{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "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",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import ee\n",
    "import geemap\n",
    "import geopandas as gpd\n",
    "from shapely.ops import transform\n",
    "from shapely.geometry import Point, Polygon\n",
    "ee.Initialize()\n",
    "\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "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",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gdf = gpd.read_file(\"/home/patel_zeel/NDVI_PERG/golvada he 10 2023-24.kml\").to_crs(epsg=4326)\n",
    "gdf = gdf[gdf.index == 0]\n",
    "def shape_3d_to_2d(shape):\n",
    "    if shape.has_z:\n",
    "        return transform(lambda x, y, z: (x, y), shape)\n",
    "    else:\n",
    "        return shape\n",
    "gdf['geometry'] = gdf['geometry'].apply(shape_3d_to_2d)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "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",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_547165/231495633.py:2: UserWarning: Geometry is in a geographic CRS. Results from 'buffer' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  gdf_buffer['geometry'] = gdf_buffer.buffer(150)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x7ff37af596c0>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gdf_buffer = gdf.copy()\n",
    "gdf_buffer['geometry'] = gdf_buffer.buffer(150)\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "fig, ax = plt.subplots()\n",
    "x, y = gdf['geometry'].iloc[0].exterior.xy\n",
    "\n",
    "# draw radius 100 circle around every point\n",
    "for xx, yy in zip(x, y):\n",
    "    circle = Point(xx, yy).buffer(100)\n",
    "    x, y = circle.exterior.xy\n",
    "    ax.plot(x, y, color='red', alpha=0.4)\n",
    "\n",
    "ax.scatter(x, y, color='red')\n",
    "gdf.plot(ax=ax, color='red', alpha=0.5)\n",
    "gdf_buffer.plot(ax=ax, color='blue', alpha=0.5)\n",
    "x, y = gdf_buffer['geometry'].iloc[0].exterior.xy\n",
    "ax.scatter(x, y, color='blue')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "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",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "[(73.19791470947145, 24.01977640858627),\n",
       " (73.1951165609439, 24.01754094149261),\n",
       " (73.1955205367043, 24.01738340683521),\n",
       " (73.19480033400262, 24.01523619312771),\n",
       " (73.19463695073262, 24.01440311871703),\n",
       " (73.19454286010809, 24.0139003560814),\n",
       " (73.1942443392165, 24.0126807914708),\n",
       " (73.1942341944796, 24.0126863557728),\n",
       " (73.19653511275247, 24.01252023885471),\n",
       " (73.19648432210984, 24.01217871972386),\n",
       " (73.19764861281237, 24.01199930187962),\n",
       " (73.1981728693097, 24.01433254741455),\n",
       " (73.1986819814156, 24.01611200638915),\n",
       " (73.19959745133227, 24.01895266153662),\n",
       " (73.19791470947145, 24.01977640858627)]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "polygon = gdf.geometry.item()\n",
    "points = list(polygon.exterior.coords)\n",
    "points"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "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",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "            <style>\n",
       "                .geemap-dark {\n",
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       "                    --jp-ui-font-color1: white;\n",
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       "                }\n",
       "\n",
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       "                }\n",
       "\n",
       "                .geemap-colab {\n",
       "                    background-color: var(--colab-primary-surface-color, white);\n",
       "                }\n",
       "\n",
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       "                    --jp-layout-color3: var(--colab-primary-surface-color, white);\n",
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    {
     "data": {
      "text/plain": [
       "{'type': 'FeatureCollection',\n",
       " 'features': [{'id': '0',\n",
       "   'type': 'Feature',\n",
       "   'properties': {'Name': 'kelava 25 he',\n",
       "    'Description': '<div><b>kelava irrigation he 25&nbsp;</b><br></div><div><b>Year 2022-23</b><br></div>'},\n",
       "   'geometry': {'type': 'Polygon',\n",
       "    'coordinates': [[[73.19791470947145, 24.01977640858627],\n",
       "      [73.1951165609439, 24.01754094149261],\n",
       "      [73.1955205367043, 24.01738340683521],\n",
       "      [73.19480033400262, 24.01523619312771],\n",
       "      [73.19463695073262, 24.01440311871703],\n",
       "      [73.19454286010809, 24.0139003560814],\n",
       "      [73.1942443392165, 24.0126807914708],\n",
       "      [73.1942341944796, 24.0126863557728],\n",
       "      [73.19653511275247, 24.01252023885471],\n",
       "      [73.19648432210984, 24.01217871972386],\n",
       "      [73.19764861281237, 24.01199930187962],\n",
       "      [73.1981728693097, 24.01433254741455],\n",
       "      [73.1986819814156, 24.01611200638915],\n",
       "      [73.19959745133227, 24.01895266153662],\n",
       "      [73.19791470947145, 24.01977640858627]]]}}]}"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import json\n",
    "json.loads(gdf.to_json())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "                    --jp-ui-font-color1: white;\n",
       "                    --jp-layout-color2: #454545;\n",
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       "\n",
       "                .geemap-dark .jupyter-button {\n",
       "                    --jp-layout-color3: #383838;\n",
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       "\n",
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       "                    background-color: var(--colab-primary-surface-color, white);\n",
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       "\n",
       "                .geemap-colab .jupyter-button {\n",
       "                    --jp-layout-color3: var(--colab-primary-surface-color, white);\n",
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       "</style><div class='ee'><ul><li><label class='ee-shut'>ImageCollection COPERNICUS/S2_SR_HARMONIZED  (2 elements)<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>ImageCollection</span></li><li><span class='ee-k'>id:</span><span class='ee-v'>COPERNICUS/S2_SR_HARMONIZED</span></li><li><span class='ee-k'>version:</span><span class='ee-v'>1729736727181191</span></li><li><label class='ee-shut'>bands: []<input type='checkbox' class='ee-toggle'></label><ul></ul></li><li><label class='ee-shut'>properties: Object (21 properties)<input type='checkbox' class='ee-toggle'></label><ul><li><label class='ee-shut'>date_range: [1490659200000, 1647907200000]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>1490659200000</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>1647907200000</span></li></ul></li><li><span class='ee-k'>description:</span><span class='ee-v'><p>Sentinel-2 is a wide-swath, high-resolution, multi-spectral\n",
       "imaging mission supporting Copernicus Land Monitoring studies,\n",
       "including the monitoring of vegetation, soil and water cover,\n",
       "as well as observation of inland waterways and coastal areas.</p><p>The Sentinel-2 L2 data are downloaded from scihub. They were\n",
       "computed by running sen2cor. WARNING: ESA did not produce L2 data\n",
       "for all L1 assets, and earlier L2 coverage is not global.</p><p>The assets contain\n",
       "12 UINT16 spectral bands representing SR scaled by 10000 (unlike in L1 data,\n",
       "there is no B10). There are also several more L2-specific bands (see band\n",
       "list for details). See the\n",
       "<a href=\"https://sentinel.esa.int/documents/247904/685211/Sentinel-2_User_Handbook\">Sentinel-2 User Handbook</a>\n",
       "for details. In addition, three QA bands are present where one\n",
       "(QA60) is a bitmask band with cloud mask information. For more\n",
       "details, <a href=\"https://sentinel.esa.int/web/sentinel/technical-guides/sentinel-2-msi/level-1c/cloud-masks\">see the full explanation of how cloud masks are computed.</a></p><p>EE asset ids for Sentinel-2 L2 assets have the following format:\n",
       "COPERNICUS/S2_SR/20151128T002653_20151128T102149_T56MNN. Here the\n",
       "first numeric part represents the sensing date and time, the\n",
       "second numeric part represents the product generation date and\n",
       "time, and the final 6-character string is a unique granule identifier\n",
       "indicating its UTM grid reference (see <a href=\"https://en.wikipedia.org/wiki/Military_Grid_Reference_System\">MGRS</a>).</p><p>Clouds can be removed by using\n",
       "<a href=\"COPERNICUS_S2_CLOUD_PROBABILITY\">COPERNICUS/S2_CLOUD_PROBABILITY</a>.\n",
       "See\n",
       "<a href=\"https://developers.google.com/earth-engine/tutorials/community/sentinel-2-s2cloudless\">this tutorial</a>\n",
       "explaining how to apply the cloud mask.</p><p>For more details on Sentinel-2 radiometric resolution, <a href=\"https://earth.esa.int/web/sentinel/user-guides/sentinel-2-msi/resolutions/radiometric\">see this page</a>.</p><p><b>Provider: <a href=\"https://earth.esa.int/web/sentinel/user-guides/sentinel-2-msi/product-types/level-2a\">European Union/ESA/Copernicus</a></b><br><p><b>Revisit Interval</b><br>\n",
       "  5 days\n",
       "</p><p><b>Bands</b><table class=\"eecat\"><tr><th scope=\"col\">Name</th><th scope=\"col\">Description</th></tr><tr><td>B1</td><td><p>Aerosols</p></td></tr><tr><td>B2</td><td><p>Blue</p></td></tr><tr><td>B3</td><td><p>Green</p></td></tr><tr><td>B4</td><td><p>Red</p></td></tr><tr><td>B5</td><td><p>Red Edge 1</p></td></tr><tr><td>B6</td><td><p>Red Edge 2</p></td></tr><tr><td>B7</td><td><p>Red Edge 3</p></td></tr><tr><td>B8</td><td><p>NIR</p></td></tr><tr><td>B8A</td><td><p>Red Edge 4</p></td></tr><tr><td>B9</td><td><p>Water vapor</p></td></tr><tr><td>B11</td><td><p>SWIR 1</p></td></tr><tr><td>B12</td><td><p>SWIR 2</p></td></tr><tr><td>AOT</td><td><p>Aerosol Optical Thickness</p></td></tr><tr><td>WVP</td><td><p>Water Vapor Pressure. The height the water would occupy if the vapor were condensed into\n",
       "liquid and spread evenly across the column.</p></td></tr><tr><td>SCL</td><td><p>Scene Classification Map (The &quot;No Data&quot; value of 0 is masked out)</p></td></tr><tr><td>TCI_R</td><td><p>True Color Image, Red channel</p></td></tr><tr><td>TCI_G</td><td><p>True Color Image, Green channel</p></td></tr><tr><td>TCI_B</td><td><p>True Color Image, Blue channel</p></td></tr><tr><td>MSK_CLDPRB</td><td><p>Cloud Probability Map (missing in some products)</p></td></tr><tr><td>MSK_SNWPRB</td><td><p>Snow Probability Map (missing in some products)</p></td></tr><tr><td>QA10</td><td><p>Always empty</p></td></tr><tr><td>QA20</td><td><p>Always empty</p></td></tr><tr><td>QA60</td><td><p>Cloud mask</p></td></tr><tr><td colspan=100>\n",
       "      Bitmask for QA60\n",
       "<ul><li>\n",
       "          Bit 10: Opaque clouds\n",
       "<ul><li>0: No opaque clouds</li><li>1: Opaque clouds present</li></ul></li><li>\n",
       "          Bit 11: Cirrus clouds\n",
       "<ul><li>0: No cirrus clouds</li><li>1: Cirrus clouds present</li></ul></li></ul></td></tr></table><p><b>Image Properties</b><table class=\"eecat\"><tr><th scope=\"col\">Name</th><th scope=\"col\">Type</th><th scope=\"col\">Description</th></tr><tr><td>AOT_RETRIEVAL_ACCURACY</td><td>DOUBLE</td><td><p>Accuracy of Aerosol Optical thickness model</p></td></tr><tr><td>CLOUDY_PIXEL_PERCENTAGE</td><td>DOUBLE</td><td><p>Granule-specific cloudy pixel percentage taken from the original metadata</p></td></tr><tr><td>CLOUD_COVERAGE_ASSESSMENT</td><td>DOUBLE</td><td><p>Cloudy pixel percentage for the whole archive that\n",
       "contains this granule. Taken from the original metadata</p></td></tr><tr><td>CLOUDY_SHADOW_PERCENTAGE</td><td>DOUBLE</td><td><p>Percentage of pixels classified as cloud shadow</p></td></tr><tr><td>DARK_FEATURES_PERCENTAGE</td><td>DOUBLE</td><td><p>Percentage of pixels classified as dark features or shadows</p></td></tr><tr><td>DATASTRIP_ID</td><td>STRING</td><td><p>Unique identifier of the datastrip Product Data Item (PDI)</p></td></tr><tr><td>DATATAKE_IDENTIFIER</td><td>STRING</td><td><p>Uniquely identifies a given Datatake. The ID contains\n",
       "the Sentinel-2 satellite, start date and time, absolute orbit\n",
       "number, and processing baseline.</p></td></tr><tr><td>DATATAKE_TYPE</td><td>STRING</td><td><p>MSI operation mode</p></td></tr><tr><td>DEGRADED_MSI_DATA_PERCENTAGE</td><td>DOUBLE</td><td><p>Percentage of degraded MSI and ancillary data</p></td></tr><tr><td>FORMAT_CORRECTNESS</td><td>STRING</td><td><p>Synthesis of the On-Line Quality Control (OLQC) checks\n",
       "performed at granule (Product_Syntax) and datastrip (Product\n",
       "Syntax and DS_Consistency) levels</p></td></tr><tr><td>GENERAL_QUALITY</td><td>STRING</td><td><p>Synthesis of the OLQC checks performed at the datastrip level (Relative_Orbit_Number)</p></td></tr><tr><td>GENERATION_TIME</td><td>DOUBLE</td><td><p>Product generation time</p></td></tr><tr><td>GEOMETRIC_QUALITY</td><td>STRING</td><td><p>Synthesis of the OLQC checks performed at the datastrip level (Attitude_Quality_Indicator)</p></td></tr><tr><td>GRANULE_ID</td><td>STRING</td><td><p>Unique identifier of the granule PDI (PDI_ID)</p></td></tr><tr><td>HIGH_PROBA_CLOUDS_PERCENTAGE</td><td>DOUBLE</td><td><p>Percentage of pixels classified as high probability clouds</p></td></tr><tr><td>MEAN_INCIDENCE_AZIMUTH_ANGLE_B1</td><td>DOUBLE</td><td><p>Mean value containing viewing incidence azimuth angle average for band B1 and for all detectors</p></td></tr><tr><td>MEAN_INCIDENCE_AZIMUTH_ANGLE_B2</td><td>DOUBLE</td><td><p>Mean value containing viewing incidence azimuth angle average for band B2 and for all detectors</p></td></tr><tr><td>MEAN_INCIDENCE_AZIMUTH_ANGLE_B3</td><td>DOUBLE</td><td><p>Mean value containing viewing incidence azimuth angle average for band B3 and for all detectors</p></td></tr><tr><td>MEAN_INCIDENCE_AZIMUTH_ANGLE_B4</td><td>DOUBLE</td><td><p>Mean value containing viewing incidence azimuth angle average for band B4 and for all detectors</p></td></tr><tr><td>MEAN_INCIDENCE_AZIMUTH_ANGLE_B5</td><td>DOUBLE</td><td><p>Mean value containing viewing incidence azimuth angle average for band B5 and for all detectors</p></td></tr><tr><td>MEAN_INCIDENCE_AZIMUTH_ANGLE_B6</td><td>DOUBLE</td><td><p>Mean value containing viewing incidence azimuth angle average for band B6 and for all detectors</p></td></tr><tr><td>MEAN_INCIDENCE_AZIMUTH_ANGLE_B7</td><td>DOUBLE</td><td><p>Mean value containing viewing incidence azimuth angle average for band B7 and for all detectors</p></td></tr><tr><td>MEAN_INCIDENCE_AZIMUTH_ANGLE_B8</td><td>DOUBLE</td><td><p>Mean value containing viewing incidence azimuth angle average for band B8 and for all detectors</p></td></tr><tr><td>MEAN_INCIDENCE_AZIMUTH_ANGLE_B8A</td><td>DOUBLE</td><td><p>Mean value containing viewing incidence azimuth angle average for band B8a and for all detectors</p></td></tr><tr><td>MEAN_INCIDENCE_AZIMUTH_ANGLE_B9</td><td>DOUBLE</td><td><p>Mean value containing viewing incidence azimuth angle average for band B9 and for all detectors</p></td></tr><tr><td>MEAN_INCIDENCE_AZIMUTH_ANGLE_B10</td><td>DOUBLE</td><td><p>Mean value containing viewing incidence azimuth angle average for band B10 and for all detectors</p></td></tr><tr><td>MEAN_INCIDENCE_AZIMUTH_ANGLE_B11</td><td>DOUBLE</td><td><p>Mean value containing viewing incidence azimuth angle average for band B11 and for all detectors</p></td></tr><tr><td>MEAN_INCIDENCE_AZIMUTH_ANGLE_B12</td><td>DOUBLE</td><td><p>Mean value containing viewing incidence azimuth angle average for band B12 and for all detectors</p></td></tr><tr><td>MEAN_INCIDENCE_ZENITH_ANGLE_B1</td><td>DOUBLE</td><td><p>Mean value containing viewing incidence zenith angle average for band B1 and for all detectors</p></td></tr><tr><td>MEAN_INCIDENCE_ZENITH_ANGLE_B2</td><td>DOUBLE</td><td><p>Mean value containing viewing incidence zenith angle average for band B2 and for all detectors</p></td></tr><tr><td>MEAN_INCIDENCE_ZENITH_ANGLE_B3</td><td>DOUBLE</td><td><p>Mean value containing viewing incidence zenith angle average for band B3 and for all detectors</p></td></tr><tr><td>MEAN_INCIDENCE_ZENITH_ANGLE_B4</td><td>DOUBLE</td><td><p>Mean value containing viewing incidence zenith angle average for band B4 and for all detectors</p></td></tr><tr><td>MEAN_INCIDENCE_ZENITH_ANGLE_B5</td><td>DOUBLE</td><td><p>Mean value containing viewing incidence zenith angle average for band B5 and for all detectors</p></td></tr><tr><td>MEAN_INCIDENCE_ZENITH_ANGLE_B6</td><td>DOUBLE</td><td><p>Mean value containing viewing incidence zenith angle average for band B6 and for all detectors</p></td></tr><tr><td>MEAN_INCIDENCE_ZENITH_ANGLE_B7</td><td>DOUBLE</td><td><p>Mean value containing viewing incidence zenith angle average for band B7 and for all detectors</p></td></tr><tr><td>MEAN_INCIDENCE_ZENITH_ANGLE_B8</td><td>DOUBLE</td><td><p>Mean value containing viewing incidence zenith angle average for band B8 and for all detectors</p></td></tr><tr><td>MEAN_INCIDENCE_ZENITH_ANGLE_B8A</td><td>DOUBLE</td><td><p>Mean value containing viewing incidence zenith angle average for band B8a and for all detectors</p></td></tr><tr><td>MEAN_INCIDENCE_ZENITH_ANGLE_B9</td><td>DOUBLE</td><td><p>Mean value containing viewing incidence zenith angle average for band B9 and for all detectors</p></td></tr><tr><td>MEAN_INCIDENCE_ZENITH_ANGLE_B10</td><td>DOUBLE</td><td><p>Mean value containing viewing incidence zenith angle average for band B10 and for all detectors</p></td></tr><tr><td>MEAN_INCIDENCE_ZENITH_ANGLE_B11</td><td>DOUBLE</td><td><p>Mean value containing viewing incidence zenith angle average for band B11 and for all detectors</p></td></tr><tr><td>MEAN_INCIDENCE_ZENITH_ANGLE_B12</td><td>DOUBLE</td><td><p>Mean value containing viewing incidence zenith angle average for band B12 and for all detectors</p></td></tr><tr><td>MEAN_SOLAR_AZIMUTH_ANGLE</td><td>DOUBLE</td><td><p>Mean value containing sun azimuth angle average for all bands and detectors</p></td></tr><tr><td>MEAN_SOLAR_ZENITH_ANGLE</td><td>DOUBLE</td><td><p>Mean value containing sun zenith angle average for all bands and detectors</p></td></tr><tr><td>MEDIUM_PROBA_CLOUDS_PERCENTAGE</td><td>DOUBLE</td><td><p>Percentage of pixels classified as medium probability clouds</p></td></tr><tr><td>MGRS_TILE</td><td>STRING</td><td><p>US-Military Grid Reference System (MGRS) tile</p></td></tr><tr><td>NODATA_PIXEL_PERCENTAGE</td><td>DOUBLE</td><td><p>Percentage of No Data pixels</p></td></tr><tr><td>NOT_VEGETATED_PERCENTAGE</td><td>DOUBLE</td><td><p>Percentage of pixels classified as non-vegetated</p></td></tr><tr><td>PROCESSING_BASELINE</td><td>STRING</td><td><p>Configuration baseline used at the time of the product\n",
       "generation in terms of processor software version and major Ground\n",
       "Image Processing Parameters (GIPP) version</p></td></tr><tr><td>PRODUCT_ID</td><td>STRING</td><td><p>The full id of the original Sentinel-2 product</p></td></tr><tr><td>RADIATIVE_TRANSFER_ACCURACY</td><td>DOUBLE</td><td><p>Accuracy of radiative transfer model</p></td></tr><tr><td>RADIOMETRIC_QUALITY</td><td>STRING</td><td><p>Based on the OLQC reports contained in the Datastrips/QI_DATA with RADIOMETRIC_QUALITY checklist name</p></td></tr><tr><td>REFLECTANCE_CONVERSION_CORRECTION</td><td>DOUBLE</td><td><p>Earth-Sun distance correction factor</p></td></tr><tr><td>SATURATED_DEFECTIVE_PIXEL_PERCENTAGE</td><td>DOUBLE</td><td><p>Percentage of saturated or defective pixels</p></td></tr><tr><td>SENSING_ORBIT_DIRECTION</td><td>STRING</td><td><p>Imaging orbit direction</p></td></tr><tr><td>SENSING_ORBIT_NUMBER</td><td>DOUBLE</td><td><p>Imaging orbit number</p></td></tr><tr><td>SENSOR_QUALITY</td><td>STRING</td><td><p>Synthesis of the OLQC checks performed at granule\n",
       "(Missing_Lines, Corrupted_ISP, and Sensing_Time) and datastrip\n",
       "(Degraded_SAD and Datation_Model) levels</p></td></tr><tr><td>SOLAR_IRRADIANCE_B1</td><td>DOUBLE</td><td><p>Mean solar exoatmospheric irradiance for band B1</p></td></tr><tr><td>SOLAR_IRRADIANCE_B2</td><td>DOUBLE</td><td><p>Mean solar exoatmospheric irradiance for band B2</p></td></tr><tr><td>SOLAR_IRRADIANCE_B3</td><td>DOUBLE</td><td><p>Mean solar exoatmospheric irradiance for band B3</p></td></tr><tr><td>SOLAR_IRRADIANCE_B4</td><td>DOUBLE</td><td><p>Mean solar exoatmospheric irradiance for band B4</p></td></tr><tr><td>SOLAR_IRRADIANCE_B5</td><td>DOUBLE</td><td><p>Mean solar exoatmospheric irradiance for band B5</p></td></tr><tr><td>SOLAR_IRRADIANCE_B6</td><td>DOUBLE</td><td><p>Mean solar exoatmospheric irradiance for band B6</p></td></tr><tr><td>SOLAR_IRRADIANCE_B7</td><td>DOUBLE</td><td><p>Mean solar exoatmospheric irradiance for band B7</p></td></tr><tr><td>SOLAR_IRRADIANCE_B8</td><td>DOUBLE</td><td><p>Mean solar exoatmospheric irradiance for band B8</p></td></tr><tr><td>SOLAR_IRRADIANCE_B8A</td><td>DOUBLE</td><td><p>Mean solar exoatmospheric irradiance for band B8a</p></td></tr><tr><td>SOLAR_IRRADIANCE_B9</td><td>DOUBLE</td><td><p>Mean solar exoatmospheric irradiance for band B9</p></td></tr><tr><td>SOLAR_IRRADIANCE_B10</td><td>DOUBLE</td><td><p>Mean solar exoatmospheric irradiance for band B10</p></td></tr><tr><td>SOLAR_IRRADIANCE_B11</td><td>DOUBLE</td><td><p>Mean solar exoatmospheric irradiance for band B11</p></td></tr><tr><td>SOLAR_IRRADIANCE_B12</td><td>DOUBLE</td><td><p>Mean solar exoatmospheric irradiance for band B12</p></td></tr><tr><td>SNOW_ICE_PERCENTAGE</td><td>DOUBLE</td><td><p>Percentage of pixels classified as snow or ice</p></td></tr><tr><td>SPACECRAFT_NAME</td><td>STRING</td><td><p>Sentinel-2 spacecraft name: Sentinel-2A, Sentinel-2B</p></td></tr><tr><td>THIN_CIRRUS_PERCENTAGE</td><td>DOUBLE</td><td><p>Percentage of pixels classified as thin cirrus clouds</p></td></tr><tr><td>UNCLASSIFIED_PERCENTAGE</td><td>DOUBLE</td><td><p>Percentage of unclassified pixels</p></td></tr><tr><td>VEGETATION_PERCENTAGE</td><td>DOUBLE</td><td><p>Percentage of pixels classified as vegetation</p></td></tr><tr><td>WATER_PERCENTAGE</td><td>DOUBLE</td><td><p>Percentage of pixels classified as water</p></td></tr><tr><td>WATER_VAPOUR_RETRIEVAL_ACCURACY</td><td>DOUBLE</td><td><p>Declared accuracy of the Water Vapor model</p></td></tr></table><p><b>Terms of Use</b><br><p>The use of Sentinel data is governed by the <a href=\"https://scihub.copernicus.eu/twiki/pub/SciHubWebPortal/TermsConditions/Sentinel_Data_Terms_and_Conditions.pdf\">Copernicus\n",
