Sentinel_LULC.ipynb

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  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/milver/Experiments/blob/main/Sentinel_LULC.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Experimenting with Sentinel Land Use Land Cover classification"
      ],
      "metadata": {
        "id": "NGhVV-5CR79m"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "#%pip install rasterio\n",
        "import ee\n",
        "import geemap\n",
        "import rasterio"
      ],
      "metadata": {
        "id": "b_qvMNsbSLSq",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 312
        },
        "outputId": "13b54491-f736-4e30-994f-2fa77ddd6dc4"
      },
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ],
            "text/html": [
              "\n",
              "            <style>\n",
              "                .geemap-dark {\n",
              "                    --jp-widgets-color: white;\n",
              "                    --jp-widgets-label-color: white;\n",
              "                    --jp-ui-font-color1: white;\n",
              "                    --jp-layout-color2: #454545;\n",
              "                    background-color: #383838;\n",
              "                }\n",
              "\n",
              "                .geemap-dark .jupyter-button {\n",
              "                    --jp-layout-color3: #383838;\n",
              "                }\n",
              "\n",
              "                .geemap-colab {\n",
              "                    background-color: var(--colab-primary-surface-color, white);\n",
              "                }\n",
              "\n",
              "                .geemap-colab .jupyter-button {\n",
              "                    --jp-layout-color3: var(--colab-primary-surface-color, white);\n",
              "                }\n",
              "            </style>\n",
              "            "
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Collecting rasterio\n",
            "  Downloading rasterio-1.3.10-cp310-cp310-manylinux2014_x86_64.whl (21.5 MB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m21.5/21.5 MB\u001b[0m \u001b[31m45.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hCollecting affine (from rasterio)\n",
            "  Downloading affine-2.4.0-py3-none-any.whl (15 kB)\n",
            "Requirement already satisfied: attrs in /usr/local/lib/python3.10/dist-packages (from rasterio) (23.2.0)\n",
            "Requirement already satisfied: certifi in /usr/local/lib/python3.10/dist-packages (from rasterio) (2024.2.2)\n",
            "Requirement already satisfied: click>=4.0 in /usr/local/lib/python3.10/dist-packages (from rasterio) (8.1.7)\n",
            "Requirement already satisfied: cligj>=0.5 in /usr/local/lib/python3.10/dist-packages (from rasterio) (0.7.2)\n",
            "Requirement already satisfied: numpy in /usr/local/lib/python3.10/dist-packages (from rasterio) (1.25.2)\n",
            "Collecting snuggs>=1.4.1 (from rasterio)\n",
            "  Downloading snuggs-1.4.7-py3-none-any.whl (5.4 kB)\n",
            "Requirement already satisfied: click-plugins in /usr/local/lib/python3.10/dist-packages (from rasterio) (1.1.1)\n",
            "Requirement already satisfied: setuptools in /usr/local/lib/python3.10/dist-packages (from rasterio) (67.7.2)\n",
            "Requirement already satisfied: pyparsing>=2.1.6 in /usr/local/lib/python3.10/dist-packages (from snuggs>=1.4.1->rasterio) (3.1.2)\n",
            "Installing collected packages: snuggs, affine, rasterio\n",
            "Successfully installed affine-2.4.0 rasterio-1.3.10 snuggs-1.4.7\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Get Bounding Box\n",
        "Setting up Earth Engine credentials"
      ],
      "metadata": {
        "id": "KDR4gcx5TfGE"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "ee.Authenticate()\n",
        "ee.Initialize(project='ee-my-milver')\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 17
        },
        "id": "j54zsUXeV8VM",
        "outputId": "73d1337e-cdb7-49fc-b7f1-1f0f3d169f44"
      },
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ],
            "text/html": [
              "\n",
              "            <style>\n",
              "                .geemap-dark {\n",
              "                    --jp-widgets-color: white;\n",
              "                    --jp-widgets-label-color: white;\n",
              "                    --jp-ui-font-color1: white;\n",
              "                    --jp-layout-color2: #454545;\n",
              "                    background-color: #383838;\n",
              "                }\n",
              "\n",
              "                .geemap-dark .jupyter-button {\n",
              "                    --jp-layout-color3: #383838;\n",
              "                }\n",
              "\n",
              "                .geemap-colab {\n",
              "                    background-color: var(--colab-primary-surface-color, white);\n",
              "                }\n",
              "\n",
              "                .geemap-colab .jupyter-button {\n",
              "                    --jp-layout-color3: var(--colab-primary-surface-color, white);\n",
              "                }\n",
              "            </style>\n",
              "            "
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        "#!pip install geemap --upgrade\n",
        "Map = geemap.Map()\n",
        "Map.add_basemap(\"Esri.NatGeoWorldMap\")\n",
        "Map.set_center(-77.5107765197754, 39.01424883668118, 13)\n",
        "Map"
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          "height": 621,
          "referenced_widgets": [
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            "d6e507eb34684131a9e4199a729d6094",
            "ca8b3aa6debf49ccba04222ba01dcba0",
            "0dece57cea9f405481123402751b6656",
            "4e71e7c2da0f4358a387a05c3763e4c6",
            "97c5e105d63344208a870103d643fc98",
            "9c379e78e5af467ca2ef8da5b6780080",
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            "811be402e02446048ea24632aa8e5f12",
            "573cf897865846b0ae5abe615ac30aa6",
            "650784ab7c9647fc922ec2854df2da46",
            "bfac88700e2d47f2b8f8fbb1d5d2b330",
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            "67f3f755e1f74adca94de72fa1bc9701",
            "179314e246074248becc72beba55b9c6",
            "1773dc90b5ba4facb6a7ebb29fedf4c3",
            "605f8262610d40109ce12fdd94c0b4e2",
            "f788363ed3774cd6a83b2050379bbc89",
            "cddddb4415184ee8812ed620fd9a4aa6",
            "26c73a390aaf46ef94b43fed1a103e9e",
            "3fd1b2de23944bb7945ed07337a7bd21"
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        },
        "id": "4JBdQLf9s9tv",
        "outputId": "0be12fde-1bad-447b-899c-26f0d9fc2039"
      },
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ],
            "text/html": [
              "\n",
              "            <style>\n",
              "                .geemap-dark {\n",
              "                    --jp-widgets-color: white;\n",
              "                    --jp-widgets-label-color: white;\n",
              "                    --jp-ui-font-color1: white;\n",
              "                    --jp-layout-color2: #454545;\n",
              "                    background-color: #383838;\n",
              "                }\n",
              "\n",
              "                .geemap-dark .jupyter-button {\n",
              "                    --jp-layout-color3: #383838;\n",
              "                }\n",
              "\n",
              "                .geemap-colab {\n",
              "                    background-color: var(--colab-primary-surface-color, white);\n",
              "                }\n",
              "\n",
              "                .geemap-colab .jupyter-button {\n",
              "                    --jp-layout-color3: var(--colab-primary-surface-color, white);\n",
              "                }\n",
              "            </style>\n",
              "            "
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Map(center=[39.01424883668118, -77.5107765197754], controls=(WidgetControl(options=['position', 'transparent_b…"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "e849a55338834d3b9ff07f1a8e78f274"
            }
          },
          "metadata": {
            "application/vnd.jupyter.widget-view+json": {
