Gaza_s2.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/fener95/tiffs-repo/blob/main/Gaza_s2.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# SETUP"
      ],
      "metadata": {
        "id": "a2UE-v7IrrA5"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import ee\n",
        "# Trigger the authentication flow.\n",
        "ee.Authenticate(auth_mode= 'notebook',  #force =True,\n",
        "                #scopes='https://www.googleapis.com/auth/earthengine'\n",
        "                )\n",
        "ee.Initialize(project='mapping-applications')\n",
        "import geemap"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 176
        },
        "id": "OZMDkR91ruMG",
        "outputId": "096e895f-f955-40ad-bdb1-a39797f096b8"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "To authorize access needed by Earth Engine, open the following URL in a web browser and follow the instructions. If the web browser does not start automatically, please manually browse the URL below.\n",
            "\n",
            "    https://code.earthengine.google.com/client-auth?scopes=https%3A//www.googleapis.com/auth/earthengine%20https%3A//www.googleapis.com/auth/cloud-platform%20https%3A//www.googleapis.com/auth/devstorage.full_control&request_id=TjJv7C9S8SvOYPFRCSoCTPxIVawx1AMKdXMhreZ5vvw&tc=-HYW9cogGwuptffTR8n9THECG2Nu0rQFv3SGX_7xCFQ&cc=ps5lRlfR0fHlapG5gzHoTc62qPoHAMAZK5r58dWquVI\n",
            "\n",
            "The authorization workflow will generate a code, which you should paste in the box below.\n",
            "Enter verification code: 4/1AcvDMrBaJmP77fgOZCYOdxSxTCI6s5vFDdh5JEiYO03jINiQZ3pGn3jAlg4\n",
            "\n",
            "Successfully saved authorization token.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "gaul = ee.FeatureCollection('FAO/GAUL/2015/level2')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 17
        },
        "id": "D2baPy1psma7",
        "outputId": "b8b06f53-2660-400c-d903-ab53eb353b54"
      },
      "execution_count": null,
      "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": [
        "aoi = gaul.filter(ee.Filter.eq('ADM0_NAME', 'Gaza Strip')).geometry()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 17
        },
        "id": "sho8WFnXson1",
        "outputId": "85b22db2-def1-4426-ab04-7699216e0b05"
      },
      "execution_count": null,
      "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": [
        "s2 = ee.ImageCollection('COPERNICUS/S2_SR_HARMONIZED')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 17
        },
        "id": "8e1HPShorj-O",
        "outputId": "6a686161-be33-4942-9a83-392845a17f4c"
      },
      "execution_count": null,
      "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": [
        "# Preprocess funtions"
      ],
      "metadata": {
        "id": "hiPJXJGdEUxD"
      }
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 105
        },
        "id": "ZhyZx1BSrc66",
        "outputId": "04c2575f-37e9-43ae-8021-5a8f4ebca95a"
      },
      "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": [
              "\"\\nimg23 = (\\n    s2\\n    .filterDate('2023-07-01', '2023-07-31')\\n    # Pre-filter to get less cloudy granules.\\n    .filter(ee.Filter.lt('CLOUDY_PIXEL_PERCENTAGE', 20))\\n    .map(mask_s2_clouds)\\n    .median()\\n    .clip(aoi)\\n    .reproject(crs='EPSG:4326', scale=10)\\n)\\n\\nimg24 = (\\n    s2\\n    .filterDate('2024-07-01', '2024-07-31')\\n    # Pre-filter to get less cloudy granules.\\n    .filter(ee.Filter.lt('CLOUDY_PIXEL_PERCENTAGE', 20))\\n    .map(mask_s2_clouds)\\n    .median()\\n    .clip(aoi)\\n    .reproject(crs='EPSG:4326', scale=10)\\n)\\n\""
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 5
        }
      ],
      "source": [
        "def mask_s2_clouds(image):\n",
        "  \"\"\"Masks clouds in a Sentinel-2 image using the QA band.\n",
        "\n",
        "  Args:\n",
        "      image (ee.Image): A Sentinel-2 image.\n",
        "\n",
        "  Returns:\n",
        "      ee.Image: A cloud-masked Sentinel-2 image.\n",
        "  \"\"\"\n",
        "  qa = image.select('QA60')\n",
        "\n",
        "  # Bits 10 and 11 are clouds and cirrus, respectively.\n",
        "  cloud_bit_mask = 1 << 10\n",
        "  cirrus_bit_mask = 1 << 11\n",
        "\n",
        "  # Both flags should be set to zero, indicating clear conditions.\n",
        "  mask = (\n",
        "      qa.bitwiseAnd(cloud_bit_mask)\n",
        "      .eq(0)\n",
        "      .And(qa.bitwiseAnd(cirrus_bit_mask).eq(0))\n",
        "  )\n",
        "\n",
        "  return image.updateMask(mask).divide(10000)\n",
        "\n",
        "\"\"\"\n",
        "img23 = (\n",
        "    s2\n",
        "    .filterDate('2023-07-01', '2023-07-31')\n",
        "    # Pre-filter to get less cloudy granules.\n",
        "    .filter(ee.Filter.lt('CLOUDY_PIXEL_PERCENTAGE', 20))\n",
        "    .map(mask_s2_clouds)\n",
        "    .median()\n",
        "    .clip(aoi)\n",
        "    .reproject(crs='EPSG:4326', scale=10)\n",
        ")\n",
        "\n",
        "img24 = (\n",
        "    s2\n",
        "    .filterDate('2024-07-01', '2024-07-31')\n",
        "    # Pre-filter to get less cloudy granules.\n",
        "    .filter(ee.Filter.lt('CLOUDY_PIXEL_PERCENTAGE', 20))\n",
        "    .map(mask_s2_clouds)\n",
        "    .median()\n",
        "    .clip(aoi)\n",
        "    .reproject(crs='EPSG:4326', scale=10)\n",
        ")\n",
        "\"\"\"\n",
        "\n",
        "\n",
        "# Calculate NDBI for the 2023 image\n",
        "#ndbi23 = img23.normalizedDifference(['B12', 'B8']).rename('NDBI')\n",
        "\n",
        "# Calculate NDBI for the 2024 image\n",
        "#ndbi24 = img24.normalizedDifference(['B12', 'B8']).rename('NDBI')\n",
        "\n",
        "#visualization = {'min': -1,'max': 1,'bands': ['NDBI']}"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# split-map\n",
        "\"\"\"\n",
        "left_layer = geemap.ee_tile_layer(ndbi23, visualization, name=\"Gaza Sept23'\")\n",
        "right_layer = geemap.ee_tile_layer(ndbi24, visualization, name=\"Gaza Sept24'\")\n",
        "m.split_map(left_layer, right_layer)\n",
        "m.centerObject(aoi, 14)\n",
        "\"\"\""
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 53
        },
        "id": "zQ4kKLbWwail",
        "outputId": "3fe9479e-c5e8-43be-f0ea-4debd27cc970"
      },
      "execution_count": null,
      "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": [
              "'\\nleft_layer = geemap.ee_tile_layer(ndbi23, visualization, name=\"Gaza Sept23\\'\")\\nright_layer = geemap.ee_tile_layer(ndbi24, visualization, name=\"Gaza Sept24\\'\")\\nm.split_map(left_layer, right_layer)\\nm.centerObject(aoi, 14)\\n'"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 6
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# NDBI method\n",
        "\n",
        "[Source:EEFA-book-A1.7-Humanitarian-applications](https://docs.google.com/document/d/1MIPIFMJakC6eNGOhlkXLcwjUKFyY6QJLHElzBCOfyn4/edit)"
      ],
      "metadata": {
        "id": "cA02xwXT-2MF"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# a func to add indices we are interested into\n",
        "\n",
        "def addIndices(img):\n",
        "    ndvi = img.normalizedDifference(['B8', 'B4']) \\\n",
        "    .rename('NDVI');\n",
        "    ndbi = img.normalizedDifference(['B11', 'B8']) \\\n",
        "    .rename(['NDBI']);\n",
        "    imgIndices = img.addBands(ndvi).addBands(ndbi)\n",
        "    return imgIndices"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 17
        },
        "id": "7FkjBx61_Jfg",
        "outputId": "0cc5c69e-915e-4ec8-cc4f-0bb40cf6c14f"
      },
      "execution_count": null,
      "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": [
        "# median of 7 months 2023\n",
        "\n",
        "img23 = (\n",
        "    s2\n",
        "    .filterDate('2023-01-01', '2023-08-06')\n",
        "    # Pre-filter to get less cloudy granules.\n",
