tutorials/notebooks/25_stac_labels_scaneo.ipynb

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   "source": [
    "# STAC labels from SCANEO"
   ]
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   "metadata": {},
   "source": [
    "In the [previous notebook](20_stac.ipynb) we generated STAC metadata from Sentinel-2 imagery. But we are not done yet, as we have to generate the STAC labels item of every image, using the GeoJSON files that have been generated when labeling the dataset using SCANEO.\n",
    "\n",
    "Uncomment the following line to install eotdl if needed."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# !pip install eotdl"
   ]
  },
  {
   "cell_type": "markdown",
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   "source": [
    "In order to generate the labels collection of a source collection (understanding 'source' collection as the source where are the STAC items belonging to the images) we have implementated a customizable class named `LabelExtensionObject`. With this class you can decide how to create the labels of your dataset, wether you want to develop your own implementation or use the implementations we have already developed. Let's explain them!\n",
    "\n",
    "- `ImageNameLabeler`: this implementation should be used when the images of the dataset are named with the corresponding labels, such as `River_1`, `Forest_1`, and so on. We are not going to use this implementation, as it's not our use case.\n",
    "- `ScaneoLabeler`: this implementation should be used when the labels have been generated using SCANEO, so we have a folder with the `geoJSON` label files and their corresponding images. As seen, this is the implementation we are going to use. Let's check the parameters we should use:\n",
    "    - `catalog`: the path to the STAC catalog, or the pystac Catalog itself, we want to add the labels collection. In our case, `example_data/jaca_dataset_stac/catalog.json`.\n",
    "    - `root_folder`: the path to the folder containing the `geoJSON` files.\n",
    "    - `collection`: the STAC collection we want to add the labels to. By default is `source`, but in our case is `sentinel-2-l2a`.\n",
    "    - Extra properties can be added using `kwargs`, such as `label:methods` or `label:overviews`. You can check them [here](https://github.com/stac-extensions/label#item-properties). We are going to add `label_methods` as `manual`.\n",
    "\n",
    "Knowing this, we can generate our labels collection!"
   ]
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  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "mkdir: data: File exists\n"
     ]
    }
   ],
   "source": [
    "# Copy our example data to the data directory\n",
    "!mkdir data\n",
    "!cp -r example_data/jaca_dataset_stac data/jaca_dataset_stac"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
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   "outputs": [
    {
     "name": "stderr",
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     "text": [
      "Generating labels collection...: 4it [00:00, 722.04it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Success on labels generation!\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "from eotdl.curation.stac.extensions import ScaneoLabeler\n",
    "\n",
    "labeler = ScaneoLabeler()\n",
    "\n",
    "catalog = 'data/jaca_dataset_stac/catalog.json'\n",
    "labels_extra_properties = {'label_methods': [\"manual\"]}\n",
    "labeler.generate_stac_labels(\n",
    "    catalog=catalog,\n",
    "    root_folder='example_data/labels_scaneo',\n",
    "    collection='sentinel-2-l2a',\n",
    "    **labels_extra_properties\n",
    ")"
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       "<Catalog id=jaca-dataset-extensions>"
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   "source": [
    "from pystac import Catalog\n",
    "\n",
    "Catalog.from_file('data/jaca_dataset_stac/catalog.json')"
   ]
  },
  {
   "cell_type": "markdown",
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    "Get the new labels collection!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
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       "                \n",
       "        <li style=\"overflow-wrap: break-word; padding-left: 2.125em; text-indent: -0.5em;\">\n",
       "            <span class=\"pystac-key pystac-key-value\">href</span>\n",
       "            <span style=\"color: rgb(186, 33, 33);\">\"./Jaca_1/Jaca_1.json\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li style=\"overflow-wrap: break-word; padding-left: 2.125em; text-indent: -0.5em;\">\n",
       "            <span class=\"pystac-key pystac-key-value\">type</span>\n",
       "            <span style=\"color: rgb(186, 33, 33);\">\"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-key\">3</span></summary>\n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li style=\"overflow-wrap: break-word; padding-left: 2.125em; text-indent: -0.5em;\">\n",
       "            <span class=\"pystac-key pystac-key-value\">rel</span>\n",
       "            <span style=\"color: rgb(186, 33, 33);\">\"item\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li style=\"overflow-wrap: break-word; padding-left: 2.125em; text-indent: -0.5em;\">\n",
       "            <span class=\"pystac-key pystac-key-value\">href</span>\n",
       "            <span style=\"color: rgb(186, 33, 33);\">\"./Jaca_2/Jaca_2.json\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li style=\"overflow-wrap: break-word; padding-left: 2.125em; text-indent: -0.5em;\">\n",