              "colab": {
                "custom_widget_manager": {
                  "url": "https://ssl.gstatic.com/colaboratory-static/widgets/colab-cdn-widget-manager/2b70e893a8ba7c0f/manager.min.js"
                }
              }
            }
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "Map.bounds"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 52
        },
        "id": "Oyn48CCdXGst",
        "outputId": "0088a597-b90c-4a3b-b57a-39638b6e5fb0"
      },
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ],
            "text/html": [
              "\n",
              "            <style>\n",
              "                .geemap-dark {\n",
              "                    --jp-widgets-color: white;\n",
              "                    --jp-widgets-label-color: white;\n",
              "                    --jp-ui-font-color1: white;\n",
              "                    --jp-layout-color2: #454545;\n",
              "                    background-color: #383838;\n",
              "                }\n",
              "\n",
              "                .geemap-dark .jupyter-button {\n",
              "                    --jp-layout-color3: #383838;\n",
              "                }\n",
              "\n",
              "                .geemap-colab {\n",
              "                    background-color: var(--colab-primary-surface-color, white);\n",
              "                }\n",
              "\n",
              "                .geemap-colab .jupyter-button {\n",
              "                    --jp-layout-color3: var(--colab-primary-surface-color, white);\n",
              "                }\n",
              "            </style>\n",
              "            "
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "((39.00491168506387, -77.76689529418947),\n",
              " (39.08490440902499, -77.45927810668947))"
            ]
          },
          "metadata": {},
          "execution_count": 17
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Set the region of interest by simply drawing a polygon on the map"
      ],
      "metadata": {
        "id": "q4ksN9IuRtEr"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "region = Map.user_roi\n",
        "if region is None:\n",
        "    region = ee.Geometry.BBox(Map.west,  Map.south, Map.east, Map.north)\n",
        "\n",
        "Map.centerObject(region)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 17
        },
        "id": "0VRgPt-yRqoh",
        "outputId": "4241c119-a8c5-492e-8f68-be0b7e73097a"
      },
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ],
            "text/html": [
              "\n",
              "            <style>\n",
              "                .geemap-dark {\n",
              "                    --jp-widgets-color: white;\n",
              "                    --jp-widgets-label-color: white;\n",
              "                    --jp-ui-font-color1: white;\n",
              "                    --jp-layout-color2: #454545;\n",
              "                    background-color: #383838;\n",
              "                }\n",
              "\n",
              "                .geemap-dark .jupyter-button {\n",
              "                    --jp-layout-color3: #383838;\n",
              "                }\n",
              "\n",
              "                .geemap-colab {\n",
              "                    background-color: var(--colab-primary-surface-color, white);\n",
              "                }\n",
              "\n",
              "                .geemap-colab .jupyter-button {\n",
              "                    --jp-layout-color3: var(--colab-primary-surface-color, white);\n",
              "                }\n",
              "            </style>\n",
              "            "
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# bbox1 = [m.west, m.south, m.east, m.north]\n",
        "# print(\"{}: {}\".format(m.center, m.zoom))\n",
        "print(\"{}: {}\".format(Map.center, Map.zoom))"
      ],
      "metadata": {
        "id": "2nuafx1ZTr1R",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "399265e2-786e-48fe-c209-8fcd319c3f16"
      },
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ],
            "text/html": [
              "\n",
              "            <style>\n",
              "                .geemap-dark {\n",
              "                    --jp-widgets-color: white;\n",
              "                    --jp-widgets-label-color: white;\n",
              "                    --jp-ui-font-color1: white;\n",
              "                    --jp-layout-color2: #454545;\n",
              "                    background-color: #383838;\n",
              "                }\n",
              "\n",
              "                .geemap-dark .jupyter-button {\n",
              "                    --jp-layout-color3: #383838;\n",
              "                }\n",
              "\n",
              "                .geemap-colab {\n",
              "                    background-color: var(--colab-primary-surface-color, white);\n",
              "                }\n",
              "\n",
              "                .geemap-colab .jupyter-button {\n",
              "                    --jp-layout-color3: var(--colab-primary-surface-color, white);\n",
              "                }\n",
              "            </style>\n",
              "            "
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[39.044908047815255, -77.61308670043945]: 13.0\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Extracting Sentinel-2\n",
        "Construct a collection of corresponding Dynamic World and Sentinel-2 for inspection. Filter the DW and S2 collections by region and date."
      ],
      "metadata": {
        "id": "dPF6ZAmjbmX-"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Start the filtering"
      ],
      "metadata": {
        "id": "ybw1fGipuSiZ"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "START = ee.Date('2021-04-02')\n",
        "END = ee.Date('2024-05-10')  #START.advance(1, 'day')\n",
        "\n",
        "# col_filter = ee.Filter.And(\n",
        "#     ee.Filter.bounds(ee.Geometry.Point(-77.51601219177248, 39.01918369029137)),\n",
        "#     ee.Filter.date(START, END),\n",
        "# )\n",
        "\n",
        "col_filter = ee.Filter.And(ee.Filter.bounds(region), ee.Filter.date(START, END),)\n",
        "\n",
        "dw_col = ee.ImageCollection('GOOGLE/DYNAMICWORLD/V1').filter(col_filter)\n",
        "s2_col = ee.ImageCollection('COPERNICUS/S2_HARMONIZED').filter(col_filter)\n",
        "\n",
        "# Join corresponding DW and S2 images (by system:index).\n",
        "dw_s2_col = ee.Join.saveFirst('s2_img').apply(\n",
        "    dw_col,\n",
        "    s2_col,\n",
        "    ee.Filter.equals(leftField='system:index', rightField='system:index'),\n",
        ")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 17
        },
        "id": "ZeHPhKlYbjsj",
        "outputId": "585a517e-866e-4bf5-cb92-dd0563948cc5"
      },
      "execution_count": 20,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ],
            "text/html": [
              "\n",
              "            <style>\n",
              "                .geemap-dark {\n",
              "                    --jp-widgets-color: white;\n",
              "                    --jp-widgets-label-color: white;\n",
              "                    --jp-ui-font-color1: white;\n",
              "                    --jp-layout-color2: #454545;\n",
              "                    background-color: #383838;\n",
              "                }\n",
              "\n",
              "                .geemap-dark .jupyter-button {\n",
              "                    --jp-layout-color3: #383838;\n",
              "                }\n",
              "\n",
              "                .geemap-colab {\n",
              "                    background-color: var(--colab-primary-surface-color, white);\n",
              "                }\n",
              "\n",
              "                .geemap-colab .jupyter-button {\n",
              "                    --jp-layout-color3: var(--colab-primary-surface-color, white);\n",
              "                }\n",
              "            </style>\n",
              "            "
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Construct a collection of corresponding Dynamic World and  Sentinel-2 for inspection.\n",
        "Filter the DW and S2 collections by region and date."
