats.geomedian' extension\n",
      "  error: Microsoft Visual C++ 14.0 or greater is required. Get it with \"Microsoft C++ Build Tools\": https://visualstudio.microsoft.com/visual-cpp-build-tools/\n",
      "  [end of output]\n",
      "  \n",
      "  note: This error originates from a subprocess, and is likely not a problem with pip.\n",
      "  ERROR: Failed building wheel for hdstats\n",
      "ERROR: Could not build wheels for hdstats, which is required to install pyproject.toml-based projects\n"
     ]
    }
   ],
   "source": [
    "!pip install hdstats==0.2.1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "d3e48454",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'type': 'FeatureCollection',\n",
       " 'features': [{'stac_version': '1.0.0-beta.2',\n",
       "   'assets': {'overview': {'proj:shape': [343, 343],\n",
       "     'proj:transform': [320, 0, 199980, 0, -320, 4300020, 0, 0, 1],\n",
       "     'roles': ['overview'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.038,\n",
       "       'center_wavelength': 0.6645,\n",
       "       'name': 'B04',\n",
       "       'common_name': 'red'},\n",
       "      {'full_width_half_max': 0.045,\n",
       "       'center_wavelength': 0.56,\n",
       "       'name': 'B03',\n",
       "       'common_name': 'green'},\n",
       "      {'full_width_half_max': 0.098,\n",
       "       'center_wavelength': 0.4966,\n",
       "       'name': 'B02',\n",
       "       'common_name': 'blue'}],\n",
       "     'gsd': 10,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/35/S/KC/2018/8/S2A_35SKC_20180809_0_L2A/L2A_PVI.tif',\n",
       "     'title': 'True color image',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'thumbnail': {'roles': ['thumbnail'],\n",
       "     'href': 'https://roda.sentinel-hub.com/sentinel-s2-l1c/tiles/35/S/KC/2018/8/9/0/preview.jpg',\n",
       "     'title': 'Thumbnail',\n",
       "     'type': 'image/png'},\n",
       "    'metadata': {'roles': ['metadata'],\n",
       "     'href': 'https://roda.sentinel-hub.com/sentinel-s2-l2a/tiles/35/S/KC/2018/8/9/0/metadata.xml',\n",
       "     'title': 'Original XML metadata',\n",
       "     'type': 'application/xml'},\n",
       "    'B11': {'proj:shape': [5490, 5490],\n",
       "     'proj:transform': [20, 0, 199980, 0, -20, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.143,\n",
       "       'center_wavelength': 1.6137,\n",
       "       'name': 'B11',\n",
       "       'common_name': 'swir16'}],\n",
       "     'gsd': 20,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/35/S/KC/2018/8/S2A_35SKC_20180809_0_L2A/B11.tif',\n",
       "     'title': 'Band 11 (swir16)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B01': {'proj:shape': [1830, 1830],\n",
       "     'proj:transform': [60, 0, 199980, 0, -60, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.027,\n",
       "       'center_wavelength': 0.4439,\n",
       "       'name': 'B01',\n",
       "       'common_name': 'coastal'}],\n",
       "     'gsd': 60,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/35/S/KC/2018/8/S2A_35SKC_20180809_0_L2A/B01.tif',\n",
       "     'title': 'Band 1 (coastal)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B12': {'proj:shape': [5490, 5490],\n",
       "     'proj:transform': [20, 0, 199980, 0, -20, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.242,\n",
       "       'center_wavelength': 2.22024,\n",
       "       'name': 'B12',\n",
       "       'common_name': 'swir22'}],\n",
       "     'gsd': 20,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/35/S/KC/2018/8/S2A_35SKC_20180809_0_L2A/B12.tif',\n",
       "     'title': 'Band 12 (swir22)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B02': {'proj:shape': [10980, 10980],\n",
       "     'proj:transform': [10, 0, 199980, 0, -10, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.098,\n",
       "       'center_wavelength': 0.4966,\n",
       "       'name': 'B02',\n",
       "       'common_name': 'blue'}],\n",
       "     'gsd': 10,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/35/S/KC/2018/8/S2A_35SKC_20180809_0_L2A/B02.tif',\n",
       "     'title': 'Band 2 (blue)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B03': {'proj:shape': [10980, 10980],\n",
       "     'proj:transform': [10, 0, 199980, 0, -10, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.045,\n",
       "       'center_wavelength': 0.56,\n",
       "       'name': 'B03',\n",
       "       'common_name': 'green'}],\n",
       "     'gsd': 10,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/35/S/KC/2018/8/S2A_35SKC_20180809_0_L2A/B03.tif',\n",
       "     'title': 'Band 3 (green)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B04': {'proj:shape': [10980, 10980],\n",
       "     'proj:transform': [10, 0, 199980, 0, -10, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.038,\n",
       "       'center_wavelength': 0.6645,\n",
       "       'name': 'B04',\n",
       "       'common_name': 'red'}],\n",
       "     'gsd': 10,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/35/S/KC/2018/8/S2A_35SKC_20180809_0_L2A/B04.tif',\n",
       "     'title': 'Band 4 (red)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'AOT': {'proj:shape': [1830, 1830],\n",
       "     'proj:transform': [60, 0, 199980, 0, -60, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/35/S/KC/2018/8/S2A_35SKC_20180809_0_L2A/AOT.tif',\n",
       "     'title': 'Aerosol Optical Thickness (AOT)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B05': {'proj:shape': [5490, 5490],\n",
       "     'proj:transform': [20, 0, 199980, 0, -20, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.019,\n",
       "       'center_wavelength': 0.7039,\n",
       "       'name': 'B05'}],\n",
       "     'gsd': 20,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/35/S/KC/2018/8/S2A_35SKC_20180809_0_L2A/B05.tif',\n",
       "     'title': 'Band 5',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B06': {'proj:shape': [5490, 5490],\n",
       "     'proj:transform': [20, 0, 199980, 0, -20, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.018,\n",
       "       'center_wavelength': 0.7402,\n",
       "       'name': 'B06'}],\n",
       "     'gsd': 20,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/35/S/KC/2018/8/S2A_35SKC_20180809_0_L2A/B06.tif',\n",
       "     'title': 'Band 6',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B07': {'proj:shape': [5490, 5490],\n",
       "     'proj:transform': [20, 0, 199980, 0, -20, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.028,\n",
       "       'center_wavelength': 0.7825,\n",
       "       'name': 'B07'}],\n",
       "     'gsd': 20,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/35/S/KC/2018/8/S2A_35SKC_20180809_0_L2A/B07.tif',\n",
       "     'title': 'Band 7',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B08': {'proj:shape': [10980, 10980],\n",
       "     'proj:transform': [10, 0, 199980, 0, -10, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
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       "       'center_wavelength': 0.8351,\n",
       "       'name': 'B08',\n",
       "       'common_name': 'nir'}],\n",
       "     'gsd': 10,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/35/S/KC/2018/8/S2A_35SKC_20180809_0_L2A/B08.tif',\n",
       "     'title': 'Band 8 (nir)',\n",
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       "     'roles': ['data'],\n",
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       "       'center_wavelength': 0.8648,\n",
       "       'name': 'B8A'}],\n",
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       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/35/S/KC/2018/8/S2A_35SKC_20180809_0_L2A/B8A.tif',\n",
       "     'title': 'Band 8A',\n",
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       "    'B09': {'proj:shape': [1830, 1830],\n",
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       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/35/S/KC/2018/8/S2A_35SKC_20180809_0_L2A/B09.tif',\n",
       "     'title': 'Band 9',\n",
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       "     'title': 'Water Vapour (WVP)',\n",
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       "     'title': 'True color image',\n",
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       "     'title': 'Scene Classification Map (SCL)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'info': {'roles': ['metadata'],\n",
       "     'href': 'https://roda.sentinel-hub.com/sentinel-s2-l2a/tiles/35/S/KC/2018/8/9/0/tileInfo.json',\n",
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       "     'title': 'Source STAC Item',\n",
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       "   'id': 'S2A_35SKC_20180809_0_L2A',\n",
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       "   'properties': {'created': '2020-09-08T10:16:06.367Z',\n",
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       "    'sentinel:utm_zone': 35,\n",
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       "    'sentinel:grid_square': 'KC',\n",
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       "  {'type': 'Feature',\n",
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       "   'properties': {'datetime': '2018-08-09T09:08:43Z',\n",
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       "    'sentinel:utm_zone': 34,\n",
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       "    'sentinel:grid_square': 'GH',\n",
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       "    'updated': '2020-09-30T20:58:10.495Z'},\n",
       "   'collection': 'sentinel-s2-l2a-cogs',\n",
       "   'assets': {'thumbnail': {'title': 'Thumbnail',\n",
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       "     'href': 'https://roda.sentinel-hub.com/sentinel-s2-l1c/tiles/34/S/GH/2018/8/9/0/preview.jpg'},\n",
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       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/8/S2A_34SGH_20180809_0_L2A/L2A_PVI.tif',\n",
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       "    'metadata': {'title': 'Original XML metadata',\n",
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       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/8/S2A_34SGH_20180809_0_L2A/TCI.tif',\n",
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       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/8/S2A_34SGH_20180809_0_L2A/B03.tif',\n",
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       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/8/S2A_34SGH_20180809_0_L2A/B04.tif',\n",
       "     'proj:shape': [10980, 10980],\n",
       "     'proj:transform': [10, 0, 699960, 0, -10, 4300020, 0, 0, 1]},\n",
       "    'B05': {'title': 'Band 5',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized',\n",
       "     'roles': ['data'],\n",
       "     'gsd': 20,\n",
       "     'eo:bands': [{'name': 'B05',\n",
       "       'center_wavelength': 0.7039,\n",
       "       'full_width_half_max': 0.019}],\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/8/S2A_34SGH_20180809_0_L2A/B05.tif',\n",
       "     'proj:shape': [5490, 5490],\n",
       "     'proj:transform': [20, 0, 699960, 0, -20, 4300020, 0, 0, 1]},\n",
       "    'B06': {'title': 'Band 6',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized',\n",
       "     'roles': ['data'],\n",
       "     'gsd': 20,\n",
       "     'eo:bands': [{'name': 'B06',\n",
       "       'center_wavelength': 0.7402,\n",
       "       'full_width_half_max': 0.018}],\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/8/S2A_34SGH_20180809_0_L2A/B06.tif',\n",
       "     'proj:shape': [5490, 5490],\n",
       "     'proj:transform': [20, 0, 699960, 0, -20, 4300020, 0, 0, 1]},\n",
       "    'B07': {'title': 'Band 7',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized',\n",
       "     'roles': ['data'],\n",
       "     'gsd': 20,\n",
       "     'eo:bands': [{'name': 'B07',\n",
       "       'center_wavelength': 0.7825,\n",
       "       'full_width_half_max': 0.028}],\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/8/S2A_34SGH_20180809_0_L2A/B07.tif',\n",
       "     'proj:shape': [5490, 5490],\n",
       "     'proj:transform': [20, 0, 699960, 0, -20, 4300020, 0, 0, 1]},\n",
       "    'B08': {'title': 'Band 8 (nir)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized',\n",
       "     'roles': ['data'],\n",
       "     'gsd': 10,\n",
       "     'eo:bands': [{'name': 'B08',\n",
       "       'common_name': 'nir',\n",
       "       'center_wavelength': 0.8351,\n",
       "       'full_width_half_max': 0.145}],\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/8/S2A_34SGH_20180809_0_L2A/B08.tif',\n",
       "     'proj:shape': [10980, 10980],\n",
       "     'proj:transform': [10, 0, 699960, 0, -10, 4300020, 0, 0, 1]},\n",
       "    'B8A': {'title': 'Band 8A',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized',\n",
       "     'roles': ['data'],\n",
       "     'gsd': 20,\n",
       "     'eo:bands': [{'name': 'B8A',\n",
       "       'center_wavelength': 0.8648,\n",
       "       'full_width_half_max': 0.033}],\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/8/S2A_34SGH_20180809_0_L2A/B8A.tif',\n",
       "     'proj:shape': [5490, 5490],\n",
       "     'proj:transform': [20, 0, 699960, 0, -20, 4300020, 0, 0, 1]},\n",
       "    'B09': {'title': 'Band 9',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized',\n",
       "     'roles': ['data'],\n",
       "     'gsd': 60,\n",
       "     'eo:bands': [{'name': 'B09',\n",
       "       'center_wavelength': 0.945,\n",
       "       'full_width_half_max': 0.026}],\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/8/S2A_34SGH_20180809_0_L2A/B09.tif',\n",
       "     'proj:shape': [1830, 1830],\n",
       "     'proj:transform': [60, 0, 699960, 0, -60, 4300020, 0, 0, 1]},\n",
       "    'B11': {'title': 'Band 11 (swir16)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized',\n",
       "     'roles': ['data'],\n",
       "     'gsd': 20,\n",
       "     'eo:bands': [{'name': 'B11',\n",
       "       'common_name': 'swir16',\n",
       "       'center_wavelength': 1.6137,\n",
       "       'full_width_half_max': 0.143}],\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/8/S2A_34SGH_20180809_0_L2A/B11.tif',\n",
       "     'proj:shape': [5490, 5490],\n",
       "     'proj:transform': [20, 0, 699960, 0, -20, 4300020, 0, 0, 1]},\n",
       "    'B12': {'title': 'Band 12 (swir22)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized',\n",
       "     'roles': ['data'],\n",
       "     'gsd': 20,\n",
       "     'eo:bands': [{'name': 'B12',\n",
       "       'common_name': 'swir22',\n",
       "       'center_wavelength': 2.22024,\n",
       "       'full_width_half_max': 0.242}],\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/8/S2A_34SGH_20180809_0_L2A/B12.tif',\n",
       "     'proj:shape': [5490, 5490],\n",
       "     'proj:transform': [20, 0, 699960, 0, -20, 4300020, 0, 0, 1]},\n",
       "    'AOT': {'title': 'Aerosol Optical Thickness (AOT)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized',\n",
       "     'roles': ['data'],\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/8/S2A_34SGH_20180809_0_L2A/AOT.tif',\n",
       "     'proj:shape': [1830, 1830],\n",
       "     'proj:transform': [60, 0, 699960, 0, -60, 4300020, 0, 0, 1]},\n",
       "    'WVP': {'title': 'Water Vapour (WVP)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized',\n",
       "     'roles': ['data'],\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/8/S2A_34SGH_20180809_0_L2A/WVP.tif',\n",
       "     'proj:shape': [10980, 10980],\n",
       "     'proj:transform': [10, 0, 699960, 0, -10, 4300020, 0, 0, 1]},\n",
       "    'SCL': {'title': 'Scene Classification Map (SCL)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized',\n",
       "     'roles': ['data'],\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/8/S2A_34SGH_20180809_0_L2A/SCL.tif',\n",
       "     'proj:shape': [5490, 5490],\n",
       "     'proj:transform': [20, 0, 699960, 0, -20, 4300020, 0, 0, 1]}},\n",
       "   'links': [{'rel': 'self',\n",
       "     'href': 'https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a-cogs/items/S2A_34SGH_20180809_0_L2A'},\n",
       "    {'rel': 'canonical',\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/8/S2A_34SGH_20180809_0_L2A/S2A_34SGH_20180809_0_L2A.json',\n",
       "     'type': 'application/json'},\n",
       "    {'title': 'Source STAC Item',\n",
       "     'rel': 'derived_from',\n",
       "     'href': 'https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a/items/S2A_34SGH_20180809_0_L2A',\n",
       "     'type': 'application/json'},\n",
       "    {'rel': 'parent',\n",
       "     'href': 'https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a-cogs'},\n",
       "    {'rel': 'collection',\n",
       "     'href': 'https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a-cogs'},\n",
       "    {'rel': 'root', 'href': 'https://earth-search.aws.element84.com/v0/'}]},\n",
       "  {'stac_version': '1.0.0-beta.2',\n",
       "   'assets': {'overview': {'proj:shape': [343, 343],\n",
       "     'proj:transform': [320, 0, 699960, 0, -320, 4300020, 0, 0, 1],\n",
       "     'roles': ['overview'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.038,\n",
       "       'center_wavelength': 0.6645,\n",
       "       'name': 'B04',\n",
       "       'common_name': 'red'},\n",
       "      {'full_width_half_max': 0.045,\n",
       "       'center_wavelength': 0.56,\n",
       "       'name': 'B03',\n",
       "       'common_name': 'green'},\n",