        "    .filter(ee.Filter.lt('CLOUDY_PIXEL_PERCENTAGE', 10))\n",
        "    .map(mask_s2_clouds)\n",
        "    .map(addIndices)\n",
        "    .median()\n",
        "    .clip(aoi)\n",
        "    #.reproject(crs='EPSG:4326', scale=10)\n",
        ")\n",
        "\n",
        "# one-day-23--------\n",
        "\n",
        "\n",
        "#median 7 months of 2024\n",
        "\n",
        "img24 = (\n",
        "    s2\n",
        "    .filterDate('2024-01-01', '2024-08-06')\n",
        "    # Pre-filter to get less cloudy granules.\n",
        "    .filter(ee.Filter.lt('CLOUDY_PIXEL_PERCENTAGE', 10))\n",
        "    .map(mask_s2_clouds)\n",
        "    .map(addIndices)\n",
        "    .median()\n",
        "    .clip(aoi)\n",
        "    #.reproject(crs='EPSG:4326', scale=10)\n",
        ")\n",
        "\n",
        "#one-day-24-----\n",
        "\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 17
        },
        "id": "BoSdD-3EX4g1",
        "outputId": "bee8156c-d7e2-4c3e-d839-35162fd3b845"
      },
      "execution_count": null,
      "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": [
        "#img24"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 17
        },
        "id": "7aXADZ0DYkMi",
        "outputId": "99c8b7d0-7a10-4fc6-b5f9-aeebe9798262"
      },
      "execution_count": null,
      "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": [
        "## one-day-least-cloudy recent image"
      ],
      "metadata": {
        "id": "1kUtOnoRKyZ6"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "def get_tile_ids(image_collection, aoi):\n",
        "    \"\"\"Get unique tile IDs in the filtered image collection.\"\"\"\n",
        "    return image_collection.filterBounds(aoi).aggregate_array('MGRS_TILE').distinct()\n",
        "\n",
        "def get_least_cloudy_image_for_tile(tile_id, image_collection, aoi):\n",
        "    \"\"\"Get the least cloudy image for a given tile within the AOI.\"\"\"\n",
        "    filtered = image_collection.filterMetadata('MGRS_TILE', 'equals', tile_id)\n",
        "    return filtered.sort('CLOUDY_PIXEL_PERCENTAGE').first().clip(aoi)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 17
        },
        "id": "T2EvsLT3LIFF",
        "outputId": "f4613a5d-6754-4ad8-8521-f8cd063caf6c"
      },
      "execution_count": null,
      "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": [
        "# Function to process the image collection for a specific date range\n",
        "def get_least_cloudy_image(date_start, date_end, aoi):\n",
        "    # Filter the image collection by date, AOI, and cloud coverage\n",
        "    collection = (s2.filterDate(date_start, date_end)\n",
        "                      .filterBounds(aoi)\n",
        "                      .filter(ee.Filter.lt('CLOUDY_PIXEL_PERCENTAGE', 10))\n",
        "                      .map(mask_s2_clouds)\n",
        "                      .map(addIndices)\n",
        "                      .sort('CLOUDY_PIXEL_PERCENTAGE')\n",
        "                      .first()\n",
        "                      .clip(aoi))\n",
        "    return collection\n",
        "# Get the least cloudy images for the specified date ranges\n",
        "one_day_23 = get_least_cloudy_image('2023-07-01', '2023-08-05', aoi)\n",
        "one_day_24 = get_least_cloudy_image('2024-07-01', '2024-08-05', aoi)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 17
        },
        "id": "6ZI3bTSeKxhU",
        "outputId": "0ef743df-aac8-4343-dffa-fab7187d4fb0"
      },
      "execution_count": null,
      "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": [
        "one_day_23 # 4 july\n",
        "one_day_24 # 3 july"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 68
        },
        "id": "Qe0Po7w_Lces",
        "outputId": "f05b3e1c-3568-4153-8f08-f3bca71e42fc"
      },
      "execution_count": null,
      "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 0x7b0799b19ab0>"
            ],
            "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 (28 bands)<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>Image</span></li><li><label class='ee-shut'>bands: List (28 elements)<input type='checkbox' class='ee-toggle'></label><ul><li><label class='ee-shut'>0: \"B1\", float, EPSG:32636, 547x699 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:32636</span></li><li><label class='ee-shut'>crs_transform: [60, 0, 600000, 0, -60, 3500040]<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'>600000</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'>3500040</span></li></ul></li><li><label class='ee-shut'>data_type: float<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'>6.553500175476074</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'>float</span></li></ul></li><li><label class='ee-shut'>dimensions: [547, 699]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>547</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>699</span></li></ul></li><li><label class='ee-shut'>origin: [267, 57]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>267</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>57</span></li></ul></li></ul></li><li><label class='ee-shut'>1: \"B2\", float, EPSG:32636, 3276x4188 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:32636</span></li><li><label class='ee-shut'>crs_transform: [10, 0, 600000, 0, -10, 3500040]<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'>600000</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'>3500040</span></li></ul></li><li><label class='ee-shut'>data_type: float<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'>6.553500175476074</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'>float</span></li></ul></li><li><label class='ee-shut'>dimensions: [3276, 4188]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>3276</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>4188</span></li></ul></li><li><label class='ee-shut'>origin: [1606, 343]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>1606</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>343</span></li></ul></li></ul></li><li><label class='ee-shut'>2: \"B3\", float, EPSG:32636, 3276x4188 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:32636</span></li><li><label class='ee-shut'>crs_transform: [10, 0, 600000, 0, -10, 3500040]<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'>600000</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'>3500040</span></li></ul></li><li><label class='ee-shut'>data_type: float<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'>6.553500175476074</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'>float</span></li></ul></li><li><label class='ee-shut'>dimensions: [3276, 4188]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>3276</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>4188</span></li></ul></li><li><label class='ee-shut'>origin: [1606, 343]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>1606</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>343</span></li></ul></li></ul></li><li><label class='ee-shut'>3: \"B4\", float, EPSG:32636, 3276x4188 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:32636</span></li><li><label class='ee-shut'>crs_transform: [10, 0, 600000, 0, -10, 3500040]<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'>600000</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'>3500040</span></li></ul></li><li><label class='ee-shut'>data_type: float<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'>6.553500175476074</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'>float</span></li></ul></li><li><label class='ee-shut'>dimensions: [3276, 4188]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>3276</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>4188</span></li></ul></li><li><label class='ee-shut'>origin: [1606, 343]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>1606</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>343</span></li></ul></li></ul></li><li><label class='ee-shut'>4: \"B5\", float, EPSG:32636, 1638x2095 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:32636</span></li><li><label class='ee-shut'>crs_transform: [20, 0, 600000, 0, -20, 3500040]<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'>600000</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'>3500040</span></li></ul></li><li><label class='ee-shut'>data_type: float<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'>6.553500175476074</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'>float</span></li></ul></li><li><label class='ee-shut'>dimensions: [1638, 2095]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>1638</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>2095</span></li></ul></li><li><label class='ee-shut'>origin: [803, 171]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>803</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>171</span></li></ul></li></ul></li><li><label class='ee-shut'>5: \"B6\", float, EPSG:32636, 1638x2095 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:32636</span></li><li><label class='ee-shut'>crs_transform: [20, 0, 600000, 0, -20, 3500040]<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'>600000</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'>3500040</span></li></ul></li><li><label class='ee-shut'>data_type: float<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'>6.553500175476074</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'>float</span></li></ul></li><li><label class='ee-shut'>dimensions: [1638, 2095]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>1638</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>2095</span></li></ul></li><li><label class='ee-shut'>origin: [803, 171]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>803</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>171</span></li></ul></li></ul></li><li><label class='ee-shut'>6: \"B7\", float, EPSG:32636, 1638x2095 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:32636</span></li><li><label class='ee-shut'>crs_transform: [20, 0, 600000, 0, -20, 3500040]<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'>600000</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'>3500040</span></li></ul></li><li><label class='ee-shut'>data_type: float<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'>6.553500175476074</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'>float</span></li></ul></li><li><label class='ee-shut'>dimensions: [1638, 2095]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>1638</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>2095</span></li></ul></li><li><label class='ee-shut'>origin: [803, 171]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>803</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>171</span></li></ul></li></ul></li><li><label class='ee-shut'>7: \"B8\", float, EPSG:32636, 3276x4188 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:32636</span></li><li><label class='ee-shut'>crs_transform: [10, 0, 600000, 0, -10, 3500040]<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'>600000</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'>3500040</span></li></ul></li><li><label class='ee-shut'>data_type: float<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'>6.553500175476074</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'>float</span></li></ul></li><li><label class='ee-shut'>dimensions: [3276, 4188]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>3276</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>4188</span></li></ul></li><li><label class='ee-shut'>origin: [1606, 343]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>1606</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>343</span></li></ul></li></ul></li><li><label class='ee-shut'>8: \"B8A\", float, EPSG:32636, 1638x2095 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:32636</span></li><li><label class='ee-shut'>crs_transform: [20, 0, 600000, 0, -20, 3500040]<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'>600000</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'>3500040</span></li></ul></li><li><label class='ee-shut'>data_type: float<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'>6.553500175476074</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'>float</span></li></ul></li><li><label class='ee-shut'>dimensions: [1638, 2095]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>1638</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>2095</span></li></ul></li><li><label class='ee-shut'>origin: [803, 171]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>803</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>171</span></li></ul></li></ul></li><li><label class='ee-shut'>9: \"B9\", float, EPSG:32636, 547x699 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:32636</span></li><li><label class='ee-shut'>crs_transform: [60, 0, 600000, 0, -60, 3500040]<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'>600000</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'>3500040</span></li></ul></li><li><label class='ee-shut'>data_type: float<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'>6.553500175476074</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'>float</span></li></ul></li><li><label class='ee-shut'>dimensions: [547, 699]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>547</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>699</span></li></ul></li><li><label class='ee-shut'>origin: [267, 57]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>267</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>57</span></li></ul></li></ul></li><li><label class='ee-shut'>10: \"B11\", float, EPSG:32636, 1638x2095 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:32636</span></li><li><label class='ee-shut'>crs_transform: [20, 0, 600000, 0, -20, 3500040]<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'>600000</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'>3500040</span></li></ul></li><li><label class='ee-shut'>data_type: float<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'>6.553500175476074</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'>float</span></li></ul></li><li><label class='ee-shut'>dimensions: [1638, 2095]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>1638</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>2095</span></li></ul></li><li><label class='ee-shut'>origin: [803, 171]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>803</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>171</span></li></ul></li></ul></li><li><label class='ee-shut'>11: \"B12\", float, EPSG:32636, 1638x2095 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:32636</span></li><li><label class='ee-shut'>crs_transform: [20, 0, 600000, 0, -20, 3500040]<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'>600000</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'>3500040</span></li></ul></li><li><label class='ee-shut'>data_type: float<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'>6.553500175476074</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'>float</span></li></ul></li><li><label class='ee-shut'>dimensions: [1638, 2095]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>1638</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>2095</span></li></ul></li><li><label class='ee-shut'>origin: [803, 171]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>803</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>171</span></li></ul></li></ul></li><li><label class='ee-shut'>12: \"AOT\", float, EPSG:32636, 3276x4188 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>AOT</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32636</span></li><li><label class='ee-shut'>crs_transform: [10, 0, 600000, 0, -10, 3500040]<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'>600000</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'>3500040</span></li></ul></li><li><label class='ee-shut'>data_type: float<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'>6.553500175476074</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'>float</span></li></ul></li><li><label class='ee-shut'>dimensions: [3276, 4188]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>3276</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>4188</span></li></ul></li><li><label class='ee-shut'>origin: [1606, 343]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>1606</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>343</span></li></ul></li></ul></li><li><label class='ee-shut'>13: \"WVP\", float, EPSG:32636, 3276x4188 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>WVP</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32636</span></li><li><label class='ee-shut'>crs_transform: [10, 0, 600000, 0, -10, 3500040]<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'>600000</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'>3500040</span></li></ul></li><li><label class='ee-shut'>data_type: float<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'>429496.75</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'>float</span></li></ul></li><li><label class='ee-shut'>dimensions: [3276, 4188]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>3276</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>4188</span></li></ul></li><li><label class='ee-shut'>origin: [1606, 343]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>1606</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>343</span></li></ul></li></ul></li><li><label class='ee-shut'>14: \"SCL\", float, EPSG:32636, 1638x2095 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>SCL</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32636</span></li><li><label class='ee-shut'>crs_transform: [20, 0, 600000, 0, -20, 3500040]<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'>600000</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'>3500040</span></li></ul></li><li><label class='ee-shut'>data_type: float<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'>0.02550000138580799</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'>float</span></li></ul></li><li><label class='ee-shut'>dimensions: [1638, 2095]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>1638</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>2095</span></li></ul></li><li><label class='ee-shut'>origin: [803, 171]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>803</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>171</span></li></ul></li></ul></li><li><label class='ee-shut'>15: \"TCI_R\", float, EPSG:32636, 3276x4188 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>TCI_R</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32636</span></li><li><label class='ee-shut'>crs_transform: [10, 0, 600000, 0, -10, 3500040]<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'>600000</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'>3500040</span></li></ul></li><li><label class='ee-shut'>data_type: float<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'>0.02550000138580799</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'>float</span></li></ul></li><li><label class='ee-shut'>dimensions: [3276, 4188]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>3276</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>4188</span></li></ul></li><li><label class='ee-shut'>origin: [1606, 343]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>1606</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>343</span></li></ul></li></ul></li><li><label class='ee-shut'>16: \"TCI_G\", float, EPSG:32636, 3276x4188 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>TCI_G</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32636</span></li><li><label class='ee-shut'>crs_transform: [10, 0, 600000, 0, -10, 3500040]<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'>600000</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'>3500040</span></li></ul></li><li><label class='ee-shut'>data_type: float<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'>0.02550000138580799</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'>float</span></li></ul></li><li><label class='ee-shut'>dimensions: [3276, 4188]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>3276</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>4188</span></li></ul></li><li><label class='ee-shut'>origin: [1606, 343]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>1606</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>343</span></li></ul></li></ul></li><li><label class='ee-shut'>17: \"TCI_B\", float, EPSG:32636, 3276x4188 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>TCI_B</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32636</span></li><li><label class='ee-shut'>crs_transform: [10, 0, 600000, 0, -10, 3500040]<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'>600000</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'>3500040</span></li></ul></li><li><label class='ee-shut'>data_type: float<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'>0.02550000138580799</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'>float</span></li></ul></li><li><label class='ee-shut'>dimensions: [3276, 4188]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>3276</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>4188</span></li></ul></li><li><label class='ee-shut'>origin: [1606, 343]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>1606</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>343</span></li></ul></li></ul></li><li><label class='ee-shut'>18: \"MSK_CLDPRB\", float, EPSG:32636, 1638x2095 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>MSK_CLDPRB</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32636</span></li><li><label class='ee-shut'>crs_transform: [20, 0, 600000, 0, -20, 3500040]<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'>600000</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'>3500040</span></li></ul></li><li><label class='ee-shut'>data_type: float<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'>0.02550000138580799</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'>float</span></li></ul></li><li><label class='ee-shut'>dimensions: [1638, 2095]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>1638</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>2095</span></li></ul></li><li><label class='ee-shut'>origin: [803, 171]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>803</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>171</span></li></ul></li></ul></li><li><label class='ee-shut'>19: \"MSK_SNWPRB\", float, EPSG:32636, 1638x2095 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>MSK_SNWPRB</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32636</span></li><li><label class='ee-shut'>crs_transform: [20, 0, 600000, 0, -20, 3500040]<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'>600000</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'>3500040</span></li></ul></li><li><label class='ee-shut'>data_type: float<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'>0.02550000138580799</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'>float</span></li></ul></li><li><label class='ee-shut'>dimensions: [1638, 2095]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>1638</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>2095</span></li></ul></li><li><label class='ee-shut'>origin: [803, 171]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>803</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>171</span></li></ul></li></ul></li><li><label class='ee-shut'>20: \"QA10\", float, EPSG:4326, 3x3 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:4326</span></li><li><label class='ee-shut'>crs_transform: [1, 0, 0, 0, 1, 0]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>1</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'>0</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'>1</span></li><li><span class='ee-k'>5:</span><span class='ee-v'>0</span></li></ul></li><li><label class='ee-shut'>data_type: float<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'>6.553500175476074</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'>float</span></li></ul></li><li><label class='ee-shut'>dimensions: [3, 3]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>3</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>3</span></li></ul></li><li><label class='ee-shut'>origin: [33, 30]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>33</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>30</span></li></ul></li></ul></li><li><label class='ee-shut'>21: \"QA20\", float, EPSG:4326, 3x3 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:4326</span></li><li><label class='ee-shut'>crs_transform: [1, 0, 0, 0, 1, 0]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>1</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'>0</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'>1</span></li><li><span class='ee-k'>5:</span><span class='ee-v'>0</span></li></ul></li><li><label class='ee-shut'>data_type: float<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'>429496.75</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'>float</span></li></ul></li><li><label class='ee-shut'>dimensions: [3, 3]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>3</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>3</span></li></ul></li><li><label class='ee-shut'>origin: [33, 30]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>33</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>30</span></li></ul></li></ul></li><li><label class='ee-shut'>22: \"QA60\", float, EPSG:32636, 547x699 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:32636</span></li><li><label class='ee-shut'>crs_transform: [60, 0, 600000, 0, -60, 3500040]<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'>600000</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'>3500040</span></li></ul></li><li><label class='ee-shut'>data_type: float<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'>6.553500175476074</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'>float</span></li></ul></li><li><label class='ee-shut'>dimensions: [547, 699]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>547</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>699</span></li></ul></li><li><label class='ee-shut'>origin: [267, 57]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>267</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>57</span></li></ul></li></ul></li><li><label class='ee-shut'>23: \"MSK_CLASSI_OPAQUE\", float, EPSG:32636, 547x699 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>MSK_CLASSI_OPAQUE</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32636</span></li><li><label class='ee-shut'>crs_transform: [60, 0, 600000, 0, -60, 3500040]<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'>600000</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'>3500040</span></li></ul></li><li><label class='ee-shut'>data_type: float<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'>0.02550000138580799</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'>float</span></li></ul></li><li><label class='ee-shut'>dimensions: [547, 699]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>547</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>699</span></li></ul></li><li><label class='ee-shut'>origin: [267, 57]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>267</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>57</span></li></ul></li></ul></li><li><label class='ee-shut'>24: \"MSK_CLASSI_CIRRUS\", float, EPSG:32636, 547x699 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>MSK_CLASSI_CIRRUS</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32636</span></li><li><label class='ee-shut'>crs_transform: [60, 0, 600000, 0, -60, 3500040]<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'>600000</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'>3500040</span></li></ul></li><li><label class='ee-shut'>data_type: float<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'>0.02550000138580799</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'>float</span></li></ul></li><li><label class='ee-shut'>dimensions: [547, 699]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>547</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>699</span></li></ul></li><li><label class='ee-shut'>origin: [267, 57]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>267</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>57</span></li></ul></li></ul></li><li><label class='ee-shut'>25: \"MSK_CLASSI_SNOW_ICE\", float, EPSG:32636, 547x699 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>MSK_CLASSI_SNOW_ICE</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32636</span></li><li><label class='ee-shut'>crs_transform: [60, 0, 600000, 0, -60, 3500040]<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'>600000</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'>3500040</span></li></ul></li><li><label class='ee-shut'>data_type: float<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'>0.02550000138580799</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'>float</span></li></ul></li><li><label class='ee-shut'>dimensions: [547, 699]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>547</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>699</span></li></ul></li><li><label class='ee-shut'>origin: [267, 57]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>267</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>57</span></li></ul></li></ul></li><li><label class='ee-shut'>26: \"NDVI\", float, EPSG:32636, 3276x4188 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>NDVI</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32636</span></li><li><label class='ee-shut'>crs_transform: [10, 0, 600000, 0, -10, 3500040]<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'>600000</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'>3500040</span></li></ul></li><li><label class='ee-shut'>data_type: float<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'>1</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>-1</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>float</span></li></ul></li><li><label class='ee-shut'>dimensions: [3276, 4188]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>3276</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>4188</span></li></ul></li><li><label class='ee-shut'>origin: [1606, 343]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>1606</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>343</span></li></ul></li></ul></li><li><label class='ee-shut'>27: \"NDBI\", float, EPSG:32636, 1638x2095 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>NDBI</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32636</span></li><li><label class='ee-shut'>crs_transform: [20, 0, 600000, 0, -20, 3500040]<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'>600000</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'>3500040</span></li></ul></li><li><label class='ee-shut'>data_type: float<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'>1</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>-1</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>float</span></li></ul></li><li><label class='ee-shut'>dimensions: [1638, 2095]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>1638</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>2095</span></li></ul></li><li><label class='ee-shut'>origin: [803, 171]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>803</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>171</span></li></ul></li></ul></li></ul></li><li><label class='ee-shut'>properties: Object (2 properties)<input type='checkbox' class='ee-toggle'></label><ul><li><label class='ee-shut'>system:footprint: Polygon (86 vertices)<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>Polygon</span></li><li><label class='ee-shut'>coordinates: List (1 element)<input type='checkbox' class='ee-toggle'></label><ul><li><label class='ee-shut'>0: List (86 elements)<input type='checkbox' class='ee-toggle'></label><ul><li><label class='ee-shut'>0: [34.31211374452537, 31.403789928102785]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>34.31211374452537</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>31.403789928102785</span></li></ul></li><li><label class='ee-shut'>1: [34.29384034024141, 31.388624534112093]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>34.29384034024141</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>31.388624534112093</span></li></ul></li><li><label class='ee-shut'>2: [34.28970228564462, 31.384437476609413]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>34.28970228564462</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>31.384437476609413</span></li></ul></li><li><label class='ee-shut'>3: [34.27217800975302, 31.36667687759125]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>34.27217800975302</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>31.36667687759125</span></li></ul></li><li><label class='ee-shut'>4: [34.26210936245588, 31.3594887602215]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>34.26210936245588</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>31.3594887602215</span></li></ul></li><li><label class='ee-shut'>5: [34.241022273851286, 31.3397260580298]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>34.241022273851286</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>31.3397260580298</span></li></ul></li><li><label class='ee-shut'>6: [34.235952288341906, 31.334977100908613]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>34.235952288341906</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>31.334977100908613</span></li></ul></li><li><label class='ee-shut'>7: [34.22039004134277, 31.322175015460164]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>34.22039004134277</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>31.322175015460164</span></li></ul></li><li><label class='ee-shut'>8: [34.219796962709815, 31.32168893455284]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>34.219796962709815</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>31.32168893455284</span></li></ul></li><li><label class='ee-shut'>9: [34.23300925165722, 31.30140455558203]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>34.23300925165722</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>31.30140455558203</span></li></ul></li><li><label class='ee-shut'>10: [34.236077124830835, 31.296700141022008]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>34.236077124830835</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>31.296700141022008</span></li></ul></li><li><label class='ee-shut'>11: [34.2363223873175, 31.296321149891853]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>34.2363223873175</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>31.296321149891853</span></li></ul></li><li><label class='ee-shut'>12: [34.239720204395844, 31.29571472677116]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>34.239720204395844</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>31.29571472677116</span></li></ul></li><li><label class='ee-shut'>13: [34.24045595991946, 31.29492994475104]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>34.24045595991946</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>31.29492994475104</span></li></ul></li><li><label class='ee-shut'>14: [34.24196764887842, 31.29331570516486]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>34.24196764887842</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>31.29331570516486</span></li></ul></li><li><label class='ee-shut'>15: [34.25537838212418, 31.256996332713214]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>34.25537838212418</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>31.256996332713214</span></li></ul></li><li><label class='ee-shut'>16: [34.26878913985163, 31.220676911352562]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>34.26878913985163</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>31.220676911352562</span></li></ul></li><li><label class='ee-shut'>17: [34.26883814056237, 31.220534264028917]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>34.26883814056237</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>31.220534264028917</span></li></ul></li><li><label class='ee-shut'>18: [34.291780236164996, 31.24079195802476]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>34.291780236164996</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>31.24079195802476</span></li></ul></li><li><label class='ee-shut'>19: [34.2921146768336, 31.2410906952404]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>34.2921146768336</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>31.2410906952404</span></li></ul></li><li><label class='ee-shut'>20: [34.302861115008085, 31.245812878449872]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>34.302861115008085</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>31.245812878449872</span></li></ul></li><li><label class='ee-shut'>21: [34.319885993306315, 31.253295296325312]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>34.319885993306315</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>31.253295296325312</span></li></ul></li><li><label class='ee-shut'>22: [34.32769831381466, 31.258909299210238]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>34.32769831381466</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>31.258909299210238</span></li></ul></li><li><label class='ee-shut'>23: [34.328242301427736, 31.259475593808585]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>34.328242301427736</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>31.259475593808585</span></li></ul></li><li><label class='ee-shut'>24: [34.3335397585375, 31.264982542823418]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>34.3335397585375</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>31.264982542823418</span></li></ul></li><li><label class='ee-shut'>25: [34.337098046510775, 31.268674707068584]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>34.337098046510775</span></li><li><span class='ee-k'>1:</span><span 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31.304530321350075]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>34.372828891664774</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>31.304530321350075</span></li></ul></li><li><label class='ee-shut'>30: [34.373520024891526, 31.306206933844997]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>34.373520024891526</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>31.306206933844997</span></li></ul></li><li><label class='ee-shut'>31: [34.37390352445072, 31.307130022675224]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>34.37390352445072</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>31.307130022675224</span></li></ul></li><li><label class='ee-shut'>32: [34.371446524360664, 31.319923199323078]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span 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31.386131927833404]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>34.380302277443434</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>31.386131927833404</span></li></ul></li><li><label class='ee-shut'>40: [34.38247835776293, 31.391790462773447]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>34.38247835776293</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>31.391790462773447</span></li></ul></li><li><label class='ee-shut'>41: [34.40026126443836, 31.40897586556564]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>34.40026126443836</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>31.40897586556564</span></li></ul></li><li><label class='ee-shut'>42: [34.40036377678273, 31.409073941529684]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>34.40036377678273</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>31.409073941529684</span></li></ul></li><li><label class='ee-shut'>43: [34.42065718575388, 