      ],
      "metadata": {
        "id": "3Eh36e8Btasx"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Extract an example DW image and its source S2 image.\n",
        "dw_image = ee.Image(dw_s2_col.first())\n",
        "s2_image = ee.Image(dw_image.get('s2_img'))\n",
        "\n",
        "# Create a visualization that blends DW class label with probability.\n",
        "# Define list pairs of DW LULC label and color.\n",
        "CLASS_NAMES = [\n",
        "    'water',\n",
        "    'trees',\n",
        "    'grass',\n",
        "    'flooded_vegetation',\n",
        "    'crops',\n",
        "    'shrub_and_scrub',\n",
        "    'built',\n",
        "    'bare',\n",
        "    'snow_and_ice',\n",
        "]\n",
        "\n",
        "VIS_PALETTE = [\n",
        "    '419bdf',\n",
        "    '397d49',\n",
        "    '88b053',\n",
        "    '7a87c6',\n",
        "    'e49635',\n",
        "    'dfc35a',\n",
        "    'c4281b',\n",
        "    'a59b8f',\n",
        "    'b39fe1',\n",
        "]\n",
        "\n",
        "# Create an RGB image of the label (most likely class) on [0, 1].\n",
        "dw_rgb = (\n",
        "    dw_image.select('label')\n",
        "    .visualize(min=0, max=8, palette=VIS_PALETTE)\n",
        "    .divide(255)\n",
        ")\n",
        "\n",
        "# Get the most likely class probability.\n",
        "top1_prob = dw_image.select(CLASS_NAMES).reduce(ee.Reducer.max())\n",
        "\n",
        "# Create a hillshade of the most likely class probability on [0, 1]\n",
        "top1_prob_hillshade = ee.Terrain.hillshade(top1_prob.multiply(100)).divide(255)\n",
        "\n",
        "# Combine the RGB image with the hillshade.\n",
        "dw_rgb_hillshade = dw_rgb.multiply(top1_prob_hillshade)\n",
        "\n"
      ],
      "metadata": {
        "id": "G9JThSV3SIHS",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 17
        },
        "outputId": "3a5e5c77-6144-4056-f77d-480aaeb8cfc7"
      },
      "execution_count": 21,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ],
            "text/html": [
              "\n",
              "            <style>\n",
              "                .geemap-dark {\n",
              "                    --jp-widgets-color: white;\n",
              "                    --jp-widgets-label-color: white;\n",
              "                    --jp-ui-font-color1: white;\n",
              "                    --jp-layout-color2: #454545;\n",
              "                    background-color: #383838;\n",
              "                }\n",
              "\n",
              "                .geemap-dark .jupyter-button {\n",
              "                    --jp-layout-color3: #383838;\n",
              "                }\n",
              "\n",
              "                .geemap-colab {\n",
              "                    background-color: var(--colab-primary-surface-color, white);\n",
              "                }\n",
              "\n",
              "                .geemap-colab .jupyter-button {\n",
              "                    --jp-layout-color3: var(--colab-primary-surface-color, white);\n",
              "                }\n",
              "            </style>\n",
              "            "
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Clip Rasters by Region and display"
      ],
      "metadata": {
        "id": "7be5Qo-8pfcz"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Display the Dynamic World visualization with the source Sentinel-2 image.\n",
        "import geemap\n",
        "m = geemap.Map()\n",
        "\n",
        "mask = region\n",
        "m.centerObject(region, int(Map.zoom))\n",
        "\n",
        "m.add_layer(\n",
        "    s2_image.clip(region),\n",
        "    {'min': 0, 'max': 3000, 'bands': ['B4', 'B3', 'B2']},\n",
        "    'Sentinel-2 L1C',\n",
        ")\n",
        "m.add_layer(\n",
        "    dw_rgb_hillshade.clip(region),\n",
        "    {'min': 0, 'max': 0.65},\n",
        "    'Dynamic World V1 - label hillshade',\n",
        ")\n",
        "\n",
        "m.add_legend(keys=CLASS_NAMES, colors=VIS_PALETTE, position=\"bottomleft\")\n",
        "m"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 621,
          "referenced_widgets": [
            "2e3cce84b66549e58941f572f93d4a6f",
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            "39e3610240414167928d43569f24c774",
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            "0ad79697caf641cba9bd80f3931de50d",
            "6ac89de161b84e78b900822286434c04",
            "18829989c58c445f81aac1ca2291e4fe",
            "3107537298e84dcdacb1766ad4599317",
            "8fcafc821891403e8f87a69c33f2201f"
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        },
        "id": "7yXgGB7pvp9L",
        "outputId": "fe8465d3-9ef4-4683-e961-4d8679576849"
      },
      "execution_count": 26,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ],
            "text/html": [
              "\n",
              "            <style>\n",
              "                .geemap-dark {\n",
              "                    --jp-widgets-color: white;\n",
              "                    --jp-widgets-label-color: white;\n",
              "                    --jp-ui-font-color1: white;\n",
              "                    --jp-layout-color2: #454545;\n",
              "                    background-color: #383838;\n",
              "                }\n",
              "\n",
              "                .geemap-dark .jupyter-button {\n",
              "                    --jp-layout-color3: #383838;\n",
              "                }\n",
              "\n",
              "                .geemap-colab {\n",
              "                    background-color: var(--colab-primary-surface-color, white);\n",
              "                }\n",
              "\n",
              "                .geemap-colab .jupyter-button {\n",
              "                    --jp-layout-color3: var(--colab-primary-surface-color, white);\n",
              "                }\n",
              "            </style>\n",
              "            "
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Map(center=[39.04493416667043, -77.61308670044056], controls=(WidgetControl(options=['position', 'transparent_…"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "2e3cce84b66549e58941f572f93d4a6f"
            }
          },
          "metadata": {
            "application/vnd.jupyter.widget-view+json": {
              "colab": {
                "custom_widget_manager": {
                  "url": "https://ssl.gstatic.com/colaboratory-static/widgets/colab-cdn-widget-manager/2b70e893a8ba7c0f/manager.min.js"
                }
              }
            }
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "dw_image"
      ],
      "metadata": {
        "id": "YG4eWTxPzzQb",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 635
        },
        "outputId": "99b6cb6a-01f3-40df-bb0c-7d63bdd8e46d"
      },
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ],
            "text/html": [
              "\n",
              "            <style>\n",
              "                .geemap-dark {\n",
              "                    --jp-widgets-color: white;\n",
              "                    --jp-widgets-label-color: white;\n",
              "                    --jp-ui-font-color1: white;\n",
              "                    --jp-layout-color2: #454545;\n",
              "                    background-color: #383838;\n",
              "                }\n",
              "\n",
              "                .geemap-dark .jupyter-button {\n",
              "                    --jp-layout-color3: #383838;\n",
              "                }\n",
              "\n",
              "                .geemap-colab {\n",
              "                    background-color: var(--colab-primary-surface-color, white);\n",