       "      {'full_width_half_max': 0.098,\n",
       "       'center_wavelength': 0.4966,\n",
       "       'name': 'B02',\n",
       "       'common_name': 'blue'}],\n",
       "     'gsd': 10,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/8/S2B_34SGH_20180804_0_L2A/L2A_PVI.tif',\n",
       "     'title': 'True color image',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'thumbnail': {'roles': ['thumbnail'],\n",
       "     'href': 'https://roda.sentinel-hub.com/sentinel-s2-l1c/tiles/34/S/GH/2018/8/4/0/preview.jpg',\n",
       "     'title': 'Thumbnail',\n",
       "     'type': 'image/png'},\n",
       "    'metadata': {'roles': ['metadata'],\n",
       "     'href': 'https://roda.sentinel-hub.com/sentinel-s2-l2a/tiles/34/S/GH/2018/8/4/0/metadata.xml',\n",
       "     'title': 'Original XML metadata',\n",
       "     'type': 'application/xml'},\n",
       "    'B11': {'proj:shape': [5490, 5490],\n",
       "     'proj:transform': [20, 0, 699960, 0, -20, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.143,\n",
       "       'center_wavelength': 1.6137,\n",
       "       'name': 'B11',\n",
       "       'common_name': 'swir16'}],\n",
       "     'gsd': 20,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/8/S2B_34SGH_20180804_0_L2A/B11.tif',\n",
       "     'title': 'Band 11 (swir16)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B01': {'proj:shape': [1830, 1830],\n",
       "     'proj:transform': [60, 0, 699960, 0, -60, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.027,\n",
       "       'center_wavelength': 0.4439,\n",
       "       'name': 'B01',\n",
       "       'common_name': 'coastal'}],\n",
       "     'gsd': 60,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/8/S2B_34SGH_20180804_0_L2A/B01.tif',\n",
       "     'title': 'Band 1 (coastal)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B12': {'proj:shape': [5490, 5490],\n",
       "     'proj:transform': [20, 0, 699960, 0, -20, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.242,\n",
       "       'center_wavelength': 2.22024,\n",
       "       'name': 'B12',\n",
       "       'common_name': 'swir22'}],\n",
       "     'gsd': 20,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/8/S2B_34SGH_20180804_0_L2A/B12.tif',\n",
       "     'title': 'Band 12 (swir22)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B02': {'proj:shape': [10980, 10980],\n",
       "     'proj:transform': [10, 0, 699960, 0, -10, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.098,\n",
       "       'center_wavelength': 0.4966,\n",
       "       'name': 'B02',\n",
       "       'common_name': 'blue'}],\n",
       "     'gsd': 10,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/8/S2B_34SGH_20180804_0_L2A/B02.tif',\n",
       "     'title': 'Band 2 (blue)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B03': {'proj:shape': [10980, 10980],\n",
       "     'proj:transform': [10, 0, 699960, 0, -10, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.045,\n",
       "       'center_wavelength': 0.56,\n",
       "       'name': 'B03',\n",
       "       'common_name': 'green'}],\n",
       "     'gsd': 10,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/8/S2B_34SGH_20180804_0_L2A/B03.tif',\n",
       "     'title': 'Band 3 (green)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B04': {'proj:shape': [10980, 10980],\n",
       "     'proj:transform': [10, 0, 699960, 0, -10, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.038,\n",
       "       'center_wavelength': 0.6645,\n",
       "       'name': 'B04',\n",
       "       'common_name': 'red'}],\n",
       "     'gsd': 10,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/8/S2B_34SGH_20180804_0_L2A/B04.tif',\n",
       "     'title': 'Band 4 (red)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'AOT': {'proj:shape': [1830, 1830],\n",
       "     'proj:transform': [60, 0, 699960, 0, -60, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/8/S2B_34SGH_20180804_0_L2A/AOT.tif',\n",
       "     'title': 'Aerosol Optical Thickness (AOT)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B05': {'proj:shape': [5490, 5490],\n",
       "     'proj:transform': [20, 0, 699960, 0, -20, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.019,\n",
       "       'center_wavelength': 0.7039,\n",
       "       'name': 'B05'}],\n",
       "     'gsd': 20,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/8/S2B_34SGH_20180804_0_L2A/B05.tif',\n",
       "     'title': 'Band 5',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B06': {'proj:shape': [5490, 5490],\n",
       "     'proj:transform': [20, 0, 699960, 0, -20, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.018,\n",
       "       'center_wavelength': 0.7402,\n",
       "       'name': 'B06'}],\n",
       "     'gsd': 20,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/8/S2B_34SGH_20180804_0_L2A/B06.tif',\n",
       "     'title': 'Band 6',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B07': {'proj:shape': [5490, 5490],\n",
       "     'proj:transform': [20, 0, 699960, 0, -20, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.028,\n",
       "       'center_wavelength': 0.7825,\n",
       "       'name': 'B07'}],\n",
       "     'gsd': 20,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/8/S2B_34SGH_20180804_0_L2A/B07.tif',\n",
       "     'title': 'Band 7',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B08': {'proj:shape': [10980, 10980],\n",
       "     'proj:transform': [10, 0, 699960, 0, -10, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.145,\n",
       "       'center_wavelength': 0.8351,\n",
       "       'name': 'B08',\n",
       "       'common_name': 'nir'}],\n",
       "     'gsd': 10,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/8/S2B_34SGH_20180804_0_L2A/B08.tif',\n",
       "     'title': 'Band 8 (nir)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B8A': {'proj:shape': [5490, 5490],\n",
       "     'proj:transform': [20, 0, 699960, 0, -20, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.033,\n",
       "       'center_wavelength': 0.8648,\n",
       "       'name': 'B8A'}],\n",
       "     'gsd': 20,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/8/S2B_34SGH_20180804_0_L2A/B8A.tif',\n",
       "     'title': 'Band 8A',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B09': {'proj:shape': [1830, 1830],\n",
       "     'proj:transform': [60, 0, 699960, 0, -60, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.026,\n",
       "       'center_wavelength': 0.945,\n",
       "       'name': 'B09'}],\n",
       "     'gsd': 60,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/8/S2B_34SGH_20180804_0_L2A/B09.tif',\n",
       "     'title': 'Band 9',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'WVP': {'proj:shape': [10980, 10980],\n",
       "     'proj:transform': [10, 0, 699960, 0, -10, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/8/S2B_34SGH_20180804_0_L2A/WVP.tif',\n",
       "     'title': 'Water Vapour (WVP)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'visual': {'proj:shape': [10980, 10980],\n",
       "     'proj:transform': [10, 0, 699960, 0, -10, 4300020, 0, 0, 1],\n",
       "     'roles': ['overview'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.038,\n",
       "       'center_wavelength': 0.6645,\n",
       "       'name': 'B04',\n",
       "       'common_name': 'red'},\n",
       "      {'full_width_half_max': 0.045,\n",
       "       'center_wavelength': 0.56,\n",
       "       'name': 'B03',\n",
       "       'common_name': 'green'},\n",
       "      {'full_width_half_max': 0.098,\n",
       "       'center_wavelength': 0.4966,\n",
       "       'name': 'B02',\n",
       "       'common_name': 'blue'}],\n",
       "     'gsd': 10,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/8/S2B_34SGH_20180804_0_L2A/TCI.tif',\n",
       "     'title': 'True color image',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
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       "     'proj:transform': [20, 0, 699960, 0, -20, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
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       "     'title': 'Scene Classification Map (SCL)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'info': {'roles': ['metadata'],\n",
       "     'href': 'https://roda.sentinel-hub.com/sentinel-s2-l2a/tiles/34/S/GH/2018/8/4/0/tileInfo.json',\n",
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       "   'properties.sentinel:boa_offset_applied': False,\n",
       "   'geometry': {'coordinates': [[[24.5183513286846, 37.80686636747335],\n",
       "      [23.272375824889362, 37.8375209720972],\n",
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       "   'links': [{'rel': 'self',\n",
       "     'href': 'https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a-cogs/items/S2B_34SGH_20180804_0_L2A'},\n",
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       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/8/S2B_34SGH_20180804_0_L2A/S2B_34SGH_20180804_0_L2A.json',\n",
       "     'type': 'application/json'},\n",
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       "     'title': 'Source STAC Item',\n",
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       "    {'rel': 'parent',\n",
       "     'href': 'https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a-cogs'},\n",
       "    {'rel': 'collection',\n",
       "     'href': 'https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a-cogs'},\n",
       "    {'rel': 'root', 'href': 'https://earth-search.aws.element84.com/v0/'}],\n",
       "   'id': 'S2B_34SGH_20180804_0_L2A',\n",
       "   'collection': 'sentinel-s2-l2a-cogs',\n",
       "   'type': 'Feature',\n",
       "   'stac_extensions': ['eo', 'view', 'proj'],\n",
       "   'properties': {'created': '2020-09-06T09:42:17.858Z',\n",
       "    'sentinel:product_id': 'S2B_MSIL2A_20180804T090549_N0208_R050_T34SGH_20180804T142040',\n",
       "    'sentinel:sequence': '0',\n",
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       "    'sentinel:valid_cloud_cover': True,\n",
       "    'platform': 'sentinel-2b',\n",
       "    'sentinel:utm_zone': 34,\n",
       "    'proj:epsg': 32634,\n",
       "    'sentinel:grid_square': 'GH',\n",
       "    'datetime': '2018-08-04T09:10:49Z',\n",
       "    'instruments': ['msi'],\n",
       "    'constellation': 'sentinel-2',\n",
       "    'eo:cloud_cover': 4.4,\n",
       "    'gsd': 10,\n",
       "    'sentinel:latitude_band': 'S',\n",
       "    'sentinel:data_coverage': 100,\n",
       "    'updated': '2020-09-06T09:42:17.858Z'}},\n",
       "  {'stac_version': '1.0.0-beta.2',\n",
       "   'assets': {'overview': {'proj:shape': [343, 343],\n",
       "     'proj:transform': [320, 0, 199980, 0, -320, 4300020, 0, 0, 1],\n",
       "     'roles': ['overview'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.038,\n",
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       "      {'full_width_half_max': 0.045,\n",
       "       'center_wavelength': 0.56,\n",
       "       'name': 'B03',\n",
       "       'common_name': 'green'},\n",
       "      {'full_width_half_max': 0.098,\n",
       "       'center_wavelength': 0.4966,\n",
       "       'name': 'B02',\n",
       "       'common_name': 'blue'}],\n",
       "     'gsd': 10,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/35/S/KC/2018/8/S2B_35SKC_20180804_0_L2A/L2A_PVI.tif',\n",
       "     'title': 'True color image',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'thumbnail': {'roles': ['thumbnail'],\n",
       "     'href': 'https://roda.sentinel-hub.com/sentinel-s2-l1c/tiles/35/S/KC/2018/8/4/0/preview.jpg',\n",
       "     'title': 'Thumbnail',\n",
       "     'type': 'image/png'},\n",
       "    'metadata': {'roles': ['metadata'],\n",
       "     'href': 'https://roda.sentinel-hub.com/sentinel-s2-l2a/tiles/35/S/KC/2018/8/4/0/metadata.xml',\n",
       "     'title': 'Original XML metadata',\n",
       "     'type': 'application/xml'},\n",
       "    'B11': {'proj:shape': [5490, 5490],\n",
       "     'proj:transform': [20, 0, 199980, 0, -20, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.143,\n",
       "       'center_wavelength': 1.6137,\n",
       "       'name': 'B11',\n",
       "       'common_name': 'swir16'}],\n",
       "     'gsd': 20,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/35/S/KC/2018/8/S2B_35SKC_20180804_0_L2A/B11.tif',\n",
       "     'title': 'Band 11 (swir16)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B01': {'proj:shape': [1830, 1830],\n",
       "     'proj:transform': [60, 0, 199980, 0, -60, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.027,\n",
       "       'center_wavelength': 0.4439,\n",
       "       'name': 'B01',\n",
       "       'common_name': 'coastal'}],\n",
       "     'gsd': 60,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/35/S/KC/2018/8/S2B_35SKC_20180804_0_L2A/B01.tif',\n",
       "     'title': 'Band 1 (coastal)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B12': {'proj:shape': [5490, 5490],\n",
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       "     'eo:bands': [{'full_width_half_max': 0.242,\n",
       "       'center_wavelength': 2.22024,\n",
       "       'name': 'B12',\n",
       "       'common_name': 'swir22'}],\n",
       "     'gsd': 20,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/35/S/KC/2018/8/S2B_35SKC_20180804_0_L2A/B12.tif',\n",
       "     'title': 'Band 12 (swir22)',\n",
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       "    'B02': {'proj:shape': [10980, 10980],\n",
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       "       'common_name': 'blue'}],\n",
       "     'gsd': 10,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/35/S/KC/2018/8/S2B_35SKC_20180804_0_L2A/B02.tif',\n",
       "     'title': 'Band 2 (blue)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B03': {'proj:shape': [10980, 10980],\n",
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       "     'eo:bands': [{'full_width_half_max': 0.045,\n",
       "       'center_wavelength': 0.56,\n",
       "       'name': 'B03',\n",
       "       'common_name': 'green'}],\n",
       "     'gsd': 10,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/35/S/KC/2018/8/S2B_35SKC_20180804_0_L2A/B03.tif',\n",
       "     'title': 'Band 3 (green)',\n",
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       "       'common_name': 'red'}],\n",
       "     'gsd': 10,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/35/S/KC/2018/8/S2B_35SKC_20180804_0_L2A/B04.tif',\n",
       "     'title': 'Band 4 (red)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'AOT': {'proj:shape': [1830, 1830],\n",
       "     'proj:transform': [60, 0, 199980, 0, -60, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/35/S/KC/2018/8/S2B_35SKC_20180804_0_L2A/AOT.tif',\n",
       "     'title': 'Aerosol Optical Thickness (AOT)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B05': {'proj:shape': [5490, 5490],\n",
       "     'proj:transform': [20, 0, 199980, 0, -20, 4300020, 0, 0, 1],\n",
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       "     'eo:bands': [{'full_width_half_max': 0.019,\n",
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       "       'name': 'B05'}],\n",
       "     'gsd': 20,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/35/S/KC/2018/8/S2B_35SKC_20180804_0_L2A/B05.tif',\n",
       "     'title': 'Band 5',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B06': {'proj:shape': [5490, 5490],\n",
       "     'proj:transform': [20, 0, 199980, 0, -20, 4300020, 0, 0, 1],\n",
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       "       'center_wavelength': 0.7402,\n",
       "       'name': 'B06'}],\n",
       "     'gsd': 20,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/35/S/KC/2018/8/S2B_35SKC_20180804_0_L2A/B06.tif',\n",
       "     'title': 'Band 6',\n",
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       "     'title': 'Band 7',\n",
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       "     'title': 'Band 8A',\n",
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       "     'title': 'Band 9',\n",
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       "     'title': 'Water Vapour (WVP)',\n",
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       "     'title': 'True color image',\n",
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       "     'title': 'Scene Classification Map (SCL)',\n",
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       "     'href': 'https://roda.sentinel-hub.com/sentinel-s2-l2a/tiles/35/S/KC/2018/8/4/0/tileInfo.json',\n",
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       "  {'stac_version': '1.0.0-beta.2',\n",
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       "       'name': 'B03',\n",
       "       'common_name': 'green'},\n",
       "      {'full_width_half_max': 0.098,\n",
       "       'center_wavelength': 0.4966,\n",
       "       'name': 'B02',\n",
       "       'common_name': 'blue'}],\n",
       "     'gsd': 10,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/35/S/KC/2018/7/S2B_35SKC_20180725_0_L2A/L2A_PVI.tif',\n",
       "     'title': 'True color image',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'thumbnail': {'roles': ['thumbnail'],\n",
       "     'href': 'https://roda.sentinel-hub.com/sentinel-s2-l1c/tiles/35/S/KC/2018/7/25/0/preview.jpg',\n",
       "     'title': 'Thumbnail',\n",
       "     'type': 'image/png'},\n",
       "    'metadata': {'roles': ['metadata'],\n",
       "     'href': 'https://roda.sentinel-hub.com/sentinel-s2-l2a/tiles/35/S/KC/2018/7/25/0/metadata.xml',\n",
       "     'title': 'Original XML metadata',\n",
