AbovegroundBiomass.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/AbovegroundBiomass.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": "f7bc8c5b-65fb-4322-b1f1-13475c254af4"
      },
      "execution_count": 3,
      "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[31m46.9 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) (2024.6.2)\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": "e8de34df-c489-4b25-d812-8b7e56220b0b"
      },
      "execution_count": 4,
      "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": [
        "#!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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          "base_uri": "https://localhost:8080/",
          "height": 621,
          "referenced_widgets": [
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            "2064df0b9256475f9f0ed5cadd3ae8b1",
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        "id": "4JBdQLf9s9tv",
        "outputId": "c15314e9-e89d-41eb-917b-a1fb78b76429"
      },
      "execution_count": 32,
      "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": "fa9d9dfe0db041dbbb3cce63472ef403"
            }
          },
          "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": "d8b033f7-4608-4d2d-d3fc-cd7312e7c499"
      },
      "execution_count": 34,
      "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": [
              "((38.97422379482112, -77.6645851135254),\n",
              " (39.05425123808162, -77.3569679260254))"
            ]
          },
          "metadata": {},
          "execution_count": 34
        }
      ]
    },
    {
      "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": "9fca431e-ceea-41d0-a1c9-479669bea8a4"
      },
      "execution_count": 35,
      "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": "a569fa0a-9be6-4f2e-b4c7-364c00ebdb43"
      },
      "execution_count": 36,
      "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": [
            "[39.0170445, -77.5782395]: 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('2023-01-01')\n",
        "END = ee.Date('2024-07-30')  #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": "b2ec1d08-2f8b-4a40-fd69-49c7a08d44d9"
      },
      "execution_count": 37,
      "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": "e10926cd-9a19-42aa-e43b-cb1d9a6fff9d"
      },
      "execution_count": 38,
      "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",
        "s2_image_clip = s2_image.clip(region)\n",
        "dw_rgb_hillshade_clip = dw_rgb_hillshade.clip(region)\n",
        "\n",
        "m.add_layer(\n",
        "    s2_image_clip,\n",
        "    {'min': 0, 'max': 3000, 'bands': ['B4', 'B3', 'B2']},\n",
        "    'Sentinel-2 L1C',\n",
        ")\n",
        "m.add_layer(\n",
        "    dw_rgb_hillshade_clip,\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,
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            "e4c206d3deb742fa95895e1c09345b52"
          ]
        },
        "id": "7yXgGB7pvp9L",
        "outputId": "8bb7ec37-68fa-4a7c-e32d-2ff8faf50a36"
      },
      "execution_count": 39,
      "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=[39.016425656760134, -77.57827434944377], controls=(WidgetControl(options=['position', 'transparent…"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "d0e252fc3a5147df96a8fbcab82bec0e"
            }
          },
          "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": 68
        },
        "outputId": "151a5406-b58b-4427-f4c0-527b7fb2c776"
      },
      "execution_count": 40,
      "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 0x7e925445dd50>"
            ],
            "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/V1/20230105T155641_20230105T155639_T17SQD (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/V1/20230105T155641_20230105T155639_T17SQD</span></li><li><span class='ee-k'>version:</span><span class='ee-v'>1720469716836835</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:32617, 4470x10942 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:32617</span></li><li><label class='ee-shut'>crs_transform: [10, 0, 764850, 0, 10, 4290440]<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'>764850</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'>4290440</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: [4470, 10942]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>4470</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>10942</span></li></ul></li></ul></li><li><label class='ee-shut'>1: \"trees\", double, EPSG:32617, 4470x10942 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:32617</span></li><li><label class='ee-shut'>crs_transform: [10, 0, 764850, 0, 10, 