              "                }\n",
              "\n",
              "                .geemap-colab .jupyter-button {\n",
              "                    --jp-layout-color3: var(--colab-primary-surface-color, white);\n",
              "                }\n",
              "            </style>\n",
              "            "
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<ee.image.Image at 0x7f426f668b50>"
            ],
            "text/html": [
              "<div><style>:root {\n",
              "  --font-color-primary: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
              "  --font-color-secondary: var(--jp-content-font-color2, rgba(0, 0, 0, 0.6));\n",
              "  --font-color-accent: rgba(123, 31, 162, 1);\n",
              "  --border-color: var(--jp-border-color2, #e0e0e0);\n",
              "  --background-color: var(--jp-layout-color0, white);\n",
              "  --background-color-row-even: var(--jp-layout-color1, white);\n",
              "  --background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
              "}\n",
              "\n",
              "html[theme=\"dark\"],\n",
              "body[data-theme=\"dark\"],\n",
              "body.vscode-dark {\n",
              "  --font-color-primary: rgba(255, 255, 255, 1);\n",
              "  --font-color-secondary: rgba(255, 255, 255, 0.6);\n",
              "  --font-color-accent: rgb(173, 132, 190);\n",
              "  --border-color: #2e2e2e;\n",
              "  --background-color: #111111;\n",
              "  --background-color-row-even: #111111;\n",
              "  --background-color-row-odd: #313131;\n",
              "}\n",
              "\n",
              ".ee {\n",
              "  padding: 1em;\n",
              "  line-height: 1.5em;\n",
              "  min-width: 300px;\n",
              "  max-width: 1200px;\n",
              "  overflow-y: scroll;\n",
              "  max-height: 600px;\n",
              "  border: 1px solid var(--border-color);\n",
              "  font-family: monospace;\n",
              "}\n",
              "\n",
              ".ee li {\n",
              "  list-style-type: none;\n",
              "}\n",
              "\n",
              ".ee ul {\n",
              "  padding-left: 1.5em !important;\n",
              "  margin: 0;\n",
              "}\n",
              "\n",
              ".ee > ul {\n",
              "  padding-left: 0 !important;\n",
              "}\n",
              "\n",
              ".ee-open,\n",
              ".ee-shut {\n",
              "  color: var(--font-color-secondary);\n",
              "  cursor: pointer;\n",
              "  margin: 0;\n",
              "}\n",
              "\n",
              ".ee-open:hover,\n",
              ".ee-shut:hover {\n",
              "  color: var(--font-color-primary);\n",
              "}\n",
              "\n",
              ".ee-k {\n",
              "  color: var(--font-color-accent);\n",
              "  margin-right: 6px;\n",
              "}\n",
              "\n",
              ".ee-v {\n",
              "  color: var(--font-color-primary);\n",
              "}\n",
              "\n",
              ".ee-toggle {\n",
              "  display: none;\n",
              "}\n",
              "\n",
              ".ee-shut + ul {\n",
              "  display: none;\n",
              "}\n",
              "\n",
              ".ee-open + ul {\n",
              "  display: block;\n",
              "}\n",
              "\n",
              ".ee-shut::before {\n",
              "  display: inline-block;\n",
              "  content: \"▼\";\n",
              "  margin-right: 6px;\n",
              "  transform: rotate(-90deg);\n",
              "  transition: transform 0.2s;\n",
              "}\n",
              "\n",
              ".ee-open::before {\n",
              "  transform: rotate(0deg);\n",
              "  display: inline-block;\n",
              "  content: \"▼\";\n",
              "  margin-right: 6px;\n",
              "  transition: transform 0.2s;\n",
              "}\n",
              "</style><div class='ee'><ul><li><label class='ee-shut'>Image GOOGLE/DYNAMICWORLD/V1/20221117T051049_20221117T051048_T37CDP (10 bands)<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>Image</span></li><li><span class='ee-k'>id:</span><span class='ee-v'>GOOGLE/DYNAMICWORLD/V1/20221117T051049_20221117T051048_T37CDP</span></li><li><span class='ee-k'>version:</span><span class='ee-v'>1715368931453726</span></li><li><label class='ee-shut'>bands: List (10 elements)<input type='checkbox' class='ee-toggle'></label><ul><li><label class='ee-shut'>0: \"water\", double, EPSG:32737, 10940x10940 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>water</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32737</span></li><li><label class='ee-shut'>crs_transform: [10, 0, 400150, 0, 10, 1290430]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>10</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>2:</span><span class='ee-v'>400150</span></li><li><span class='ee-k'>3:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>4:</span><span class='ee-v'>10</span></li><li><span class='ee-k'>5:</span><span class='ee-v'>1290430</span></li></ul></li><li><label class='ee-shut'>data_type: double<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>double</span></li></ul></li><li><label class='ee-shut'>dimensions: [10940, 10940]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>10940</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>10940</span></li></ul></li></ul></li><li><label class='ee-shut'>1: \"trees\", double, EPSG:32737, 10940x10940 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>trees</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32737</span></li><li><label class='ee-shut'>crs_transform: [10, 0, 400150, 0, 10, 1290430]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>10</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>2:</span><span class='ee-v'>400150</span></li><li><span class='ee-k'>3:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>4:</span><span class='ee-v'>10</span></li><li><span class='ee-k'>5:</span><span class='ee-v'>1290430</span></li></ul></li><li><label class='ee-shut'>data_type: double<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>double</span></li></ul></li><li><label class='ee-shut'>dimensions: [10940, 10940]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>10940</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>10940</span></li></ul></li></ul></li><li><label class='ee-shut'>2: \"grass\", double, EPSG:32737, 10940x10940 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>grass</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32737</span></li><li><label class='ee-shut'>crs_transform: [10, 0, 400150, 0, 10, 1290430]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>10</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>2:</span><span class='ee-v'>400150</span></li><li><span class='ee-k'>3:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>4:</span><span class='ee-v'>10</span></li><li><span class='ee-k'>5:</span><span class='ee-v'>1290430</span></li></ul></li><li><label class='ee-shut'>data_type: double<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>double</span></li></ul></li><li><label class='ee-shut'>dimensions: [10940, 10940]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>10940</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>10940</span></li></ul></li></ul></li><li><label class='ee-shut'>3: \"flooded_vegetation\", double, EPSG:32737, 10940x10940 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>flooded_vegetation</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32737</span></li><li><label class='ee-shut'>crs_transform: [10, 0, 400150, 0, 10, 1290430]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>10</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>2:</span><span class='ee-v'>400150</span></li><li><span