       "     'type': 'application/xml'},\n",
       "    'B11': {'proj:shape': [5490, 5490],\n",
       "     'proj:transform': [20, 0, 199980, 0, -20, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.143,\n",
       "       'center_wavelength': 1.6137,\n",
       "       'name': 'B11',\n",
       "       'common_name': 'swir16'}],\n",
       "     'gsd': 20,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/35/S/KC/2018/7/S2B_35SKC_20180725_0_L2A/B11.tif',\n",
       "     'title': 'Band 11 (swir16)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B01': {'proj:shape': [1830, 1830],\n",
       "     'proj:transform': [60, 0, 199980, 0, -60, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.027,\n",
       "       'center_wavelength': 0.4439,\n",
       "       'name': 'B01',\n",
       "       'common_name': 'coastal'}],\n",
       "     'gsd': 60,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/35/S/KC/2018/7/S2B_35SKC_20180725_0_L2A/B01.tif',\n",
       "     'title': 'Band 1 (coastal)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B12': {'proj:shape': [5490, 5490],\n",
       "     'proj:transform': [20, 0, 199980, 0, -20, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.242,\n",
       "       'center_wavelength': 2.22024,\n",
       "       'name': 'B12',\n",
       "       'common_name': 'swir22'}],\n",
       "     'gsd': 20,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/35/S/KC/2018/7/S2B_35SKC_20180725_0_L2A/B12.tif',\n",
       "     'title': 'Band 12 (swir22)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B02': {'proj:shape': [10980, 10980],\n",
       "     'proj:transform': [10, 0, 199980, 0, -10, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.098,\n",
       "       'center_wavelength': 0.4966,\n",
       "       'name': 'B02',\n",
       "       'common_name': 'blue'}],\n",
       "     'gsd': 10,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/35/S/KC/2018/7/S2B_35SKC_20180725_0_L2A/B02.tif',\n",
       "     'title': 'Band 2 (blue)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B03': {'proj:shape': [10980, 10980],\n",
       "     'proj:transform': [10, 0, 199980, 0, -10, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.045,\n",
       "       'center_wavelength': 0.56,\n",
       "       'name': 'B03',\n",
       "       'common_name': 'green'}],\n",
       "     'gsd': 10,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/35/S/KC/2018/7/S2B_35SKC_20180725_0_L2A/B03.tif',\n",
       "     'title': 'Band 3 (green)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B04': {'proj:shape': [10980, 10980],\n",
       "     'proj:transform': [10, 0, 199980, 0, -10, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.038,\n",
       "       'center_wavelength': 0.6645,\n",
       "       'name': 'B04',\n",
       "       'common_name': 'red'}],\n",
       "     'gsd': 10,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/35/S/KC/2018/7/S2B_35SKC_20180725_0_L2A/B04.tif',\n",
       "     'title': 'Band 4 (red)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'AOT': {'proj:shape': [1830, 1830],\n",
       "     'proj:transform': [60, 0, 199980, 0, -60, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/35/S/KC/2018/7/S2B_35SKC_20180725_0_L2A/AOT.tif',\n",
       "     'title': 'Aerosol Optical Thickness (AOT)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B05': {'proj:shape': [5490, 5490],\n",
       "     'proj:transform': [20, 0, 199980, 0, -20, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.019,\n",
       "       'center_wavelength': 0.7039,\n",
       "       'name': 'B05'}],\n",
       "     'gsd': 20,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/35/S/KC/2018/7/S2B_35SKC_20180725_0_L2A/B05.tif',\n",
       "     'title': 'Band 5',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B06': {'proj:shape': [5490, 5490],\n",
       "     'proj:transform': [20, 0, 199980, 0, -20, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.018,\n",
       "       'center_wavelength': 0.7402,\n",
       "       'name': 'B06'}],\n",
       "     'gsd': 20,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/35/S/KC/2018/7/S2B_35SKC_20180725_0_L2A/B06.tif',\n",
       "     'title': 'Band 6',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B07': {'proj:shape': [5490, 5490],\n",
       "     'proj:transform': [20, 0, 199980, 0, -20, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.028,\n",
       "       'center_wavelength': 0.7825,\n",
       "       'name': 'B07'}],\n",
       "     'gsd': 20,\n",
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       "     'title': 'Band 7',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B08': {'proj:shape': [10980, 10980],\n",
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       "     'roles': ['data'],\n",
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       "       'center_wavelength': 0.8351,\n",
       "       'name': 'B08',\n",
       "       'common_name': 'nir'}],\n",
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       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/35/S/KC/2018/7/S2B_35SKC_20180725_0_L2A/B08.tif',\n",
       "     'title': 'Band 8 (nir)',\n",
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       "     'roles': ['data'],\n",
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       "       'center_wavelength': 0.8648,\n",
       "       'name': 'B8A'}],\n",
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       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/35/S/KC/2018/7/S2B_35SKC_20180725_0_L2A/B8A.tif',\n",
       "     'title': 'Band 8A',\n",
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       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/35/S/KC/2018/7/S2B_35SKC_20180725_0_L2A/B09.tif',\n",
       "     'title': 'Band 9',\n",
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       "     'proj:transform': [10, 0, 199980, 0, -10, 4300020, 0, 0, 1],\n",
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       "     'title': 'Water Vapour (WVP)',\n",
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       "     'title': 'True color image',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
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       "     'title': 'Scene Classification Map (SCL)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'info': {'roles': ['metadata'],\n",
       "     'href': 'https://roda.sentinel-hub.com/sentinel-s2-l2a/tiles/35/S/KC/2018/7/25/0/tileInfo.json',\n",
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       "   'id': 'S2B_35SKC_20180725_0_L2A',\n",
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       "   'properties': {'created': '2020-09-06T09:26:05.891Z',\n",
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       "  {'type': 'Feature',\n",
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       "   'properties': {'datetime': '2018-07-25T09:16:48Z',\n",
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       "    'sentinel:data_coverage': 100,\n",
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       "    'created': '2020-09-26T10:39:06.779Z',\n",
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       "   'collection': 'sentinel-s2-l2a-cogs',\n",
       "   'assets': {'thumbnail': {'title': 'Thumbnail',\n",
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       "     'href': 'https://roda.sentinel-hub.com/sentinel-s2-l1c/tiles/34/S/GH/2018/7/25/0/preview.jpg'},\n",
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       "       'center_wavelength': 0.4439,\n",
       "       'full_width_half_max': 0.027}],\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/7/S2B_34SGH_20180725_0_L2A/B01.tif',\n",
       "     'proj:shape': [1830, 1830],\n",
       "     'proj:transform': [60, 0, 699960, 0, -60, 4300020, 0, 0, 1]},\n",
       "    'B02': {'title': 'Band 2 (blue)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized',\n",
       "     'roles': ['data'],\n",
       "     'gsd': 10,\n",
       "     'eo:bands': [{'name': 'B02',\n",
       "       'common_name': 'blue',\n",
       "       'center_wavelength': 0.4966,\n",
       "       'full_width_half_max': 0.098}],\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/7/S2B_34SGH_20180725_0_L2A/B02.tif',\n",
       "     'proj:shape': [10980, 10980],\n",
       "     'proj:transform': [10, 0, 699960, 0, -10, 4300020, 0, 0, 1]},\n",
       "    'B03': {'title': 'Band 3 (green)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized',\n",
       "     'roles': ['data'],\n",
       "     'gsd': 10,\n",
       "     'eo:bands': [{'name': 'B03',\n",
       "       'common_name': 'green',\n",
       "       'center_wavelength': 0.56,\n",
       "       'full_width_half_max': 0.045}],\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/7/S2B_34SGH_20180725_0_L2A/B03.tif',\n",
       "     'proj:shape': [10980, 10980],\n",
       "     'proj:transform': [10, 0, 699960, 0, -10, 4300020, 0, 0, 1]},\n",
       "    'B04': {'title': 'Band 4 (red)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized',\n",
       "     'roles': ['data'],\n",
       "     'gsd': 10,\n",
       "     'eo:bands': [{'name': 'B04',\n",
       "       'common_name': 'red',\n",
       "       'center_wavelength': 0.6645,\n",
       "       'full_width_half_max': 0.038}],\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/7/S2B_34SGH_20180725_0_L2A/B04.tif',\n",
       "     'proj:shape': [10980, 10980],\n",
       "     'proj:transform': [10, 0, 699960, 0, -10, 4300020, 0, 0, 1]},\n",
       "    'B05': {'title': 'Band 5',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized',\n",
       "     'roles': ['data'],\n",
       "     'gsd': 20,\n",
       "     'eo:bands': [{'name': 'B05',\n",
       "       'center_wavelength': 0.7039,\n",
       "       'full_width_half_max': 0.019}],\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/7/S2B_34SGH_20180725_0_L2A/B05.tif',\n",
       "     'proj:shape': [5490, 5490],\n",
       "     'proj:transform': [20, 0, 699960, 0, -20, 4300020, 0, 0, 1]},\n",
       "    'B06': {'title': 'Band 6',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized',\n",
       "     'roles': ['data'],\n",
       "     'gsd': 20,\n",
       "     'eo:bands': [{'name': 'B06',\n",
       "       'center_wavelength': 0.7402,\n",
       "       'full_width_half_max': 0.018}],\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/7/S2B_34SGH_20180725_0_L2A/B06.tif',\n",
       "     'proj:shape': [5490, 5490],\n",
       "     'proj:transform': [20, 0, 699960, 0, -20, 4300020, 0, 0, 1]},\n",
       "    'B07': {'title': 'Band 7',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized',\n",
       "     'roles': ['data'],\n",
       "     'gsd': 20,\n",
       "     'eo:bands': [{'name': 'B07',\n",
       "       'center_wavelength': 0.7825,\n",
       "       'full_width_half_max': 0.028}],\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/7/S2B_34SGH_20180725_0_L2A/B07.tif',\n",
       "     'proj:shape': [5490, 5490],\n",
       "     'proj:transform': [20, 0, 699960, 0, -20, 4300020, 0, 0, 1]},\n",
       "    'B08': {'title': 'Band 8 (nir)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized',\n",
       "     'roles': ['data'],\n",
       "     'gsd': 10,\n",
       "     'eo:bands': [{'name': 'B08',\n",
       "       'common_name': 'nir',\n",
       "       'center_wavelength': 0.8351,\n",
       "       'full_width_half_max': 0.145}],\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/7/S2B_34SGH_20180725_0_L2A/B08.tif',\n",
       "     'proj:shape': [10980, 10980],\n",
       "     'proj:transform': [10, 0, 699960, 0, -10, 4300020, 0, 0, 1]},\n",
       "    'B8A': {'title': 'Band 8A',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized',\n",
       "     'roles': ['data'],\n",
       "     'gsd': 20,\n",
       "     'eo:bands': [{'name': 'B8A',\n",
       "       'center_wavelength': 0.8648,\n",
       "       'full_width_half_max': 0.033}],\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/7/S2B_34SGH_20180725_0_L2A/B8A.tif',\n",
       "     'proj:shape': [5490, 5490],\n",
       "     'proj:transform': [20, 0, 699960, 0, -20, 4300020, 0, 0, 1]},\n",
       "    'B09': {'title': 'Band 9',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized',\n",
       "     'roles': ['data'],\n",
       "     'gsd': 60,\n",
       "     'eo:bands': [{'name': 'B09',\n",
       "       'center_wavelength': 0.945,\n",
       "       'full_width_half_max': 0.026}],\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/7/S2B_34SGH_20180725_0_L2A/B09.tif',\n",
       "     'proj:shape': [1830, 1830],\n",
       "     'proj:transform': [60, 0, 699960, 0, -60, 4300020, 0, 0, 1]},\n",
       "    'B11': {'title': 'Band 11 (swir16)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized',\n",
       "     'roles': ['data'],\n",
       "     'gsd': 20,\n",
       "     'eo:bands': [{'name': 'B11',\n",
       "       'common_name': 'swir16',\n",
       "       'center_wavelength': 1.6137,\n",
       "       'full_width_half_max': 0.143}],\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/7/S2B_34SGH_20180725_0_L2A/B11.tif',\n",
       "     'proj:shape': [5490, 5490],\n",
       "     'proj:transform': [20, 0, 699960, 0, -20, 4300020, 0, 0, 1]},\n",
       "    'B12': {'title': 'Band 12 (swir22)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized',\n",
       "     'roles': ['data'],\n",
       "     'gsd': 20,\n",
       "     'eo:bands': [{'name': 'B12',\n",
       "       'common_name': 'swir22',\n",
       "       'center_wavelength': 2.22024,\n",
       "       'full_width_half_max': 0.242}],\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/7/S2B_34SGH_20180725_0_L2A/B12.tif',\n",
       "     'proj:shape': [5490, 5490],\n",
       "     'proj:transform': [20, 0, 699960, 0, -20, 4300020, 0, 0, 1]},\n",
       "    'AOT': {'title': 'Aerosol Optical Thickness (AOT)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized',\n",
       "     'roles': ['data'],\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/7/S2B_34SGH_20180725_0_L2A/AOT.tif',\n",
       "     'proj:shape': [1830, 1830],\n",
       "     'proj:transform': [60, 0, 699960, 0, -60, 4300020, 0, 0, 1]},\n",
       "    'WVP': {'title': 'Water Vapour (WVP)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized',\n",
       "     'roles': ['data'],\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/7/S2B_34SGH_20180725_0_L2A/WVP.tif',\n",
       "     'proj:shape': [10980, 10980],\n",
       "     'proj:transform': [10, 0, 699960, 0, -10, 4300020, 0, 0, 1]},\n",
       "    'SCL': {'title': 'Scene Classification Map (SCL)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized',\n",
       "     'roles': ['data'],\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/7/S2B_34SGH_20180725_0_L2A/SCL.tif',\n",
       "     'proj:shape': [5490, 5490],\n",
       "     'proj:transform': [20, 0, 699960, 0, -20, 4300020, 0, 0, 1]}},\n",
       "   'links': [{'rel': 'self',\n",
       "     'href': 'https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a-cogs/items/S2B_34SGH_20180725_0_L2A'},\n",
       "    {'rel': 'canonical',\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/7/S2B_34SGH_20180725_0_L2A/S2B_34SGH_20180725_0_L2A.json',\n",
       "     'type': 'application/json'},\n",
       "    {'title': 'Source STAC Item',\n",
       "     'rel': 'derived_from',\n",
       "     'href': 'https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a/items/S2B_34SGH_20180725_0_L2A',\n",
       "     'type': 'application/json'},\n",
       "    {'rel': 'parent',\n",
       "     'href': 'https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a-cogs'},\n",
       "    {'rel': 'collection',\n",
       "     'href': 'https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a-cogs'},\n",
       "    {'rel': 'root', 'href': 'https://earth-search.aws.element84.com/v0/'}]},\n",
       "  {'stac_version': '1.0.0-beta.2',\n",
       "   'assets': {'overview': {'proj:shape': [343, 343],\n",
       "     'proj:transform': [320, 0, 699960, 0, -320, 4300020, 0, 0, 1],\n",
       "     'roles': ['overview'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.038,\n",
       "       'center_wavelength': 0.6645,\n",
       "       'name': 'B04',\n",
       "       'common_name': 'red'},\n",
       "      {'full_width_half_max': 0.045,\n",
       "       'center_wavelength': 0.56,\n",
       "       'name': 'B03',\n",
       "       'common_name': 'green'},\n",
       "      {'full_width_half_max': 0.098,\n",
       "       'center_wavelength': 0.4966,\n",
       "       'name': 'B02',\n",
       "       'common_name': 'blue'}],\n",
       "     'gsd': 10,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/7/S2A_34SGH_20180720_0_L2A/L2A_PVI.tif',\n",
       "     'title': 'True color image',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'thumbnail': {'roles': ['thumbnail'],\n",
       "     'href': 'https://roda.sentinel-hub.com/sentinel-s2-l1c/tiles/34/S/GH/2018/7/20/0/preview.jpg',\n",
       "     'title': 'Thumbnail',\n",
       "     'type': 'image/png'},\n",
       "    'metadata': {'roles': ['metadata'],\n",
       "     'href': 'https://roda.sentinel-hub.com/sentinel-s2-l2a/tiles/34/S/GH/2018/7/20/0/metadata.xml',\n",
       "     'title': 'Original XML metadata',\n",
       "     'type': 'application/xml'},\n",
       "    'B11': {'proj:shape': [5490, 5490],\n",
       "     'proj:transform': [20, 0, 699960, 0, -20, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.143,\n",
       "       'center_wavelength': 1.6137,\n",
       "       'name': 'B11',\n",
       "       'common_name': 'swir16'}],\n",