       "Sentinel Data Terms and Conditions.</a></p><style>\n",
       "  table.eecat {\n",
       "  border: 1px solid black;\n",
       "  border-collapse: collapse;\n",
       "  font-size: 13px;\n",
       "  }\n",
       "  table.eecat td, tr, th {\n",
       "  text-align: left; vertical-align: top;\n",
       "  border: 1px solid gray; padding: 3px;\n",
       "  }\n",
       "  td.nobreak { white-space: nowrap; }\n",
       "</style></span></li><li><label class='ee-shut'>keywords: List (7 elements)<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>copernicus</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>esa</span></li><li><span class='ee-k'>2:</span><span class='ee-v'>eu</span></li><li><span class='ee-k'>3:</span><span class='ee-v'>msi</span></li><li><span class='ee-k'>4:</span><span class='ee-v'>reflectance</span></li><li><span class='ee-k'>5:</span><span class='ee-v'>sentinel</span></li><li><span class='ee-k'>6:</span><span class='ee-v'>sr</span></li></ul></li><li><span class='ee-k'>period:</span><span class='ee-v'>0</span></li><li><label class='ee-shut'>product_tags: ['msi', 'sr', 'reflectance']<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>msi</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>sr</span></li><li><span class='ee-k'>2:</span><span class='ee-v'>reflectance</span></li></ul></li><li><span class='ee-k'>provider:</span><span class='ee-v'>European Union/ESA/Copernicus</span></li><li><span class='ee-k'>provider_url:</span><span class='ee-v'>https://earth.esa.int/web/sentinel/user-guides/sentinel-2-msi/product-types/level-2a</span></li><li><span class='ee-k'>sample:</span><span class='ee-v'>https://mw1.google.com/ges/dd/images/COPERNICUS_S2_SR_sample.png</span></li><li><label class='ee-shut'>source_tags: ['eu', 'esa', 'copernicus', 'sentinel']<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>eu</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>esa</span></li><li><span class='ee-k'>2:</span><span class='ee-v'>copernicus</span></li><li><span class='ee-k'>3:</span><span class='ee-v'>sentinel</span></li></ul></li><li><span class='ee-k'>system:visualization_0_bands:</span><span class='ee-v'>B4,B3,B2</span></li><li><span class='ee-k'>system:visualization_0_max:</span><span class='ee-v'>3000.0</span></li><li><span class='ee-k'>system:visualization_0_min:</span><span class='ee-v'>0.0</span></li><li><span class='ee-k'>system:visualization_0_name:</span><span class='ee-v'>RGB</span></li><li><label class='ee-shut'>tags: List (7 elements)<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>copernicus</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>esa</span></li><li><span class='ee-k'>2:</span><span class='ee-v'>eu</span></li><li><span class='ee-k'>3:</span><span class='ee-v'>msi</span></li><li><span class='ee-k'>4:</span><span class='ee-v'>reflectance</span></li><li><span class='ee-k'>5:</span><span class='ee-v'>sentinel</span></li><li><span class='ee-k'>6:</span><span class='ee-v'>sr</span></li></ul></li><li><span class='ee-k'>thumb:</span><span class='ee-v'>https://mw1.google.com/ges/dd/images/COPERNICUS_S2_SR_thumb.png</span></li><li><span class='ee-k'>title:</span><span class='ee-v'>Sentinel-2 MSI: MultiSpectral Instrument, Level-2A</span></li><li><span class='ee-k'>type_name:</span><span class='ee-v'>ImageCollection</span></li><li><span class='ee-k'>visualization_0_bands:</span><span class='ee-v'>B4,B3,B2</span></li><li><span class='ee-k'>visualization_0_max:</span><span class='ee-v'>3000.0</span></li><li><span class='ee-k'>visualization_0_min:</span><span class='ee-v'>0.0</span></li><li><span class='ee-k'>visualization_0_name:</span><span class='ee-v'>RGB</span></li></ul></li><li><label class='ee-shut'>features: List (2 elements)<input type='checkbox' class='ee-toggle'></label><ul><li><label class='ee-shut'>0: Image COPERNICUS/S2_SR_HARMONIZED/20201123T054141_20201123T054143_T43QCG (26 bands)<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>Image</span></li><li><span class='ee-k'>id:</span><span class='ee-v'>COPERNICUS/S2_SR_HARMONIZED/20201123T054141_20201123T054143_T43QCG</span></li><li><span class='ee-k'>version:</span><span class='ee-v'>1729736727181191</span></li><li><label class='ee-shut'>bands: List (26 elements)<input type='checkbox' class='ee-toggle'></label><ul><li><label class='ee-shut'>0: \"B1\", unsigned int16, EPSG:32643, 1830x1830 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>B1</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [60, 0, 300000, 0, -60, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>65535</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [1830, 1830]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>1830</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>1830</span></li></ul></li></ul></li><li><label class='ee-shut'>1: \"B2\", unsigned int16, EPSG:32643, 10980x10980 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>B2</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [10, 0, 300000, 0, -10, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>65535</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [10980, 10980]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>10980</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>10980</span></li></ul></li></ul></li><li><label class='ee-shut'>2: \"B3\", unsigned int16, EPSG:32643, 10980x10980 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>B3</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [10, 0, 300000, 0, -10, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>65535</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [10980, 10980]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>10980</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>10980</span></li></ul></li></ul></li><li><label class='ee-shut'>3: \"B4\", unsigned int16, EPSG:32643, 10980x10980 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>B4</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [10, 0, 300000, 0, -10, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>65535</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [10980, 10980]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>10980</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>10980</span></li></ul></li></ul></li><li><label class='ee-shut'>4: \"B5\", unsigned int16, EPSG:32643, 5490x5490 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>B5</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [20, 0, 300000, 0, -20, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>65535</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [5490, 5490]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>5490</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>5490</span></li></ul></li></ul></li><li><label class='ee-shut'>5: \"B6\", unsigned int16, EPSG:32643, 5490x5490 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>B6</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [20, 0, 300000, 0, -20, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>65535</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [5490, 5490]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>5490</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>5490</span></li></ul></li></ul></li><li><label class='ee-shut'>6: \"B7\", unsigned int16, EPSG:32643, 5490x5490 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>B7</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [20, 0, 300000, 0, -20, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>65535</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [5490, 5490]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>5490</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>5490</span></li></ul></li></ul></li><li><label class='ee-shut'>7: \"B8\", unsigned int16, EPSG:32643, 10980x10980 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>B8</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [10, 0, 300000, 0, -10, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>65535</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [10980, 10980]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>10980</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>10980</span></li></ul></li></ul></li><li><label class='ee-shut'>8: \"B8A\", unsigned int16, EPSG:32643, 5490x5490 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>B8A</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [20, 0, 300000, 0, -20, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>65535</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [5490, 5490]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>5490</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>5490</span></li></ul></li></ul></li><li><label class='ee-shut'>9: \"B9\", unsigned int16, EPSG:32643, 1830x1830 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>B9</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [60, 0, 300000, 0, -60, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>65535</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [1830, 1830]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>1830</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>1830</span></li></ul></li></ul></li><li><label class='ee-shut'>10: \"B11\", unsigned int16, EPSG:32643, 5490x5490 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>B11</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [20, 0, 300000, 0, -20, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>65535</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [5490, 5490]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>5490</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>5490</span></li></ul></li></ul></li><li><label class='ee-shut'>11: \"B12\", unsigned int16, EPSG:32643, 5490x5490 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>B12</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [20, 0, 300000, 0, -20, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>65535</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [5490, 5490]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>5490</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>5490</span></li></ul></li></ul></li><li><label class='ee-shut'>12: \"AOT\", unsigned int16, EPSG:32643, 10980x10980 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:32643</span></li><li><label class='ee-shut'>crs_transform: [10, 0, 300000, 0, -10, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>65535</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [10980, 10980]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>10980</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>10980</span></li></ul></li></ul></li><li><label class='ee-shut'>13: \"WVP\", unsigned int32, EPSG:32643, 10980x10980 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:32643</span></li><li><label class='ee-shut'>crs_transform: [10, 0, 300000, 0, -10, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int32<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>4294967295</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [10980, 10980]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>10980</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>10980</span></li></ul></li></ul></li><li><label class='ee-shut'>14: \"SCL\", unsigned int8, EPSG:32643, 5490x5490 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:32643</span></li><li><label class='ee-shut'>crs_transform: [20, 0, 300000, 0, -20, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int8<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>255</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [5490, 5490]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>5490</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>5490</span></li></ul></li></ul></li><li><label class='ee-shut'>15: \"TCI_R\", unsigned int8, EPSG:32643, 10980x10980 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:32643</span></li><li><label class='ee-shut'>crs_transform: [10, 0, 300000, 0, -10, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int8<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>255</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [10980, 10980]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>10980</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>10980</span></li></ul></li></ul></li><li><label class='ee-shut'>16: \"TCI_G\", unsigned int8, EPSG:32643, 10980x10980 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:32643</span></li><li><label class='ee-shut'>crs_transform: [10, 0, 300000, 0, -10, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int8<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>255</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [10980, 10980]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>10980</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>10980</span></li></ul></li></ul></li><li><label class='ee-shut'>17: \"TCI_B\", unsigned int8, EPSG:32643, 10980x10980 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:32643</span></li><li><label class='ee-shut'>crs_transform: [10, 0, 300000, 0, -10, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int8<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>255</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [10980, 10980]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>10980</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>10980</span></li></ul></li></ul></li><li><label class='ee-shut'>18: \"MSK_CLDPRB\", unsigned int8, EPSG:32643, 5490x5490 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:32643</span></li><li><label class='ee-shut'>crs_transform: [20, 0, 300000, 0, -20, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int8<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>255</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [5490, 5490]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>5490</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>5490</span></li></ul></li></ul></li><li><label class='ee-shut'>19: \"MSK_SNWPRB\", unsigned int8, EPSG:32643, 5490x5490 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:32643</span></li><li><label class='ee-shut'>crs_transform: [20, 0, 300000, 0, -20, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int8<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>255</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [5490, 5490]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>5490</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>5490</span></li></ul></li></ul></li><li><label class='ee-shut'>20: \"QA10\", unsigned int16, EPSG:32643, 10980x10980 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>QA10</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [10, 0, 300000, 0, -10, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>65535</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [10980, 10980]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>10980</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>10980</span></li></ul></li></ul></li><li><label class='ee-shut'>21: \"QA20\", unsigned int32, EPSG:32643, 5490x5490 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>QA20</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [20, 0, 300000, 0, -20, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int32<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>4294967295</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [5490, 5490]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>5490</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>5490</span></li></ul></li></ul></li><li><label class='ee-shut'>22: \"QA60\", unsigned int16, EPSG:32643, 1830x1830 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>QA60</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [60, 0, 300000, 0, -60, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>65535</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [1830, 1830]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>1830</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>1830</span></li></ul></li></ul></li><li><label class='ee-shut'>23: \"MSK_CLASSI_OPAQUE\", unsigned int8, EPSG:4326<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: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: unsigned int8<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>255</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li></ul></li><li><label class='ee-shut'>24: \"MSK_CLASSI_CIRRUS\", unsigned int8, EPSG:4326<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: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: unsigned int8<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>255</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li></ul></li><li><label class='ee-shut'>25: \"MSK_CLASSI_SNOW_ICE\", unsigned int8, EPSG:4326<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: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: unsigned int8<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>255</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li></ul></li></ul></li><li><label class='ee-shut'>properties: Object (81 properties)<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>AOT_RETRIEVAL_ACCURACY:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>CLOUDY_PIXEL_PERCENTAGE:</span><span class='ee-v'>0.016463</span></li><li><span class='ee-k'>CLOUD_COVERAGE_ASSESSMENT:</span><span class='ee-v'>0.016463</span></li><li><span class='ee-k'>CLOUD_SHADOW_PERCENTAGE:</span><span class='ee-v'>0.009552</span></li><li><span class='ee-k'>DARK_FEATURES_PERCENTAGE:</span><span class='ee-v'>1.398771</span></li><li><span class='ee-k'>DATASTRIP_ID:</span><span class='ee-v'>S2A_OPER_MSI_L2A_DS_EPAE_20201123T072949_S20201123T054143_N02.14</span></li><li><span class='ee-k'>DATATAKE_IDENTIFIER:</span><span class='ee-v'>GS2A_20201123T054141_028316_N02.14</span></li><li><span class='ee-k'>DATATAKE_TYPE:</span><span class='ee-v'>INS-NOBS</span></li><li><span class='ee-k'>DEGRADED_MSI_DATA_PERCENTAGE:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>FORMAT_CORRECTNESS:</span><span class='ee-v'>PASSED</span></li><li><span class='ee-k'>GENERAL_QUALITY:</span><span class='ee-v'>PASSED</span></li><li><span class='ee-k'>GENERATION_TIME:</span><span class='ee-v'>1606116589000</span></li><li><span class='ee-k'>GEOMETRIC_QUALITY:</span><span class='ee-v'>PASSED</span></li><li><span class='ee-k'>GRANULE_ID:</span><span class='ee-v'>L2A_T43QCG_A028316_20201123T054143</span></li><li><span class='ee-k'>HIGH_PROBA_CLOUDS_PERCENTAGE:</span><span class='ee-v'>0.006025</span></li><li><span class='ee-k'>MEAN_INCIDENCE_AZIMUTH_ANGLE_B1:</span><span class='ee-v'>232.11726589084</span></li><li><span class='ee-k'>MEAN_INCIDENCE_AZIMUTH_ANGLE_B10:</span><span class='ee-v'>233.790789152103</span></li><li><span class='ee-k'>MEAN_INCIDENCE_AZIMUTH_ANGLE_B11:</span><span class='ee-v'>232.209130825563</span></li><li><span class='ee-k'>MEAN_INCIDENCE_AZIMUTH_ANGLE_B12:</span><span class='ee-v'>231.507436878415</span></li><li><span class='ee-k'>MEAN_INCIDENCE_AZIMUTH_ANGLE_B2:</span><span class='ee-v'>237.628590002328</span></li><li><span class='ee-k'>MEAN_INCIDENCE_AZIMUTH_ANGLE_B3:</span><span class='ee-v'>235.369282617454</span></li><li><span class='ee-k'>MEAN_INCIDENCE_AZIMUTH_ANGLE_B4:</span><span class='ee-v'>233.990713441498</span></li><li><span class='ee-k'>MEAN_INCIDENCE_AZIMUTH_ANGLE_B5:</span><span class='ee-v'>233.429996662561</span></li><li><span class='ee-k'>MEAN_INCIDENCE_AZIMUTH_ANGLE_B6:</span><span class='ee-v'>232.992270722564</span></li><li><span class='ee-k'>MEAN_INCIDENCE_AZIMUTH_ANGLE_B7:</span><span class='ee-v'>232.622728430871</span></li><li><span class='ee-k'>MEAN_INCIDENCE_AZIMUTH_ANGLE_B8:</span><span class='ee-v'>236.329407478809</span></li><li><span class='ee-k'>MEAN_INCIDENCE_AZIMUTH_ANGLE_B8A:</span><span class='ee-v'>232.336593031099</span></li><li><span class='ee-k'>MEAN_INCIDENCE_AZIMUTH_ANGLE_B9:</span><span class='ee-v'>231.662919601039</span></li><li><span class='ee-k'>MEAN_INCIDENCE_ZENITH_ANGLE_B1:</span><span class='ee-v'>3.91546108459987</span></li><li><span class='ee-k'>MEAN_INCIDENCE_ZENITH_ANGLE_B10:</span><span class='ee-v'>3.50486432316536</span></li><li><span class='ee-k'>MEAN_INCIDENCE_ZENITH_ANGLE_B11:</span><span class='ee-v'>3.66340394735033</span></li><li><span class='ee-k'>MEAN_INCIDENCE_ZENITH_ANGLE_B12:</span><span class='ee-v'>3.8503951085781</span></li><li><span class='ee-k'>MEAN_INCIDENCE_ZENITH_ANGLE_B2:</span><span class='ee-v'>3.34868303207191</span></li><li><span class='ee-k'>MEAN_INCIDENCE_ZENITH_ANGLE_B3:</span><span class='ee-v'>3.44415407250745</span></li><li><span