4290440]<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'>764850</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'>4290440</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: [4470, 10942]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>4470</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>10942</span></li></ul></li></ul></li><li><label class='ee-shut'>2: \"grass\", double, EPSG:32617, 4470x10942 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:32617</span></li><li><label class='ee-shut'>crs_transform: [10, 0, 764850, 0, 10, 4290440]<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'>764850</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'>4290440</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: [4470, 10942]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>4470</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>10942</span></li></ul></li></ul></li><li><label class='ee-shut'>3: \"flooded_vegetation\", double, EPSG:32617, 4470x10942 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:32617</span></li><li><label class='ee-shut'>crs_transform: [10, 0, 764850, 0, 10, 4290440]<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'>764850</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'>4290440</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: [4470, 10942]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>4470</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>10942</span></li></ul></li></ul></li><li><label class='ee-shut'>4: \"crops\", double, EPSG:32617, 4470x10942 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:32617</span></li><li><label class='ee-shut'>crs_transform: [10, 0, 764850, 0, 10, 4290440]<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'>764850</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'>4290440</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: [4470, 10942]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>4470</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>10942</span></li></ul></li></ul></li><li><label class='ee-shut'>5: \"shrub_and_scrub\", double, EPSG:32617, 4470x10942 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:32617</span></li><li><label class='ee-shut'>crs_transform: [10, 0, 764850, 0, 10, 4290440]<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'>764850</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'>4290440</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: [4470, 10942]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>4470</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>10942</span></li></ul></li></ul></li><li><label class='ee-shut'>6: \"built\", double, EPSG:32617, 4470x10942 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:32617</span></li><li><label class='ee-shut'>crs_transform: [10, 0, 764850, 0, 10, 4290440]<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'>764850</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'>4290440</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: [4470, 10942]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>4470</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>10942</span></li></ul></li></ul></li><li><label class='ee-shut'>7: \"bare\", double, EPSG:32617, 4470x10942 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:32617</span></li><li><label class='ee-shut'>crs_transform: [10, 0, 764850, 0, 10, 4290440]<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'>764850</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'>4290440</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: [4470, 10942]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>4470</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>10942</span></li></ul></li></ul></li><li><label class='ee-shut'>8: \"snow_and_ice\", double, EPSG:32617, 4470x10942 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:32617</span></li><li><label class='ee-shut'>crs_transform: [10, 0, 764850, 0, 10, 4290440]<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'>764850</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'>4290440</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: [4470, 10942]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>4470</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>10942</span></li></ul></li></ul></li><li><label class='ee-shut'>9: \"label\", unsigned int8, EPSG:32617, 4470x10942 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:32617</span></li><li><label class='ee-shut'>crs_transform: [10, 0, 764850, 0, 10, 4290440]<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'>764850</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'>4290440</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: [4470, 