       "            <span class=\"pystac-key pystac-key-value\">type</span>\n",
       "            <span style=\"color: rgb(186, 33, 33);\">\"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-key\">4</span></summary>\n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li style=\"overflow-wrap: break-word; padding-left: 2.125em; text-indent: -0.5em;\">\n",
       "            <span class=\"pystac-key pystac-key-value\">rel</span>\n",
       "            <span style=\"color: rgb(186, 33, 33);\">\"item\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li style=\"overflow-wrap: break-word; padding-left: 2.125em; text-indent: -0.5em;\">\n",
       "            <span class=\"pystac-key pystac-key-value\">href</span>\n",
       "            <span style=\"color: rgb(186, 33, 33);\">\"./Jaca_3/Jaca_3.json\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li style=\"overflow-wrap: break-word; padding-left: 2.125em; text-indent: -0.5em;\">\n",
       "            <span class=\"pystac-key pystac-key-value\">type</span>\n",
       "            <span style=\"color: rgb(186, 33, 33);\">\"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-key\">5</span></summary>\n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li style=\"overflow-wrap: break-word; padding-left: 2.125em; text-indent: -0.5em;\">\n",
       "            <span class=\"pystac-key pystac-key-value\">rel</span>\n",
       "            <span style=\"color: rgb(186, 33, 33);\">\"item\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li style=\"overflow-wrap: break-word; padding-left: 2.125em; text-indent: -0.5em;\">\n",
       "            <span class=\"pystac-key pystac-key-value\">href</span>\n",
       "            <span style=\"color: rgb(186, 33, 33);\">\"./Jaca_4/Jaca_4.json\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li style=\"overflow-wrap: break-word; padding-left: 2.125em; text-indent: -0.5em;\">\n",
       "            <span class=\"pystac-key pystac-key-value\">type</span>\n",
       "            <span style=\"color: rgb(186, 33, 33);\">\"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-key\">6</span></summary>\n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li style=\"overflow-wrap: break-word; padding-left: 2.125em; text-indent: -0.5em;\">\n",
       "            <span class=\"pystac-key pystac-key-value\">rel</span>\n",
       "            <span style=\"color: rgb(186, 33, 33);\">\"parent\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li style=\"overflow-wrap: break-word; padding-left: 2.125em; text-indent: -0.5em;\">\n",
       "            <span class=\"pystac-key pystac-key-value\">href</span>\n",
       "            <span style=\"color: rgb(186, 33, 33);\">\"../catalog.json\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li style=\"overflow-wrap: break-word; padding-left: 2.125em; text-indent: -0.5em;\">\n",
       "            <span class=\"pystac-key pystac-key-value\">type</span>\n",
       "            <span style=\"color: rgb(186, 33, 33);\">\"application/json\"</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\">\n",
       "            <span class=\"pystac-key\">stac_extensions</span>\n",
       "            <span style=\"padding-left: 0.5em; color: rgb(64, 128, 128); font-style: italic;\">[] 1 items</span>\n",
       "        </summary>\n",
       "        \n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li style=\"overflow-wrap: break-word; padding-left: 2.125em; text-indent: -0.5em;\">\n",
       "            <span class=\"pystac-key pystac-key-value\">0</span>\n",
       "            <span style=\"color: rgb(186, 33, 33);\">\"https://stac-extensions.github.io/label/v1.0.1/schema.json\"</span>\n",
       "        </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-key\">extent</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-key\">spatial</span></summary>\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\">\n",
       "            <span class=\"pystac-key\">bbox</span>\n",
       "            <span style=\"padding-left: 0.5em; color: rgb(64, 128, 128); font-style: italic;\">[] 1 items</span>\n",
       "        </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\">\n",
       "            <span class=\"pystac-key\">0</span>\n",
       "            <span style=\"padding-left: 0.5em; color: rgb(64, 128, 128); font-style: italic;\">[] 4 items</span>\n",
       "        </summary>\n",
       "        \n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li style=\"overflow-wrap: break-word; padding-left: 2.125em; text-indent: -0.5em;\">\n",
       "            <span class=\"pystac-key pystac-key-value\">0</span>\n",
       "            <span style=\"color: rgb(186, 33, 33);\">-0.557034</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 style=\"overflow-wrap: break-word; padding-left: 2.125em; text-indent: -0.5em;\">\n",
       "            <span class=\"pystac-key pystac-key-value\">1</span>\n",
       "            <span style=\"color: rgb(186, 33, 33);\">42.569409</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 style=\"overflow-wrap: break-word; padding-left: 2.125em; text-indent: -0.5em;\">\n",
       "            <span class=\"pystac-key pystac-key-value\">2</span>\n",
       "            <span style=\"color: rgb(186, 33, 33);\">-0.547706</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 style=\"overflow-wrap: break-word; padding-left: 2.125em; text-indent: -0.5em;\">\n",
       "            <span class=\"pystac-key pystac-key-value\">3</span>\n",
       "            <span style=\"color: rgb(186, 33, 33);\">42.57571</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",