class='ee-k'>3:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>4:</span><span class='ee-v'>10</span></li><li><span class='ee-k'>5:</span><span class='ee-v'>1290430</span></li></ul></li><li><label class='ee-shut'>data_type: double<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>double</span></li></ul></li><li><label class='ee-shut'>dimensions: [10940, 10940]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>10940</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>10940</span></li></ul></li></ul></li><li><label class='ee-shut'>4: \"crops\", double, EPSG:32737, 10940x10940 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>crops</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32737</span></li><li><label class='ee-shut'>crs_transform: [10, 0, 400150, 0, 10, 1290430]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>10</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>2:</span><span class='ee-v'>400150</span></li><li><span class='ee-k'>3:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>4:</span><span class='ee-v'>10</span></li><li><span class='ee-k'>5:</span><span class='ee-v'>1290430</span></li></ul></li><li><label class='ee-shut'>data_type: double<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>double</span></li></ul></li><li><label class='ee-shut'>dimensions: [10940, 10940]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>10940</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>10940</span></li></ul></li></ul></li><li><label class='ee-shut'>5: \"shrub_and_scrub\", double, EPSG:32737, 10940x10940 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>shrub_and_scrub</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32737</span></li><li><label class='ee-shut'>crs_transform: [10, 0, 400150, 0, 10, 1290430]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>10</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>2:</span><span class='ee-v'>400150</span></li><li><span class='ee-k'>3:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>4:</span><span class='ee-v'>10</span></li><li><span class='ee-k'>5:</span><span class='ee-v'>1290430</span></li></ul></li><li><label class='ee-shut'>data_type: double<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>double</span></li></ul></li><li><label class='ee-shut'>dimensions: [10940, 10940]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>10940</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>10940</span></li></ul></li></ul></li><li><label class='ee-shut'>6: \"built\", double, EPSG:32737, 10940x10940 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>built</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32737</span></li><li><label class='ee-shut'>crs_transform: [10, 0, 400150, 0, 10, 1290430]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>10</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>2:</span><span class='ee-v'>400150</span></li><li><span class='ee-k'>3:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>4:</span><span class='ee-v'>10</span></li><li><span class='ee-k'>5:</span><span class='ee-v'>1290430</span></li></ul></li><li><label class='ee-shut'>data_type: double<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>double</span></li></ul></li><li><label class='ee-shut'>dimensions: [10940, 10940]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>10940</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>10940</span></li></ul></li></ul></li><li><label class='ee-shut'>7: \"bare\", double, EPSG:32737, 10940x10940 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>bare</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32737</span></li><li><label class='ee-shut'>crs_transform: [10, 0, 400150, 0, 10, 1290430]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>10</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>2:</span><span class='ee-v'>400150</span></li><li><span class='ee-k'>3:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>4:</span><span class='ee-v'>10</span></li><li><span class='ee-k'>5:</span><span class='ee-v'>1290430</span></li></ul></li><li><label class='ee-shut'>data_type: double<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>double</span></li></ul></li><li><label class='ee-shut'>dimensions: [10940, 10940]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>10940</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>10940</span></li></ul></li></ul></li><li><label class='ee-shut'>8: \"snow_and_ice\", double, EPSG:32737, 10940x10940 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>snow_and_ice</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32737</span></li><li><label class='ee-shut'>crs_transform: [10, 0, 400150, 0, 10, 1290430]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>10</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>2:</span><span class='ee-v'>400150</span></li><li><span class='ee-k'>3:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>4:</span><span class='ee-v'>10</span></li><li><span class='ee-k'>5:</span><span class='ee-v'>1290430</span></li></ul></li><li><label class='ee-shut'>data_type: double<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>double</span></li></ul></li><li><label class='ee-shut'>dimensions: [10940, 10940]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>10940</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>10940</span></li></ul></li></ul></li><li><label class='ee-shut'>9: \"label\", unsigned int8, EPSG:32737, 10940x10940 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>label</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32737</span></li><li><label class='ee-shut'>crs_transform: [10, 0, 400150, 0, 10, 1290430]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>10</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>2:</span><span class='ee-v'>400150</span></li><li><span class='ee-k'>3:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>4:</span><span class='ee-v'>10</span></li><li><span class='ee-k'>5:</span><span class='ee-v'>1290430</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int8<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>255</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [10940, 10940]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>10940</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>10940</span></li></ul></li></ul></li></ul></li><li><label class='ee-shut'>properties: Object (7 properties)<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>dynamicworld_algorithm_version:</span><span class='ee-v'>3.5</span></li><li><span class='ee-k'>qa_algorithm_version:</span><span class='ee-v'>1</span></li><li><label class='ee-shut'>s2_img: Image COPERNICUS/S2_HARMONIZED/20221117T051049_20221117T051048_T37CDP (16 bands)<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>Image</span></li><li><span class='ee-k'>id:</span><span class='ee-v'>COPERNICUS/S2_HARMONIZED/20221117T051049_20221117T051048_T37CDP</span></li><li><span class='ee-k'>version:</span><span class='ee-v'>1715369417742346</span></li><li><label class='ee-shut'>bands: List (16 elements)<input type='checkbox' class='ee-toggle'></label><ul><li><label class='ee-shut'>0: \"B1\", unsigned int16, EPSG:32737, 1830x1830 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>B1</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32737</span></li><li><label class='ee-shut'>crs_transform: [60, 0, 399960, 0, -60, 1400020]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>60</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>2:</span><span class='ee-v'>399960</span></li><li><span class='ee-k'>3:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>4:</span><span class='ee-v'>-60</span></li><li><span class='ee-k'>5:</span><span class='ee-v'>1400020</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>65535</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [1830, 1830]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>1830</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>1830</span></li></ul></li></ul></li><li><label