10942]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>4470</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>10942</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/20230105T155641_20230105T155639_T17SQD (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/20230105T155641_20230105T155639_T17SQD</span></li><li><span class='ee-k'>version:</span><span class='ee-v'>1720470069199054</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:32617, 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:32617</span></li><li><label class='ee-shut'>crs_transform: [60, 0, 699960, 0, -60, 4400040]<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'>699960</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'>4400040</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:32617, 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:32617</span></li><li><label class='ee-shut'>crs_transform: [10, 0, 699960, 0, -10, 4400040]<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'>699960</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'>4400040</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:32617, 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:32617</span></li><li><label class='ee-shut'>crs_transform: [10, 0, 699960, 0, -10, 4400040]<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'>699960</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'>4400040</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:32617, 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:32617</span></li><li><label class='ee-shut'>crs_transform: [10, 0, 699960, 0, -10, 4400040]<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'>699960</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'>4400040</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:32617, 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:32617</span></li><li><label class='ee-shut'>crs_transform: [20, 0, 699960, 0, -20, 4400040]<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'>699960</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'>4400040</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:32617, 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:32617</span></li><li><label class='ee-shut'>crs_transform: [20, 0, 699960, 0, -20, 4400040]<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'>699960</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'>4400040</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:32617, 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:32617</span></li><li><label class='ee-shut'>crs_transform: [20, 0, 699960, 0, -20, 4400040]<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'>699960</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'>4400040</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:32617, 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:32617</span></li><li><label class='ee-shut'>crs_transform: [10, 0, 699960, 0, -10, 4400040]<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'>699960</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'>4400040</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:32617, 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:32617</span></li><li><label class='ee-shut'>crs_transform: [20, 0, 699960, 0, -20, 4400040]<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'>699960</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'>4400040</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:32617, 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:32617</span></li><li><label class='ee-shut'>crs_transform: [60, 0, 699960, 0, -60, 4400040]<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'>699960</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'>4400040</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:32617, 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:32617</span></li><li><label class='ee-shut'>crs_transform: [60, 0, 699960, 0, -60, 4400040]<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'>699960</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'>4400040</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:32617, 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:32617</span></li><li><label class='ee-shut'>crs_transform: [20, 0, 699960, 0, -20, 4400040]<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'>699960</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'>4400040</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:32617, 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:32617</span></li><li><label class='ee-shut'>crs_transform: [20, 0, 699960, 0, -20, 4400040]<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'>699960</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'>4400040</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:32617, 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:32617</span></li><li><label