31.422932871036412]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>34.42065718575388</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>31.422932871036412</span></li></ul></li><li><label class='ee-shut'>44: [34.42269500396237, 31.424324057129144]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>34.42269500396237</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>31.424324057129144</span></li></ul></li><li><label class='ee-shut'>45: [34.42673047128227, 31.427177929698548]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>34.42673047128227</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>31.427177929698548</span></li></ul></li><li><label class='ee-shut'>46: [34.428955590568314, 31.429884572631927]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>34.428955590568314</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>31.429884572631927</span></li></ul></li><li><label class='ee-shut'>47: [34.43804318221585, 31.440947647198293]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>34.43804318221585</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>31.440947647198293</span></li></ul></li><li><label class='ee-shut'>48: [34.440937130568926, 31.4419821370209]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>34.440937130568926</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>31.4419821370209</span></li></ul></li><li><label class='ee-shut'>49: [34.445516637985946, 31.44361420892539]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>34.445516637985946</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>31.44361420892539</span></li></ul></li><li><label class='ee-shut'>50: [34.452825165541235, 31.451484454559658]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>34.452825165541235</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>31.451484454559658</span></li></ul></li><li><label class='ee-shut'>51: [34.452994620413335, 31.451671783322045]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>34.452994620413335</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>31.451671783322045</span></li></ul></li><li><label class='ee-shut'>52: [34.457297632725904, 31.455025024725277]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>34.457297632725904</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>31.455025024725277</span></li></ul></li><li><label class='ee-shut'>53: [34.465983976890016, 31.461793873860586]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>34.465983976890016</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>31.461793873860586</span></li></ul></li><li><label class='ee-shut'>54: [34.466371896447704, 31.462819510391387]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>34.466371896447704</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>31.462819510391387</span></li></ul></li><li><label class='ee-shut'>55: [34.46706305895529, 31.46465666632276]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>34.46706305895529</span></li><li><span class='ee-k'>1:</span><span 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class='ee-v'>34.49086124474801</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>31.595874646599427</span></li></ul></li><li><label class='ee-shut'>73: [34.49080771570776, 31.59580775424975]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>34.49080771570776</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>31.59580775424975</span></li></ul></li><li><label class='ee-shut'>74: [34.489465589085775, 31.59406868239742]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>34.489465589085775</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>31.59406868239742</span></li></ul></li><li><label class='ee-shut'>75: [34.458465900127024, 31.553918939314595]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>34.458465900127024</span></li><li><span class='ee-k'>1:</span><span 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            ]
          },
          "metadata": {},
          "execution_count": 12
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## ViZ"
      ],
      "metadata": {
        "id": "ZMzEFQNrK5JB"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Viz\n",
        "\n",
        "# Define color palettes manually for ndvi\n",
        "green_palette = ['#f7fcf5', '#e5f5e0', '#c7e9c0', '#a1d99b', '#74c476', '#41ab5d', '#238b45', '#006d2c', '#00441b']\n",
        "pr_green_palette = ['#40004b', '#762a83', '#9970ab', '#c2a5cf', '#e7d4e8', '#f7f7f7', '#d9f0d3', '#a6dba0', '#5aae61', '#1b7837']\n",
        "# Set-up \"True color\" visualization parameters.\n",
        "TCImgVis = {\n",
        "    'bands': ['B4', 'B3', 'B2'],\n",
        "    'gamma': 1,\n",
        "    'max': 0.3,\n",
        "    'min': 0.0,\n",
        "    'opacity': 1\n",
        "}\n",
        "#false color\n",
        "FCImgVis = {\n",
        "    'bands': ['B8', 'B4', 'B3'],\n",
        "    'gamma': 1,\n",
        "    'max': 0.3,\n",
        "    'min': 0.0,\n",
        "    'opacity': 1\n",
        "}"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 17
        },
        "id": "HhvezkxcE2Wl",
        "outputId": "8bd18f61-fd44-4d8c-cb2e-e7b74e68ac9a"
      },
      "execution_count": null,
      "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": [
        "## Mapping"
      ],
      "metadata": {
        "id": "Pg2ZWBFoHuxt"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "#m.clear_layers()\n",
        "m = geemap.Map()\n",
        "m.centerObject(aoi, 14)\n",
        "m.addLayer(aoi, {}, 'AOI')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 17
        },
        "id": "1OtEHPqRLXQ9",
        "outputId": "7e95f137-66dd-474c-ce25-82513b37b995"
      },
      "execution_count": null,
      "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": [
        "# Display True-color one day\n",
        "m.addLayer(one_day_23, TCImgVis,\n",
        "'one day 23',0)\n",
        "m.addLayer(one_day_24, TCImgVis,\n",
        "'one day 24',0)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 17
        },
        "id": "WnpIhI2yLkcY",
        "outputId": "6e824233-cc6b-48d1-c7c9-43b3910e94ca"
      },
      "execution_count": null,
      "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": [
        "# Display True-color composites.\n",
        "m.addLayer(img23, TCImgVis,\n",
        "'TC Pre-Event Median',0)\n",
        "m.addLayer(img24, TCImgVis,\n",
        "'TC Post-Event Median',0)"
      ],
      "metadata": {
        "id": "YaQJamrTME_m",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 17
        },
        "outputId": "f2d08a7d-f710-48c0-9674-abb5ce748d00"
      },
      "execution_count": null,
      "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": [
        "# Display False-color composites.\n",
        "m.addLayer(img23, FCImgVis,\n",
        "'FC Pre-Event Median',0)\n",
        "m.addLayer(img24, FCImgVis,\n",
        "'FC Post-Event Median',0)"
      ],
      "metadata": {
        "id": "DgaBT-eOMG0E",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 17
        },
        "outputId": "68c0be3f-70c0-4b7b-b4d3-b6a953c8b9a6"
      },
      "execution_count": null,
      "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": [
        "# Display median NDVI composites.\n",
        "m.addLayer(img23, {\n",
        "    'min': 0,\n",
        "    'max': 0.7,\n",
        "    'bands': ['NDVI'],\n",
        "    'palette': green_palette\n",
        "}, 'NDVI Pre-Event Median',0)\n",
        "m.addLayer(img24, {\n",
        "    'min': 0,\n",
        "    'max': 0.7,\n",
        "    'bands': ['NDVI'],\n",
        "    'palette': green_palette\n",
        "}, 'NDVI Post-Event Median',0)"
      ],
      "metadata": {
        "id": "ULfQbXaeMLHo",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 17
        },
        "outputId": "ec4bfa42-9627-4075-bc6f-2dc16adaeac8"
      },
      "execution_count": null,
      "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": [
        "# NDVi difference from july '23 and july '24\n",
        "\n",
        "ndvi_diff = img24.select('NDVI').subtract(img23.select('NDVI'))\n",