class='ee-k'>MEAN_INCIDENCE_ZENITH_ANGLE_B4:</span><span class='ee-v'>3.55318178918467</span></li><li><span class='ee-k'>MEAN_INCIDENCE_ZENITH_ANGLE_B5:</span><span class='ee-v'>3.61896567357658</span></li><li><span class='ee-k'>MEAN_INCIDENCE_ZENITH_ANGLE_B6:</span><span class='ee-v'>3.68857472300646</span></li><li><span class='ee-k'>MEAN_INCIDENCE_ZENITH_ANGLE_B7:</span><span class='ee-v'>3.76222764579956</span></li><li><span class='ee-k'>MEAN_INCIDENCE_ZENITH_ANGLE_B8:</span><span class='ee-v'>3.39461702383514</span></li><li><span class='ee-k'>MEAN_INCIDENCE_ZENITH_ANGLE_B8A:</span><span class='ee-v'>3.83897074448141</span></li><li><span class='ee-k'>MEAN_INCIDENCE_ZENITH_ANGLE_B9:</span><span class='ee-v'>3.99738679929829</span></li><li><span class='ee-k'>MEAN_SOLAR_AZIMUTH_ANGLE:</span><span class='ee-v'>160.627010328015</span></li><li><span class='ee-k'>MEAN_SOLAR_ZENITH_ANGLE:</span><span class='ee-v'>46.6728454654855</span></li><li><span class='ee-k'>MEDIUM_PROBA_CLOUDS_PERCENTAGE:</span><span class='ee-v'>0.010063</span></li><li><span class='ee-k'>MGRS_TILE:</span><span class='ee-v'>43QCG</span></li><li><span class='ee-k'>NODATA_PIXEL_PERCENTAGE:</span><span class='ee-v'>3e-05</span></li><li><span class='ee-k'>NOT_VEGETATED_PERCENTAGE:</span><span class='ee-v'>58.044851</span></li><li><span class='ee-k'>PROCESSING_BASELINE:</span><span class='ee-v'>02.14</span></li><li><span class='ee-k'>PRODUCT_ID:</span><span class='ee-v'>S2A_MSIL2A_20201123T054141_N0214_R005_T43QCG_20201123T072949</span></li><li><span class='ee-k'>RADIATIVE_TRANSFER_ACCURACY:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>RADIOMETRIC_QUALITY:</span><span class='ee-v'>PASSED</span></li><li><span class='ee-k'>REFLECTANCE_CONVERSION_CORRECTION:</span><span class='ee-v'>1.02450270695611</span></li><li><span class='ee-k'>SATURATED_DEFECTIVE_PIXEL_PERCENTAGE:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>SENSING_ORBIT_DIRECTION:</span><span class='ee-v'>DESCENDING</span></li><li><span class='ee-k'>SENSING_ORBIT_NUMBER:</span><span class='ee-v'>5</span></li><li><span class='ee-k'>SENSOR_QUALITY:</span><span class='ee-v'>PASSED</span></li><li><span class='ee-k'>SNOW_ICE_PERCENTAGE:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>SOLAR_IRRADIANCE_B1:</span><span class='ee-v'>1884.69</span></li><li><span class='ee-k'>SOLAR_IRRADIANCE_B10:</span><span class='ee-v'>367.15</span></li><li><span class='ee-k'>SOLAR_IRRADIANCE_B11:</span><span class='ee-v'>245.59</span></li><li><span class='ee-k'>SOLAR_IRRADIANCE_B12:</span><span class='ee-v'>85.25</span></li><li><span class='ee-k'>SOLAR_IRRADIANCE_B2:</span><span class='ee-v'>1959.66</span></li><li><span class='ee-k'>SOLAR_IRRADIANCE_B3:</span><span class='ee-v'>1823.24</span></li><li><span class='ee-k'>SOLAR_IRRADIANCE_B4:</span><span class='ee-v'>1512.06</span></li><li><span class='ee-k'>SOLAR_IRRADIANCE_B5:</span><span class='ee-v'>1424.64</span></li><li><span class='ee-k'>SOLAR_IRRADIANCE_B6:</span><span class='ee-v'>1287.61</span></li><li><span class='ee-k'>SOLAR_IRRADIANCE_B7:</span><span class='ee-v'>1162.08</span></li><li><span class='ee-k'>SOLAR_IRRADIANCE_B8:</span><span class='ee-v'>1041.63</span></li><li><span class='ee-k'>SOLAR_IRRADIANCE_B8A:</span><span class='ee-v'>955.32</span></li><li><span class='ee-k'>SOLAR_IRRADIANCE_B9:</span><span class='ee-v'>812.92</span></li><li><span class='ee-k'>SPACECRAFT_NAME:</span><span class='ee-v'>Sentinel-2A</span></li><li><span class='ee-k'>THIN_CIRRUS_PERCENTAGE:</span><span class='ee-v'>0.000375</span></li><li><span class='ee-k'>UNCLASSIFIED_PERCENTAGE:</span><span class='ee-v'>2.477093</span></li><li><span class='ee-k'>VEGETATION_PERCENTAGE:</span><span class='ee-v'>36.290869</span></li><li><span class='ee-k'>WATER_PERCENTAGE:</span><span class='ee-v'>1.762393</span></li><li><span class='ee-k'>WATER_VAPOUR_RETRIEVAL_ACCURACY:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>system:asset_size:</span><span class='ee-v'>1823320152</span></li><li><label class='ee-shut'>system:footprint: LinearRing (20 vertices)<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>LinearRing</span></li><li><label class='ee-shut'>coordinates: List (20 elements)<input type='checkbox' class='ee-toggle'></label><ul><li><label class='ee-shut'>0: [74.11016540745601, 24.410902070189405]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>74.11016540745601</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>24.410902070189405</span></li></ul></li><li><label class='ee-shut'>1: [74.11015304070706, 24.41090268552488]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>74.11015304070706</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>24.41090268552488</span></li></ul></li><li><label class='ee-shut'>2: [73.02774900042658, 24.400670996155263]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>73.02774900042658</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>24.400670996155263</span></li></ul></li><li><label class='ee-shut'>3: [73.02770404977073, 24.400633859210657]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>73.02770404977073</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>24.400633859210657</span></li></ul></li><li><label class='ee-shut'>4: [73.02765432478664, 24.400602059690048]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>73.02765432478664</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>24.400602059690048</span></li></ul></li><li><label class='ee-shut'>5: [73.02765153226005, 24.40058724459411]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>73.02765153226005</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>24.40058724459411</span></li></ul></li><li><label class='ee-shut'>6: [73.03524590991442, 23.905101331454237]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>73.03524590991442</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>23.905101331454237</span></li></ul></li><li><label class='ee-shut'>7: [73.04263691932812, 23.40958874371405]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>73.04263691932812</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>23.40958874371405</span></li></ul></li><li><label class='ee-shut'>8: [73.04267736331765, 23.409547741651778]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>73.04267736331765</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>23.409547741651778</span></li></ul></li><li><label class='ee-shut'>9: [73.04271195238107, 23.409502480476807]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>73.04271195238107</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>23.409502480476807</span></li></ul></li><li><label class='ee-shut'>10: [73.0427280759271, 23.409499872731466]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>73.0427280759271</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>23.409499872731466</span></li></ul></li><li><label class='ee-shut'>11: [74.11691932286789, 23.41926657630988]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>74.11691932286789</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>23.41926657630988</span></li></ul></li><li><label class='ee-shut'>12: [74.11696421791991, 23.41930339484835]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>74.11696421791991</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>23.41930339484835</span></li></ul></li><li><label class='ee-shut'>13: [74.11701386233618, 23.419334786767944]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>74.11701386233618</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>23.419334786767944</span></li></ul></li><li><label class='ee-shut'>14: [74.11701681949414, 23.41934958311633]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>74.11701681949414</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>23.41934958311633</span></li></ul></li><li><label class='ee-shut'>15: [74.11368048838503, 23.915101382828507]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>74.11368048838503</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>23.915101382828507</span></li></ul></li><li><label class='ee-shut'>16: [74.11025251236038, 24.410813246431026]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>74.11025251236038</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>24.410813246431026</span></li></ul></li><li><label class='ee-shut'>17: [74.11021209640668, 24.410854510840057]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>74.11021209640668</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>24.410854510840057</span></li></ul></li><li><label class='ee-shut'>18: [74.11017759497592, 24.41090002461655]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>74.11017759497592</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>24.41090002461655</span></li></ul></li><li><label class='ee-shut'>19: [74.11016540745601, 24.410902070189405]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>74.11016540745601</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>24.410902070189405</span></li></ul></li></ul></li></ul></li><li><span class='ee-k'>system:index:</span><span class='ee-v'>20201123T054141_20201123T054143_T43QCG</span></li><li><span class='ee-k'>system:time_end:</span><span class='ee-v'>1606110746788</span></li><li><span class='ee-k'>system:time_start:</span><span class='ee-v'>1606110746788</span></li></ul></li></ul></li><li><label class='ee-shut'>1: Image COPERNICUS/S2_SR_HARMONIZED/20201128T054159_20201128T054158_T43QCG (26 bands)<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>Image</span></li><li><span class='ee-k'>id:</span><span class='ee-v'>COPERNICUS/S2_SR_HARMONIZED/20201128T054159_20201128T054158_T43QCG</span></li><li><span class='ee-k'>version:</span><span class='ee-v'>1729736727181191</span></li><li><label class='ee-shut'>bands: List (26 elements)<input type='checkbox' class='ee-toggle'></label><ul><li><label class='ee-shut'>0: \"B1\", unsigned int16, EPSG:32643, 1830x1830 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>B1</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [60, 0, 300000, 0, -60, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>65535</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [1830, 1830]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>1830</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>1830</span></li></ul></li></ul></li><li><label class='ee-shut'>1: \"B2\", unsigned int16, EPSG:32643, 10980x10980 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>B2</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [10, 0, 300000, 0, -10, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>65535</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [10980, 10980]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>10980</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>10980</span></li></ul></li></ul></li><li><label class='ee-shut'>2: \"B3\", unsigned int16, EPSG:32643, 10980x10980 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>B3</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [10, 0, 300000, 0, -10, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>65535</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [10980, 10980]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>10980</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>10980</span></li></ul></li></ul></li><li><label class='ee-shut'>3: \"B4\", unsigned int16, EPSG:32643, 10980x10980 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>B4</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [10, 0, 300000, 0, -10, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>65535</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [10980, 10980]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>10980</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>10980</span></li></ul></li></ul></li><li><label class='ee-shut'>4: \"B5\", unsigned int16, EPSG:32643, 5490x5490 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>B5</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [20, 0, 300000, 0, -20, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>65535</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [5490, 5490]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>5490</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>5490</span></li></ul></li></ul></li><li><label class='ee-shut'>5: \"B6\", unsigned int16, EPSG:32643, 5490x5490 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>B6</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [20, 0, 300000, 0, -20, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>65535</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [5490, 5490]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>5490</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>5490</span></li></ul></li></ul></li><li><label class='ee-shut'>6: \"B7\", unsigned int16, EPSG:32643, 5490x5490 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>B7</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [20, 0, 300000, 0, -20, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>65535</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [5490, 5490]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>5490</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>5490</span></li></ul></li></ul></li><li><label class='ee-shut'>7: \"B8\", unsigned int16, EPSG:32643, 10980x10980 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>B8</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [10, 0, 300000, 0, -10, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>65535</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [10980, 10980]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>10980</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>10980</span></li></ul></li></ul></li><li><label class='ee-shut'>8: \"B8A\", unsigned int16, EPSG:32643, 5490x5490 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>B8A</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [20, 0, 300000, 0, -20, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>65535</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [5490, 5490]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>5490</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>5490</span></li></ul></li></ul></li><li><label class='ee-shut'>9: \"B9\", unsigned int16, EPSG:32643, 1830x1830 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>B9</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [60, 0, 300000, 0, -60, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>65535</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [1830, 1830]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>1830</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>1830</span></li></ul></li></ul></li><li><label class='ee-shut'>10: \"B11\", unsigned int16, EPSG:32643, 5490x5490 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>B11</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [20, 0, 300000, 0, -20, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>65535</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [5490, 5490]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>5490</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>5490</span></li></ul></li></ul></li><li><label class='ee-shut'>11: \"B12\", unsigned int16, EPSG:32643, 5490x5490 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>B12</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [20, 0, 300000, 0, -20, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>65535</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [5490, 5490]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>5490</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>5490</span></li></ul></li></ul></li><li><label class='ee-shut'>12: \"AOT\", unsigned int16, EPSG:32643, 10980x10980 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:32643</span></li><li><label class='ee-shut'>crs_transform: [10, 0, 300000, 0, -10, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>65535</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [10980, 10980]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>10980</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>10980</span></li></ul></li></ul></li><li><label class='ee-shut'>13: \"WVP\", unsigned int32, EPSG:32643, 10980x10980 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:32643</span></li><li><label class='ee-shut'>crs_transform: [10, 0, 300000, 0, -10, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int32<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>4294967295</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [10980, 10980]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>10980</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>10980</span></li></ul></li></ul></li><li><label class='ee-shut'>14: \"SCL\", unsigned int8, EPSG:32643, 5490x5490 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:32643</span></li><li><label class='ee-shut'>crs_transform: [20, 0, 300000, 0, -20, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int8<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>255</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [5490, 5490]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>5490</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>5490</span></li></ul></li></ul></li><li><label class='ee-shut'>15: \"TCI_R\", unsigned int8, EPSG:32643, 10980x10980 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:32643</span></li><li><label class='ee-shut'>crs_transform: [10, 0, 300000, 0, -10, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int8<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>255</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [10980, 10980]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>10980</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>10980</span></li></ul></li></ul></li><li><label class='ee-shut'>16: \"TCI_G\", unsigned int8, EPSG:32643, 10980x10980 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:32643</span></li><li><label class='ee-shut'>crs_transform: [10, 0, 300000, 0, -10, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int8<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>255</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [10980, 10980]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>10980</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>10980</span></li></ul></li></ul></li><li><label class='ee-shut'>17: \"TCI_B\", unsigned int8, EPSG:32643, 10980x10980 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:32643</span></li><li><label class='ee-shut'>crs_transform: [10, 0, 300000, 0, -10, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int8<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>255</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [10980, 10980]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>10980</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>10980</span></li></ul></li></ul></li><li><label class='ee-shut'>18: \"MSK_CLDPRB\", unsigned int8, EPSG:32643, 5490x5490 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:32643</span></li><li><label class='ee-shut'>crs_transform: [20, 0, 300000, 0, -20, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int8<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>255</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [5490, 5490]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>5490</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>5490</span></li></ul></li></ul></li><li><label class='ee-shut'>19: \"MSK_SNWPRB\", unsigned int8, EPSG:32643, 5490x5490 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:32643</span></li><li><label class='ee-shut'>crs_transform: [20, 0, 300000, 0, -20, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int8<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>255</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [5490, 5490]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>5490</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>5490</span></li></ul></li></ul></li><li><label class='ee-shut'>20: \"QA10\", unsigned int16, EPSG:32643, 10980x10980 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>QA10</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [10, 0, 300000, 0, -10, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>65535</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [10980, 10980]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>10980</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>10980</span></li></ul></li></ul></li><li><label class='ee-shut'>21: \"QA20\", unsigned int32, EPSG:32643, 5490x5490 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>QA20</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [20, 0, 300000, 0, -20, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int32<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>4294967295</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [5490, 5490]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>5490</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>5490</span></li></ul></li></ul></li><li><label class='ee-shut'>22: \"QA60\", unsigned int16, EPSG:32643, 1830x1830 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>QA60</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [60, 0, 300000, 0, -60, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>65535</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [1830, 1830]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>1830</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>1830</span></li></ul></li></ul></li><li><label class='ee-shut'>23: \"MSK_CLASSI_OPAQUE\", unsigned int8, EPSG:4326<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: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: unsigned