       "     'gsd': 20,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/7/S2A_34SGH_20180720_0_L2A/B11.tif',\n",
       "     'title': 'Band 11 (swir16)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B01': {'proj:shape': [1830, 1830],\n",
       "     'proj:transform': [60, 0, 699960, 0, -60, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.027,\n",
       "       'center_wavelength': 0.4439,\n",
       "       'name': 'B01',\n",
       "       'common_name': 'coastal'}],\n",
       "     'gsd': 60,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/7/S2A_34SGH_20180720_0_L2A/B01.tif',\n",
       "     'title': 'Band 1 (coastal)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B12': {'proj:shape': [5490, 5490],\n",
       "     'proj:transform': [20, 0, 699960, 0, -20, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.242,\n",
       "       'center_wavelength': 2.22024,\n",
       "       'name': 'B12',\n",
       "       'common_name': 'swir22'}],\n",
       "     'gsd': 20,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/7/S2A_34SGH_20180720_0_L2A/B12.tif',\n",
       "     'title': 'Band 12 (swir22)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B02': {'proj:shape': [10980, 10980],\n",
       "     'proj:transform': [10, 0, 699960, 0, -10, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.098,\n",
       "       'center_wavelength': 0.4966,\n",
       "       'name': 'B02',\n",
       "       'common_name': 'blue'}],\n",
       "     'gsd': 10,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/7/S2A_34SGH_20180720_0_L2A/B02.tif',\n",
       "     'title': 'Band 2 (blue)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B03': {'proj:shape': [10980, 10980],\n",
       "     'proj:transform': [10, 0, 699960, 0, -10, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.045,\n",
       "       'center_wavelength': 0.56,\n",
       "       'name': 'B03',\n",
       "       'common_name': 'green'}],\n",
       "     'gsd': 10,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/7/S2A_34SGH_20180720_0_L2A/B03.tif',\n",
       "     'title': 'Band 3 (green)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B04': {'proj:shape': [10980, 10980],\n",
       "     'proj:transform': [10, 0, 699960, 0, -10, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.038,\n",
       "       'center_wavelength': 0.6645,\n",
       "       'name': 'B04',\n",
       "       'common_name': 'red'}],\n",
       "     'gsd': 10,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/7/S2A_34SGH_20180720_0_L2A/B04.tif',\n",
       "     'title': 'Band 4 (red)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'AOT': {'proj:shape': [1830, 1830],\n",
       "     'proj:transform': [60, 0, 699960, 0, -60, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/7/S2A_34SGH_20180720_0_L2A/AOT.tif',\n",
       "     'title': 'Aerosol Optical Thickness (AOT)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B05': {'proj:shape': [5490, 5490],\n",
       "     'proj:transform': [20, 0, 699960, 0, -20, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.019,\n",
       "       'center_wavelength': 0.7039,\n",
       "       'name': 'B05'}],\n",
       "     'gsd': 20,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/7/S2A_34SGH_20180720_0_L2A/B05.tif',\n",
       "     'title': 'Band 5',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B06': {'proj:shape': [5490, 5490],\n",
       "     'proj:transform': [20, 0, 699960, 0, -20, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.018,\n",
       "       'center_wavelength': 0.7402,\n",
       "       'name': 'B06'}],\n",
       "     'gsd': 20,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/7/S2A_34SGH_20180720_0_L2A/B06.tif',\n",
       "     'title': 'Band 6',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B07': {'proj:shape': [5490, 5490],\n",
       "     'proj:transform': [20, 0, 699960, 0, -20, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.028,\n",
       "       'center_wavelength': 0.7825,\n",
       "       'name': 'B07'}],\n",
       "     'gsd': 20,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/7/S2A_34SGH_20180720_0_L2A/B07.tif',\n",
       "     'title': 'Band 7',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B08': {'proj:shape': [10980, 10980],\n",
       "     'proj:transform': [10, 0, 699960, 0, -10, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.145,\n",
       "       'center_wavelength': 0.8351,\n",
       "       'name': 'B08',\n",
       "       'common_name': 'nir'}],\n",
       "     'gsd': 10,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/7/S2A_34SGH_20180720_0_L2A/B08.tif',\n",
       "     'title': 'Band 8 (nir)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B8A': {'proj:shape': [5490, 5490],\n",
       "     'proj:transform': [20, 0, 699960, 0, -20, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.033,\n",
       "       'center_wavelength': 0.8648,\n",
       "       'name': 'B8A'}],\n",
       "     'gsd': 20,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/7/S2A_34SGH_20180720_0_L2A/B8A.tif',\n",
       "     'title': 'Band 8A',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
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       "       'center_wavelength': 0.945,\n",
       "       'name': 'B09'}],\n",
       "     'gsd': 60,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/7/S2A_34SGH_20180720_0_L2A/B09.tif',\n",
       "     'title': 'Band 9',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
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       "     'proj:transform': [10, 0, 699960, 0, -10, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/7/S2A_34SGH_20180720_0_L2A/WVP.tif',\n",
       "     'title': 'Water Vapour (WVP)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'visual': {'proj:shape': [10980, 10980],\n",
       "     'proj:transform': [10, 0, 699960, 0, -10, 4300020, 0, 0, 1],\n",
       "     'roles': ['overview'],\n",
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       "       'center_wavelength': 0.6645,\n",
       "       'name': 'B04',\n",
       "       'common_name': 'red'},\n",
       "      {'full_width_half_max': 0.045,\n",
       "       'center_wavelength': 0.56,\n",
       "       'name': 'B03',\n",
       "       'common_name': 'green'},\n",
       "      {'full_width_half_max': 0.098,\n",
       "       'center_wavelength': 0.4966,\n",
       "       'name': 'B02',\n",
       "       'common_name': 'blue'}],\n",
       "     'gsd': 10,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/7/S2A_34SGH_20180720_0_L2A/TCI.tif',\n",
       "     'title': 'True color image',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'SCL': {'proj:shape': [5490, 5490],\n",
       "     'proj:transform': [20, 0, 699960, 0, -20, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/7/S2A_34SGH_20180720_0_L2A/SCL.tif',\n",
       "     'title': 'Scene Classification Map (SCL)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'info': {'roles': ['metadata'],\n",
       "     'href': 'https://roda.sentinel-hub.com/sentinel-s2-l2a/tiles/34/S/GH/2018/7/20/0/tileInfo.json',\n",
       "     'title': 'Original JSON metadata',\n",
       "     'type': 'application/json'}},\n",
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       "    24.566440855049226,\n",
       "    38.82627247685841],\n",
       "   'properties.sentinel:boa_offset_applied': False,\n",
       "   'geometry': {'coordinates': [[[24.5183513286846, 37.80686636747335],\n",
       "      [23.272375824889362, 37.8375209720972],\n",
       "      [23.303481623796433, 38.82627247685841],\n",
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       "      [24.5183513286846, 37.80686636747335]]],\n",
       "    'type': 'Polygon'},\n",
       "   'links': [{'rel': 'self',\n",
       "     'href': 'https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a-cogs/items/S2A_34SGH_20180720_0_L2A'},\n",
       "    {'rel': 'canonical',\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/7/S2A_34SGH_20180720_0_L2A/S2A_34SGH_20180720_0_L2A.json',\n",
       "     'type': 'application/json'},\n",
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       "     'title': 'Source STAC Item',\n",
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       "    {'rel': 'parent',\n",
       "     'href': 'https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a-cogs'},\n",
       "    {'rel': 'collection',\n",
       "     'href': 'https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a-cogs'},\n",
       "    {'rel': 'root', 'href': 'https://earth-search.aws.element84.com/v0/'}],\n",
       "   'id': 'S2A_34SGH_20180720_0_L2A',\n",
       "   'collection': 'sentinel-s2-l2a-cogs',\n",
       "   'type': 'Feature',\n",
       "   'stac_extensions': ['eo', 'view', 'proj'],\n",
       "   'properties': {'created': '2020-09-26T03:04:18.274Z',\n",
       "    'sentinel:product_id': 'S2A_MSIL2A_20180720T090601_N0208_R050_T34SGH_20180720T121049',\n",
       "    'sentinel:sequence': '0',\n",
       "    'view:off_nadir': 0,\n",
       "    'sentinel:valid_cloud_cover': True,\n",
       "    'platform': 'sentinel-2a',\n",
       "    'sentinel:utm_zone': 34,\n",
       "    'proj:epsg': 32634,\n",
       "    'sentinel:grid_square': 'GH',\n",
       "    'datetime': '2018-07-20T09:16:44Z',\n",
       "    'instruments': ['msi'],\n",
       "    'constellation': 'sentinel-2',\n",
       "    'eo:cloud_cover': 6.5,\n",
       "    'gsd': 10,\n",
       "    'sentinel:latitude_band': 'S',\n",
       "    'sentinel:data_coverage': 100,\n",
       "    'updated': '2020-09-26T03:04:18.274Z'}},\n",
       "  {'stac_version': '1.0.0-beta.2',\n",
       "   'assets': {'overview': {'proj:shape': [343, 343],\n",
       "     'proj:transform': [320, 0, 199980, 0, -320, 4300020, 0, 0, 1],\n",
       "     'roles': ['overview'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.038,\n",
       "       'center_wavelength': 0.6645,\n",
       "       'name': 'B04',\n",
       "       'common_name': 'red'},\n",
       "      {'full_width_half_max': 0.045,\n",
       "       'center_wavelength': 0.56,\n",
       "       'name': 'B03',\n",
       "       'common_name': 'green'},\n",
       "      {'full_width_half_max': 0.098,\n",
       "       'center_wavelength': 0.4966,\n",
       "       'name': 'B02',\n",
       "       'common_name': 'blue'}],\n",
       "     'gsd': 10,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/35/S/KC/2018/7/S2A_35SKC_20180720_0_L2A/L2A_PVI.tif',\n",
       "     'title': 'True color image',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'thumbnail': {'roles': ['thumbnail'],\n",
       "     'href': 'https://roda.sentinel-hub.com/sentinel-s2-l1c/tiles/35/S/KC/2018/7/20/0/preview.jpg',\n",
       "     'title': 'Thumbnail',\n",
       "     'type': 'image/png'},\n",
       "    'metadata': {'roles': ['metadata'],\n",
       "     'href': 'https://roda.sentinel-hub.com/sentinel-s2-l2a/tiles/35/S/KC/2018/7/20/0/metadata.xml',\n",
       "     'title': 'Original XML metadata',\n",
       "     'type': 'application/xml'},\n",
       "    'B11': {'proj:shape': [5490, 5490],\n",
       "     'proj:transform': [20, 0, 199980, 0, -20, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.143,\n",
       "       'center_wavelength': 1.6137,\n",
       "       'name': 'B11',\n",
       "       'common_name': 'swir16'}],\n",
       "     'gsd': 20,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/35/S/KC/2018/7/S2A_35SKC_20180720_0_L2A/B11.tif',\n",
       "     'title': 'Band 11 (swir16)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B01': {'proj:shape': [1830, 1830],\n",
       "     'proj:transform': [60, 0, 199980, 0, -60, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.027,\n",
       "       'center_wavelength': 0.4439,\n",
       "       'name': 'B01',\n",
       "       'common_name': 'coastal'}],\n",
       "     'gsd': 60,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/35/S/KC/2018/7/S2A_35SKC_20180720_0_L2A/B01.tif',\n",
       "     'title': 'Band 1 (coastal)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B12': {'proj:shape': [5490, 5490],\n",
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       "     'eo:bands': [{'full_width_half_max': 0.242,\n",
       "       'center_wavelength': 2.22024,\n",
       "       'name': 'B12',\n",
       "       'common_name': 'swir22'}],\n",
       "     'gsd': 20,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/35/S/KC/2018/7/S2A_35SKC_20180720_0_L2A/B12.tif',\n",
       "     'title': 'Band 12 (swir22)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B02': {'proj:shape': [10980, 10980],\n",
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       "       'center_wavelength': 0.4966,\n",
       "       'name': 'B02',\n",
       "       'common_name': 'blue'}],\n",
       "     'gsd': 10,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/35/S/KC/2018/7/S2A_35SKC_20180720_0_L2A/B02.tif',\n",
       "     'title': 'Band 2 (blue)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B03': {'proj:shape': [10980, 10980],\n",
       "     'proj:transform': [10, 0, 199980, 0, -10, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.045,\n",
       "       'center_wavelength': 0.56,\n",
       "       'name': 'B03',\n",
       "       'common_name': 'green'}],\n",
       "     'gsd': 10,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/35/S/KC/2018/7/S2A_35SKC_20180720_0_L2A/B03.tif',\n",
       "     'title': 'Band 3 (green)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B04': {'proj:shape': [10980, 10980],\n",
       "     'proj:transform': [10, 0, 199980, 0, -10, 4300020, 0, 0, 1],\n",
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       "     'eo:bands': [{'full_width_half_max': 0.038,\n",
       "       'center_wavelength': 0.6645,\n",
       "       'name': 'B04',\n",
       "       'common_name': 'red'}],\n",
       "     'gsd': 10,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/35/S/KC/2018/7/S2A_35SKC_20180720_0_L2A/B04.tif',\n",
       "     'title': 'Band 4 (red)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'AOT': {'proj:shape': [1830, 1830],\n",
       "     'proj:transform': [60, 0, 199980, 0, -60, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/35/S/KC/2018/7/S2A_35SKC_20180720_0_L2A/AOT.tif',\n",
       "     'title': 'Aerosol Optical Thickness (AOT)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B05': {'proj:shape': [5490, 5490],\n",
       "     'proj:transform': [20, 0, 199980, 0, -20, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.019,\n",
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       "       'name': 'B05'}],\n",
       "     'gsd': 20,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/35/S/KC/2018/7/S2A_35SKC_20180720_0_L2A/B05.tif',\n",
       "     'title': 'Band 5',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B06': {'proj:shape': [5490, 5490],\n",
       "     'proj:transform': [20, 0, 199980, 0, -20, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.018,\n",
       "       'center_wavelength': 0.7402,\n",
       "       'name': 'B06'}],\n",
       "     'gsd': 20,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/35/S/KC/2018/7/S2A_35SKC_20180720_0_L2A/B06.tif',\n",
       "     'title': 'Band 6',\n",
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       "    'B07': {'proj:shape': [5490, 5490],\n",
       "     'proj:transform': [20, 0, 199980, 0, -20, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.028,\n",
       "       'center_wavelength': 0.7825,\n",
       "       'name': 'B07'}],\n",
       "     'gsd': 20,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/35/S/KC/2018/7/S2A_35SKC_20180720_0_L2A/B07.tif',\n",
       "     'title': 'Band 7',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B08': {'proj:shape': [10980, 10980],\n",
       "     'proj:transform': [10, 0, 199980, 0, -10, 4300020, 0, 0, 1],\n",
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       "     'eo:bands': [{'full_width_half_max': 0.145,\n",
       "       'center_wavelength': 0.8351,\n",
       "       'name': 'B08',\n",
       "       'common_name': 'nir'}],\n",
       "     'gsd': 10,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/35/S/KC/2018/7/S2A_35SKC_20180720_0_L2A/B08.tif',\n",
       "     'title': 'Band 8 (nir)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B8A': {'proj:shape': [5490, 5490],\n",
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       "     'roles': ['data'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.033,\n",
       "       'center_wavelength': 0.8648,\n",
       "       'name': 'B8A'}],\n",
       "     'gsd': 20,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/35/S/KC/2018/7/S2A_35SKC_20180720_0_L2A/B8A.tif',\n",
       "     'title': 'Band 8A',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B09': {'proj:shape': [1830, 1830],\n",
       "     'proj:transform': [60, 0, 199980, 0, -60, 4300020, 0, 0, 1],\n",
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       "     'eo:bands': [{'full_width_half_max': 0.026,\n",
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       "       'name': 'B09'}],\n",
       "     'gsd': 60,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/35/S/KC/2018/7/S2A_35SKC_20180720_0_L2A/B09.tif',\n",
       "     'title': 'Band 9',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'WVP': {'proj:shape': [10980, 10980],\n",
       "     'proj:transform': [10, 0, 199980, 0, -10, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/35/S/KC/2018/7/S2A_35SKC_20180720_0_L2A/WVP.tif',\n",
       "     'title': 'Water Vapour (WVP)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'visual': {'proj:shape': [10980, 10980],\n",