class='ee-shut'>crs_transform: [10, 0, 699960, 0, -10, 4400040]<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'>699960</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'>4400040</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:32617, 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:32617</span></li><li><label class='ee-shut'>crs_transform: [20, 0, 699960, 0, -20, 4400040]<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'>699960</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'>4400040</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:32617, 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:32617</span></li><li><label class='ee-shut'>crs_transform: [60, 0, 699960, 0, -60, 4400040]<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'>699960</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'>4400040</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'>23.7142251552439</span></li><li><span class='ee-k'>CLOUD_COVERAGE_ASSESSMENT:</span><span class='ee-v'>23.7142251552439</span></li><li><span class='ee-k'>DATASTRIP_ID:</span><span class='ee-v'>S2A_OPER_MSI_L1C_DS_2APS_20230105T192841_S20230105T155639_N05.09</span></li><li><span class='ee-k'>DATATAKE_IDENTIFIER:</span><span class='ee-v'>GS2A_20230105T155641_039376_N05.09</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'>0.0355</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'>1672946921000</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_T17SQD_A039376_20230105T155639</span></li><li><span class='ee-k'>MEAN_INCIDENCE_AZIMUTH_ANGLE_B1:</span><span class='ee-v'>105.864259677298</span></li><li><span class='ee-k'>MEAN_INCIDENCE_AZIMUTH_ANGLE_B10:</span><span class='ee-v'>104.507378768742</span></li><li><span class='ee-k'>MEAN_INCIDENCE_AZIMUTH_ANGLE_B11:</span><span class='ee-v'>105.157677926236</span></li><li><span class='ee-k'>MEAN_INCIDENCE_AZIMUTH_ANGLE_B12:</span><span class='ee-v'>105.787197073302</span></li><li><span class='ee-k'>MEAN_INCIDENCE_AZIMUTH_ANGLE_B2:</span><span class='ee-v'>103.575984555251</span></li><li><span class='ee-k'>MEAN_INCIDENCE_AZIMUTH_ANGLE_B3:</span><span class='ee-v'>104.074064413068</span></li><li><span class='ee-k'>MEAN_INCIDENCE_AZIMUTH_ANGLE_B4:</span><span class='ee-v'>104.547581179736</span></li><li><span class='ee-k'>MEAN_INCIDENCE_AZIMUTH_ANGLE_B5:</span><span class='ee-v'>104.811314372464</span></li><li><span class='ee-k'>MEAN_INCIDENCE_AZIMUTH_ANGLE_B6:</span><span class='ee-v'>105.063210137532</span></li><li><span class='ee-k'>MEAN_INCIDENCE_AZIMUTH_ANGLE_B7:</span><span class='ee-v'>105.323432549096</span></li><li><span class='ee-k'>MEAN_INCIDENCE_AZIMUTH_ANGLE_B8:</span><span class='ee-v'>103.813834843908</span></li><li><span class='ee-k'>MEAN_INCIDENCE_AZIMUTH_ANGLE_B8A:</span><span class='ee-v'>105.572470717431</span></li><li><span class='ee-k'>MEAN_INCIDENCE_AZIMUTH_ANGLE_B9:</span><span class='ee-v'>106.088089225217</span></li><li><span class='ee-k'>MEAN_INCIDENCE_ZENITH_ANGLE_B1:</span><span class='ee-v'>10.4855536284067</span></li><li><span class='ee-k'>MEAN_INCIDENCE_ZENITH_ANGLE_B10:</span><span class='ee-v'>10.3720257574729</span></li><li><span class='ee-k'>MEAN_INCIDENCE_ZENITH_ANGLE_B11:</span><span class='ee-v'>10.4051634346831</span></li><li><span class='ee-k'>MEAN_INCIDENCE_ZENITH_ANGLE_B12:</span><span class='ee-v'>10.4525132840575</span></li><li><span class='ee-k'>MEAN_INCIDENCE_ZENITH_ANGLE_B2:</span><span class='ee-v'>10.3535368768302</span></li><li><span class='ee-k'>MEAN_INCIDENCE_ZENITH_ANGLE_B3:</span><span class='ee-v'>10.3681942965025</span></li><li><span class='ee-k'>MEAN_INCIDENCE_ZENITH_ANGLE_B4:</span><span class='ee-v'>10.3907999696111</span></li><li><span class='ee-k'>MEAN_INCIDENCE_ZENITH_ANGLE_B5:</span><span class='ee-v'>10.4058654494559</span></li><li><span class='ee-k'>MEAN_INCIDENCE_ZENITH_ANGLE_B6:</span><span class='ee-v'>10.4227861184864</span></li><li><span class='ee-k'>MEAN_INCIDENCE_ZENITH_ANGLE_B7:</span><span class='ee-v'>10.441683838908</span></li><li><span class='ee-k'>MEAN_INCIDENCE_ZENITH_ANGLE_B8:</span><span class='ee-v'>10.3586258180105</span></li><li><span class='ee-k'>MEAN_INCIDENCE_ZENITH_ANGLE_B8A:</span><span class='ee-v'>10.4623436116847</span></li><li><span class='ee-k'>MEAN_INCIDENCE_ZENITH_ANGLE_B9:</span><span class='ee-v'>10.5024681622859</span></li><li><span class='ee-k'>MEAN_SOLAR_AZIMUTH_ANGLE:</span><span class='ee-v'>160.742167844339</span></li><li><span class='ee-k'>MEAN_SOLAR_ZENITH_ANGLE:</span><span class='ee-v'>64.2544892679034</span></li><li><span class='ee-k'>MGRS_TILE:</span><span class='ee-v'>17SQD</span></li><li><span class='ee-k'>PROCESSING_BASELINE:</span><span class='ee-v'>05.09</span></li><li><span class='ee-k'>PRODUCT_ID:</span><span