int8<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>255</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li></ul></li><li><label class='ee-shut'>24: \"MSK_CLASSI_CIRRUS\", unsigned int8, EPSG:4326<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: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: unsigned int8<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>255</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li></ul></li><li><label class='ee-shut'>25: \"MSK_CLASSI_SNOW_ICE\", unsigned int8, EPSG:4326<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: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: unsigned int8<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>255</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li></ul></li></ul></li><li><label class='ee-shut'>properties: Object (81 properties)<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>AOT_RETRIEVAL_ACCURACY:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>CLOUDY_PIXEL_PERCENTAGE:</span><span class='ee-v'>0.025713</span></li><li><span class='ee-k'>CLOUD_COVERAGE_ASSESSMENT:</span><span class='ee-v'>0.025713</span></li><li><span class='ee-k'>CLOUD_SHADOW_PERCENTAGE:</span><span class='ee-v'>0.008898</span></li><li><span class='ee-k'>DARK_FEATURES_PERCENTAGE:</span><span class='ee-v'>1.402143</span></li><li><span class='ee-k'>DATASTRIP_ID:</span><span class='ee-v'>S2B_OPER_MSI_L2A_DS_EPAE_20201128T073705_S20201128T054158_N02.14</span></li><li><span class='ee-k'>DATATAKE_IDENTIFIER:</span><span class='ee-v'>GS2B_20201128T054159_019479_N02.14</span></li><li><span class='ee-k'>DATATAKE_TYPE:</span><span class='ee-v'>INS-NOBS</span></li><li><span class='ee-k'>DEGRADED_MSI_DATA_PERCENTAGE:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>FORMAT_CORRECTNESS:</span><span class='ee-v'>PASSED</span></li><li><span class='ee-k'>GENERAL_QUALITY:</span><span class='ee-v'>PASSED</span></li><li><span class='ee-k'>GENERATION_TIME:</span><span class='ee-v'>1606549025000</span></li><li><span class='ee-k'>GEOMETRIC_QUALITY:</span><span class='ee-v'>PASSED</span></li><li><span class='ee-k'>GRANULE_ID:</span><span class='ee-v'>L2A_T43QCG_A019479_20201128T054158</span></li><li><span class='ee-k'>HIGH_PROBA_CLOUDS_PERCENTAGE:</span><span class='ee-v'>0.005342</span></li><li><span class='ee-k'>MEAN_INCIDENCE_AZIMUTH_ANGLE_B1:</span><span class='ee-v'>230.050226692801</span></li><li><span class='ee-k'>MEAN_INCIDENCE_AZIMUTH_ANGLE_B10:</span><span class='ee-v'>232.204553065881</span></li><li><span class='ee-k'>MEAN_INCIDENCE_AZIMUTH_ANGLE_B11:</span><span class='ee-v'>230.997403423476</span></li><li><span class='ee-k'>MEAN_INCIDENCE_AZIMUTH_ANGLE_B12:</span><span class='ee-v'>230.206069557044</span></li><li><span class='ee-k'>MEAN_INCIDENCE_AZIMUTH_ANGLE_B2:</span><span class='ee-v'>236.122960089129</span></li><li><span class='ee-k'>MEAN_INCIDENCE_AZIMUTH_ANGLE_B3:</span><span class='ee-v'>233.624978269314</span></li><li><span class='ee-k'>MEAN_INCIDENCE_AZIMUTH_ANGLE_B4:</span><span class='ee-v'>232.18076175573</span></li><li><span class='ee-k'>MEAN_INCIDENCE_AZIMUTH_ANGLE_B5:</span><span class='ee-v'>231.461533364706</span></li><li><span class='ee-k'>MEAN_INCIDENCE_AZIMUTH_ANGLE_B6:</span><span class='ee-v'>231.007796306567</span></li><li><span class='ee-k'>MEAN_INCIDENCE_AZIMUTH_ANGLE_B7:</span><span class='ee-v'>230.787969804436</span></li><li><span class='ee-k'>MEAN_INCIDENCE_AZIMUTH_ANGLE_B8:</span><span class='ee-v'>234.71946645578</span></li><li><span class='ee-k'>MEAN_INCIDENCE_AZIMUTH_ANGLE_B8A:</span><span class='ee-v'>230.499988976047</span></li><li><span class='ee-k'>MEAN_INCIDENCE_AZIMUTH_ANGLE_B9:</span><span class='ee-v'>229.85550581239</span></li><li><span class='ee-k'>MEAN_INCIDENCE_ZENITH_ANGLE_B1:</span><span class='ee-v'>3.89001274341912</span></li><li><span class='ee-k'>MEAN_INCIDENCE_ZENITH_ANGLE_B10:</span><span class='ee-v'>3.49119228344896</span></li><li><span class='ee-k'>MEAN_INCIDENCE_ZENITH_ANGLE_B11:</span><span class='ee-v'>3.64891824959749</span></li><li><span class='ee-k'>MEAN_INCIDENCE_ZENITH_ANGLE_B12:</span><span class='ee-v'>3.82734526049264</span></li><li><span class='ee-k'>MEAN_INCIDENCE_ZENITH_ANGLE_B2:</span><span class='ee-v'>3.31813056020681</span></li><li><span class='ee-k'>MEAN_INCIDENCE_ZENITH_ANGLE_B3:</span><span class='ee-v'>3.41422419043191</span></li><li><span class='ee-k'>MEAN_INCIDENCE_ZENITH_ANGLE_B4:</span><span class='ee-v'>3.52215410993695</span></li><li><span class='ee-k'>MEAN_INCIDENCE_ZENITH_ANGLE_B5:</span><span class='ee-v'>3.5900187347735</span></li><li><span class='ee-k'>MEAN_INCIDENCE_ZENITH_ANGLE_B6:</span><span class='ee-v'>3.6594212476107</span></li><li><span class='ee-k'>MEAN_INCIDENCE_ZENITH_ANGLE_B7:</span><span class='ee-v'>3.73006322903248</span></li><li><span class='ee-k'>MEAN_INCIDENCE_ZENITH_ANGLE_B8:</span><span class='ee-v'>3.36306029450754</span></li><li><span class='ee-k'>MEAN_INCIDENCE_ZENITH_ANGLE_B8A:</span><span class='ee-v'>3.80665396513889</span></li><li><span class='ee-k'>MEAN_INCIDENCE_ZENITH_ANGLE_B9:</span><span class='ee-v'>3.97510117903208</span></li><li><span class='ee-k'>MEAN_SOLAR_AZIMUTH_ANGLE:</span><span class='ee-v'>160.565629448864</span></li><li><span class='ee-k'>MEAN_SOLAR_ZENITH_ANGLE:</span><span class='ee-v'>47.6885273693607</span></li><li><span class='ee-k'>MEDIUM_PROBA_CLOUDS_PERCENTAGE:</span><span class='ee-v'>0.012452</span></li><li><span class='ee-k'>MGRS_TILE:</span><span class='ee-v'>43QCG</span></li><li><span class='ee-k'>NODATA_PIXEL_PERCENTAGE:</span><span class='ee-v'>6e-05</span></li><li><span class='ee-k'>NOT_VEGETATED_PERCENTAGE:</span><span class='ee-v'>56.842738</span></li><li><span class='ee-k'>PROCESSING_BASELINE:</span><span class='ee-v'>02.14</span></li><li><span class='ee-k'>PRODUCT_ID:</span><span class='ee-v'>S2B_MSIL2A_20201128T054159_N0214_R005_T43QCG_20201128T073705</span></li><li><span class='ee-k'>RADIATIVE_TRANSFER_ACCURACY:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>RADIOMETRIC_QUALITY:</span><span class='ee-v'>PASSED</span></li><li><span class='ee-k'>REFLECTANCE_CONVERSION_CORRECTION:</span><span class='ee-v'>1.0264844356904</span></li><li><span class='ee-k'>SATURATED_DEFECTIVE_PIXEL_PERCENTAGE:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>SENSING_ORBIT_DIRECTION:</span><span class='ee-v'>DESCENDING</span></li><li><span class='ee-k'>SENSING_ORBIT_NUMBER:</span><span class='ee-v'>5</span></li><li><span class='ee-k'>SENSOR_QUALITY:</span><span class='ee-v'>PASSED</span></li><li><span class='ee-k'>SNOW_ICE_PERCENTAGE:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>SOLAR_IRRADIANCE_B1:</span><span class='ee-v'>1874.3</span></li><li><span class='ee-k'>SOLAR_IRRADIANCE_B10:</span><span class='ee-v'>365.41</span></li><li><span class='ee-k'>SOLAR_IRRADIANCE_B11:</span><span class='ee-v'>247.08</span></li><li><span class='ee-k'>SOLAR_IRRADIANCE_B12:</span><span class='ee-v'>87.75</span></li><li><span class='ee-k'>SOLAR_IRRADIANCE_B2:</span><span class='ee-v'>1959.75</span></li><li><span class='ee-k'>SOLAR_IRRADIANCE_B3:</span><span class='ee-v'>1824.93</span></li><li><span class='ee-k'>SOLAR_IRRADIANCE_B4:</span><span class='ee-v'>1512.79</span></li><li><span class='ee-k'>SOLAR_IRRADIANCE_B5:</span><span class='ee-v'>1425.78</span></li><li><span class='ee-k'>SOLAR_IRRADIANCE_B6:</span><span class='ee-v'>1291.13</span></li><li><span class='ee-k'>SOLAR_IRRADIANCE_B7:</span><span class='ee-v'>1175.57</span></li><li><span class='ee-k'>SOLAR_IRRADIANCE_B8:</span><span class='ee-v'>1041.28</span></li><li><span class='ee-k'>SOLAR_IRRADIANCE_B8A:</span><span class='ee-v'>953.93</span></li><li><span class='ee-k'>SOLAR_IRRADIANCE_B9:</span><span class='ee-v'>817.58</span></li><li><span class='ee-k'>SPACECRAFT_NAME:</span><span class='ee-v'>Sentinel-2B</span></li><li><span class='ee-k'>THIN_CIRRUS_PERCENTAGE:</span><span class='ee-v'>0.00792</span></li><li><span class='ee-k'>UNCLASSIFIED_PERCENTAGE:</span><span class='ee-v'>1.833193</span></li><li><span class='ee-k'>VEGETATION_PERCENTAGE:</span><span class='ee-v'>38.073343</span></li><li><span class='ee-k'>WATER_PERCENTAGE:</span><span class='ee-v'>1.81397</span></li><li><span class='ee-k'>WATER_VAPOUR_RETRIEVAL_ACCURACY:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>system:asset_size:</span><span class='ee-v'>1828103127</span></li><li><label class='ee-shut'>system:footprint: LinearRing (20 vertices)<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>LinearRing</span></li><li><label class='ee-shut'>coordinates: List (20 elements)<input type='checkbox' class='ee-toggle'></label><ul><li><label class='ee-shut'>0: [74.11016540745601, 24.410902070189405]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>74.11016540745601</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>24.410902070189405</span></li></ul></li><li><label class='ee-shut'>1: [74.11015304070706, 24.41090268552488]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>74.11015304070706</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>24.41090268552488</span></li></ul></li><li><label class='ee-shut'>2: [73.02774900042658, 24.400670996155263]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>73.02774900042658</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>24.400670996155263</span></li></ul></li><li><label class='ee-shut'>3: [73.02770404977073, 24.400633859210657]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>73.02770404977073</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>24.400633859210657</span></li></ul></li><li><label class='ee-shut'>4: [73.02765432478664, 24.400602059690048]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>73.02765432478664</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>24.400602059690048</span></li></ul></li><li><label class='ee-shut'>5: [73.02765153226005, 24.40058724459411]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>73.02765153226005</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>24.40058724459411</span></li></ul></li><li><label class='ee-shut'>6: [73.03524590991442, 23.905101331454237]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>73.03524590991442</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>23.905101331454237</span></li></ul></li><li><label class='ee-shut'>7: [73.04263691932812, 23.40958874371405]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>73.04263691932812</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>23.40958874371405</span></li></ul></li><li><label class='ee-shut'>8: [73.04267736331765, 23.409547741651778]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>73.04267736331765</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>23.409547741651778</span></li></ul></li><li><label class='ee-shut'>9: [73.04271195238107, 23.409502480476807]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>73.04271195238107</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>23.409502480476807</span></li></ul></li><li><label class='ee-shut'>10: [73.0427280759271, 23.409499872731466]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>73.0427280759271</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>23.409499872731466</span></li></ul></li><li><label class='ee-shut'>11: [74.11691932286789, 23.41926657630988]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>74.11691932286789</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>23.41926657630988</span></li></ul></li><li><label class='ee-shut'>12: [74.11696421791991, 23.41930339484835]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>74.11696421791991</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>23.41930339484835</span></li></ul></li><li><label class='ee-shut'>13: [74.11701386233618, 23.419334786767944]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>74.11701386233618</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>23.419334786767944</span></li></ul></li><li><label class='ee-shut'>14: [74.11701681949414, 23.41934958311633]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>74.11701681949414</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>23.41934958311633</span></li></ul></li><li><label class='ee-shut'>15: [74.11368048838503, 23.915101382828507]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>74.11368048838503</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>23.915101382828507</span></li></ul></li><li><label class='ee-shut'>16: [74.11025251236038, 24.410813246431026]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>74.11025251236038</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>24.410813246431026</span></li></ul></li><li><label class='ee-shut'>17: [74.11021209640668, 24.410854510840057]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>74.11021209640668</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>24.410854510840057</span></li></ul></li><li><label class='ee-shut'>18: [74.11017759497592, 24.41090002461655]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>74.11017759497592</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>24.41090002461655</span></li></ul></li><li><label class='ee-shut'>19: [74.11016540745601, 24.410902070189405]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>74.11016540745601</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>24.410902070189405</span></li></ul></li></ul></li></ul></li><li><span class='ee-k'>system:index:</span><span class='ee-v'>20201128T054159_20201128T054158_T43QCG</span></li><li><span 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       "<ee.imagecollection.ImageCollection at 0x7ff37ae4f130>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "collection = ee.ImageCollection('COPERNICUS/S2_SR_HARMONIZED').filterBounds(ee.Geometry(gdf.iloc[0].geometry.__geo_interface__)).filterDate('2020-11-20', '2020-11-30')\n",
    "collection"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "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",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# get image with minimum cloud cover\n",
    "image = collection.sort('CLOUDY_PIXEL_PERCENTAGE').first()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "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",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "2"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# get number of images in collection\n",
    "count = collection.size().getInfo()\n",
    "count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "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",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# get first image from collection\n",
    "image = collection.first()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "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",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "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 COPERNICUS/S2_SR_HARMONIZED/20200103T054229_20200103T054832_T43QCG (78 bands)<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>Image</span></li><li><span class='ee-k'>id:</span><span class='ee-v'>COPERNICUS/S2_SR_HARMONIZED/20200103T054229_20200103T054832_T43QCG</span></li><li><span class='ee-k'>version:</span><span class='ee-v'>1729693238711098</span></li><li><label class='ee-shut'>bands: List (78 elements)<input type='checkbox' class='ee-toggle'></label><ul><li><label class='ee-shut'>0: \"B1\", unsigned int16, EPSG:32643, 1830x1830 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>B1</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [60, 0, 300000, 0, -60, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>65535</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [1830, 1830]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>1830</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>1830</span></li></ul></li></ul></li><li><label class='ee-shut'>1: \"B2\", unsigned int16, EPSG:32643, 10980x10980 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>B2</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [10, 0, 300000, 0, -10, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>65535</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [10980, 10980]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>10980</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>10980</span></li></ul></li></ul></li><li><label class='ee-shut'>2: \"B3\", unsigned int16, EPSG:32643, 10980x10980 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>B3</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [10, 0, 300000, 0, -10, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>65535</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [10980, 10980]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>10980</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>10980</span></li></ul></li></ul></li><li><label class='ee-shut'>3: \"B4\", unsigned int16, EPSG:32643, 10980x10980 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>B4</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [10, 0, 300000, 0, -10, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>65535</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [10980, 10980]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>10980</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>10980</span></li></ul></li></ul></li><li><label class='ee-shut'>4: \"B5\", unsigned int16, EPSG:32643, 5490x5490 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>B5</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [20, 0, 300000, 0, -20, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>65535</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [5490, 5490]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>5490</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>5490</span></li></ul></li></ul></li><li><label class='ee-shut'>5: \"B6\", unsigned int16, EPSG:32643, 5490x5490 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>B6</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [20, 0, 300000, 0, -20, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>65535</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [5490, 5490]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>5490</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>5490</span></li></ul></li></ul></li><li><label class='ee-shut'>6: \"B7\", unsigned int16, EPSG:32643, 5490x5490 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>B7</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [20, 0, 300000, 0, -20, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>65535</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [5490, 5490]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>5490</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>5490</span></li></ul></li></ul></li><li><label class='ee-shut'>7: \"B8\", unsigned int16, EPSG:32643, 10980x10980 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>B8</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [10, 0, 300000, 0, -10, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>65535</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [10980, 10980]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>10980</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>10980</span></li></ul></li></ul></li><li><label class='ee-shut'>8: \"B8A\", unsigned int16, EPSG:32643, 5490x5490 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>B8A</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [20, 0, 300000, 0, -20, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>65535</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [5490, 5490]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>5490</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>5490</span></li></ul></li></ul></li><li><label class='ee-shut'>9: \"B9\", unsigned int16, EPSG:32643, 1830x1830 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>B9</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [60, 0, 300000, 0, -60, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>65535</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [1830, 1830]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>1830</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>1830</span></li></ul></li></ul></li><li><label class='ee-shut'>10: \"B11\", unsigned int16, EPSG:32643, 5490x5490 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>B11</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [20, 0, 300000, 0, -20, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>65535</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [5490, 5490]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>5490</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>5490</span></li></ul></li></ul></li><li><label class='ee-shut'>11: \"B12\", unsigned int16, EPSG:32643, 5490x5490 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>B12</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [20, 0, 300000, 0, -20, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>65535</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [5490, 5490]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>5490</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>5490</span></li></ul></li></ul></li><li><label class='ee-shut'>12: \"AOT\", unsigned int16, EPSG:32643, 10980x10980 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:32643</span></li><li><label class='ee-shut'>crs_transform: [10, 0, 300000, 0, -10, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>65535</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [10980, 10980]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>10980</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>10980</span></li></ul></li></ul></li><li><label class='ee-shut'>13: \"WVP\", unsigned int32, EPSG:32643, 10980x10980 