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       "      {'full_width_half_max': 0.045,\n",
       "       'center_wavelength': 0.56,\n",
       "       'name': 'B03',\n",
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       "      {'full_width_half_max': 0.098,\n",
       "       'center_wavelength': 0.4966,\n",
       "       'name': 'B02',\n",
       "       'common_name': 'blue'}],\n",
       "     'gsd': 10,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/35/S/KC/2018/7/S2A_35SKC_20180720_0_L2A/TCI.tif',\n",
       "     'title': 'True color image',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'SCL': {'proj:shape': [5490, 5490],\n",
       "     'proj:transform': [20, 0, 199980, 0, -20, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
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       "     'title': 'Scene Classification Map (SCL)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'info': {'roles': ['metadata'],\n",
       "     'href': 'https://roda.sentinel-hub.com/sentinel-s2-l2a/tiles/35/S/KC/2018/7/20/0/tileInfo.json',\n",
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       "     'title': 'Source STAC Item',\n",
       "     'type': 'application/json'},\n",
       "    {'rel': 'parent',\n",
       "     'href': 'https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a-cogs'},\n",
       "    {'rel': 'collection',\n",
       "     'href': 'https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a-cogs'},\n",
       "    {'rel': 'root', 'href': 'https://earth-search.aws.element84.com/v0/'}],\n",
       "   'id': 'S2A_35SKC_20180720_0_L2A',\n",
       "   'collection': 'sentinel-s2-l2a-cogs',\n",
       "   'type': 'Feature',\n",
       "   'stac_extensions': ['eo', 'view', 'proj'],\n",
       "   'properties': {'created': '2020-09-30T15:30:30.880Z',\n",
       "    'sentinel:product_id': 'S2A_MSIL2A_20180720T090601_N0208_R050_T35SKC_20180720T121049',\n",
       "    'sentinel:sequence': '0',\n",
       "    'view:off_nadir': 0,\n",
       "    'sentinel:valid_cloud_cover': True,\n",
       "    'platform': 'sentinel-2a',\n",
       "    'sentinel:utm_zone': 35,\n",
       "    'proj:epsg': 32635,\n",
       "    'sentinel:grid_square': 'KC',\n",
       "    'datetime': '2018-07-20T09:16:44Z',\n",
       "    'instruments': ['msi'],\n",
       "    'constellation': 'sentinel-2',\n",
       "    'eo:cloud_cover': 5.12,\n",
       "    'gsd': 10,\n",
       "    'sentinel:latitude_band': 'S',\n",
       "    'data_coverage': 100,\n",
       "    'updated': '2020-09-30T15:30:30.880Z',\n",
       "    'sentinel:data_coverage': 100}},\n",
       "  {'stac_version': '1.0.0-beta.2',\n",
       "   'assets': {'overview': {'proj:shape': [343, 343],\n",
       "     'proj:transform': [320, 0, 699960, 0, -320, 4300020, 0, 0, 1],\n",
       "     'roles': ['overview'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.038,\n",
       "       'center_wavelength': 0.6645,\n",
       "       'name': 'B04',\n",
       "       'common_name': 'red'},\n",
       "      {'full_width_half_max': 0.045,\n",
       "       'center_wavelength': 0.56,\n",
       "       'name': 'B03',\n",
       "       'common_name': 'green'},\n",
       "      {'full_width_half_max': 0.098,\n",
       "       'center_wavelength': 0.4966,\n",
       "       'name': 'B02',\n",
       "       'common_name': 'blue'}],\n",
       "     'gsd': 10,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/7/S2B_34SGH_20180715_0_L2A/L2A_PVI.tif',\n",
       "     'title': 'True color image',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'thumbnail': {'roles': ['thumbnail'],\n",
       "     'href': 'https://roda.sentinel-hub.com/sentinel-s2-l1c/tiles/34/S/GH/2018/7/15/0/preview.jpg',\n",
       "     'title': 'Thumbnail',\n",
       "     'type': 'image/png'},\n",
       "    'metadata': {'roles': ['metadata'],\n",
       "     'href': 'https://roda.sentinel-hub.com/sentinel-s2-l2a/tiles/34/S/GH/2018/7/15/0/metadata.xml',\n",
       "     'title': 'Original XML metadata',\n",
       "     'type': 'application/xml'},\n",
       "    'B11': {'proj:shape': [5490, 5490],\n",
       "     'proj:transform': [20, 0, 699960, 0, -20, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.143,\n",
       "       'center_wavelength': 1.6137,\n",
       "       'name': 'B11',\n",
       "       'common_name': 'swir16'}],\n",
       "     'gsd': 20,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/7/S2B_34SGH_20180715_0_L2A/B11.tif',\n",
       "     'title': 'Band 11 (swir16)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B01': {'proj:shape': [1830, 1830],\n",
       "     'proj:transform': [60, 0, 699960, 0, -60, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.027,\n",
       "       'center_wavelength': 0.4439,\n",
       "       'name': 'B01',\n",
       "       'common_name': 'coastal'}],\n",
       "     'gsd': 60,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/7/S2B_34SGH_20180715_0_L2A/B01.tif',\n",
       "     'title': 'Band 1 (coastal)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B12': {'proj:shape': [5490, 5490],\n",
       "     'proj:transform': [20, 0, 699960, 0, -20, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.242,\n",
       "       'center_wavelength': 2.22024,\n",
       "       'name': 'B12',\n",
       "       'common_name': 'swir22'}],\n",
       "     'gsd': 20,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/7/S2B_34SGH_20180715_0_L2A/B12.tif',\n",
       "     'title': 'Band 12 (swir22)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B02': {'proj:shape': [10980, 10980],\n",
       "     'proj:transform': [10, 0, 699960, 0, -10, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.098,\n",
       "       'center_wavelength': 0.4966,\n",
       "       'name': 'B02',\n",
       "       'common_name': 'blue'}],\n",
       "     'gsd': 10,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/7/S2B_34SGH_20180715_0_L2A/B02.tif',\n",
       "     'title': 'Band 2 (blue)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B03': {'proj:shape': [10980, 10980],\n",
       "     'proj:transform': [10, 0, 699960, 0, -10, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.045,\n",
       "       'center_wavelength': 0.56,\n",
       "       'name': 'B03',\n",
       "       'common_name': 'green'}],\n",
       "     'gsd': 10,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/7/S2B_34SGH_20180715_0_L2A/B03.tif',\n",
       "     'title': 'Band 3 (green)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B04': {'proj:shape': [10980, 10980],\n",
       "     'proj:transform': [10, 0, 699960, 0, -10, 4300020, 0, 0, 1],\n",
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       "       'center_wavelength': 0.6645,\n",
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       "       'common_name': 'red'}],\n",
       "     'gsd': 10,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/7/S2B_34SGH_20180715_0_L2A/B04.tif',\n",
       "     'title': 'Band 4 (red)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'AOT': {'proj:shape': [1830, 1830],\n",
       "     'proj:transform': [60, 0, 699960, 0, -60, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/7/S2B_34SGH_20180715_0_L2A/AOT.tif',\n",
       "     'title': 'Aerosol Optical Thickness (AOT)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B05': {'proj:shape': [5490, 5490],\n",
       "     'proj:transform': [20, 0, 699960, 0, -20, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.019,\n",
       "       'center_wavelength': 0.7039,\n",
       "       'name': 'B05'}],\n",
       "     'gsd': 20,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/7/S2B_34SGH_20180715_0_L2A/B05.tif',\n",
       "     'title': 'Band 5',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B06': {'proj:shape': [5490, 5490],\n",
       "     'proj:transform': [20, 0, 699960, 0, -20, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.018,\n",
       "       'center_wavelength': 0.7402,\n",
       "       'name': 'B06'}],\n",
       "     'gsd': 20,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/7/S2B_34SGH_20180715_0_L2A/B06.tif',\n",
       "     'title': 'Band 6',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B07': {'proj:shape': [5490, 5490],\n",
       "     'proj:transform': [20, 0, 699960, 0, -20, 4300020, 0, 0, 1],\n",
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       "     'gsd': 20,\n",
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       "     'title': 'Band 7',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B08': {'proj:shape': [10980, 10980],\n",
       "     'proj:transform': [10, 0, 699960, 0, -10, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.145,\n",
       "       'center_wavelength': 0.8351,\n",
       "       'name': 'B08',\n",
       "       'common_name': 'nir'}],\n",
       "     'gsd': 10,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/7/S2B_34SGH_20180715_0_L2A/B08.tif',\n",
       "     'title': 'Band 8 (nir)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B8A': {'proj:shape': [5490, 5490],\n",
       "     'proj:transform': [20, 0, 699960, 0, -20, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.033,\n",
       "       'center_wavelength': 0.8648,\n",
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       "     'gsd': 20,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/7/S2B_34SGH_20180715_0_L2A/B8A.tif',\n",
       "     'title': 'Band 8A',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B09': {'proj:shape': [1830, 1830],\n",
       "     'proj:transform': [60, 0, 699960, 0, -60, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
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       "       'center_wavelength': 0.945,\n",
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       "     'gsd': 60,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/7/S2B_34SGH_20180715_0_L2A/B09.tif',\n",
       "     'title': 'Band 9',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'WVP': {'proj:shape': [10980, 10980],\n",
       "     'proj:transform': [10, 0, 699960, 0, -10, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/7/S2B_34SGH_20180715_0_L2A/WVP.tif',\n",
       "     'title': 'Water Vapour (WVP)',\n",
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       "       'center_wavelength': 0.56,\n",
       "       'name': 'B03',\n",
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       "      {'full_width_half_max': 0.098,\n",
       "       'center_wavelength': 0.4966,\n",
       "       'name': 'B02',\n",
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       "     'gsd': 10,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/7/S2B_34SGH_20180715_0_L2A/TCI.tif',\n",
       "     'title': 'True color image',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
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       "     'proj:transform': [20, 0, 699960, 0, -20, 4300020, 0, 0, 1],\n",
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       "     'title': 'Scene Classification Map (SCL)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'info': {'roles': ['metadata'],\n",
       "     'href': 'https://roda.sentinel-hub.com/sentinel-s2-l2a/tiles/34/S/GH/2018/7/15/0/tileInfo.json',\n",
       "     'title': 'Original JSON metadata',\n",
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       "    {'rel': 'root', 'href': 'https://earth-search.aws.element84.com/v0/'}],\n",
       "   'id': 'S2B_34SGH_20180715_0_L2A',\n",
       "   'collection': 'sentinel-s2-l2a-cogs',\n",
       "   'type': 'Feature',\n",
       "   'stac_extensions': ['eo', 'view', 'proj'],\n",
       "   'properties': {'created': '2020-09-26T05:07:03.893Z',\n",
       "    'sentinel:product_id': 'S2B_MSIL2A_20180715T090549_N0208_R050_T34SGH_20180715T134929',\n",
       "    'sentinel:sequence': '0',\n",
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       "    'sentinel:valid_cloud_cover': True,\n",
       "    'platform': 'sentinel-2b',\n",
       "    'sentinel:utm_zone': 34,\n",
       "    'proj:epsg': 32634,\n",
       "    'sentinel:grid_square': 'GH',\n",
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       "    'updated': '2020-09-26T05:07:03.893Z',\n",
       "    'sentinel:data_coverage': 100}},\n",
       "  {'stac_version': '1.0.0-beta.2',\n",
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       "       'center_wavelength': 0.4966,\n",
       "       'name': 'B02',\n",
       "       'common_name': 'blue'}],\n",
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       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/35/S/KC/2018/7/S2B_35SKC_20180715_0_L2A/L2A_PVI.tif',\n",
       "     'title': 'True color image',\n",
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       "    'thumbnail': {'roles': ['thumbnail'],\n",
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       "     'title': 'Thumbnail',\n",
       "     'type': 'image/png'},\n",
       "    'metadata': {'roles': ['metadata'],\n",
       "     'href': 'https://roda.sentinel-hub.com/sentinel-s2-l2a/tiles/35/S/KC/2018/7/15/0/metadata.xml',\n",
       "     'title': 'Original XML metadata',\n",
       "     'type': 'application/xml'},\n",
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       "     'gsd': 20,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/35/S/KC/2018/7/S2B_35SKC_20180715_0_L2A/B11.tif',\n",
       "     'title': 'Band 11 (swir16)',\n",
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       "       'common_name': 'coastal'}],\n",
       "     'gsd': 60,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/35/S/KC/2018/7/S2B_35SKC_20180715_0_L2A/B01.tif',\n",
       "     'title': 'Band 1 (coastal)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B12': {'proj:shape': [5490, 5490],\n",
       "     'proj:transform': [20, 0, 199980, 0, -20, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.242,\n",
       "       'center_wavelength': 2.22024,\n",
       "       'name': 'B12',\n",
       "       'common_name': 'swir22'}],\n",
       "     'gsd': 20,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/35/S/KC/2018/7/S2B_35SKC_20180715_0_L2A/B12.tif',\n",
       "     'title': 'Band 12 (swir22)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B02': {'proj:shape': [10980, 10980],\n",
       "     'proj:transform': [10, 0, 199980, 0, -10, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.098,\n",
       "       'center_wavelength': 0.4966,\n",
       "       'name': 'B02',\n",
       "       'common_name': 'blue'}],\n",
       "     'gsd': 10,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/35/S/KC/2018/7/S2B_35SKC_20180715_0_L2A/B02.tif',\n",
       "     'title': 'Band 2 (blue)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B03': {'proj:shape': [10980, 10980],\n",
       "     'proj:transform': [10, 0, 199980, 0, -10, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.045,\n",
       "       'center_wavelength': 0.56,\n",
       "       'name': 'B03',\n",
       "       'common_name': 'green'}],\n",
       "     'gsd': 10,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/35/S/KC/2018/7/S2B_35SKC_20180715_0_L2A/B03.tif',\n",
       "     'title': 'Band 3 (green)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B04': {'proj:shape': [10980, 10980],\n",
       "     'proj:transform': [10, 0, 199980, 0, -10, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.038,\n",
       "       'center_wavelength': 0.6645,\n",
       "       'name': 'B04',\n",
       "       'common_name': 'red'}],\n",
       "     'gsd': 10,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/35/S/KC/2018/7/S2B_35SKC_20180715_0_L2A/B04.tif',\n",
       "     'title': 'Band 4 (red)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'AOT': {'proj:shape': [1830, 1830],\n",
       "     'proj:transform': [60, 0, 199980, 0, -60, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/35/S/KC/2018/7/S2B_35SKC_20180715_0_L2A/AOT.tif',\n",
       "     'title': 'Aerosol Optical Thickness (AOT)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B05': {'proj:shape': [5490, 5490],\n",
       "     'proj:transform': [20, 0, 199980, 0, -20, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.019,\n",
       "       'center_wavelength': 0.7039,\n",
       "       'name': 'B05'}],\n",
       "     'gsd': 20,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/35/S/KC/2018/7/S2B_35SKC_20180715_0_L2A/B05.tif',\n",
       "     'title': 'Band 5',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B06': {'proj:shape': [5490, 5490],\n",
       "     'proj:transform': [20, 0, 199980, 0, -20, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.018,\n",
       "       'center_wavelength': 0.7402,\n",
       "       'name': 'B06'}],\n",
       "     'gsd': 20,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/35/S/KC/2018/7/S2B_35SKC_20180715_0_L2A/B06.tif',\n",
       "     'title': 'Band 6',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B07': {'proj:shape': [5490, 5490],\n",
       "     'proj:transform': [20, 0, 199980, 0, -20, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.028,\n",
       "       'center_wavelength': 0.7825,\n",
       "       'name': 'B07'}],\n",
       "     'gsd': 20,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/35/S/KC/2018/7/S2B_35SKC_20180715_0_L2A/B07.tif',\n",
       "     'title': 'Band 7',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B08': {'proj:shape': [10980, 10980],\n",
       "     'proj:transform': [10, 0, 199980, 0, -10, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.145,\n",
       "       'center_wavelength': 0.8351,\n",
       "       'name': 'B08',\n",
       "       'common_name': 'nir'}],\n",
       "     'gsd': 10,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/35/S/KC/2018/7/S2B_35SKC_20180715_0_L2A/B08.tif',\n",