class='ee-shut'>1: \"B2\", unsigned int16, EPSG:32737, 10980x10980 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>B2</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32737</span></li><li><label class='ee-shut'>crs_transform: [10, 0, 399960, 0, -10, 1400020]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>10</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>2:</span><span class='ee-v'>399960</span></li><li><span class='ee-k'>3:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>4:</span><span class='ee-v'>-10</span></li><li><span class='ee-k'>5:</span><span class='ee-v'>1400020</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>65535</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [10980, 10980]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>10980</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>10980</span></li></ul></li></ul></li><li><label class='ee-shut'>2: \"B3\", unsigned int16, EPSG:32737, 10980x10980 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>B3</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32737</span></li><li><label class='ee-shut'>crs_transform: [10, 0, 399960, 0, -10, 1400020]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>10</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>2:</span><span class='ee-v'>399960</span></li><li><span class='ee-k'>3:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>4:</span><span class='ee-v'>-10</span></li><li><span class='ee-k'>5:</span><span class='ee-v'>1400020</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>65535</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [10980, 10980]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>10980</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>10980</span></li></ul></li></ul></li><li><label class='ee-shut'>3: \"B4\", unsigned int16, EPSG:32737, 10980x10980 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>B4</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32737</span></li><li><label class='ee-shut'>crs_transform: [10, 0, 399960, 0, -10, 1400020]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>10</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>2:</span><span class='ee-v'>399960</span></li><li><span class='ee-k'>3:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>4:</span><span class='ee-v'>-10</span></li><li><span class='ee-k'>5:</span><span class='ee-v'>1400020</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>65535</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [10980, 10980]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>10980</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>10980</span></li></ul></li></ul></li><li><label class='ee-shut'>4: \"B5\", unsigned int16, EPSG:32737, 5490x5490 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>B5</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32737</span></li><li><label class='ee-shut'>crs_transform: [20, 0, 399960, 0, -20, 1400020]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>20</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>2:</span><span class='ee-v'>399960</span></li><li><span class='ee-k'>3:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>4:</span><span class='ee-v'>-20</span></li><li><span class='ee-k'>5:</span><span class='ee-v'>1400020</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>65535</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [5490, 5490]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>5490</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>5490</span></li></ul></li></ul></li><li><label class='ee-shut'>5: \"B6\", unsigned int16, EPSG:32737, 5490x5490 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>B6</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32737</span></li><li><label class='ee-shut'>crs_transform: [20, 0, 399960, 0, -20, 1400020]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>20</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>2:</span><span class='ee-v'>399960</span></li><li><span class='ee-k'>3:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>4:</span><span class='ee-v'>-20</span></li><li><span class='ee-k'>5:</span><span class='ee-v'>1400020</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>65535</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [5490, 5490]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>5490</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>5490</span></li></ul></li></ul></li><li><label class='ee-shut'>6: \"B7\", unsigned int16, EPSG:32737, 5490x5490 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>B7</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32737</span></li><li><label class='ee-shut'>crs_transform: [20, 0, 399960, 0, -20, 1400020]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>20</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>2:</span><span class='ee-v'>399960</span></li><li><span class='ee-k'>3:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>4:</span><span class='ee-v'>-20</span></li><li><span class='ee-k'>5:</span><span class='ee-v'>1400020</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>65535</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [5490, 5490]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>5490</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>5490</span></li></ul></li></ul></li><li><label class='ee-shut'>7: \"B8\", unsigned int16, EPSG:32737, 10980x10980 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>B8</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32737</span></li><li><label class='ee-shut'>crs_transform: [10, 0, 399960, 0, -10, 1400020]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>10</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>2:</span><span class='ee-v'>399960</span></li><li><span class='ee-k'>3:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>4:</span><span class='ee-v'>-10</span></li><li><span class='ee-k'>5:</span><span class='ee-v'>1400020</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>65535</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [10980, 10980]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>10980</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>10980</span></li></ul></li></ul></li><li><label class='ee-shut'>8: \"B8A\", unsigned int16, EPSG:32737, 5490x5490 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>B8A</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32737</span></li><li><label class='ee-shut'>crs_transform: [20, 0, 399960, 0, -20, 1400020]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>20</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>2:</span><span class='ee-v'>399960</span></li><li><span class='ee-k'>3:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>4:</span><span class='ee-v'>-20</span></li><li><span class='ee-k'>5:</span><span class='ee-v'>1400020</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>65535</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [5490, 5490]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>5490</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>5490</span></li></ul></li></ul></li><li><label class='ee-shut'>9: \"B9\", unsigned int16, EPSG:32737, 1830x1830 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>B9</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32737</span></li><li><label class='ee-shut'>crs_transform: [60, 0, 399960, 0, -60, 1400020]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>60</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>2:</span><span class='ee-v'>399960</span></li><li><span class='ee-k'>3:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>4:</span><span class='ee-v'>-60</span></li><li><span class='ee-k'>5:</span><span class='ee-v'>1400020</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>65535</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [1830, 