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:32643</span></li><li><label class='ee-shut'>crs_transform: [10, 0, 300000, 0, -10, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int32<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>4294967295</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [10980, 10980]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>10980</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>10980</span></li></ul></li></ul></li><li><label class='ee-shut'>14: \"SCL\", unsigned int8, EPSG:32643, 5490x5490 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:32643</span></li><li><label class='ee-shut'>crs_transform: [20, 0, 300000, 0, -20, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int8<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>255</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [5490, 5490]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>5490</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>5490</span></li></ul></li></ul></li><li><label class='ee-shut'>15: \"TCI_R\", unsigned int8, EPSG:32643, 10980x10980 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:32643</span></li><li><label class='ee-shut'>crs_transform: [10, 0, 300000, 0, -10, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int8<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>255</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [10980, 10980]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>10980</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>10980</span></li></ul></li></ul></li><li><label class='ee-shut'>16: \"TCI_G\", unsigned int8, EPSG:32643, 10980x10980 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:32643</span></li><li><label class='ee-shut'>crs_transform: [10, 0, 300000, 0, -10, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int8<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>255</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [10980, 10980]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>10980</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>10980</span></li></ul></li></ul></li><li><label class='ee-shut'>17: \"TCI_B\", unsigned int8, EPSG:32643, 10980x10980 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:32643</span></li><li><label class='ee-shut'>crs_transform: [10, 0, 300000, 0, -10, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int8<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>255</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [10980, 10980]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>10980</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>10980</span></li></ul></li></ul></li><li><label class='ee-shut'>18: \"MSK_CLDPRB\", unsigned int8, EPSG:32643, 5490x5490 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:32643</span></li><li><label class='ee-shut'>crs_transform: [20, 0, 300000, 0, -20, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int8<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>255</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [5490, 5490]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>5490</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>5490</span></li></ul></li></ul></li><li><label class='ee-shut'>19: \"MSK_SNWPRB\", unsigned int8, EPSG:32643, 5490x5490 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:32643</span></li><li><label class='ee-shut'>crs_transform: [20, 0, 300000, 0, -20, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int8<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>255</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [5490, 5490]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>5490</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>5490</span></li></ul></li></ul></li><li><label class='ee-shut'>20: \"QA10\", unsigned int16, EPSG:32643, 10980x10980 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>QA10</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [10, 0, 300000, 0, -10, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>65535</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [10980, 10980]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>10980</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>10980</span></li></ul></li></ul></li><li><label class='ee-shut'>21: \"QA20\", unsigned int32, EPSG:32643, 5490x5490 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>QA20</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [20, 0, 300000, 0, -20, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int32<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>4294967295</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [5490, 5490]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>5490</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>5490</span></li></ul></li></ul></li><li><label class='ee-shut'>22: \"QA60\", unsigned int16, EPSG:32643, 1830x1830 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>QA60</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [60, 0, 300000, 0, -60, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>65535</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [1830, 1830]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>1830</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>1830</span></li></ul></li></ul></li><li><label class='ee-shut'>23: \"MSK_CLASSI_OPAQUE\", unsigned int8, EPSG:4326<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: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: unsigned int8<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>255</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li></ul></li><li><label class='ee-shut'>24: \"MSK_CLASSI_CIRRUS\", unsigned int8, EPSG:4326<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: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: unsigned int8<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>255</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li></ul></li><li><label class='ee-shut'>25: \"MSK_CLASSI_SNOW_ICE\", unsigned int8, EPSG:4326<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: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: unsigned int8<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>255</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li></ul></li><li><label class='ee-shut'>26: \"B1_1\", unsigned int16, EPSG:32643, 1830x1830 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>B1_1</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [60, 0, 300000, 0, -60, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>65535</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [1830, 1830]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>1830</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>1830</span></li></ul></li></ul></li><li><label class='ee-shut'>27: \"B2_1\", unsigned int16, EPSG:32643, 10980x10980 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>B2_1</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [10, 0, 300000, 0, -10, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>65535</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [10980, 10980]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>10980</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>10980</span></li></ul></li></ul></li><li><label class='ee-shut'>28: \"B3_1\", unsigned int16, EPSG:32643, 10980x10980 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>B3_1</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [10, 0, 300000, 0, -10, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>65535</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [10980, 10980]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>10980</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>10980</span></li></ul></li></ul></li><li><label class='ee-shut'>29: \"B4_1\", unsigned int16, EPSG:32643, 10980x10980 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>B4_1</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [10, 0, 300000, 0, -10, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>65535</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [10980, 10980]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>10980</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>10980</span></li></ul></li></ul></li><li><label class='ee-shut'>30: \"B5_1\", unsigned int16, EPSG:32643, 5490x5490 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>B5_1</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [20, 0, 300000, 0, -20, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>65535</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [5490, 5490]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>5490</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>5490</span></li></ul></li></ul></li><li><label class='ee-shut'>31: \"B6_1\", unsigned int16, EPSG:32643, 5490x5490 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>B6_1</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [20, 0, 300000, 0, -20, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>65535</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [5490, 5490]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>5490</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>5490</span></li></ul></li></ul></li><li><label class='ee-shut'>32: \"B7_1\", unsigned int16, EPSG:32643, 5490x5490 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>B7_1</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [20, 0, 300000, 0, -20, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>65535</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [5490, 5490]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>5490</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>5490</span></li></ul></li></ul></li><li><label class='ee-shut'>33: \"B8_1\", unsigned int16, EPSG:32643, 10980x10980 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>B8_1</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [10, 0, 300000, 0, -10, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>65535</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [10980, 10980]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>10980</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>10980</span></li></ul></li></ul></li><li><label class='ee-shut'>34: \"B8A_1\", unsigned int16, EPSG:32643, 5490x5490 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>B8A_1</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [20, 0, 300000, 0, -20, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>65535</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [5490, 5490]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>5490</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>5490</span></li></ul></li></ul></li><li><label class='ee-shut'>35: \"B9_1\", unsigned int16, EPSG:32643, 1830x1830 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>B9_1</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [60, 0, 300000, 0, -60, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>65535</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [1830, 1830]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>1830</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>1830</span></li></ul></li></ul></li><li><label class='ee-shut'>36: \"B11_1\", unsigned int16, EPSG:32643, 5490x5490 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>B11_1</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [20, 0, 300000, 0, -20, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>65535</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [5490, 5490]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>5490</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>5490</span></li></ul></li></ul></li><li><label class='ee-shut'>37: \"B12_1\", unsigned int16, EPSG:32643, 5490x5490 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>B12_1</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [20, 0, 300000, 0, -20, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>65535</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [5490, 5490]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>5490</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>5490</span></li></ul></li></ul></li><li><label class='ee-shut'>38: \"AOT_1\", unsigned int16, EPSG:32643, 10980x10980 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>AOT_1</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [10, 0, 300000, 0, -10, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>65535</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [10980, 10980]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>10980</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>10980</span></li></ul></li></ul></li><li><label class='ee-shut'>39: \"WVP_1\", unsigned int32, EPSG:32643, 10980x10980 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>WVP_1</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [10, 0, 300000, 0, -10, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int32<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>4294967295</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [10980, 10980]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>10980</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>10980</span></li></ul></li></ul></li><li><label class='ee-shut'>40: \"SCL_1\", unsigned int8, EPSG:32643, 5490x5490 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>SCL_1</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [20, 0, 300000, 0, -20, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int8<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>255</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [5490, 5490]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>5490</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>5490</span></li></ul></li></ul></li><li><label class='ee-shut'>41: \"TCI_R_1\", unsigned int8, EPSG:32643, 10980x10980 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>TCI_R_1</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [10, 0, 300000, 0, -10, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int8<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>255</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [10980, 10980]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>10980</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>10980</span></li></ul></li></ul></li><li><label class='ee-shut'>42: \"TCI_G_1\", unsigned int8, EPSG:32643, 10980x10980 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>TCI_G_1</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [10, 0, 300000, 0, -10, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int8<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>255</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [10980, 10980]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>10980</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>10980</span></li></ul></li></ul></li><li><label class='ee-shut'>43: \"TCI_B_1\", unsigned int8, EPSG:32643, 10980x10980 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>TCI_B_1</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [10, 0, 300000, 0, -10, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int8<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>255</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [10980, 10980]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>10980</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>10980</span></li></ul></li></ul></li><li><label class='ee-shut'>44: \"MSK_CLDPRB_1\", unsigned int8, EPSG:32643, 5490x5490 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>MSK_CLDPRB_1</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [20, 0, 300000, 0, -20, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int8<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>255</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [5490, 5490]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>5490</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>5490</span></li></ul></li></ul></li><li><label class='ee-shut'>45: \"MSK_SNWPRB_1\", unsigned int8, EPSG:32643, 5490x5490 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>MSK_SNWPRB_1</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [20, 0, 300000, 0, -20, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int8<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>255</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [5490, 5490]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>5490</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>5490</span></li></ul></li></ul></li><li><label class='ee-shut'>46: \"QA10_1\", unsigned int16, EPSG:32643, 10980x10980 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>QA10_1</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [10, 0, 300000, 0, -10, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>65535</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [10980, 10980]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>10980</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>10980</span></li></ul></li></ul></li><li><label class='ee-shut'>47: \"QA20_1\", unsigned int32, EPSG:32643, 5490x5490 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>QA20_1</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [20, 0, 300000, 0, -20, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int32<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>4294967295</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [5490, 5490]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>5490</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>5490</span></li></ul></li></ul></li><li><label class='ee-shut'>48: \"QA60_1\", unsigned int16, EPSG:32643, 1830x1830 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>QA60_1</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [60, 0, 300000, 0, -60, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>65535</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [1830, 1830]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>1830</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>1830</span></li></ul></li></ul></li><li><label class='ee-shut'>49: \"MSK_CLASSI_OPAQUE_1\", unsigned int8, EPSG:4326<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>MSK_CLASSI_OPAQUE_1</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: unsigned int8<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>255</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li></ul></li><li><label class='ee-shut'>50: \"MSK_CLASSI_CIRRUS_1\", unsigned int8, EPSG:4326<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>MSK_CLASSI_CIRRUS_1</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: unsigned int8<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>255</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li></ul></li><li><label class='ee-shut'>51: \"MSK_CLASSI_SNOW_ICE_1\", unsigned int8, EPSG:4326<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>MSK_CLASSI_SNOW_ICE_1</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: unsigned int8<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>255</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li></ul></li><li><label class='ee-shut'>52: \"B1_1_1\", unsigned int16, EPSG:32643, 1830x1830 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>B1_1_1</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [60, 0, 300000, 0, -60, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>65535</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [1830, 1830]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>1830</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>1830</span></li></ul></li></ul></li><li><label class='ee-shut'>53: \"B2_1_1\", unsigned int16, EPSG:32643, 10980x10980 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>B2_1_1</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [10, 0, 300000, 0, -10, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>65535</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [10980, 10980]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>10980</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>10980</span></li></ul></li></ul></li><li><label class='ee-shut'>54: \"B3_1_1\", unsigned int16, EPSG:32643, 10980x10980 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>B3_1_1</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [10, 0, 300000, 0, -10, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>65535</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [10980, 10980]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>10980</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>10980</span></li></ul></li></ul></li><li><label class='ee-shut'>55: \"B4_1_1\", unsigned int16, EPSG:32643, 10980x10980 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>B4_1_1</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [10, 0, 300000, 0, -10, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>65535</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [10980, 10980]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>10980</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>10980</span></li></ul></li></ul></li><li><label class='ee-shut'>56: \"B5_1_1\", unsigned int16, EPSG:32643, 5490x5490 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>B5_1_1</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [20, 0, 300000, 0, -20, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>65535</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [5490, 5490]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>5490</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>5490</span></li></ul></li></ul></li><li><label class='ee-shut'>57: \"B6_1_1\", unsigned int16, EPSG:32643, 5490x5490 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>B6_1_1</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [20, 0, 300000, 0, -20, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>65535</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [5490, 5490]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>5490</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>5490</span></li></ul></li></ul></li><li><label class='ee-shut'>58: \"B7_1_1\", unsigned int16, EPSG:32643, 5490x5490 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>B7_1_1</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [20, 0, 300000, 0, -20, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>65535</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [5490, 5490]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>5490</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>5490</span></li></ul></li></ul></li><li><label class='ee-shut'>59: \"B8_1_1\", unsigned int16, EPSG:32643, 10980x10980 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>B8_1_1</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [10, 0, 300000, 0, -10, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>65535</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [10980, 10980]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>10980</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>10980</span></li></ul></li></ul></li><li><label class='ee-shut'>60: \"B8A_1_1\", unsigned int16, EPSG:32643, 5490x5490 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>B8A_1_1</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [20, 0, 300000, 0, -20, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>65535</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [5490, 5490]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>5490</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>5490</span></li></ul></li></ul></li><li><label class='ee-shut'>61: \"B9_1_1\", unsigned int16, EPSG:32643, 1830x1830 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>B9_1_1</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [60, 0, 300000, 0, -60, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>65535</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [1830, 1830]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>1830</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>1830</span></li></ul></li></ul></li><li><label class='ee-shut'>62: \"B11_1_1\", unsigned int16, EPSG:32643, 5490x5490 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>B11_1_1</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [20, 0, 300000, 0, -20, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>65535</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [5490, 5490]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>5490</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>5490</span></li></ul></li></ul></li><li><label class='ee-shut'>63: \"B12_1_1\", unsigned int16, EPSG:32643, 5490x5490 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>B12_1_1</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [20, 0, 300000, 0, -20, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>65535</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [5490, 5490]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>5490</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>5490</span></li></ul></li></ul></li><li><label class='ee-shut'>64: \"AOT_1_1\", unsigned int16, EPSG:32643, 10980x10980 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>AOT_1_1</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [10, 0, 300000, 0, -10, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>65535</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [10980, 10980]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>10980</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>10980</span></li></ul></li></ul></li><li><label class='ee-shut'>65: \"WVP_1_1\", unsigned int32, EPSG:32643, 10980x10980 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>WVP_1_1</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [10, 0, 300000, 0, -10, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int32<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>4294967295</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [10980, 10980]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>10980</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>10980</span></li></ul></li></ul></li><li><label class='ee-shut'>66: \"SCL_1_1\", unsigned int8, EPSG:32643, 5490x5490 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>SCL_1_1</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [20, 0, 300000, 0, -20, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int8<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>255</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [5490, 5490]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>5490</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>5490</span></li></ul></li></ul></li><li><label class='ee-shut'>67: \"TCI_R_1_1\", unsigned int8, EPSG:32643, 10980x10980 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>TCI_R_1_1</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [10, 0, 300000, 0, -10, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int8<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>255</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [10980, 10980]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>10980</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>10980</span></li></ul></li></ul></li><li><label class='ee-shut'>68: \"TCI_G_1_1\", unsigned int8, EPSG:32643, 10980x10980 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>TCI_G_1_1</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [10, 0, 300000, 0, -10, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int8<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>255</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [10980, 10980]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>10980</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>10980</span></li></ul></li></ul></li><li><label class='ee-shut'>69: \"TCI_B_1_1\", unsigned int8, EPSG:32643, 10980x10980 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>TCI_B_1_1</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [10, 0, 300000, 0, -10, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int8<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>255</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [10980, 10980]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>10980</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>10980</span></li></ul></li></ul></li><li><label class='ee-shut'>70: \"MSK_CLDPRB_1_1\", unsigned int8, EPSG:32643, 5490x5490 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>MSK_CLDPRB_1_1</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [20, 0, 300000, 0, -20, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int8<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>255</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [5490, 5490]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>5490</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>5490</span></li></ul></li></ul></li><li><label class='ee-shut'>71: \"MSK_SNWPRB_1_1\", unsigned int8, EPSG:32643, 5490x5490 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>MSK_SNWPRB_1_1</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [20, 0, 300000, 0, -20, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int8<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>255</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [5490, 5490]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>5490</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>5490</span></li></ul></li></ul></li><li><label class='ee-shut'>72: \"QA10_1_1\", unsigned int16, EPSG:32643, 10980x10980 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>QA10_1_1</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [10, 0, 300000, 0, -10, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>65535</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [10980, 10980]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>10980</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>10980</span></li></ul></li></ul></li><li><label class='ee-shut'>73: \"QA20_1_1\", unsigned int32, EPSG:32643, 5490x5490 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>QA20_1_1</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [20, 0, 300000, 0, -20, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int32<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>4294967295</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [5490, 5490]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>5490</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>5490</span></li></ul></li></ul></li><li><label class='ee-shut'>74: \"QA60_1_1\", unsigned int16, EPSG:32643, 1830x1830 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>QA60_1_1</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [60, 0, 300000, 0, -60, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>65535</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [1830, 1830]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>1830</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>1830</span></li></ul></li></ul></li><li><label class='ee-shut'>75: \"MSK_CLASSI_OPAQUE_1_1\", unsigned int8, EPSG:4326<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>MSK_CLASSI_OPAQUE_1_1</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: unsigned int8<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>255</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li></ul></li><li><label class='ee-shut'>76: \"MSK_CLASSI_CIRRUS_1_1\", unsigned int8, EPSG:4326<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>MSK_CLASSI_CIRRUS_1_1</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: unsigned int8<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>255</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li></ul></li><li><label class='ee-shut'>77: \"MSK_CLASSI_SNOW_ICE_1_1\", unsigned int8, EPSG:4326<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>MSK_CLASSI_SNOW_ICE_1_1</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: unsigned int8<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>255</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li></ul></li></ul></li><li><label class='ee-shut'>properties: Object (81 properties)<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>AOT_RETRIEVAL_ACCURACY:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>CLOUDY_PIXEL_PERCENTAGE:</span><span class='ee-v'>31.922709</span></li><li><span class='ee-k'>CLOUD_COVERAGE_ASSESSMENT:</span><span class='ee-v'>31.922709</span></li><li><span class='ee-k'>CLOUD_SHADOW_PERCENTAGE:</span><span class='ee-v'>0.198579</span></li><li><span class='ee-k'>DARK_FEATURES_PERCENTAGE:</span><span class='ee-v'>0.549102</span></li><li><span class='ee-k'>DATASTRIP_ID:</span><span class='ee-v'>S2B_OPER_MSI_L2A_DS_EPAE_20200103T090132_S20200103T054832_N02.13</span></li><li><span class='ee-k'>DATATAKE_IDENTIFIER:</span><span class='ee-v'>GS2B_20200103T054229_014760_N02.13</span></li><li><span class='ee-k'>DATATAKE_TYPE:</span><span class='ee-v'>INS-NOBS</span></li><li><span class='ee-k'>DEGRADED_MSI_DATA_PERCENTAGE:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>FORMAT_CORRECTNESS:</span><span class='ee-v'>PASSED</span></li><li><span class='ee-k'>GENERAL_QUALITY:</span><span class='ee-v'>PASSED</span></li><li><span class='ee-k'>GENERATION_TIME:</span><span class='ee-v'>1578042092000</span></li><li><span class='ee-k'>GEOMETRIC_QUALITY:</span><span class='ee-v'>PASSED</span></li><li><span class='ee-k'>GRANULE_ID:</span><span class='ee-v'>L2A_T43QCG_A014760_20200103T054832</span></li><li><span class='ee-k'>HIGH_PROBA_CLOUDS_PERCENTAGE:</span><span class='ee-v'>7.175779</span></li><li><span class='ee-k'>MEAN_INCIDENCE_AZIMUTH_ANGLE_B1:</span><span class='ee-v'>228.866693947</span></li><li><span class='ee-k'>MEAN_INCIDENCE_AZIMUTH_ANGLE_B10:</span><span class='ee-v'>231.181075346</span></li><li><span class='ee-k'>MEAN_INCIDENCE_AZIMUTH_ANGLE_B11:</span><span class='ee-v'>229.390344022</span></li><li><span class='ee-k'>MEAN_INCIDENCE_AZIMUTH_ANGLE_B12:</span><span class='ee-v'>228.693796089</span></li><li><span class='ee-k'>MEAN_INCIDENCE_AZIMUTH_ANGLE_B2:</span><span class='ee-v'>234.499920967</span></li><li><span class='ee-k'>MEAN_INCIDENCE_AZIMUTH_ANGLE_B3:</span><span class='ee-v'>232.023517476</span></li><li><span class='ee-k'>MEAN_INCIDENCE_AZIMUTH_ANGLE_B4:</span><span class='ee-v'>230.59537529</span></li><li><span class='ee-k'>MEAN_INCIDENCE_AZIMUTH_ANGLE_B5:</span><span class='ee-v'>229.956341503</span></li><li><span class='ee-k'>MEAN_INCIDENCE_AZIMUTH_ANGLE_B6:</span><span class='ee-v'>229.518495929</span></li><li><span class='ee-k'>MEAN_INCIDENCE_AZIMUTH_ANGLE_B7:</span><span class='ee-v'>229.037434243</span></li><li><span class='ee-k'>MEAN_INCIDENCE_AZIMUTH_ANGLE_B8:</span><span class='ee-v'>233.108324536</span></li><li><span class='ee-k'>MEAN_INCIDENCE_AZIMUTH_ANGLE_B8A:</span><span class='ee-v'>228.7554452</span></li><li><span class='ee-k'>MEAN_INCIDENCE_AZIMUTH_ANGLE_B9:</span><span class='ee-v'>228.681896618</span></li><li><span class='ee-k'>MEAN_INCIDENCE_ZENITH_ANGLE_B1:</span><span class='ee-v'>3.84876005888</span></li><li><span class='ee-k'>MEAN_INCIDENCE_ZENITH_ANGLE_B10:</span><span class='ee-v'>3.45177233793</span></li><li><span class='ee-k'>MEAN_INCIDENCE_ZENITH_ANGLE_B11:</span><span class='ee-v'>3.60137297281</span></li><li><span class='ee-k'>MEAN_INCIDENCE_ZENITH_ANGLE_B12:</span><span class='ee-v'>3.78570081137</span></li><li><span class='ee-k'>MEAN_INCIDENCE_ZENITH_ANGLE_B2:</span><span class='ee-v'>3.2782764992</span></li><li><span class='ee-k'>MEAN_INCIDENCE_ZENITH_ANGLE_B3:</span><span class='ee-v'>3.37551363359</span></li><li><span class='ee-k'>MEAN_INCIDENCE_ZENITH_ANGLE_B4:</span><span class='ee-v'>3.48451409456</span></li><li><span class='ee-k'>MEAN_INCIDENCE_ZENITH_ANGLE_B5:</span><span class='ee-v'>3.54599791747</span></li><li><span class='ee-k'>MEAN_INCIDENCE_ZENITH_ANGLE_B6:</span><span class='ee-v'>3.61605291573</span></li><li><span class='ee-k'>MEAN_INCIDENCE_ZENITH_ANGLE_B7:</span><span class='ee-v'>3.6859370775</span></li><li><span class='ee-k'>MEAN_INCIDENCE_ZENITH_ANGLE_B8:</span><span class='ee-v'>3.32377205921</span></li><li><span class='ee-k'>MEAN_INCIDENCE_ZENITH_ANGLE_B8A:</span><span class='ee-v'>3.76323633487</span></li><li><span class='ee-k'>MEAN_INCIDENCE_ZENITH_ANGLE_B9:</span><span class='ee-v'>3.93447100737</span></li><li><span class='ee-k'>MEAN_SOLAR_AZIMUTH_ANGLE:</span><span class='ee-v'>156.635542399</span></li><li><span class='ee-k'>MEAN_SOLAR_ZENITH_ANGLE:</span><span class='ee-v'>50.4236448912</span></li><li><span class='ee-k'>MEDIUM_PROBA_CLOUDS_PERCENTAGE:</span><span class='ee-v'>19.061849</span></li><li><span class='ee-k'>MGRS_TILE:</span><span class='ee-v'>43QCG</span></li><li><span class='ee-k'>NODATA_PIXEL_PERCENTAGE:</span><span class='ee-v'>7e-06</span></li><li><span class='ee-k'>NOT_VEGETATED_PERCENTAGE:</span><span class='ee-v'>25.851753</span></li><li><span class='ee-k'>PROCESSING_BASELINE:</span><span class='ee-v'>02.13</span></li><li><span class='ee-k'>PRODUCT_ID:</span><span class='ee-v'>S2B_MSIL2A_20200103T054229_N0213_R005_T43QCG_20200103T090132</span></li><li><span class='ee-k'>RADIATIVE_TRANSFER_ACCURACY:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>RADIOMETRIC_QUALITY:</span><span class='ee-v'>PASSED</span></li><li><span class='ee-k'>REFLECTANCE_CONVERSION_CORRECTION:</span><span class='ee-v'>1.03421965737</span></li><li><span class='ee-k'>SATURATED_DEFECTIVE_PIXEL_PERCENTAGE:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>SENSING_ORBIT_DIRECTION:</span><span class='ee-v'>DESCENDING</span></li><li><span class='ee-k'>SENSING_ORBIT_NUMBER:</span><span class='ee-v'>5</span></li><li><span class='ee-k'>SENSOR_QUALITY:</span><span class='ee-v'>PASSED</span></li><li><span class='ee-k'>SNOW_ICE_PERCENTAGE:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>SOLAR_IRRADIANCE_B1:</span><span class='ee-v'>1874.3</span></li><li><span class='ee-k'>SOLAR_IRRADIANCE_B10:</span><span class='ee-v'>365.41</span></li><li><span class='ee-k'>SOLAR_IRRADIANCE_B11:</span><span class='ee-v'>247.08</span></li><li><span class='ee-k'>SOLAR_IRRADIANCE_B12:</span><span class='ee-v'>87.75</span></li><li><span class='ee-k'>SOLAR_IRRADIANCE_B2:</span><span class='ee-v'>1959.75</span></li><li><span class='ee-k'>SOLAR_IRRADIANCE_B3:</span><span class='ee-v'>1824.93</span></li><li><span class='ee-k'>SOLAR_IRRADIANCE_B4:</span><span class='ee-v'>1512.79</span></li><li><span class='ee-k'>SOLAR_IRRADIANCE_B5:</span><span class='ee-v'>1425.78</span></li><li><span class='ee-k'>SOLAR_IRRADIANCE_B6:</span><span class='ee-v'>1291.13</span></li><li><span class='ee-k'>SOLAR_IRRADIANCE_B7:</span><span class='ee-v'>1175.57</span></li><li><span class='ee-k'>SOLAR_IRRADIANCE_B8:</span><span class='ee-v'>1041.28</span></li><li><span class='ee-k'>SOLAR_IRRADIANCE_B8A:</span><span class='ee-v'>953.93</span></li><li><span class='ee-k'>SOLAR_IRRADIANCE_B9:</span><span class='ee-v'>817.58</span></li><li><span class='ee-k'>SPACECRAFT_NAME:</span><span class='ee-v'>Sentinel-2B</span></li><li><span class='ee-k'>THIN_CIRRUS_PERCENTAGE:</span><span class='ee-v'>5.685081</span></li><li><span class='ee-k'>UNCLASSIFIED_PERCENTAGE:</span><span class='ee-v'>23.282081</span></li><li><span class='ee-k'>VEGETATION_PERCENTAGE:</span><span class='ee-v'>17.555073</span></li><li><span class='ee-k'>WATER_PERCENTAGE:</span><span class='ee-v'>0.640701</span></li><li><span class='ee-k'>WATER_VAPOUR_RETRIEVAL_ACCURACY:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>system:asset_size:</span><span class='ee-v'>1657256589</span></li><li><label class='ee-shut'>system:footprint: LinearRing (20 vertices)<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>LinearRing</span></li><li><label class='ee-shut'>coordinates: List (20 elements)<input type='checkbox' class='ee-toggle'></label><ul><li><label class='ee-shut'>0: [74.11016540745601, 24.410902070189405]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>74.11016540745601</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>24.410902070189405</span></li></ul></li><li><label class='ee-shut'>1: [74.11015304070706, 24.41090268552488]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>74.11015304070706</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>24.41090268552488</span></li></ul></li><li><label class='ee-shut'>2: [73.02774900042658, 24.400670996155263]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>73.02774900042658</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>24.400670996155263</span></li></ul></li><li><label class='ee-shut'>3: [73.02770404977073, 24.400633859210657]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>73.02770404977073</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>24.400633859210657</span></li></ul></li><li><label class='ee-shut'>4: [73.02765432478664, 24.400602059690048]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>73.02765432478664</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>24.400602059690048</span></li></ul></li><li><label class='ee-shut'>5: [73.02765153226005, 24.40058724459411]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>73.02765153226005</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>24.40058724459411</span></li></ul></li><li><label class='ee-shut'>6: [73.03524590991442, 23.905101331454237]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>73.03524590991442</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>23.905101331454237</span></li></ul></li><li><label class='ee-shut'>7: [73.04263691932812, 23.40958874371405]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>73.04263691932812</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>23.40958874371405</span></li></ul></li><li><label class='ee-shut'>8: [73.04267736331765, 23.409547741651778]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>73.04267736331765</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>23.409547741651778</span></li></ul></li><li><label class='ee-shut'>9: 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class='ee-k'>0:</span><span class='ee-v'>74.11696421791991</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>23.41930339484835</span></li></ul></li><li><label class='ee-shut'>13: [74.11701386233618, 23.419334786767944]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>74.11701386233618</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>23.419334786767944</span></li></ul></li><li><label class='ee-shut'>14: [74.11701681949414, 23.41934958311633]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>74.11701681949414</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>23.41934958311633</span></li></ul></li><li><label class='ee-shut'>15: [74.11368048838503, 23.915101382828507]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>74.11368048838503</span></li><li><span class='ee-k'>1:</span><span 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     },
     "execution_count": 33,
     "metadata": {},
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   ],
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    "image.addBands([image, image])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
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       "                .geemap-dark {\n",
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       "                    --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",