        "m.addLayer(ndvi_diff,\n",
        "    {\n",
        "      'min': -0.1,\n",
        "      'max': 0.1,\n",
        "      'palette': green_palette\n",
        "    },\n",
        "    'Difference Median NDVI',0);\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 17
        },
        "id": "ypPUmK9LZUVH",
        "outputId": "549b359d-0339-44a9-a3c4-d6bfada75eca"
      },
      "execution_count": null,
      "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": [
        "# Display median NDBI composites\n",
        "m.addLayer(img23, {\n",
        "    'min': -1,\n",
        "    'max': 1,\n",
        "    'bands': ['NDBI'],\n",
        "    'palette': ['cyan', 'red']\n",
        "}, 'NDBI Pre-Event Median',0)\n",
        "m.addLayer(img24, {\n",
        "    'min': -1,\n",
        "    'max': 1,\n",
        "    'bands': ['NDBI'],\n",
        "    'palette': ['cyan', 'red']\n",
        "}, 'NDBI Post-Event Median',0)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 17
        },
        "id": "IMev_laMcHH6",
        "outputId": "82c48759-232d-4ba8-b4b7-382af75d44eb"
      },
      "execution_count": null,
      "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": [
        "m"
      ],
      "metadata": {
        "id": "O7etMiQjTXG9",
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          "height": 621,
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          ]
        },
        "outputId": "8e5aa7be-6ec3-466c-c2fc-7b07c7cba467"
      },
      "execution_count": null,
      "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=[31.40757091833705, 34.378018702181286], controls=(WidgetControl(options=['position', 'transparent_…"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "4413cda244a54de988718dc40f63eab8"
            }
          },
          "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": "markdown",
      "source": [
        "# Export to drive"
      ],
      "metadata": {
        "id": "z2ch-pvZb6PT"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# mask the NoData values so they do not appear in the streamlit app as black rectangle inscribing the area:\n",
        "image23 = one_day_23.updateMask(one_day_23.neq(0));\n",
        "image24 = one_day_24.updateMask(one_day_24.neq(0));"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 17
        },
        "id": "PywqktiQLnc0",
        "outputId": "a4187a09-c9b9-4b3d-9c5b-5b86f13f3e01"
      },
      "execution_count": null,
      "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": [
        "# here substitute img23 with the one_day_23\n",
        "\n",
        "task_img23TC = ee.batch.Export.image.toDrive(\n",
        "    image= image23.select(['B4', 'B3', 'B2']),      # here is the image with masked no data value. check it!\n",
        "    description='gaza23_true_color_noData',\n",
        "    folder='rasters',  # Folder in Google Drive\n",
        "    fileNamePrefix='img23_true_color_noData',\n",
        "    region=aoi,\n",
        "    scale=10,\n",
        "    crs='EPSG:4326',\n",
        "    formatOptions={\n",
        "        'cloudOptimized': True\n",
        "    }\n",
        ")\n",
        "\n",
        "# here substitute img24 with the one_day_24\n",
        "\n",
        "task_img24TC = ee.batch.Export.image.toDrive(\n",
        "    image= image24.select(['B8', 'B4', 'B3']),\n",
        "    description='gaza24_true_color_noData',\n",
        "    folder='rasters',\n",
        "    fileNamePrefix='img24_true_color_noData',\n",
        "    region=aoi,\n",
        "    scale=10,\n",
        "    crs='EPSG:4326',\n",
        "    formatOptions={\n",
        "        'cloudOptimized': True\n",
        "    }\n",
        ")\n",
        "\"\"\"\n",
        "#---------------------------------------------------#\n",
        "task_ndvi23 = ee.batch.Export.image.toDrive(\n",
        "    image=img23.select('NDVI'),\n",
        "    description='ndvi23',\n",
        "    folder='GEE_Exports',\n",
        "    fileNamePrefix='ndvi23',\n",
        "    region=aoi,\n",
        "    scale=10,\n",
        "    crs='EPSG:4326',\n",
        "    fileFormat='GeoTIFF'\n",
        ")\n",
        "\n",
        "task_ndvi24 = ee.batch.Export.image.toDrive(\n",
        "    image=img24.select('NDVI'),\n",
        "    description='ndvi24',\n",
        "    folder='GEE_Exports',\n",
        "    fileNamePrefix='ndvi24',\n",
        "    region=aoi,\n",
        "    scale=10,\n",
        "    crs='EPSG:4326',\n",
        "    fileFormat='GeoTIFF'\n",
        ")\n",
        "\"\"\"\n",
        "#task_img23TC.start()\n",
        "#task_img24TC.start()\n",
        "#task_ndvi23.start()\n",
        "#task_ndvi24.start()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 17
        },
        "id": "XREYY4l9b8H1",
        "outputId": "c64ba8ee-7b7e-40b1-f4be-d205aab18a33"
      },
      "execution_count": null,
      "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": [
        "task_img23TC.status()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 191
        },
        "id": "VHZp3p1eS7-j",
        "outputId": "e25b258b-fdbd-40af-cdec-2248f07744d7"
      },
      "execution_count": null,
      "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": [
              "{'state': 'RUNNING',\n",
              " 'description': 'gaza23_true_color_noData',\n",
              " 'priority': 100,\n",
              " 'creation_timestamp_ms': 1723544415191,\n",
              " 'update_timestamp_ms': 1723544417853,\n",
              " 'start_timestamp_ms': 1723544417818,\n",
              " 'task_type': 'EXPORT_IMAGE',\n",
              " 'attempt': 1,\n",
              " 'id': 'D6VQHRZTWP2G3CTJBZUVAHRA',\n",
              " 'name': 'projects/mapping-applications/operations/D6VQHRZTWP2G3CTJBZUVAHRA'}"
            ]
          },
          "metadata": {},
          "execution_count": 42
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "task_img24TC.status()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 191
        },
        "id": "m4alDZ3ru4SW",
        "outputId": "3d5904bc-85d9-4ef3-aaae-0694d5e6ed76"
      },
      "execution_count": null,
      "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": [
              "{'state': 'RUNNING',\n",
              " 'description': 'gaza24_true_color_noData',\n",
              " 'priority': 100,\n",
              " 'creation_timestamp_ms': 1723544736398,\n",
              " 'update_timestamp_ms': 1723544741871,\n",
              " 'start_timestamp_ms': 1723544741835,\n",
              " 'task_type': 'EXPORT_IMAGE',\n",
              " 'attempt': 1,\n",
              " 'id': 'OJW366DH6MCGTRY6T2K7I62M',\n",
              " 'name': 'projects/mapping-applications/operations/OJW366DH6MCGTRY6T2K7I62M'}"
            ]
          },
          "metadata": {},
          "execution_count": 45
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#\n",
        "#task_ndvi23.status()\n",
        "#task_ndvi24.status"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 17
        },
        "id": "qTZEL5ENS1oY",
        "outputId": "e07a064b-ee42-4abb-8da9-b41fa323e726"
      },
      "execution_count": null,
      "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": [
        "# github url of tiffs to COG"
      ],
      "metadata": {
        "id": "aaW8XUEwbokR"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "# URL of the TIFF file to be converted\n",
        "url = 'https://github.com/fener95/tiffs-repo/raw/main/img23_true_color.tif'\n",
        "\n",
        "# Path where the converted COG will be saved\n",
        "out_cog = 'img23_true_color_cog.tif'\n",
        "\n",
        "# Convert the TIFF file to a COG\n",
        "geemap.image_to_cog(url, out_cog)\n",
        "\n",
        "# Validate the newly created COG file\n",
        "geemap.cog_validate(out_cog)\n",
        "geemap.cog_validate(out_cog, verbose=True)"
      ],
      "metadata": {
        "id": "CFom5PBjbtQd"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}