class='ee-v'>S2A_MSIL1C_20230105T155641_N0509_R054_T17SQD_20230105T192841</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'>1.03430112551501</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'>54</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'>0.0498384546641919</span></li><li><span class='ee-k'>SOLAR_IRRADIANCE_B1:</span><span class='ee-v'>1884.69</span></li><li><span class='ee-k'>SOLAR_IRRADIANCE_B10:</span><span class='ee-v'>367.15</span></li><li><span class='ee-k'>SOLAR_IRRADIANCE_B11:</span><span class='ee-v'>245.59</span></li><li><span class='ee-k'>SOLAR_IRRADIANCE_B12:</span><span class='ee-v'>85.25</span></li><li><span class='ee-k'>SOLAR_IRRADIANCE_B2:</span><span class='ee-v'>1959.66</span></li><li><span class='ee-k'>SOLAR_IRRADIANCE_B3:</span><span class='ee-v'>1823.24</span></li><li><span class='ee-k'>SOLAR_IRRADIANCE_B4:</span><span class='ee-v'>1512.06</span></li><li><span class='ee-k'>SOLAR_IRRADIANCE_B5:</span><span class='ee-v'>1424.64</span></li><li><span class='ee-k'>SOLAR_IRRADIANCE_B6:</span><span class='ee-v'>1287.61</span></li><li><span class='ee-k'>SOLAR_IRRADIANCE_B7:</span><span class='ee-v'>1162.08</span></li><li><span class='ee-k'>SOLAR_IRRADIANCE_B8:</span><span class='ee-v'>1041.63</span></li><li><span class='ee-k'>SOLAR_IRRADIANCE_B8A:</span><span class='ee-v'>955.32</span></li><li><span class='ee-k'>SOLAR_IRRADIANCE_B9:</span><span class='ee-v'>812.92</span></li><li><span class='ee-k'>SPACECRAFT_NAME:</span><span class='ee-v'>Sentinel-2A</span></li><li><span class='ee-k'>system:asset_size:</span><span class='ee-v'>445389731</span></li><li><label class='ee-shut'>system:footprint: LinearRing (18 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 (18 elements)<input 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          "metadata": {},
          "execution_count": 40
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Pre-processing Biomass covariates data"
      ],
      "metadata": {
        "id": "29_9IdUwGGwH"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "Extract Projection"
      ],
      "metadata": {
        "id": "LVrTdD2cOHHx"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "s2Projection = ee.Image(s2_col.first()).select('B4').projection()\n",
        "s2Projection"
      ],
      "metadata": {
        "id": "X0szxmqQNv1h",
        "outputId": "59d2e186-5984-4acd-b6ed-1c1ab9e3dfe7",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 257
        }
      },
      "execution_count": 41,
      "outputs": [
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              "}\n",
              "</style><div class='ee'><ul><li><label class='ee-shut'>Projection<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>Projection</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32617</span></li><li><label class='ee-shut'>transform: [10, 0, 699960, 0, -10, 4400040]<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'>699960</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'>4400040</span></li></ul></li></ul></li></ul></div><script>function toggleHeader() {\n",
              "    const parent = this.parentElement;\n",
              "    parent.className = parent.className === \"ee-open\" ? \"ee-shut\" : \"ee-open\";\n",
              "}\n",
              "\n",
              "for (let c of document.getElementsByClassName(\"ee-toggle\")) {\n",
              "    c.onclick = toggleHeader;\n",
              "}</script></div>"
            ]
          },
          "metadata": {},
          "execution_count": 41
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Function to apply scale factor to convert pixel values to reflectances"
      ],
      "metadata": {
        "id": "6vtdrk1UO6Mj"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "def scaleBands(image):\n",
        "    return image.multiply(0.0001).copyProperties(image, ['system:time_start'])"
      ],
      "metadata": {
        "id": "TQxP_X4pPCC6",
        "outputId": "41142b7a-ed48-4064-e798-2ba3caf4529b",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 17
        }
      },
      "execution_count": 42,
      "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": [
        "## Use Cloud Score+ cloud mask"
      ],
      "metadata": {
        "id": "kcmLa__hSk7f"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "csPlus = ee.ImageCollection('GOOGLE/CLOUD_SCORE_PLUS/V1/S2_HARMONIZED')\n",
        "csPlusBands = csPlus.first().bandNames()"
      ],
      "metadata": {
        "id": "wC6OIyHjSygQ",
        "outputId": "d2a94a77-7bb4-4893-82bd-3af5d472e537",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 17
        }
      },
      "execution_count": 43,
      "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": [
        "## Function to mask pixels with low CS+ QA scores."