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       "            </style>\n",
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    {
     "data": {
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       "(<ee.image.Image at 0x7f2b2078f070>, 78)"
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     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "image, 26*3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
       "            <style>\n",
       "                .geemap-dark {\n",
       "                    --jp-widgets-color: white;\n",
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       "                    --jp-ui-font-color1: white;\n",
       "                    --jp-layout-color2: #454545;\n",
       "                    background-color: #383838;\n",
       "                }\n",
       "\n",
       "                .geemap-dark .jupyter-button {\n",
       "                    --jp-layout-color3: #383838;\n",
       "                }\n",
       "\n",
       "                .geemap-colab {\n",
       "                    background-color: var(--colab-primary-surface-color, white);\n",
       "                }\n",
       "\n",
       "                .geemap-colab .jupyter-button {\n",
       "                    --jp-layout-color3: var(--colab-primary-surface-color, white);\n",
       "                }\n",
       "            </style>\n",
       "            "
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       "<IPython.core.display.HTML object>"
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       "body.vscode-dark {\n",
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       "</style><div class='ee'><ul><li><label class='ee-shut'>Image COPERNICUS/S2_SR_HARMONIZED/20200103T054229_20200103T054832_T43QCG (1 band)<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>Image</span></li><li><span class='ee-k'>id:</span><span class='ee-v'>COPERNICUS/S2_SR_HARMONIZED/20200103T054229_20200103T054832_T43QCG</span></li><li><span class='ee-k'>version:</span><span class='ee-v'>1729686309598954</span></li><li><label class='ee-shut'>bands: List (1 element)<input type='checkbox' class='ee-toggle'></label><ul><li><label class='ee-shut'>0: \"B2\", unsigned int16, EPSG:32643, 10980x10980 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>B2</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [10, 0, 300000, 0, -10, 2700000]<input type='checkbox' class='ee-toggle'></label><ul><li><span 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class='ee-k'>1:</span><span class='ee-v'>10980</span></li></ul></li></ul></li></ul></li><li><label class='ee-shut'>properties: Object (81 properties)<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>AOT_RETRIEVAL_ACCURACY:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>CLOUDY_PIXEL_PERCENTAGE:</span><span class='ee-v'>31.922709</span></li><li><span class='ee-k'>CLOUD_COVERAGE_ASSESSMENT:</span><span class='ee-v'>31.922709</span></li><li><span class='ee-k'>CLOUD_SHADOW_PERCENTAGE:</span><span class='ee-v'>0.198579</span></li><li><span class='ee-k'>DARK_FEATURES_PERCENTAGE:</span><span class='ee-v'>0.549102</span></li><li><span class='ee-k'>DATASTRIP_ID:</span><span class='ee-v'>S2B_OPER_MSI_L2A_DS_EPAE_20200103T090132_S20200103T054832_N02.13</span></li><li><span class='ee-k'>DATATAKE_IDENTIFIER:</span><span class='ee-v'>GS2B_20200103T054229_014760_N02.13</span></li><li><span class='ee-k'>DATATAKE_TYPE:</span><span 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class='ee-v'>229.390344022</span></li><li><span class='ee-k'>MEAN_INCIDENCE_AZIMUTH_ANGLE_B12:</span><span class='ee-v'>228.693796089</span></li><li><span class='ee-k'>MEAN_INCIDENCE_AZIMUTH_ANGLE_B2:</span><span class='ee-v'>234.499920967</span></li><li><span class='ee-k'>MEAN_INCIDENCE_AZIMUTH_ANGLE_B3:</span><span class='ee-v'>232.023517476</span></li><li><span class='ee-k'>MEAN_INCIDENCE_AZIMUTH_ANGLE_B4:</span><span class='ee-v'>230.59537529</span></li><li><span class='ee-k'>MEAN_INCIDENCE_AZIMUTH_ANGLE_B5:</span><span class='ee-v'>229.956341503</span></li><li><span class='ee-k'>MEAN_INCIDENCE_AZIMUTH_ANGLE_B6:</span><span class='ee-v'>229.518495929</span></li><li><span class='ee-k'>MEAN_INCIDENCE_AZIMUTH_ANGLE_B7:</span><span class='ee-v'>229.037434243</span></li><li><span class='ee-k'>MEAN_INCIDENCE_AZIMUTH_ANGLE_B8:</span><span class='ee-v'>233.108324536</span></li><li><span class='ee-k'>MEAN_INCIDENCE_AZIMUTH_ANGLE_B8A:</span><span class='ee-v'>228.7554452</span></li><li><span class='ee-k'>MEAN_INCIDENCE_AZIMUTH_ANGLE_B9:</span><span class='ee-v'>228.681896618</span></li><li><span class='ee-k'>MEAN_INCIDENCE_ZENITH_ANGLE_B1:</span><span class='ee-v'>3.84876005888</span></li><li><span class='ee-k'>MEAN_INCIDENCE_ZENITH_ANGLE_B10:</span><span class='ee-v'>3.45177233793</span></li><li><span class='ee-k'>MEAN_INCIDENCE_ZENITH_ANGLE_B11:</span><span class='ee-v'>3.60137297281</span></li><li><span class='ee-k'>MEAN_INCIDENCE_ZENITH_ANGLE_B12:</span><span class='ee-v'>3.78570081137</span></li><li><span class='ee-k'>MEAN_INCIDENCE_ZENITH_ANGLE_B2:</span><span class='ee-v'>3.2782764992</span></li><li><span class='ee-k'>MEAN_INCIDENCE_ZENITH_ANGLE_B3:</span><span class='ee-v'>3.37551363359</span></li><li><span class='ee-k'>MEAN_INCIDENCE_ZENITH_ANGLE_B4:</span><span class='ee-v'>3.48451409456</span></li><li><span class='ee-k'>MEAN_INCIDENCE_ZENITH_ANGLE_B5:</span><span class='ee-v'>3.54599791747</span></li><li><span class='ee-k'>MEAN_INCIDENCE_ZENITH_ANGLE_B6:</span><span class='ee-v'>3.61605291573</span></li><li><span class='ee-k'>MEAN_INCIDENCE_ZENITH_ANGLE_B7:</span><span class='ee-v'>3.6859370775</span></li><li><span class='ee-k'>MEAN_INCIDENCE_ZENITH_ANGLE_B8:</span><span class='ee-v'>3.32377205921</span></li><li><span class='ee-k'>MEAN_INCIDENCE_ZENITH_ANGLE_B8A:</span><span class='ee-v'>3.76323633487</span></li><li><span class='ee-k'>MEAN_INCIDENCE_ZENITH_ANGLE_B9:</span><span class='ee-v'>3.93447100737</span></li><li><span class='ee-k'>MEAN_SOLAR_AZIMUTH_ANGLE:</span><span class='ee-v'>156.635542399</span></li><li><span class='ee-k'>MEAN_SOLAR_ZENITH_ANGLE:</span><span class='ee-v'>50.4236448912</span></li><li><span class='ee-k'>MEDIUM_PROBA_CLOUDS_PERCENTAGE:</span><span class='ee-v'>19.061849</span></li><li><span class='ee-k'>MGRS_TILE:</span><span class='ee-v'>43QCG</span></li><li><span class='ee-k'>NODATA_PIXEL_PERCENTAGE:</span><span class='ee-v'>7e-06</span></li><li><span class='ee-k'>NOT_VEGETATED_PERCENTAGE:</span><span class='ee-v'>25.851753</span></li><li><span class='ee-k'>PROCESSING_BASELINE:</span><span class='ee-v'>02.13</span></li><li><span class='ee-k'>PRODUCT_ID:</span><span class='ee-v'>S2B_MSIL2A_20200103T054229_N0213_R005_T43QCG_20200103T090132</span></li><li><span class='ee-k'>RADIATIVE_TRANSFER_ACCURACY:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>RADIOMETRIC_QUALITY:</span><span class='ee-v'>PASSED</span></li><li><span class='ee-k'>REFLECTANCE_CONVERSION_CORRECTION:</span><span class='ee-v'>1.03421965737</span></li><li><span class='ee-k'>SATURATED_DEFECTIVE_PIXEL_PERCENTAGE:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>SENSING_ORBIT_DIRECTION:</span><span class='ee-v'>DESCENDING</span></li><li><span class='ee-k'>SENSING_ORBIT_NUMBER:</span><span class='ee-v'>5</span></li><li><span class='ee-k'>SENSOR_QUALITY:</span><span class='ee-v'>PASSED</span></li><li><span class='ee-k'>SNOW_ICE_PERCENTAGE:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>SOLAR_IRRADIANCE_B1:</span><span class='ee-v'>1874.3</span></li><li><span class='ee-k'>SOLAR_IRRADIANCE_B10:</span><span class='ee-v'>365.41</span></li><li><span class='ee-k'>SOLAR_IRRADIANCE_B11:</span><span class='ee-v'>247.08</span></li><li><span class='ee-k'>SOLAR_IRRADIANCE_B12:</span><span class='ee-v'>87.75</span></li><li><span class='ee-k'>SOLAR_IRRADIANCE_B2:</span><span class='ee-v'>1959.75</span></li><li><span class='ee-k'>SOLAR_IRRADIANCE_B3:</span><span class='ee-v'>1824.93</span></li><li><span class='ee-k'>SOLAR_IRRADIANCE_B4:</span><span class='ee-v'>1512.79</span></li><li><span class='ee-k'>SOLAR_IRRADIANCE_B5:</span><span class='ee-v'>1425.78</span></li><li><span class='ee-k'>SOLAR_IRRADIANCE_B6:</span><span class='ee-v'>1291.13</span></li><li><span class='ee-k'>SOLAR_IRRADIANCE_B7:</span><span class='ee-v'>1175.57</span></li><li><span class='ee-k'>SOLAR_IRRADIANCE_B8:</span><span class='ee-v'>1041.28</span></li><li><span class='ee-k'>SOLAR_IRRADIANCE_B8A:</span><span class='ee-v'>953.93</span></li><li><span class='ee-k'>SOLAR_IRRADIANCE_B9:</span><span class='ee-v'>817.58</span></li><li><span class='ee-k'>SPACECRAFT_NAME:</span><span class='ee-v'>Sentinel-2B</span></li><li><span class='ee-k'>THIN_CIRRUS_PERCENTAGE:</span><span class='ee-v'>5.685081</span></li><li><span class='ee-k'>UNCLASSIFIED_PERCENTAGE:</span><span class='ee-v'>23.282081</span></li><li><span class='ee-k'>VEGETATION_PERCENTAGE:</span><span class='ee-v'>17.555073</span></li><li><span class='ee-k'>WATER_PERCENTAGE:</span><span class='ee-v'>0.640701</span></li><li><span class='ee-k'>WATER_VAPOUR_RETRIEVAL_ACCURACY:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>system:asset_size:</span><span class='ee-v'>1657256589</span></li><li><label class='ee-shut'>system:footprint: LinearRing (20 vertices)<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>LinearRing</span></li><li><label class='ee-shut'>coordinates: List (20 elements)<input type='checkbox' class='ee-toggle'></label><ul><li><label class='ee-shut'>0: [74.11016540745601, 24.410902070189405]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>74.11016540745601</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>24.410902070189405</span></li></ul></li><li><label class='ee-shut'>1: [74.11015304070706, 24.41090268552488]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>74.11015304070706</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>24.41090268552488</span></li></ul></li><li><label class='ee-shut'>2: [73.02774900042658, 24.400670996155263]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span 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23.409502480476807]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>73.04271195238107</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>23.409502480476807</span></li></ul></li><li><label class='ee-shut'>10: [73.0427280759271, 23.409499872731466]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>73.0427280759271</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>23.409499872731466</span></li></ul></li><li><label class='ee-shut'>11: [74.11691932286789, 23.41926657630988]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>74.11691932286789</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>23.41926657630988</span></li></ul></li><li><label class='ee-shut'>12: [74.11696421791991, 23.41930339484835]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>74.11696421791991</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>23.41930339484835</span></li></ul></li><li><label class='ee-shut'>13: [74.11701386233618, 23.419334786767944]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>74.11701386233618</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>23.419334786767944</span></li></ul></li><li><label class='ee-shut'>14: [74.11701681949414, 23.41934958311633]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>74.11701681949414</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>23.41934958311633</span></li></ul></li><li><label class='ee-shut'>15: [74.11368048838503, 23.915101382828507]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>74.11368048838503</span></li><li><span class='ee-k'>1:</span><span 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       "    const parent = this.parentElement;\n",
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       "for (let c of document.getElementsByClassName(\"ee-toggle\")) {\n",
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      "text/plain": [
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     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "b2 = image.select('B2')\n",
    "b2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
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       "                .geemap-dark {\n",
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       "                    --jp-ui-font-color1: white;\n",
       "                    --jp-layout-color2: #454545;\n",
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       "\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",
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       "\n",
       ".ee {\n",
       "  padding: 1em;\n",
       "  line-height: 1.5em;\n",
       "  min-width: 300px;\n",
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       "\n",
       ".ee li {\n",
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       "\n",
       ".ee-open,\n",
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       "  color: var(--font-color-secondary);\n",
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       ".ee-open + ul {\n",
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       "\n",
       ".ee-shut::before {\n",
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       "</style><div class='ee'><ul><li><label class='ee-shut'>Image (1 band)<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 (1 element)<input type='checkbox' class='ee-toggle'></label><ul><li><label class='ee-shut'>0: \"B2\", double, EPSG:32643, 10980x10980 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>B2</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [10, 0, 300000, 0, -10, 2700000]<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'>300000</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'>2700000</span></li></ul></li><li><label class='ee-shut'>data_type: double<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>4294836227.5</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>-4294836222.5</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>double</span></li></ul></li><li><label class='ee-shut'>dimensions: [10980, 10980]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>10980</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>10980</span></li></ul></li></ul></li></ul></li></ul></li></ul></div><script>function toggleHeader() {\n",
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   "source": [
    "b2.subtract(b2).multiply(b2).add(2.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
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       " 'properties': {'DATATAKE_IDENTIFIER': 'GS2B_20200103T054229_014760_N02.13',\n",
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       "  'SPACECRAFT_NAME': 'Sentinel-2B',\n",
       "  'SATURATED_DEFECTIVE_PIXEL_PERCENTAGE': 0,\n",
       "  'MEAN_INCIDENCE_AZIMUTH_ANGLE_B8A': 228.7554452,\n",
       "  'CLOUD_SHADOW_PERCENTAGE': 0.198579,\n",
       "  'MEAN_SOLAR_AZIMUTH_ANGLE': 156.635542399,\n",
       "  'system:footprint': {'type': 'LinearRing',\n",
       "   'coordinates': [[74.11016540745601, 24.410902070189405],\n",
       "    [74.11015304070706, 24.41090268552488],\n",
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       "    [73.02765432478664, 24.400602059690048],\n",
       "    [73.02765153226005, 24.40058724459411],\n",
       "    [73.03524590991442, 23.905101331454237],\n",
       "    [73.04263691932812, 23.40958874371405],\n",
       "    [73.04267736331765, 23.409547741651778],\n",
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       "    [73.0427280759271, 23.409499872731466],\n",
       "    [74.11691932286789, 23.41926657630988],\n",
       "    [74.11696421791991, 23.41930339484835],\n",
       "    [74.11701386233618, 23.419334786767944],\n",
       "    [74.11701681949414, 23.41934958311633],\n",
       "    [74.11368048838503, 23.915101382828507],\n",
       "    [74.11025251236038, 24.410813246431026],\n",
       "    [74.11021209640668, 24.410854510840057],\n",
       "    [74.11017759497592, 24.41090002461655],\n",
       "    [74.11016540745601, 24.410902070189405]]},\n",
       "  'VEGETATION_PERCENTAGE': 17.555073,\n",
       "  'SOLAR_IRRADIANCE_B12': 87.75,\n",
       "  'SOLAR_IRRADIANCE_B10': 365.41,\n",
       "  'SENSOR_QUALITY': 'PASSED',\n",
       "  'SOLAR_IRRADIANCE_B11': 247.08,\n",
       "  'GENERATION_TIME': 1578042092000,\n",
       "  'SOLAR_IRRADIANCE_B8A': 953.93,\n",
       "  'FORMAT_CORRECTNESS': 'PASSED',\n",
       "  'CLOUD_COVERAGE_ASSESSMENT': 31.922709,\n",
       "  'THIN_CIRRUS_PERCENTAGE': 5.685081,\n",
       "  'system:time_end': 1578030739975,\n",
       "  'WATER_VAPOUR_RETRIEVAL_ACCURACY': 0,\n",
       "  'system:time_start': 1578030739975,\n",
       "  'DATASTRIP_ID': 'S2B_OPER_MSI_L2A_DS_EPAE_20200103T090132_S20200103T054832_N02.13',\n",
       "  'PROCESSING_BASELINE': '02.13',\n",
       "  'SENSING_ORBIT_NUMBER': 5,\n",
       "  'NODATA_PIXEL_PERCENTAGE': 7e-06,\n",
       "  'SENSING_ORBIT_DIRECTION': 'DESCENDING',\n",
       "  'GENERAL_QUALITY': 'PASSED',\n",
       "  'GRANULE_ID': 'L2A_T43QCG_A014760_20200103T054832',\n",
       "  'REFLECTANCE_CONVERSION_CORRECTION': 1.03421965737,\n",
       "  'MEDIUM_PROBA_CLOUDS_PERCENTAGE': 19.061849,\n",
       "  'MEAN_INCIDENCE_AZIMUTH_ANGLE_B8': 233.108324536,\n",
       "  'DATATAKE_TYPE': 'INS-NOBS',\n",
       "  'MEAN_INCIDENCE_AZIMUTH_ANGLE_B9': 228.681896618,\n",
       "  'MEAN_INCIDENCE_AZIMUTH_ANGLE_B6': 229.518495929,\n",
       "  'MEAN_INCIDENCE_AZIMUTH_ANGLE_B7': 229.037434243,\n",
       "  'MEAN_INCIDENCE_AZIMUTH_ANGLE_B4': 230.59537529,\n",
       "  'MEAN_INCIDENCE_ZENITH_ANGLE_B1': 3.84876005888,\n",
       "  'NOT_VEGETATED_PERCENTAGE': 25.851753,\n",
       "  'MEAN_INCIDENCE_AZIMUTH_ANGLE_B5': 229.956341503,\n",
       "  'RADIOMETRIC_QUALITY': 'PASSED',\n",
       "  'MEAN_INCIDENCE_AZIMUTH_ANGLE_B2': 234.499920967,\n",
       "  'MEAN_INCIDENCE_AZIMUTH_ANGLE_B3': 232.023517476,\n",
       "  'MEAN_INCIDENCE_ZENITH_ANGLE_B5': 3.54599791747,\n",
       "  'MEAN_INCIDENCE_AZIMUTH_ANGLE_B1': 228.866693947,\n",
       "  'MEAN_INCIDENCE_ZENITH_ANGLE_B4': 3.48451409456,\n",
       "  'MEAN_INCIDENCE_ZENITH_ANGLE_B3': 3.37551363359,\n",
       "  'MEAN_INCIDENCE_ZENITH_ANGLE_B2': 3.2782764992,\n",
       "  'MEAN_INCIDENCE_ZENITH_ANGLE_B9': 3.93447100737,\n",
       "  'MEAN_INCIDENCE_ZENITH_ANGLE_B8': 3.32377205921,\n",
       "  'MEAN_INCIDENCE_ZENITH_ANGLE_B7': 3.6859370775,\n",
       "  'DARK_FEATURES_PERCENTAGE': 0.549102,\n",
       "  'HIGH_PROBA_CLOUDS_PERCENTAGE': 7.175779,\n",
       "  'MEAN_INCIDENCE_ZENITH_ANGLE_B6': 3.61605291573,\n",
       "  'UNCLASSIFIED_PERCENTAGE': 23.282081,\n",
       "  'MEAN_SOLAR_ZENITH_ANGLE': 50.4236448912,\n",
       "  'MEAN_INCIDENCE_ZENITH_ANGLE_B8A': 3.76323633487,\n",
       "  'RADIATIVE_TRANSFER_ACCURACY': 0,\n",
       "  'MGRS_TILE': '43QCG',\n",
       "  'CLOUDY_PIXEL_PERCENTAGE': 31.922709,\n",
       "  'PRODUCT_ID': 'S2B_MSIL2A_20200103T054229_N0213_R005_T43QCG_20200103T090132',\n",
       "  'MEAN_INCIDENCE_ZENITH_ANGLE_B10': 3.45177233793,\n",
       "  'SOLAR_IRRADIANCE_B9': 817.58,\n",
       "  'SNOW_ICE_PERCENTAGE': 0,\n",
       "  'DEGRADED_MSI_DATA_PERCENTAGE': 0,\n",
       "  'MEAN_INCIDENCE_ZENITH_ANGLE_B11': 3.60137297281,\n",
       "  'MEAN_INCIDENCE_ZENITH_ANGLE_B12': 3.78570081137,\n",
       "  'SOLAR_IRRADIANCE_B6': 1291.13,\n",
       "  'MEAN_INCIDENCE_AZIMUTH_ANGLE_B10': 231.181075346,\n",
       "  'SOLAR_IRRADIANCE_B5': 1425.78,\n",
       "  'MEAN_INCIDENCE_AZIMUTH_ANGLE_B11': 229.390344022,\n",
       "  'SOLAR_IRRADIANCE_B8': 1041.28,\n",
       "  'MEAN_INCIDENCE_AZIMUTH_ANGLE_B12': 228.693796089,\n",
       "  'SOLAR_IRRADIANCE_B7': 1175.57,\n",
       "  'SOLAR_IRRADIANCE_B2': 1959.75,\n",
       "  'SOLAR_IRRADIANCE_B1': 1874.3,\n",
       "  'SOLAR_IRRADIANCE_B4': 1512.79,\n",
       "  'GEOMETRIC_QUALITY': 'PASSED',\n",
       "  'SOLAR_IRRADIANCE_B3': 1824.93,\n",
       "  'system:asset_size': 1657256589,\n",
       "  'WATER_PERCENTAGE': 0.640701,\n",
       "  'system:index': '20200103T054229_20200103T054832_T43QCG'}}"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "b2.getInfo()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "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",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
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     },
     "metadata": {},
     "output_type": "display_data"
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    {
     "data": {
      "text/plain": [
       "{'type': 'Polygon',\n",
       " 'coordinates': [[[-122.52021789550781, 37.76885797689413],\n",
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       "   [-122.51060485839844, 37.77478500000001],\n",
       "   [-122.52021789550781, 37.77478500000001],\n",
       "   [-122.52021789550781, 37.76885797689413]]]}"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ee_polygon.getInfo()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "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",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import geemap.foliumap as gee_folium"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "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",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "m = gee_folium.Map()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "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",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "7272.727272727272"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "1/2.75e-05 * 0.2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "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",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