       "        </details></li>\n",
       "    \n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li><details>\n",
       "            <summary class=\"pystac-summary\"><span class=\"pystac-key\">temporal</span></summary>\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\">\n",
       "            <span class=\"pystac-key\">interval</span>\n",
       "            <span style=\"padding-left: 0.5em; color: rgb(64, 128, 128); font-style: italic;\">[] 1 items</span>\n",
       "        </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\">\n",
       "            <span class=\"pystac-key\">0</span>\n",
       "            <span style=\"padding-left: 0.5em; color: rgb(64, 128, 128); font-style: italic;\">[] 2 items</span>\n",
       "        </summary>\n",
       "        \n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li style=\"overflow-wrap: break-word; padding-left: 2.125em; text-indent: -0.5em;\">\n",
       "            <span class=\"pystac-key pystac-key-value\">0</span>\n",
       "            <span style=\"color: rgb(186, 33, 33);\">\"2000-01-01T00:00:00Z\"</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 style=\"overflow-wrap: break-word; padding-left: 2.125em; text-indent: -0.5em;\">\n",
       "            <span class=\"pystac-key pystac-key-value\">1</span>\n",
       "            <span style=\"color: rgb(186, 33, 33);\">\"2023-12-31T00:00:00Z\"</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",
       "        </details></li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        </details></li>\n",
       "    \n",
       "                \n",
       "            \n",
       "                \n",
       "                    \n",
       "        <li style=\"overflow-wrap: break-word; padding-left: 2.125em; text-indent: -0.5em;\">\n",
       "            <span class=\"pystac-key pystac-key-value\">license</span>\n",
       "            <span style=\"color: rgb(186, 33, 33);\">\"proprietary\"</span>\n",
       "        </li>\n",
       "    \n",
       "                \n",
       "            \n",
       "                \n",
       "                    \n",
       "        <li><details>\n",
       "            <summary class=\"pystac-summary\"><span class=\"pystac-key\">summaries</span></summary>\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\">\n",
       "            <span class=\"pystac-key\">label:classes</span>\n",
       "            <span style=\"padding-left: 0.5em; color: rgb(64, 128, 128); font-style: italic;\">[] 1 items</span>\n",
       "        </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-key\">0</span></summary>\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\">\n",
       "            <span class=\"pystac-key\">classes</span>\n",
       "            <span style=\"padding-left: 0.5em; color: rgb(64, 128, 128); font-style: italic;\">[] 1 items</span>\n",
       "        </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\">\n",
       "            <span class=\"pystac-key\">0</span>\n",
       "            <span style=\"padding-left: 0.5em; color: rgb(64, 128, 128); font-style: italic;\">[] 1 items</span>\n",
       "        </summary>\n",
       "        \n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li style=\"overflow-wrap: break-word; padding-left: 2.125em; text-indent: -0.5em;\">\n",
       "            <span class=\"pystac-key pystac-key-value\">0</span>\n",
       "            <span style=\"color: rgb(186, 33, 33);\">\"grass\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        \n",
       "    </details></li>\n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        \n",
       "    </details></li>\n",
       "            \n",
       "        \n",
       "            \n",
       "                <li><details>\n",
       "        <summary class=\"pystac-summary\">\n",
       "            <span class=\"pystac-key\">name</span>\n",
       "            <span style=\"padding-left: 0.5em; color: rgb(64, 128, 128); font-style: italic;\">[] 1 items</span>\n",
       "        </summary>\n",
       "        \n",
       "            <ul style=\"margin: 0px; padding: 0px 0px 0px 1.75em; list-style: none; display: block;\">\n",
       "        \n",
       "            \n",
       "                \n",
       "        <li style=\"overflow-wrap: break-word; padding-left: 2.125em; text-indent: -0.5em;\">\n",
       "            <span class=\"pystac-key pystac-key-value\">0</span>\n",
       "            <span style=\"color: rgb(186, 33, 33);\">\"label\"</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",
       "        \n",
       "    </details></li>\n",
       "            \n",
       "        \n",
       "            \n",
       "                \n",
       "        <li style=\"overflow-wrap: break-word; padding-left: 2.125em; text-indent: -0.5em;\">\n",
       "            <span class=\"pystac-key pystac-key-value\">label:type</span>\n",
       "            <span style=\"color: rgb(186, 33, 33);\">\"vector\"</span>\n",
       "        </li>\n",
       "    \n",
       "            \n",
       "        \n",
       "    </ul>\n",
       "        </details></li>\n",
       "    \n",
       "                \n",
       "            \n",
       "        </ul>\n",
       "    </div>\n",
       "</div>"
      ],
      "text/plain": [
       "<Collection id=labels>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pystac import Collection\n",
    "\n",
    "Collection.from_file('example_data/jaca_dataset_stac_labels/labels/collection.json')"
   ]
  }
 ],
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