1830]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>1830</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>1830</span></li></ul></li></ul></li><li><label class='ee-shut'>10: \"B10\", unsigned int16, EPSG:32737, 1830x1830 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>B10</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32737</span></li><li><label class='ee-shut'>crs_transform: [60, 0, 399960, 0, -60, 1400020]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>60</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>2:</span><span class='ee-v'>399960</span></li><li><span class='ee-k'>3:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>4:</span><span class='ee-v'>-60</span></li><li><span class='ee-k'>5:</span><span class='ee-v'>1400020</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>65535</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [1830, 1830]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>1830</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>1830</span></li></ul></li></ul></li><li><label class='ee-shut'>11: \"B11\", unsigned int16, EPSG:32737, 5490x5490 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>B11</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32737</span></li><li><label class='ee-shut'>crs_transform: [20, 0, 399960, 0, -20, 1400020]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>20</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>2:</span><span class='ee-v'>399960</span></li><li><span class='ee-k'>3:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>4:</span><span class='ee-v'>-20</span></li><li><span class='ee-k'>5:</span><span class='ee-v'>1400020</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>65535</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [5490, 5490]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>5490</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>5490</span></li></ul></li></ul></li><li><label class='ee-shut'>12: \"B12\", unsigned int16, EPSG:32737, 5490x5490 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>B12</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32737</span></li><li><label class='ee-shut'>crs_transform: [20, 0, 399960, 0, -20, 1400020]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>20</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>2:</span><span class='ee-v'>399960</span></li><li><span class='ee-k'>3:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>4:</span><span class='ee-v'>-20</span></li><li><span class='ee-k'>5:</span><span class='ee-v'>1400020</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>65535</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [5490, 5490]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>5490</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>5490</span></li></ul></li></ul></li><li><label class='ee-shut'>13: \"QA10\", unsigned int16, EPSG:32737, 10980x10980 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>QA10</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32737</span></li><li><label class='ee-shut'>crs_transform: [10, 0, 399960, 0, -10, 1400020]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>10</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>2:</span><span class='ee-v'>399960</span></li><li><span class='ee-k'>3:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>4:</span><span class='ee-v'>-10</span></li><li><span class='ee-k'>5:</span><span class='ee-v'>1400020</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>65535</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [10980, 10980]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>10980</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>10980</span></li></ul></li></ul></li><li><label class='ee-shut'>14: \"QA20\", unsigned int32, EPSG:32737, 5490x5490 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>QA20</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32737</span></li><li><label class='ee-shut'>crs_transform: [20, 0, 399960, 0, -20, 1400020]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>20</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>2:</span><span class='ee-v'>399960</span></li><li><span class='ee-k'>3:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>4:</span><span class='ee-v'>-20</span></li><li><span class='ee-k'>5:</span><span class='ee-v'>1400020</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int32<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>4294967295</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [5490, 5490]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>5490</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>5490</span></li></ul></li></ul></li><li><label class='ee-shut'>15: \"QA60\", unsigned int16, EPSG:32737, 1830x1830 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>QA60</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32737</span></li><li><label class='ee-shut'>crs_transform: [60, 0, 399960, 0, -60, 1400020]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>60</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>2:</span><span class='ee-v'>399960</span></li><li><span class='ee-k'>3:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>4:</span><span class='ee-v'>-60</span></li><li><span class='ee-k'>5:</span><span class='ee-v'>1400020</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>65535</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [1830, 1830]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>1830</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>1830</span></li></ul></li></ul></li></ul></li><li><label class='ee-shut'>properties: Object (80 properties)<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>CLOUDY_PIXEL_PERCENTAGE:</span><span class='ee-v'>1.02230744136523</span></li><li><span class='ee-k'>CLOUD_COVERAGE_ASSESSMENT:</span><span class='ee-v'>1.02230744136523</span></li><li><span class='ee-k'>DATASTRIP_ID:</span><span class='ee-v'>S2B_OPER_MSI_L1C_DS_2BPS_20221117T065855_S20221117T051048_N04.00</span></li><li><span class='ee-k'>DATATAKE_IDENTIFIER:</span><span class='ee-v'>GS2B_20221117T051049_029760_N04.00</span></li><li><span class='ee-k'>DATATAKE_TYPE:</span><span class='ee-v'>INS-NOBS</span></li><li><span class='ee-k'>DEGRADED_MSI_DATA_PERCENTAGE:</span><span class='ee-v'>0.0023</span></li><li><span class='ee-k'>FORMAT_CORRECTNESS:</span><span class='ee-v'>PASSED</span></li><li><span class='ee-k'>GENERAL_QUALITY:</span><span class='ee-v'>PASSED</span></li><li><span class='ee-k'>GENERATION_TIME:</span><span class='ee-v'>1668668335000</span></li><li><span class='ee-k'>GEOMETRIC_QUALITY:</span><span class='ee-v'>PASSED</span></li><li><span class='ee-k'>GRANULE_ID:</span><span class='ee-v'>L1C_T37CDP_A029760_20221117T051048</span></li><li><span class='ee-k'>MEAN_INCIDENCE_AZIMUTH_ANGLE_B1:</span><span class='ee-v'>264.968157416485</span></li><li><span class='ee-k'>MEAN_INCIDENCE_AZIMUTH_ANGLE_B10:</span><span class='ee-v'>266.109035101175</span></li><li><span class='ee-k'>MEAN_INCIDENCE_AZIMUTH_ANGLE_B11:</span><span class='ee-v'>265.143956813145</span></li><li><span class='ee-k'>MEAN_INCIDENCE_AZIMUTH_ANGLE_B12:</span><span class='ee-v'>264.38374347986</span></li><li><span class='ee-k'>MEAN_INCIDENCE_AZIMUTH_ANGLE_B2:</span><span class='ee-v'>269.201003484839</span></li><li><span class='ee-k'>MEAN_INCIDENCE_AZIMUTH_ANGLE_B3:</span><span class='ee-v'>267.253609544461</span></li><li><span class='ee-k'>MEAN_INCIDENCE_AZIMUTH_ANGLE_B4:</span><span class='ee-v'>266.126272395014</span></li><li><span class='ee-k'>MEAN_INCIDENCE_AZIMUTH_ANGLE_B5:</span><span class='ee-v'>265.677547615576</span></li><li><span class='ee-k'>MEAN_INCIDENCE_AZIMUTH_ANGLE_B6:</span><span class='ee-v'>265.338650091166</span></li><li><span class='ee-k'>MEAN_INCIDENCE_AZIMUTH_ANGLE_B7:</span><span class='ee-v'>265.035739340357</span></li><li><span class='ee-k'>MEAN_INCIDENCE_AZIMUTH_ANGLE_B8:</span><span class='ee-v'>268.110676217349</span></li><li><span