       "     'title': 'Band 8 (nir)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B8A': {'proj:shape': [5490, 5490],\n",
       "     'proj:transform': [20, 0, 199980, 0, -20, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.033,\n",
       "       'center_wavelength': 0.8648,\n",
       "       'name': 'B8A'}],\n",
       "     'gsd': 20,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/35/S/KC/2018/7/S2B_35SKC_20180715_0_L2A/B8A.tif',\n",
       "     'title': 'Band 8A',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B09': {'proj:shape': [1830, 1830],\n",
       "     'proj:transform': [60, 0, 199980, 0, -60, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.026,\n",
       "       'center_wavelength': 0.945,\n",
       "       'name': 'B09'}],\n",
       "     'gsd': 60,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/35/S/KC/2018/7/S2B_35SKC_20180715_0_L2A/B09.tif',\n",
       "     'title': 'Band 9',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'WVP': {'proj:shape': [10980, 10980],\n",
       "     'proj:transform': [10, 0, 199980, 0, -10, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/35/S/KC/2018/7/S2B_35SKC_20180715_0_L2A/WVP.tif',\n",
       "     'title': 'Water Vapour (WVP)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'visual': {'proj:shape': [10980, 10980],\n",
       "     'proj:transform': [10, 0, 199980, 0, -10, 4300020, 0, 0, 1],\n",
       "     'roles': ['overview'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.038,\n",
       "       'center_wavelength': 0.6645,\n",
       "       'name': 'B04',\n",
       "       'common_name': 'red'},\n",
       "      {'full_width_half_max': 0.045,\n",
       "       'center_wavelength': 0.56,\n",
       "       'name': 'B03',\n",
       "       'common_name': 'green'},\n",
       "      {'full_width_half_max': 0.098,\n",
       "       'center_wavelength': 0.4966,\n",
       "       'name': 'B02',\n",
       "       'common_name': 'blue'}],\n",
       "     'gsd': 10,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/35/S/KC/2018/7/S2B_35SKC_20180715_0_L2A/TCI.tif',\n",
       "     'title': 'True color image',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'SCL': {'proj:shape': [5490, 5490],\n",
       "     'proj:transform': [20, 0, 199980, 0, -20, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/35/S/KC/2018/7/S2B_35SKC_20180715_0_L2A/SCL.tif',\n",
       "     'title': 'Scene Classification Map (SCL)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'info': {'roles': ['metadata'],\n",
       "     'href': 'https://roda.sentinel-hub.com/sentinel-s2-l2a/tiles/35/S/KC/2018/7/15/0/tileInfo.json',\n",
       "     'title': 'Original JSON metadata',\n",
       "     'type': 'application/json'}},\n",
       "   'bbox': [23.545508965475886,\n",
       "    37.81011723197939,\n",
       "    24.838236184888004,\n",
       "    38.82843053932372],\n",
       "   'properties.sentinel:boa_offset_applied': False,\n",
       "   'geometry': {'coordinates': [[[23.592096265061393, 37.81011723197939],\n",
       "      [23.545508965475886, 38.79788599225959],\n",
       "      [24.80864150755705, 38.82843053932372],\n",
       "      [24.838236184888004, 37.83960429207432],\n",
       "      [23.592096265061393, 37.81011723197939]]],\n",
       "    'type': 'Polygon'},\n",
       "   'links': [{'rel': 'self',\n",
       "     'href': 'https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a-cogs/items/S2B_35SKC_20180715_0_L2A'},\n",
       "    {'rel': 'canonical',\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/35/S/KC/2018/7/S2B_35SKC_20180715_0_L2A/S2B_35SKC_20180715_0_L2A.json',\n",
       "     'type': 'application/json'},\n",
       "    {'rel': 'derived_from',\n",
       "     'href': 'https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a/items/S2B_35SKC_20180715_0_L2A',\n",
       "     'title': 'Source STAC Item',\n",
       "     'type': 'application/json'},\n",
       "    {'rel': 'parent',\n",
       "     'href': 'https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a-cogs'},\n",
       "    {'rel': 'collection',\n",
       "     'href': 'https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a-cogs'},\n",
       "    {'rel': 'root', 'href': 'https://earth-search.aws.element84.com/v0/'}],\n",
       "   'id': 'S2B_35SKC_20180715_0_L2A',\n",
       "   'collection': 'sentinel-s2-l2a-cogs',\n",
       "   'type': 'Feature',\n",
       "   'stac_extensions': ['eo', 'view', 'proj'],\n",
       "   'properties': {'created': '2020-09-06T13:55:46.718Z',\n",
       "    'sentinel:product_id': 'S2B_MSIL2A_20180715T090549_N0208_R050_T35SKC_20180715T134929',\n",
       "    'sentinel:sequence': '0',\n",
       "    'view:off_nadir': 0,\n",
       "    'sentinel:valid_cloud_cover': True,\n",
       "    'platform': 'sentinel-2b',\n",
       "    'sentinel:utm_zone': 35,\n",
       "    'proj:epsg': 32635,\n",
       "    'sentinel:grid_square': 'KC',\n",
       "    'datetime': '2018-07-15T09:18:08Z',\n",
       "    'instruments': ['msi'],\n",
       "    'constellation': 'sentinel-2',\n",
       "    'eo:cloud_cover': 3.77,\n",
       "    'gsd': 10,\n",
       "    'sentinel:latitude_band': 'S',\n",
       "    'data_coverage': 100,\n",
       "    'updated': '2020-09-06T13:55:46.718Z',\n",
       "    'sentinel:data_coverage': 100}},\n",
       "  {'stac_version': '1.0.0-beta.2',\n",
       "   'assets': {'overview': {'proj:shape': [343, 343],\n",
       "     'proj:transform': [320, 0, 699960, 0, -320, 4300020, 0, 0, 1],\n",
       "     'roles': ['overview'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.038,\n",
       "       'center_wavelength': 0.6645,\n",
       "       'name': 'B04',\n",
       "       'common_name': 'red'},\n",
       "      {'full_width_half_max': 0.045,\n",
       "       'center_wavelength': 0.56,\n",
       "       'name': 'B03',\n",
       "       'common_name': 'green'},\n",
       "      {'full_width_half_max': 0.098,\n",
       "       'center_wavelength': 0.4966,\n",
       "       'name': 'B02',\n",
       "       'common_name': 'blue'}],\n",
       "     'gsd': 10,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/7/S2B_34SGH_20180705_0_L2A/L2A_PVI.tif',\n",
       "     'title': 'True color image',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'thumbnail': {'roles': ['thumbnail'],\n",
       "     'href': 'https://roda.sentinel-hub.com/sentinel-s2-l1c/tiles/34/S/GH/2018/7/5/0/preview.jpg',\n",
       "     'title': 'Thumbnail',\n",
       "     'type': 'image/png'},\n",
       "    'metadata': {'roles': ['metadata'],\n",
       "     'href': 'https://roda.sentinel-hub.com/sentinel-s2-l2a/tiles/34/S/GH/2018/7/5/0/metadata.xml',\n",
       "     'title': 'Original XML metadata',\n",
       "     'type': 'application/xml'},\n",
       "    'B11': {'proj:shape': [5490, 5490],\n",
       "     'proj:transform': [20, 0, 699960, 0, -20, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.143,\n",
       "       'center_wavelength': 1.6137,\n",
       "       'name': 'B11',\n",
       "       'common_name': 'swir16'}],\n",
       "     'gsd': 20,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/7/S2B_34SGH_20180705_0_L2A/B11.tif',\n",
       "     'title': 'Band 11 (swir16)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B01': {'proj:shape': [1830, 1830],\n",
       "     'proj:transform': [60, 0, 699960, 0, -60, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.027,\n",
       "       'center_wavelength': 0.4439,\n",
       "       'name': 'B01',\n",
       "       'common_name': 'coastal'}],\n",
       "     'gsd': 60,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/7/S2B_34SGH_20180705_0_L2A/B01.tif',\n",
       "     'title': 'Band 1 (coastal)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B12': {'proj:shape': [5490, 5490],\n",
       "     'proj:transform': [20, 0, 699960, 0, -20, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.242,\n",
       "       'center_wavelength': 2.22024,\n",
       "       'name': 'B12',\n",
       "       'common_name': 'swir22'}],\n",
       "     'gsd': 20,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/7/S2B_34SGH_20180705_0_L2A/B12.tif',\n",
       "     'title': 'Band 12 (swir22)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B02': {'proj:shape': [10980, 10980],\n",
       "     'proj:transform': [10, 0, 699960, 0, -10, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.098,\n",
       "       'center_wavelength': 0.4966,\n",
       "       'name': 'B02',\n",
       "       'common_name': 'blue'}],\n",
       "     'gsd': 10,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/7/S2B_34SGH_20180705_0_L2A/B02.tif',\n",
       "     'title': 'Band 2 (blue)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B03': {'proj:shape': [10980, 10980],\n",
       "     'proj:transform': [10, 0, 699960, 0, -10, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.045,\n",
       "       'center_wavelength': 0.56,\n",
       "       'name': 'B03',\n",
       "       'common_name': 'green'}],\n",
       "     'gsd': 10,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/7/S2B_34SGH_20180705_0_L2A/B03.tif',\n",
       "     'title': 'Band 3 (green)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B04': {'proj:shape': [10980, 10980],\n",
       "     'proj:transform': [10, 0, 699960, 0, -10, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.038,\n",
       "       'center_wavelength': 0.6645,\n",
       "       'name': 'B04',\n",
       "       'common_name': 'red'}],\n",
       "     'gsd': 10,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/7/S2B_34SGH_20180705_0_L2A/B04.tif',\n",
       "     'title': 'Band 4 (red)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'AOT': {'proj:shape': [1830, 1830],\n",
       "     'proj:transform': [60, 0, 699960, 0, -60, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/7/S2B_34SGH_20180705_0_L2A/AOT.tif',\n",
       "     'title': 'Aerosol Optical Thickness (AOT)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B05': {'proj:shape': [5490, 5490],\n",
       "     'proj:transform': [20, 0, 699960, 0, -20, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.019,\n",
       "       'center_wavelength': 0.7039,\n",
       "       'name': 'B05'}],\n",
       "     'gsd': 20,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/7/S2B_34SGH_20180705_0_L2A/B05.tif',\n",
       "     'title': 'Band 5',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B06': {'proj:shape': [5490, 5490],\n",
       "     'proj:transform': [20, 0, 699960, 0, -20, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.018,\n",
       "       'center_wavelength': 0.7402,\n",
       "       'name': 'B06'}],\n",
       "     'gsd': 20,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/7/S2B_34SGH_20180705_0_L2A/B06.tif',\n",
       "     'title': 'Band 6',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B07': {'proj:shape': [5490, 5490],\n",
       "     'proj:transform': [20, 0, 699960, 0, -20, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.028,\n",
       "       'center_wavelength': 0.7825,\n",
       "       'name': 'B07'}],\n",
       "     'gsd': 20,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/7/S2B_34SGH_20180705_0_L2A/B07.tif',\n",
       "     'title': 'Band 7',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B08': {'proj:shape': [10980, 10980],\n",
       "     'proj:transform': [10, 0, 699960, 0, -10, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.145,\n",
       "       'center_wavelength': 0.8351,\n",
       "       'name': 'B08',\n",
       "       'common_name': 'nir'}],\n",
       "     'gsd': 10,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/7/S2B_34SGH_20180705_0_L2A/B08.tif',\n",
       "     'title': 'Band 8 (nir)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B8A': {'proj:shape': [5490, 5490],\n",
       "     'proj:transform': [20, 0, 699960, 0, -20, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.033,\n",
       "       'center_wavelength': 0.8648,\n",
       "       'name': 'B8A'}],\n",
       "     'gsd': 20,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/7/S2B_34SGH_20180705_0_L2A/B8A.tif',\n",
       "     'title': 'Band 8A',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B09': {'proj:shape': [1830, 1830],\n",
       "     'proj:transform': [60, 0, 699960, 0, -60, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.026,\n",
       "       'center_wavelength': 0.945,\n",
       "       'name': 'B09'}],\n",
       "     'gsd': 60,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/7/S2B_34SGH_20180705_0_L2A/B09.tif',\n",
       "     'title': 'Band 9',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'WVP': {'proj:shape': [10980, 10980],\n",
       "     'proj:transform': [10, 0, 699960, 0, -10, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/7/S2B_34SGH_20180705_0_L2A/WVP.tif',\n",
       "     'title': 'Water Vapour (WVP)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'visual': {'proj:shape': [10980, 10980],\n",
       "     'proj:transform': [10, 0, 699960, 0, -10, 4300020, 0, 0, 1],\n",
       "     'roles': ['overview'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.038,\n",
       "       'center_wavelength': 0.6645,\n",
       "       'name': 'B04',\n",
       "       'common_name': 'red'},\n",
       "      {'full_width_half_max': 0.045,\n",
       "       'center_wavelength': 0.56,\n",
       "       'name': 'B03',\n",
       "       'common_name': 'green'},\n",
       "      {'full_width_half_max': 0.098,\n",
       "       'center_wavelength': 0.4966,\n",
       "       'name': 'B02',\n",
       "       'common_name': 'blue'}],\n",
       "     'gsd': 10,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/7/S2B_34SGH_20180705_0_L2A/TCI.tif',\n",
       "     'title': 'True color image',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'SCL': {'proj:shape': [5490, 5490],\n",
       "     'proj:transform': [20, 0, 699960, 0, -20, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/7/S2B_34SGH_20180705_0_L2A/SCL.tif',\n",
       "     'title': 'Scene Classification Map (SCL)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'info': {'roles': ['metadata'],\n",
       "     'href': 'https://roda.sentinel-hub.com/sentinel-s2-l2a/tiles/34/S/GH/2018/7/5/0/tileInfo.json',\n",
       "     'title': 'Original JSON metadata',\n",
       "     'type': 'application/json'}},\n",
       "   'bbox': [23.272375824889362,\n",
       "    37.80686636747335,\n",
       "    24.566440855049226,\n",
       "    38.82627247685841],\n",
       "   'properties.sentinel:boa_offset_applied': False,\n",
       "   'geometry': {'coordinates': [[[24.5183513286846, 37.80686636747335],\n",
       "      [23.272375824889362, 37.8375209720972],\n",
       "      [23.303481623796433, 38.82627247685841],\n",
       "      [24.566440855049226, 38.79451859668191],\n",
       "      [24.5183513286846, 37.80686636747335]]],\n",
       "    'type': 'Polygon'},\n",
       "   'links': [{'rel': 'self',\n",
       "     'href': 'https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a-cogs/items/S2B_34SGH_20180705_0_L2A'},\n",
       "    {'rel': 'canonical',\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/34/S/GH/2018/7/S2B_34SGH_20180705_0_L2A/S2B_34SGH_20180705_0_L2A.json',\n",
       "     'type': 'application/json'},\n",
       "    {'rel': 'derived_from',\n",
       "     'href': 'https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a/items/S2B_34SGH_20180705_0_L2A',\n",
       "     'title': 'Source STAC Item',\n",
       "     'type': 'application/json'},\n",
       "    {'rel': 'parent',\n",
       "     'href': 'https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a-cogs'},\n",
       "    {'rel': 'collection',\n",
       "     'href': 'https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a-cogs'},\n",
       "    {'rel': 'root', 'href': 'https://earth-search.aws.element84.com/v0/'}],\n",
       "   'id': 'S2B_34SGH_20180705_0_L2A',\n",
       "   'collection': 'sentinel-s2-l2a-cogs',\n",
       "   'type': 'Feature',\n",
       "   'stac_extensions': ['eo', 'view', 'proj'],\n",
       "   'properties': {'created': '2020-09-06T09:04:47.772Z',\n",
       "    'sentinel:product_id': 'S2B_MSIL2A_20180705T091019_N0208_R050_T34SGH_20180705T133603',\n",
       "    'sentinel:sequence': '0',\n",
       "    'view:off_nadir': 0,\n",
       "    'sentinel:valid_cloud_cover': True,\n",
       "    'platform': 'sentinel-2b',\n",
       "    'sentinel:utm_zone': 34,\n",
       "    'proj:epsg': 32634,\n",
       "    'sentinel:grid_square': 'GH',\n",
       "    'datetime': '2018-07-05T09:17:02Z',\n",
       "    'instruments': ['msi'],\n",
       "    'constellation': 'sentinel-2',\n",
       "    'eo:cloud_cover': 0.2,\n",
       "    'gsd': 10,\n",
       "    'sentinel:latitude_band': 'S',\n",
       "    'data_coverage': 100,\n",
       "    'updated': '2020-09-06T09:04:47.772Z',\n",
       "    'sentinel:data_coverage': 100}},\n",
       "  {'stac_version': '1.0.0-beta.2',\n",
       "   'assets': {'overview': {'proj:shape': [343, 343],\n",
       "     'proj:transform': [320, 0, 199980, 0, -320, 4300020, 0, 0, 1],\n",
       "     'roles': ['overview'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.038,\n",
       "       'center_wavelength': 0.6645,\n",
       "       'name': 'B04',\n",
       "       'common_name': 'red'},\n",
       "      {'full_width_half_max': 0.045,\n",
       "       'center_wavelength': 0.56,\n",
       "       'name': 'B03',\n",
       "       'common_name': 'green'},\n",
       "      {'full_width_half_max': 0.098,\n",
       "       'center_wavelength': 0.4966,\n",
       "       'name': 'B02',\n",