      ],
      "metadata": {
        "id": "VIGp9q7AS79g"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "def maskLowQA(image):\n",
        "    qaBand = 'cs'\n",
        "    clearThreshold = 0.5\n",
        "    mask = image.select(qaBand).gte(clearThreshold)\n",
        "    return image.updateMask(mask)"
      ],
      "metadata": {
        "id": "HJ6faMQFTHm4",
        "outputId": "4ec55de9-bf42-4ee0-8fee-a130cb812bde",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 17
        }
      },
      "execution_count": 44,
      "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": [
        "## Function to compute spectral indices"
      ],
      "metadata": {
        "id": "Tbe3tCjxTOoS"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "def addIndices(image):\n",
        "    ndvi = image.normalizedDifference(['B8', 'B4']).rename('ndvi')\n",
        "    mndwi = image.normalizedDifference(['B3', 'B11']).rename('mndwi')\n",
        "    ndbi = image.normalizedDifference(['B11', 'B8']).rename('ndbi')\n",
        "    evi = image.expression(\n",
        "        '2.5 * ((NIR - RED)/(NIR + 6*RED - 7.5*BLUE + 1))', {\n",
        "            'NIR': image.select('B8'),\n",
        "            'RED': image.select('B4'),\n",
        "            'BLUE': image.select('B2')\n",
        "        }).rename('evi')\n",
        "    bsi = image.expression(\n",
        "        '(( X + Y ) - (A + B)) /(( X + Y ) + (A + B)) ', {\n",
        "            'X': image.select('B11'),\n",
        "            'Y': image.select('B4'),\n",
        "            'A': image.select('B8'),\n",
        "            'B': image.select('B2')\n",
        "        }).rename('bsi')\n",
        "    return image.addBands([ndvi, mndwi, ndbi, evi, bsi])\n"
      ],
      "metadata": {
        "id": "gcj8mhQgTWcQ",
        "outputId": "bc6b6690-947a-4c69-f952-f5334d68b15e",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 17
        }
      },
      "execution_count": 45,
      "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": [
        "## We need to add Cloud Score + bands to each Sentinel-2 image in the collection\n",
        "On JS this is done using the linkCollection() function but in python we need to build our own function"
      ],
      "metadata": {
        "id": "YjBlBhw1TUqm"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "def addCsPlusBands(image):\n",
        "    csImage = csPlus.filterBounds(image.geometry()).filterDate(image.date()).first()\n",
        "    return image.addBands(csImage)\n"
      ],
      "metadata": {
        "id": "E03krIWjUGiA",
        "outputId": "84ba7378-7bfe-4ad0-b755-c3b07956ee61",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 17
        }
      },
      "execution_count": 46,
      "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": [
        "Apply all the pre-processing steps including adding Cloud Score+ bands"
      ],
      "metadata": {
        "id": "rUsA90SJWZhH"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "filteredS2WithCs = s2_col.map(addCsPlusBands)\n",
        "s2Processed = filteredS2WithCs.map(maskLowQA).select('B.*').map(scaleBands).map(addIndices)\n"
      ],
      "metadata": {
        "id": "j2TrLptRWkSY",
        "outputId": "392e3dc7-0174-4b3c-8cfa-b2c9ab88e00b",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 17
        }
      },
      "execution_count": 47,
      "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": [
        "## Create the S2 composite"
      ],
      "metadata": {
        "id": "uiYy0xanW7U6"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "s2Composite = s2Processed.median().setDefaultProjection(s2Projection)"
      ],
      "metadata": {
        "id": "SsbvjWMaW-Ij",
        "outputId": "53d88c1b-b4cf-4bfc-f0ba-94d395cfd20a",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 17
        }
      },
      "execution_count": 48,
      "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": [
        "### Prepare GLO-30 Slope and Elevation"
      ],
      "metadata": {
        "id": "xrlftRT8XgVZ"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "glo30 = ee.ImageCollection('USGS/GTOPO30')\n",
        "glo30Filtered = glo30.filter(ee.Filter.bounds(region)).select('DEM')\n",
        "demProj = glo30Filtered.first().select(0).projection()\n",
        "elevation = glo30Filtered.mosaic().rename('dem').setDefaultProjection(demProj)\n",
        "slope = ee.Terrain.slope(elevation)\n",
        "demBands = elevation.addBands(slope)"
      ],
      "metadata": {
        "id": "04kU1RiyXi67",
        "outputId": "683902a4-0d32-4a07-fef0-a2a21d56530e",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 17
        }
      },
      "execution_count": 51,
      "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": {}
        }
      ]
    }
  ]
}