class='ee-k'>MEAN_INCIDENCE_AZIMUTH_ANGLE_B8A:</span><span class='ee-v'>264.846964038906</span></li><li><span class='ee-k'>MEAN_INCIDENCE_AZIMUTH_ANGLE_B9:</span><span class='ee-v'>264.11568224397</span></li><li><span class='ee-k'>MEAN_INCIDENCE_ZENITH_ANGLE_B1:</span><span class='ee-v'>3.80815960184933</span></li><li><span class='ee-k'>MEAN_INCIDENCE_ZENITH_ANGLE_B10:</span><span class='ee-v'>3.40886002493979</span></li><li><span class='ee-k'>MEAN_INCIDENCE_ZENITH_ANGLE_B11:</span><span class='ee-v'>3.56503416607222</span></li><li><span class='ee-k'>MEAN_INCIDENCE_ZENITH_ANGLE_B12:</span><span class='ee-v'>3.74767729751104</span></li><li><span class='ee-k'>MEAN_INCIDENCE_ZENITH_ANGLE_B2:</span><span class='ee-v'>3.2326944778262</span></li><li><span class='ee-k'>MEAN_INCIDENCE_ZENITH_ANGLE_B3:</span><span class='ee-v'>3.3292040480993</span></li><li><span class='ee-k'>MEAN_INCIDENCE_ZENITH_ANGLE_B4:</span><span class='ee-v'>3.4377560573435</span></li><li><span class='ee-k'>MEAN_INCIDENCE_ZENITH_ANGLE_B5:</span><span class='ee-v'>3.50351289757661</span></li><li><span class='ee-k'>MEAN_INCIDENCE_ZENITH_ANGLE_B6:</span><span class='ee-v'>3.57358361445479</span></li><li><span class='ee-k'>MEAN_INCIDENCE_ZENITH_ANGLE_B7:</span><span class='ee-v'>3.64961309761044</span></li><li><span class='ee-k'>MEAN_INCIDENCE_ZENITH_ANGLE_B8:</span><span class='ee-v'>3.27783172847931</span></li><li><span class='ee-k'>MEAN_INCIDENCE_ZENITH_ANGLE_B8A:</span><span class='ee-v'>3.72504563335333</span></li><li><span class='ee-k'>MEAN_INCIDENCE_ZENITH_ANGLE_B9:</span><span class='ee-v'>3.8926404855497</span></li><li><span class='ee-k'>MEAN_SOLAR_AZIMUTH_ANGLE:</span><span class='ee-v'>65.6006659437306</span></li><li><span class='ee-k'>MEAN_SOLAR_ZENITH_ANGLE:</span><span class='ee-v'>65.6295592073873</span></li><li><span class='ee-k'>MGRS_TILE:</span><span class='ee-v'>37CDP</span></li><li><span class='ee-k'>PROCESSING_BASELINE:</span><span class='ee-v'>04.00</span></li><li><span class='ee-k'>PRODUCT_ID:</span><span class='ee-v'>S2B_MSIL1C_20221117T051049_N0400_R133_T37CDP_20221117T065855</span></li><li><span class='ee-k'>RADIOMETRIC_QUALITY:</span><span class='ee-v'>PASSED</span></li><li><span class='ee-k'>RADIO_ADD_OFFSET_B1:</span><span class='ee-v'>-1000</span></li><li><span class='ee-k'>RADIO_ADD_OFFSET_B10:</span><span class='ee-v'>-1000</span></li><li><span class='ee-k'>RADIO_ADD_OFFSET_B11:</span><span class='ee-v'>-1000</span></li><li><span class='ee-k'>RADIO_ADD_OFFSET_B12:</span><span class='ee-v'>-1000</span></li><li><span class='ee-k'>RADIO_ADD_OFFSET_B2:</span><span class='ee-v'>-1000</span></li><li><span class='ee-k'>RADIO_ADD_OFFSET_B3:</span><span class='ee-v'>-1000</span></li><li><span class='ee-k'>RADIO_ADD_OFFSET_B4:</span><span class='ee-v'>-1000</span></li><li><span class='ee-k'>RADIO_ADD_OFFSET_B5:</span><span class='ee-v'>-1000</span></li><li><span class='ee-k'>RADIO_ADD_OFFSET_B6:</span><span class='ee-v'>-1000</span></li><li><span class='ee-k'>RADIO_ADD_OFFSET_B7:</span><span class='ee-v'>-1000</span></li><li><span class='ee-k'>RADIO_ADD_OFFSET_B8:</span><span class='ee-v'>-1000</span></li><li><span class='ee-k'>RADIO_ADD_OFFSET_B8A:</span><span class='ee-v'>-1000</span></li><li><span class='ee-k'>RADIO_ADD_OFFSET_B9:</span><span class='ee-v'>-1000</span></li><li><span class='ee-k'>REFLECTANCE_CONVERSION_CORRECTION:</span><span class='ee-v'>1.02160582756917</span></li><li><span class='ee-k'>SENSING_ORBIT_DIRECTION:</span><span class='ee-v'>DESCENDING</span></li><li><span class='ee-k'>SENSING_ORBIT_NUMBER:</span><span class='ee-v'>133</span></li><li><span class='ee-k'>SENSOR_QUALITY:</span><span class='ee-v'>PASSED</span></li><li><span class='ee-k'>SNOW_PIXEL_PERCENTAGE:</span><span class='ee-v'>99.3932398403929</span></li><li><span class='ee-k'>SOLAR_IRRADIANCE_B1:</span><span class='ee-v'>1874.3</span></li><li><span class='ee-k'>SOLAR_IRRADIANCE_B10:</span><span class='ee-v'>365.41</span></li><li><span class='ee-k'>SOLAR_IRRADIANCE_B11:</span><span class='ee-v'>247.08</span></li><li><span class='ee-k'>SOLAR_IRRADIANCE_B12:</span><span class='ee-v'>87.75</span></li><li><span class='ee-k'>SOLAR_IRRADIANCE_B2:</span><span class='ee-v'>1959.75</span></li><li><span class='ee-k'>SOLAR_IRRADIANCE_B3:</span><span class='ee-v'>1824.93</span></li><li><span class='ee-k'>SOLAR_IRRADIANCE_B4:</span><span class='ee-v'>1512.79</span></li><li><span class='ee-k'>SOLAR_IRRADIANCE_B5:</span><span class='ee-v'>1425.78</span></li><li><span class='ee-k'>SOLAR_IRRADIANCE_B6:</span><span class='ee-v'>1291.13</span></li><li><span class='ee-k'>SOLAR_IRRADIANCE_B7:</span><span class='ee-v'>1175.57</span></li><li><span class='ee-k'>SOLAR_IRRADIANCE_B8:</span><span class='ee-v'>1041.28</span></li><li><span class='ee-k'>SOLAR_IRRADIANCE_B8A:</span><span class='ee-v'>953.93</span></li><li><span class='ee-k'>SOLAR_IRRADIANCE_B9:</span><span class='ee-v'>817.58</span></li><li><span class='ee-k'>SPACECRAFT_NAME:</span><span class='ee-v'>Sentinel-2B</span></li><li><span class='ee-k'>system:asset_size:</span><span class='ee-v'>1127830827</span></li><li><label class='ee-shut'>system:footprint: LinearRing (21 vertices)<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>LinearRing</span></li><li><label class='ee-shut'>coordinates: List (21 elements)<input type='checkbox' class='ee-toggle'></label><ul><li><label class='ee-shut'>0: [39.436351503625154, -78.46020553082441]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>39.436351503625154</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>-78.46020553082441</span></li></ul></li><li><label class='ee-shut'>1: [39.436592901679525, -78.46017219651738]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>39.436592901679525</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>-78.46017219651738</span></li></ul></li><li><label class='ee-shut'>2: [39.402793940519814, -77.47648859100694]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>39.402793940519814</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>-77.47648859100694</span></li></ul></li><li><label class='ee-shut'>3: [39.40262387288645, 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class='ee-v'>34.87388657294605</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>-77.44521185048735</span></li></ul></li><li><label class='ee-shut'>7: [34.873653194573144, -77.44524142582446]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>34.873653194573144</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>-77.44524142582446</span></li></ul></li><li><label class='ee-shut'>8: [34.63225427609682, -78.14845497800637]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>34.63225427609682</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>-78.14845497800637</span></li></ul></li><li><label class='ee-shut'>9: [34.63229058475734, -78.14848259084576]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>34.63229058475734</span></li><li><span class='ee-k'>1:</span><span 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class='ee-shut'>coordinates: List (19 elements)<input type='checkbox' class='ee-toggle'></label><ul><li><label class='ee-shut'>0: [39.42779358994761, -78.45842872595199]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>39.42779358994761</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>-78.45842872595199</span></li></ul></li><li><label class='ee-shut'>1: [39.42779686473373, -78.45841746579175]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>39.42779686473373</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>-78.45841746579175</span></li></ul></li><li><label class='ee-shut'>2: [39.39479242335663, -77.47824776406267]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>39.39479242335663</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>-77.47824776406267</span></li></ul></li><li><label 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          "metadata": {},
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}