       "       'common_name': 'blue'}],\n",
       "     'gsd': 10,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/35/S/KC/2018/7/S2B_35SKC_20180705_0_L2A/L2A_PVI.tif',\n",
       "     'title': 'True color image',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'thumbnail': {'roles': ['thumbnail'],\n",
       "     'href': 'https://roda.sentinel-hub.com/sentinel-s2-l1c/tiles/35/S/KC/2018/7/5/0/preview.jpg',\n",
       "     'title': 'Thumbnail',\n",
       "     'type': 'image/png'},\n",
       "    'metadata': {'roles': ['metadata'],\n",
       "     'href': 'https://roda.sentinel-hub.com/sentinel-s2-l2a/tiles/35/S/KC/2018/7/5/0/metadata.xml',\n",
       "     'title': 'Original XML metadata',\n",
       "     'type': 'application/xml'},\n",
       "    'B11': {'proj:shape': [5490, 5490],\n",
       "     'proj:transform': [20, 0, 199980, 0, -20, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.143,\n",
       "       'center_wavelength': 1.6137,\n",
       "       'name': 'B11',\n",
       "       'common_name': 'swir16'}],\n",
       "     'gsd': 20,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/35/S/KC/2018/7/S2B_35SKC_20180705_0_L2A/B11.tif',\n",
       "     'title': 'Band 11 (swir16)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B01': {'proj:shape': [1830, 1830],\n",
       "     'proj:transform': [60, 0, 199980, 0, -60, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.027,\n",
       "       'center_wavelength': 0.4439,\n",
       "       'name': 'B01',\n",
       "       'common_name': 'coastal'}],\n",
       "     'gsd': 60,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/35/S/KC/2018/7/S2B_35SKC_20180705_0_L2A/B01.tif',\n",
       "     'title': 'Band 1 (coastal)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B12': {'proj:shape': [5490, 5490],\n",
       "     'proj:transform': [20, 0, 199980, 0, -20, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.242,\n",
       "       'center_wavelength': 2.22024,\n",
       "       'name': 'B12',\n",
       "       'common_name': 'swir22'}],\n",
       "     'gsd': 20,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/35/S/KC/2018/7/S2B_35SKC_20180705_0_L2A/B12.tif',\n",
       "     'title': 'Band 12 (swir22)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B02': {'proj:shape': [10980, 10980],\n",
       "     'proj:transform': [10, 0, 199980, 0, -10, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.098,\n",
       "       'center_wavelength': 0.4966,\n",
       "       'name': 'B02',\n",
       "       'common_name': 'blue'}],\n",
       "     'gsd': 10,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/35/S/KC/2018/7/S2B_35SKC_20180705_0_L2A/B02.tif',\n",
       "     'title': 'Band 2 (blue)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B03': {'proj:shape': [10980, 10980],\n",
       "     'proj:transform': [10, 0, 199980, 0, -10, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.045,\n",
       "       'center_wavelength': 0.56,\n",
       "       'name': 'B03',\n",
       "       'common_name': 'green'}],\n",
       "     'gsd': 10,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/35/S/KC/2018/7/S2B_35SKC_20180705_0_L2A/B03.tif',\n",
       "     'title': 'Band 3 (green)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B04': {'proj:shape': [10980, 10980],\n",
       "     'proj:transform': [10, 0, 199980, 0, -10, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.038,\n",
       "       'center_wavelength': 0.6645,\n",
       "       'name': 'B04',\n",
       "       'common_name': 'red'}],\n",
       "     'gsd': 10,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/35/S/KC/2018/7/S2B_35SKC_20180705_0_L2A/B04.tif',\n",
       "     'title': 'Band 4 (red)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'AOT': {'proj:shape': [1830, 1830],\n",
       "     'proj:transform': [60, 0, 199980, 0, -60, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/35/S/KC/2018/7/S2B_35SKC_20180705_0_L2A/AOT.tif',\n",
       "     'title': 'Aerosol Optical Thickness (AOT)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B05': {'proj:shape': [5490, 5490],\n",
       "     'proj:transform': [20, 0, 199980, 0, -20, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.019,\n",
       "       'center_wavelength': 0.7039,\n",
       "       'name': 'B05'}],\n",
       "     'gsd': 20,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/35/S/KC/2018/7/S2B_35SKC_20180705_0_L2A/B05.tif',\n",
       "     'title': 'Band 5',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B06': {'proj:shape': [5490, 5490],\n",
       "     'proj:transform': [20, 0, 199980, 0, -20, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.018,\n",
       "       'center_wavelength': 0.7402,\n",
       "       'name': 'B06'}],\n",
       "     'gsd': 20,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/35/S/KC/2018/7/S2B_35SKC_20180705_0_L2A/B06.tif',\n",
       "     'title': 'Band 6',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B07': {'proj:shape': [5490, 5490],\n",
       "     'proj:transform': [20, 0, 199980, 0, -20, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.028,\n",
       "       'center_wavelength': 0.7825,\n",
       "       'name': 'B07'}],\n",
       "     'gsd': 20,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/35/S/KC/2018/7/S2B_35SKC_20180705_0_L2A/B07.tif',\n",
       "     'title': 'Band 7',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B08': {'proj:shape': [10980, 10980],\n",
       "     'proj:transform': [10, 0, 199980, 0, -10, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.145,\n",
       "       'center_wavelength': 0.8351,\n",
       "       'name': 'B08',\n",
       "       'common_name': 'nir'}],\n",
       "     'gsd': 10,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/35/S/KC/2018/7/S2B_35SKC_20180705_0_L2A/B08.tif',\n",
       "     'title': 'Band 8 (nir)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B8A': {'proj:shape': [5490, 5490],\n",
       "     'proj:transform': [20, 0, 199980, 0, -20, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.033,\n",
       "       'center_wavelength': 0.8648,\n",
       "       'name': 'B8A'}],\n",
       "     'gsd': 20,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/35/S/KC/2018/7/S2B_35SKC_20180705_0_L2A/B8A.tif',\n",
       "     'title': 'Band 8A',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'B09': {'proj:shape': [1830, 1830],\n",
       "     'proj:transform': [60, 0, 199980, 0, -60, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.026,\n",
       "       'center_wavelength': 0.945,\n",
       "       'name': 'B09'}],\n",
       "     'gsd': 60,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/35/S/KC/2018/7/S2B_35SKC_20180705_0_L2A/B09.tif',\n",
       "     'title': 'Band 9',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'WVP': {'proj:shape': [10980, 10980],\n",
       "     'proj:transform': [10, 0, 199980, 0, -10, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/35/S/KC/2018/7/S2B_35SKC_20180705_0_L2A/WVP.tif',\n",
       "     'title': 'Water Vapour (WVP)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'visual': {'proj:shape': [10980, 10980],\n",
       "     'proj:transform': [10, 0, 199980, 0, -10, 4300020, 0, 0, 1],\n",
       "     'roles': ['overview'],\n",
       "     'eo:bands': [{'full_width_half_max': 0.038,\n",
       "       'center_wavelength': 0.6645,\n",
       "       'name': 'B04',\n",
       "       'common_name': 'red'},\n",
       "      {'full_width_half_max': 0.045,\n",
       "       'center_wavelength': 0.56,\n",
       "       'name': 'B03',\n",
       "       'common_name': 'green'},\n",
       "      {'full_width_half_max': 0.098,\n",
       "       'center_wavelength': 0.4966,\n",
       "       'name': 'B02',\n",
       "       'common_name': 'blue'}],\n",
       "     'gsd': 10,\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/35/S/KC/2018/7/S2B_35SKC_20180705_0_L2A/TCI.tif',\n",
       "     'title': 'True color image',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'SCL': {'proj:shape': [5490, 5490],\n",
       "     'proj:transform': [20, 0, 199980, 0, -20, 4300020, 0, 0, 1],\n",
       "     'roles': ['data'],\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/35/S/KC/2018/7/S2B_35SKC_20180705_0_L2A/SCL.tif',\n",
       "     'title': 'Scene Classification Map (SCL)',\n",
       "     'type': 'image/tiff; application=geotiff; profile=cloud-optimized'},\n",
       "    'info': {'roles': ['metadata'],\n",
       "     'href': 'https://roda.sentinel-hub.com/sentinel-s2-l2a/tiles/35/S/KC/2018/7/5/0/tileInfo.json',\n",
       "     'title': 'Original JSON metadata',\n",
       "     'type': 'application/json'}},\n",
       "   'bbox': [23.545508965475886,\n",
       "    37.81011723197939,\n",
       "    24.838236184888004,\n",
       "    38.82843053932372],\n",
       "   'properties.sentinel:boa_offset_applied': False,\n",
       "   'geometry': {'coordinates': [[[23.592096265061393, 37.81011723197939],\n",
       "      [23.545508965475886, 38.79788599225959],\n",
       "      [24.80864150755705, 38.82843053932372],\n",
       "      [24.838236184888004, 37.83960429207432],\n",
       "      [23.592096265061393, 37.81011723197939]]],\n",
       "    'type': 'Polygon'},\n",
       "   'links': [{'rel': 'self',\n",
       "     'href': 'https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a-cogs/items/S2B_35SKC_20180705_0_L2A'},\n",
       "    {'rel': 'canonical',\n",
       "     'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/35/S/KC/2018/7/S2B_35SKC_20180705_0_L2A/S2B_35SKC_20180705_0_L2A.json',\n",
       "     'type': 'application/json'},\n",
       "    {'rel': 'derived_from',\n",
       "     'href': 'https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a/items/S2B_35SKC_20180705_0_L2A',\n",
       "     'title': 'Source STAC Item',\n",
       "     'type': 'application/json'},\n",
       "    {'rel': 'parent',\n",
       "     'href': 'https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a-cogs'},\n",
       "    {'rel': 'collection',\n",
       "     'href': 'https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a-cogs'},\n",
       "    {'rel': 'root', 'href': 'https://earth-search.aws.element84.com/v0/'}],\n",
       "   'id': 'S2B_35SKC_20180705_0_L2A',\n",
       "   'collection': 'sentinel-s2-l2a-cogs',\n",
       "   'type': 'Feature',\n",
       "   'stac_extensions': ['eo', 'view', 'proj'],\n",
       "   'properties': {'created': '2020-09-30T17:23:01.782Z',\n",
       "    'sentinel:product_id': 'S2B_MSIL2A_20180705T091019_N0208_R050_T35SKC_20180705T133603',\n",
       "    'sentinel:sequence': '0',\n",
       "    'view:off_nadir': 0,\n",
       "    'sentinel:valid_cloud_cover': True,\n",
       "    'platform': 'sentinel-2b',\n",
       "    'sentinel:utm_zone': 35,\n",
       "    'proj:epsg': 32635,\n",
       "    'sentinel:grid_square': 'KC',\n",
       "    'datetime': '2018-07-05T09:17:02Z',\n",
       "    'instruments': ['msi'],\n",
       "    'constellation': 'sentinel-2',\n",
       "    'eo:cloud_cover': 0.21,\n",
       "    'gsd': 10,\n",
       "    'sentinel:latitude_band': 'S',\n",
       "    'data_coverage': 100,\n",
       "    'updated': '2020-09-30T17:23:01.782Z',\n",
       "    'sentinel:data_coverage': 100}}]}"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stac_items = catalog.search(\n",
    "    collections=[STAC_COLLECTION],\n",
    "    bbox=bbox_4326,\n",
    "    datetime=[START_DATE, END_DATE],\n",
    "    query={\"eo:cloud_cover\": {\"lt\": 10}}\n",
    ")\n",
    "\n",
    "# Deprecated:\n",
    "# feature_collection = stac_items.get_all_items_as_dict()\n",
    "\n",
    "feature_collection = stac_items.item_collection_as_dict()\n",
    "feature_collection"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "8898b7d4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "overview: True color image\n",
      "thumbnail: Thumbnail\n",
      "metadata: Original XML metadata\n",
      "B11: Band 11 (swir16)\n",
      "B01: Band 1 (coastal)\n",
      "B12: Band 12 (swir22)\n",
      "B02: Band 2 (blue)\n",
      "B03: Band 3 (green)\n",
      "B04: Band 4 (red)\n",
      "AOT: Aerosol Optical Thickness (AOT)\n",
      "B05: Band 5\n",
      "B06: Band 6\n",
      "B07: Band 7\n",
      "B08: Band 8 (nir)\n",
      "B8A: Band 8A\n",
      "B09: Band 9\n",
      "WVP: Water Vapour (WVP)\n",
      "visual: True color image\n",
      "SCL: Scene Classification Map (SCL)\n",
      "info: Original JSON metadata\n"
     ]
    }
   ],
   "source": [
    "# Deprecated old version:\n",
    "# assets = stac_items.get_all_items()[0].assets\n",
    "\n",
    "assets = stac_items.item_collection()[0].assets\n",
    "\n",
    "for key, asset in assets.items():\n",
    "    print(f\"{key}: {asset.title}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b4609129",
   "metadata": {},
   "source": [
    "## Load Data directly in an xarray using ODC stac component\n",
    "\n",
    "The code snippet below showcases how the ODC software, with its STAC component, can be adeptly utilized to manage and analyze satellite imagery data at varying resolutions. The snippet begins by defining `spatial resolutions`—approximately 10 meters—highlighting ODC's capability to handle data granularity based on specific research or operational requirements. The use of a `projection system` (EPSG:4326) for the coordinate reference system is typical for global datasets and ensures that data from various sources aligns correctly on a standard geographic grid.\n",
    "\n",
    "The instantiation of a `GeoBox` object with these parameters effectively sets up a spatial query box, which filters the data to the defined bounding box, thus optimizing data loading processes by eliminating unnecessary data outside of the interest area. This approach is particularly beneficial in cloud computing environments, where data transfer and processing times are critical cost factors.\n",
    "\n",
    "The `odc.stac.load` function call is pivotal, demonstrating how STAC items are loaded with specified assets (red, green, blue) and other parameters. The use of chunking enhances performance for large datasets, and specifying a geobox ensures that only the relevant spatial extent is loaded. Notably, the function filters for `specific bands`, and employs `bilinear resampling` to interpolate pixel values, enhancing the visual quality of the imagery.\n",
    "\n",
    "Lastly, grouping by `solar_day` is a clever use of the data's temporal dimension to mitigate the issue of duplicate observations due to satellite overlap. This functionality ensures that each dataset represents a unique snapshot in time, which is crucial for time-series analysis and change detection studies. Overall, this code is a succinct demonstration of how modern geospatial data workflows can be streamlined through the integration of ODC and STAC, facilitating efficient, scalable, and precise environmental monitoring and analysis."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "98497b40",
   "metadata": {},
   "outputs": [],
   "source": [
    "# using Open Data Cube stac component\n",
    "dx = 3/3600  # ~90m resolution\n",
    "# dx = 10 / 111320 # ~10m res\n",
    "epsg = 4326\n",
    "geobox = GeoBox.from_bbox(aoi, crs=f\"epsg:{epsg}\", resolution=dx)\n",
    "\n",
    "data = odc.stac.load(\n",
    "    stac_items.items(),\n",
    "    assets=[\"red\", \"green\", \"blue\"],\n",
    "    chunks={},\n",
    "    geobox=geobox,\n",
    "    bands=BANDS,\n",
    "    resampling=\"bilinear\",\n",
    "    groupby=\"solar_day\" # delete duplicates due to satellite overlap\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "cdf647b6",
   "metadata": {},
   "outputs": [
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       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2,\n",
       ".xr-no-icon {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt; Size: 644kB\n",
       "Dimensions:      (latitude: 75, longitude: 119, time: 6)\n",
       "Coordinates:\n",
       "  * latitude     (latitude) float64 600B 38.06 38.06 38.06 ... 38.0 38.0 38.0\n",
       "  * longitude    (longitude) float64 952B 23.91 23.91 23.91 ... 24.0 24.0 24.0\n",
       "    spatial_ref  int32 4B 4326\n",
       "  * time         (time) datetime64[ns] 48B 2018-07-05T09:17:02 ... 2018-08-09...\n",
       "Data variables:\n",
       "    B04          (time, latitude, longitude) float32 214kB dask.array&lt;chunksize=(1, 75, 119), meta=np.ndarray&gt;\n",
       "    B03          (time, latitude, longitude) float32 214kB dask.array&lt;chunksize=(1, 75, 119), meta=np.ndarray&gt;\n",
       "    B02          (time, latitude, longitude) float32 214kB dask.array&lt;chunksize=(1, 75, 119), meta=np.ndarray&gt;</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-39a32302-6f72-4dbb-b430-202bab69c8f2' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-39a32302-6f72-4dbb-b430-202bab69c8f2' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>latitude</span>: 75</li><li><span class='xr-has-index'>longitude</span>: 119</li><li><span class='xr-has-index'>time</span>: 6</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-843193c6-d195-4a7d-80fa-35e01c09bb70' class='xr-section-summary-in' type='checkbox'  checked><label for='section-843193c6-d195-4a7d-80fa-35e01c09bb70' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>latitude</span></div><div class='xr-var-dims'>(latitude)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>38.06 38.06 38.06 ... 38.0 38.0</div><input id='attrs-9216f27d-b7b5-4430-8628-ccce08aef8e2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9216f27d-b7b5-4430-8628-ccce08aef8e2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-643ac4ec-639d-410f-97a0-6cdc8c47007f' class='xr-var-data-in' type='checkbox'><label for='data-643ac4ec-639d-410f-97a0-6cdc8c47007f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>resolution :</span></dt><dd>-0.0008333333333333334</dd><dt><span>crs :</span></dt><dd>EPSG:4326</dd></dl></div><div class='xr-var-data'><pre>array([38.062083, 38.06125 , 38.060417, 38.059583, 38.05875 , 38.057917,\n",
       "       38.057083, 38.05625 , 38.055417, 38.054583, 38.05375 , 38.052917,\n",
       "       38.052083, 38.05125 , 38.050417, 38.049583, 38.04875 , 38.047917,\n",
       "       38.047083, 38.04625 , 38.045417, 38.044583, 38.04375 , 38.042917,\n",
       "       38.042083, 38.04125 , 38.040417, 38.039583, 38.03875 , 38.037917,\n",
       "       38.037083, 38.03625 , 38.035417, 38.034583, 38.03375 , 38.032917,\n",
       "       38.032083, 38.03125 , 38.030417, 38.029583, 38.02875 , 38.027917,\n",
       "       38.027083, 38.02625 , 38.025417, 38.024583, 38.02375 , 38.022917,\n",
       "       38.022083, 38.02125 , 38.020417, 38.019583, 38.01875 , 38.017917,\n",
       "       38.017083, 38.01625 , 38.015417, 38.014583, 38.01375 , 38.012917,\n",
       "       38.012083, 38.01125 , 38.010417, 38.009583, 38.00875 , 38.007917,\n",
       "       38.007083, 38.00625 , 38.005417, 38.004583, 38.00375 , 38.002917,\n",
       "       38.002083, 38.00125 , 38.000417])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>longitude</span></div><div class='xr-var-dims'>(longitude)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>23.91 23.91 23.91 ... 24.0 24.0</div><input id='attrs-a3519684-6e89-422c-9dda-b8547ee811cd' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a3519684-6e89-422c-9dda-b8547ee811cd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a6538de7-2311-40d8-abf9-e1590a5bcdbc' class='xr-var-data-in' type='checkbox'><label for='data-a6538de7-2311-40d8-abf9-e1590a5bcdbc' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>resolution :</span></dt><dd>0.0008333333333333334</dd><dt><span>crs :</span></dt><dd>EPSG:4326</dd></dl></div><div class='xr-var-data'><pre>array([23.90625 , 23.907083, 23.907917, 23.90875 , 23.909583, 23.910417,\n",
       "       23.91125 , 23.912083, 23.912917, 23.91375 , 23.914583, 23.915417,\n",
       "       23.91625 , 23.917083, 23.917917, 23.91875 , 23.919583, 23.920417,\n",
       "       23.92125 , 23.922083, 23.922917, 23.92375 , 23.924583, 23.925417,\n",
       "       23.92625 , 23.927083, 23.927917, 23.92875 , 23.929583, 23.930417,\n",
       "       23.93125 , 23.932083, 23.932917, 23.93375 , 23.934583, 23.935417,\n",
       "       23.93625 , 23.937083, 23.937917, 23.93875 , 23.939583, 23.940417,\n",
       "       23.94125 , 23.942083, 23.942917, 23.94375 , 23.944583, 23.945417,\n",
       "       23.94625 , 23.947083, 23.947917, 23.94875 , 23.949583, 23.950417,\n",
       "       23.95125 , 23.952083, 23.952917, 23.95375 , 23.954583, 23.955417,\n",
       "       23.95625 , 23.957083, 23.957917, 23.95875 , 23.959583, 23.960417,\n",
       "       23.96125 , 23.962083, 23.962917, 23.96375 , 23.964583, 23.965417,\n",
       "       23.96625 , 23.967083, 23.967917, 23.96875 , 23.969583, 23.970417,\n",
       "       23.97125 , 23.972083, 23.972917, 23.97375 , 23.974583, 23.975417,\n",
       "       23.97625 , 23.977083, 23.977917, 23.97875 , 23.979583, 23.980417,\n",
       "       23.98125 , 23.982083, 23.982917, 23.98375 , 23.984583, 23.985417,\n",
       "       23.98625 , 23.987083, 23.987917, 23.98875 , 23.989583, 23.990417,\n",
       "       23.99125 , 23.992083, 23.992917, 23.99375 , 23.994583, 23.995417,\n",
       "       23.99625 , 23.997083, 23.997917, 23.99875 , 23.999583, 24.000417,\n",
       "       24.00125 , 24.002083, 24.002917, 24.00375 , 24.004583])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>spatial_ref</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>4326</div><input id='attrs-d288a0b2-0010-424c-b9e7-6fc656ed95ee' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d288a0b2-0010-424c-b9e7-6fc656ed95ee' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0ca3117d-2474-44bd-867d-280baaf95ca3' class='xr-var-data-in' type='checkbox'><label for='data-0ca3117d-2474-44bd-867d-280baaf95ca3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>spatial_ref :</span></dt><dd>GEOGCRS[&quot;WGS 84&quot;,ENSEMBLE[&quot;World Geodetic System 1984 ensemble&quot;,MEMBER[&quot;World Geodetic System 1984 (Transit)&quot;],MEMBER[&quot;World Geodetic System 1984 (G730)&quot;],MEMBER[&quot;World Geodetic System 1984 (G873)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1150)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1674)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1762)&quot;],MEMBER[&quot;World Geodetic System 1984 (G2139)&quot;],MEMBER[&quot;World Geodetic System 1984 (G2296)&quot;],ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]],ENSEMBLEACCURACY[2.0]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],CS[ellipsoidal,2],AXIS[&quot;geodetic latitude (Lat)&quot;,north,ORDER[1],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],AXIS[&quot;geodetic longitude (Lon)&quot;,east,ORDER[2],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],USAGE[SCOPE[&quot;Horizontal component of 3D system.&quot;],AREA[&quot;World.&quot;],BBOX[-90,-180,90,180]],ID[&quot;EPSG&quot;,4326]]</dd><dt><span>crs_wkt :</span></dt><dd>GEOGCRS[&quot;WGS 84&quot;,ENSEMBLE[&quot;World Geodetic System 1984 ensemble&quot;,MEMBER[&quot;World Geodetic System 1984 (Transit)&quot;],MEMBER[&quot;World Geodetic System 1984 (G730)&quot;],MEMBER[&quot;World Geodetic System 1984 (G873)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1150)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1674)&quot;],MEMBER[&quot;World Geodetic System 1984 (G1762)&quot;],MEMBER[&quot;World Geodetic System 1984 (G2139)&quot;],MEMBER[&quot;World Geodetic System 1984 (G2296)&quot;],ELLIPSOID[&quot;WGS 84&quot;,6378137,298.257223563,LENGTHUNIT[&quot;metre&quot;,1]],ENSEMBLEACCURACY[2.0]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],CS[ellipsoidal,2],AXIS[&quot;geodetic latitude (Lat)&quot;,north,ORDER[1],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],AXIS[&quot;geodetic longitude (Lon)&quot;,east,ORDER[2],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433]],USAGE[SCOPE[&quot;Horizontal component of 3D system.&quot;],AREA[&quot;World.&quot;],BBOX[-90,-180,90,180]],ID[&quot;EPSG&quot;,4326]]</dd><dt><span>semi_major_axis :</span></dt><dd>6378137.0</dd><dt><span>semi_minor_axis :</span></dt><dd>6356752.314245179</dd><dt><span>inverse_flattening :</span></dt><dd>298.257223563</dd><dt><span>reference_ellipsoid_name :</span></dt><dd>WGS 84</dd><dt><span>longitude_of_prime_meridian :</span></dt><dd>0.0</dd><dt><span>prime_meridian_name :</span></dt><dd>Greenwich</dd><dt><span>geographic_crs_name :</span></dt><dd>WGS 84</dd><dt><span>horizontal_datum_name :</span></dt><dd>World Geodetic System 1984 ensemble</dd><dt><span>grid_mapping_name :</span></dt><dd>latitude_longitude</dd><dt><span>GeoTransform :</span></dt><dd>23.905833333333333712289459 0.000833333333333333386821 0 38.0625 0 -0.000833333333333333386821</dd></dl></div><div class='xr-var-data'><pre>array(4326, dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2018-07-05T09:17:02 ... 2018-08-...</div><input id='attrs-59e2a233-69ce-4c93-a2e7-3c154fe43222' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-59e2a233-69ce-4c93-a2e7-3c154fe43222' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ef515b23-8039-4c97-a57c-421a9913cace' class='xr-var-data-in' type='checkbox'><label for='data-ef515b23-8039-4c97-a57c-421a9913cace' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;2018-07-05T09:17:02.000000000&#x27;, &#x27;2018-07-15T09:18:08.000000000&#x27;,\n",
       "       &#x27;2018-07-20T09:16:44.000000000&#x27;, &#x27;2018-07-25T09:16:48.000000000&#x27;,\n",
       "       &#x27;2018-08-04T09:10:49.000000000&#x27;, &#x27;2018-08-09T09:08:43.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-b8b5314a-bf6a-4539-8703-e82c5cdf192d' class='xr-section-summary-in' type='checkbox'  checked><label for='section-b8b5314a-bf6a-4539-8703-e82c5cdf192d' class='xr-section-summary' >Data variables: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>B04</span></div><div class='xr-var-dims'>(time, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 75, 119), meta=np.ndarray&gt;</div><input id='attrs-ccaacaf1-4755-45a3-bacf-d902d7c37c11' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ccaacaf1-4755-45a3-bacf-d902d7c37c11' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-97dfd90d-4277-4120-a3e2-c6ece8d0ac78' class='xr-var-data-in' type='checkbox'><label for='data-97dfd90d-4277-4120-a3e2-c6ece8d0ac78' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
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       "                <thead>\n",
       "                    <tr>\n",
       "                        <td> </td>\n",
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       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 209.18 kiB </td>\n",
       "                        <td> 34.86 kiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (6, 75, 119) </td>\n",
       "                        <td> (1, 75, 119) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 6 chunks in 3 graph layers </td>\n",
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       "                    <tr>\n",
       "                        <th> Data type </th>\n",
       "                        <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
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       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>B03</span></div><div class='xr-var-dims'>(time, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 75, 119), meta=np.ndarray&gt;</div><input id='attrs-680c1788-cdaf-41fc-a07e-9665ab72a34e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-680c1788-cdaf-41fc-a07e-9665ab72a34e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a456b546-3b6c-4057-b4c7-d0c8ab28eeb7' class='xr-var-data-in' type='checkbox'><label for='data-a456b546-3b6c-4057-b4c7-d0c8ab28eeb7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table style=\"border-collapse: collapse;\">\n",
       "                <thead>\n",
       "                    <tr>\n",
       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 209.18 kiB </td>\n",
       "                        <td> 34.86 kiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (6, 75, 119) </td>\n",
       "                        <td> (1, 75, 119) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 6 chunks in 3 graph layers </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Data type </th>\n",
       "                        <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
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       "                </tbody>\n",
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       "        </td>\n",
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       "    </tr>\n",
       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>B02</span></div><div class='xr-var-dims'>(time, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 75, 119), meta=np.ndarray&gt;</div><input id='attrs-d8ca67cd-3831-4000-9711-6c461b2d60c2' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d8ca67cd-3831-4000-9711-6c461b2d60c2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e43b2e94-317a-48ec-a5ec-81af7cde8de8' class='xr-var-data-in' type='checkbox'><label for='data-e43b2e94-317a-48ec-a5ec-81af7cde8de8' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table style=\"border-collapse: collapse;\">\n",
       "                <thead>\n",
       "                    <tr>\n",
       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 209.18 kiB </td>\n",
       "                        <td> 34.86 kiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (6, 75, 119) </td>\n",
       "                        <td> (1, 75, 119) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 6 chunks in 3 graph layers </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Data type </th>\n",
       "                        <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
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       "        </td>\n",
       "    </tr>\n",
       "</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-07602bd4-0f3e-422e-ba84-6b52395aed0e' class='xr-section-summary-in' type='checkbox'  ><label for='section-07602bd4-0f3e-422e-ba84-6b52395aed0e' class='xr-section-summary' >Indexes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>latitude</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-06e4d675-2515-4a57-8984-f3278977c659' class='xr-index-data-in' type='checkbox'/><label for='index-06e4d675-2515-4a57-8984-f3278977c659' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([38.062083333333334,           38.06125,  38.06041666666667,\n",
       "       38.059583333333336,           38.05875, 38.057916666666664,\n",
       "        38.05708333333333,           38.05625, 38.055416666666666,\n",
       "        38.05458333333333,           38.05375,  38.05291666666667,\n",
       "       38.052083333333336,           38.05125,  38.05041666666667,\n",
       "        38.04958333333333,           38.04875, 38.047916666666666,\n",
       "        38.04708333333333,           38.04625,  38.04541666666667,\n",
       "       38.044583333333335,           38.04375,  38.04291666666667,\n",
       "        38.04208333333333,           38.04125, 38.040416666666665,\n",
       "        38.03958333333333,           38.03875,  38.03791666666667,\n",
       "       38.037083333333335,           38.03625,  38.03541666666667,\n",
       "        38.03458333333333,           38.03375, 38.032916666666665,\n",
       "        38.03208333333333,           38.03125,  38.03041666666667,\n",
       "       38.029583333333335,           38.02875,  38.02791666666667,\n",
       "        38.02708333333334,           38.02625, 38.025416666666665,\n",
       "        38.02458333333333,           38.02375,  38.02291666666667,\n",
       "       38.022083333333335,           38.02125,  38.02041666666667,\n",
       "        38.01958333333334,           38.01875, 38.017916666666665,\n",
       "        38.01708333333333,           38.01625,  38.01541666666667,\n",
       "       38.014583333333334,           38.01375,  38.01291666666667,\n",
       "        38.01208333333334,           38.01125, 38.010416666666664,\n",
       "        38.00958333333333,           38.00875,  38.00791666666667,\n",
       "       38.007083333333334,           38.00625,  38.00541666666667,\n",
       "       38.004583333333336, 38.003750000000004, 38.002916666666664,\n",
       "        38.00208333333333,           38.00125, 38.000416666666666],\n",
       "      dtype=&#x27;float64&#x27;, name=&#x27;latitude&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>longitude</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-7a0c9c94-9c10-4a61-b2d0-191ed5364979' class='xr-index-data-in' type='checkbox'/><label for='index-7a0c9c94-9c10-4a61-b2d0-191ed5364979' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([          23.90625, 23.907083333333333, 23.907916666666665,\n",
       "                 23.90875, 23.909583333333334, 23.910416666666666,\n",
       "                 23.91125,  23.91208333333333, 23.912916666666668,\n",
       "                 23.91375,\n",
       "       ...\n",
       "       23.997083333333332, 23.997916666666665,           23.99875,\n",
       "       23.999583333333334, 24.000416666666666,           24.00125,\n",
       "       24.002083333333335, 24.002916666666668,           24.00375,\n",
       "       24.004583333333333],\n",
       "      dtype=&#x27;float64&#x27;, name=&#x27;longitude&#x27;, length=119))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-c3ea4d13-b9e3-4ff9-b5d4-5d2f72bc8871' class='xr-index-data-in' type='checkbox'/><label for='index-c3ea4d13-b9e3-4ff9-b5d4-5d2f72bc8871' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex([&#x27;2018-07-05 09:17:02&#x27;, &#x27;2018-07-15 09:18:08&#x27;,\n",
       "               &#x27;2018-07-20 09:16:44&#x27;, &#x27;2018-07-25 09:16:48&#x27;,\n",
       "               &#x27;2018-08-04 09:10:49&#x27;, &#x27;2018-08-09 09:08:43&#x27;],\n",
       "              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, freq=None))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-9926bbdf-261b-43ea-b886-df6e7d0caf3c' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-9926bbdf-261b-43ea-b886-df6e7d0caf3c' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset> Size: 644kB\n",
       "Dimensions:      (latitude: 75, longitude: 119, time: 6)\n",
       "Coordinates:\n",
       "  * latitude     (latitude) float64 600B 38.06 38.06 38.06 ... 38.0 38.0 38.0\n",
       "  * longitude    (longitude) float64 952B 23.91 23.91 23.91 ... 24.0 24.0 24.0\n",
       "    spatial_ref  int32 4B 4326\n",
       "  * time         (time) datetime64[ns] 48B 2018-07-05T09:17:02 ... 2018-08-09...\n",
       "Data variables:\n",
       "    B04          (time, latitude, longitude) float32 214kB dask.array<chunksize=(1, 75, 119), meta=np.ndarray>\n",
       "    B03          (time, latitude, longitude) float32 214kB dask.array<chunksize=(1, 75, 119), meta=np.ndarray>\n",
       "    B02          (time, latitude, longitude) float32 214kB dask.array<chunksize=(1, 75, 119), meta=np.ndarray>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data"
   ]
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  {
   "cell_type": "code",
   "execution_count": null,
   "id": "43402ac6",
   "metadata": {},
   "outputs": [],
   "source": []
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