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     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[0;31mSignature:\u001b[0m\n",
      "\u001b[0mm\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0maddLayer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0mee_object\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0mvis_params\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m{\u001b[0m\u001b[0;34m}\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0mname\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'Layer untitled'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0mshown\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0mopacity\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1.0\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mSource:\u001b[0m   \n",
      "    \u001b[0;32mdef\u001b[0m \u001b[0madd_layer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m        \u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m        \u001b[0mee_object\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m        \u001b[0mvis_params\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m{\u001b[0m\u001b[0;34m}\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m        \u001b[0mname\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"Layer untitled\"\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m        \u001b[0mshown\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m        \u001b[0mopacity\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1.0\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m        \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m        \u001b[0;34m\"\"\"Adds a given EE object to the map as a layer.\u001b[0m\n",
      "\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m        Args:\u001b[0m\n",
      "\u001b[0;34m            ee_object (Collection|Feature|Image|MapId): The object to add to the map.\u001b[0m\n",
      "\u001b[0;34m            vis_params (dict, optional): The visualization parameters. Defaults to {}.\u001b[0m\n",
      "\u001b[0;34m            name (str, optional): The name of the layer. Defaults to 'Layer untitled'.\u001b[0m\n",
      "\u001b[0;34m            shown (bool, optional): A flag indicating whether the layer should be on by default. Defaults to True.\u001b[0m\n",
      "\u001b[0;34m            opacity (float, optional): The layer's opacity represented as a number between 0 and 1. Defaults to 1.\u001b[0m\n",
      "\u001b[0;34m        \"\"\"\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m        \u001b[0mlayer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mEEFoliumTileLayer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mee_object\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvis_params\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mshown\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mopacity\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m        \u001b[0mlayer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0madd_to\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m        \u001b[0marc_add_layer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlayer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0murl_format\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mshown\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mopacity\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mFile:\u001b[0m      /opt/anaconda3/envs/zeel_py310/lib/python3.10/site-packages/geemap/foliumap.py\n",
      "\u001b[0;31mType:\u001b[0m      method"
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   "source": [
    "m.addLayer??"
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  },
  {
   "cell_type": "code",
   "execution_count": 5,
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       "Index(['2023-01', '2023-02', '2023-03', '2023-04', '2023-05', '2023-06',\n",
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    "start = \"2023-01\"\n",
    "end = \"2024-01\"\n",
    "pd.date_range(start, end, freq='MS').strftime(\"%Y-%m\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
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      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gdf = gpd.read_file(\"/home/patel_zeel/Mean_NDVI/golvada he 10 2023-24.kml\")\n",
    "gdf = gdf.to_crs(epsg=4326)\n",
    "def poly_3d_to_2d(shape):\n",
    "    if shape.has_z:\n",
    "        return transform(lambda x, y, z: (x, y), shape)\n",
    "    else:\n",
    "        return shape\n",
    "gdf['geometry'] = gdf['geometry'].apply(poly_3d_to_2d)\n",
    "gdf = gdf.to_crs(epsg=4326)\n",
    "first_item = gdf.iloc[0].geometry.__geo_interface__\n",
    "print(first_item)\n",
    "print(type(first_item))\n",
    "ee_geometry = ee.Geometry(first_item)\n",
    "ee_feature_collection = ee.FeatureCollection(ee_geometry)\n",
    "ee_feature_collection\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
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       "                    --jp-layout-color3: #383838;\n",
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       "\n",
       "                .geemap-colab {\n",
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       "                }\n",
       "\n",
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       "                    --jp-layout-color3: var(--colab-primary-surface-color, white);\n",
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     },
     "metadata": {},
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['LANDSAT/LC08/C02/T1_TOA/LC08_148043_20230405', 'LANDSAT/LC08/C02/T1_TOA/LC08_148043_20230421', 'LANDSAT/LC08/C02/T1_TOA/LC08_148043_20230507', 'LANDSAT/LC08/C02/T1_TOA/LC08_148043_20230523', 'LANDSAT/LC08/C02/T1_TOA/LC08_148043_20230608', 'LANDSAT/LC08/C02/T1_TOA/LC08_148043_20230624', 'LANDSAT/LC08/C02/T1_TOA/LC08_148043_20230811', 'LANDSAT/LC08/C02/T1_TOA/LC08_148043_20230827', 'LANDSAT/LC08/C02/T1_TOA/LC08_148044_20230405', 'LANDSAT/LC08/C02/T1_TOA/LC08_148044_20230421', 'LANDSAT/LC08/C02/T1_TOA/LC08_148044_20230507', 'LANDSAT/LC08/C02/T1_TOA/LC08_148044_20230523', 'LANDSAT/LC08/C02/T1_TOA/LC08_148044_20230608', 'LANDSAT/LC08/C02/T1_TOA/LC08_148044_20230811', 'LANDSAT/LC08/C02/T1_TOA/LC08_148044_20230827']\n"
     ]
    }
   ],
   "source": [
    "dataset = ee.ImageCollection('LANDSAT/LC08/C02/T1_TOA').filterBounds(ee_geometry).filterDate('2023-04', '2023-09')\n",
    "# print image IDs\n",
    "image_ids = dataset.aggregate_array('system:id').getInfo()\n",
    "print(image_ids)\n",
    "\n",
    "# true_color_432 = dataset.select(['B4', 'B3', 'B2'])\n",
    "# print(\"Number of images in the collection: \", true_color_432.size().getInfo())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
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       "                .geemap-dark {\n",
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       "                    --jp-ui-font-color1: white;\n",
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       "                    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",
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     "metadata": {},
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Image ID:  LC08_148044_20230115\n",
      "New Image ID:  LC08_148044_20230115\n"
     ]
    }
   ],
   "source": [
    "# pick the second image in the collection\n",
    "image = dataset.toList(true_color_432.size()).get(1)\n",
    "image = ee.Image(image)\n",
    "# print image id\n",
    "print(\"Image ID: \", image.id().getInfo())\n",
    "# replace id with \"anonymous\"\n",
    "image = image.set('id', 'anonymous')\n",
    "# print new image id\n",
    "print(\"New Image ID: \", image.id().getInfo())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "            <style>\n",
       "                .geemap-dark {\n",
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       "                    --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",
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       "                    --jp-layout-color3: var(--colab-primary-surface-color, white);\n",
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     "metadata": {},
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    {
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     "output_type": "stream",
     "text": [
      "Computing statistics ...\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'type': 'FeatureCollection',\n",
       " 'columns': {'mean': 'Float', 'system:index': 'String'},\n",
       " 'features': [{'type': 'Feature',\n",
       "   'geometry': {'type': 'Polygon',\n",
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       "   'id': '0',\n",
       "   'properties': {'mean': 0.7695880858277654}}]}"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "geemap.zonal_stats(dataset.qualityMosaic(\"B4\").select([\"B4\"]), ee_feature_collection, statistics_type='mean', scale=10, return_fc=True).getInfo()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "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",
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       "            </style>\n",
       "            "
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    {
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       "[{'type': 'Feature',\n",
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       "     [73.19791470947145, 24.01977640858627]]]},\n",
       "  'id': '0',\n",
       "  'properties': {'mean': 0.7695880858277654}}]"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "features.getInfo()['features']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "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",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "'20210125'"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import re\n",
    "\n",
    "re.findall(r\"LC08_\\d+_(\\d+)_NDVI\", \"LC08_148043_20210125_NDVI\")[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "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",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>&lt;ee.image.Image object at 0x7fd10c62b820&gt;</pre>"
      ],
      "text/plain": [
       "<ee.image.Image at 0x7fd10c62b820>"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset.qualityMosaic('NDVI')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "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",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "'2023-01-01'"
      ]
     },
     "execution_count": 116,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "start = '2023-01-01'\n",
    "start.format(\"YYYY-MM\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "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",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['2023-01-01', '2023-02-01', '2023-03-01', '2023-04-01', '2023-05-01', '2023-06-01', '2023-07-01', '2023-08-01', '2023-09-01', '2023-10-01', '2023-11-01', '2023-12-01', '2024-01-01']\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "start_date = '2023-01'\n",
    "end_date = '2024-01'\n",
    "\n",
    "# get 1st day of each month\n",
    "dates = pd.date_range(start_date, end_date, freq='MS').strftime(\"%Y-%m-%d\").tolist()\n",
    "print(dates)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "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",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[0;31mSignature:\u001b[0m\n",
      "\u001b[0mgeemap\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mzonal_stats\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0min_value_raster\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0min_zone_vector\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0mout_file_path\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0mstat_type\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'MEAN'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0mscale\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0mcrs\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0mtile_scale\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1.0\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0mreturn_fc\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0mverbose\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0mtimeout\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m300\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0mproxies\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mSource:\u001b[0m   \n",
      "\u001b[0;32mdef\u001b[0m \u001b[0mzonal_stats\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0min_value_raster\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0min_zone_vector\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0mout_file_path\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0mstat_type\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"MEAN\"\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0mscale\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0mcrs\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0mtile_scale\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1.0\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0mreturn_fc\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0mverbose\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0mtimeout\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m300\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0mproxies\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0;34m\"\"\"Summarizes the values of a raster within the zones of another dataset and exports the results as a csv, shp, json, kml, or kmz.\u001b[0m\n",
      "\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m    Args:\u001b[0m\n",
      "\u001b[0;34m        in_value_raster (object): An ee.Image or ee.ImageCollection that contains the values on which to calculate a statistic.\u001b[0m\n",
      "\u001b[0;34m        in_zone_vector (object): An ee.FeatureCollection that defines the zones.\u001b[0m\n",
      "\u001b[0;34m        out_file_path (str): Output file path that will contain the summary of the values in each zone. The file type can be: csv, shp, json, kml, kmz\u001b[0m\n",
      "\u001b[0;34m        stat_type (str, optional): Statistical type to be calculated. Defaults to 'MEAN'. For 'HIST', you can provide three parameters: max_buckets, min_bucket_width, and max_raw. For 'FIXED_HIST', you must provide three parameters: hist_min, hist_max, and hist_steps.\u001b[0m\n",
      "\u001b[0;34m        scale (float, optional): A nominal scale in meters of the projection to work in. Defaults to None.\u001b[0m\n",
      "\u001b[0;34m        crs (str, optional): The projection to work in. If unspecified, the projection of the image's first band is used. If specified in addition to scale, rescaled to the specified scale. Defaults to None.\u001b[0m\n",
      "\u001b[0;34m        tile_scale (float, optional): A scaling factor used to reduce aggregation tile size; using a larger tileScale (e.g. 2 or 4) may enable computations that run out of memory with the default. Defaults to 1.0.\u001b[0m\n",
      "\u001b[0;34m        verbose (bool, optional): Whether to print descriptive text when the programming is running. Default to True.\u001b[0m\n",
      "\u001b[0;34m        return_fc (bool, optional): Whether to return the results as an ee.FeatureCollection. Defaults to False.\u001b[0m\n",
      "\u001b[0;34m        timeout (int, optional): Timeout in seconds. Default to 300.\u001b[0m\n",
      "\u001b[0;34m        proxies (dict, optional): A dictionary of proxy servers to use for the request. Default to None.\u001b[0m\n",
      "\u001b[0;34m    \"\"\"\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0min_value_raster\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mee\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mImageCollection\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m        \u001b[0min_value_raster\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0min_value_raster\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtoBands\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0min_value_raster\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mee\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mImage\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m        \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"The input raster must be an ee.Image.\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m        \u001b[0;32mreturn\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0min_zone_vector\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mee\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mFeatureCollection\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m        \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"The input zone data must be an ee.FeatureCollection.\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m        \u001b[0;32mreturn\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0;32mif\u001b[0m \u001b[0mout_file_path\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m        \u001b[0mout_file_path\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mos\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpath\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mjoin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mos\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgetcwd\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"zonal_stats.csv\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0;32mif\u001b[0m \u001b[0;34m\"statistics_type\"\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mkwargs\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m        \u001b[0mstat_type\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mkwargs\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpop\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"statistics_type\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0mallowed_formats\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m\"csv\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"geojson\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"kml\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"kmz\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"shp\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0mfilename\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mos\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpath\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mabspath\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mout_file_path\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0mbasename\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mos\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpath\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbasename\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfilename\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0;31m# name = os.path.splitext(basename)[0]\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0mfiletype\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mos\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpath\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msplitext\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbasename\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlower\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mfiletype\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mallowed_formats\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m        \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m            \u001b[0;34m\"The file type must be one of the following: {}\"\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m                \u001b[0;34m\", \"\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mjoin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mallowed_formats\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m            \u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m        \u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m        \u001b[0;32mreturn\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0;31m# Parameters for histogram\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0;31m# The maximum number of buckets to use when building a histogram; will be rounded up to a power of 2.\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0mmax_buckets\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0;31m# The minimum histogram bucket width, or null to allow any power of 2.\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0mmin_bucket_width\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0;31m# The number of values to accumulate before building the initial histogram.\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0mmax_raw\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0mhist_min\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m1.0\u001b[0m  \u001b[0;31m# The lower (inclusive) bound of the first bucket.\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0mhist_max\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m100.0\u001b[0m  \u001b[0;31m# The upper (exclusive) bound of the last bucket.\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0mhist_steps\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m10\u001b[0m  \u001b[0;31m# The number of buckets to use.\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0;32mif\u001b[0m \u001b[0;34m\"max_buckets\"\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mkwargs\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mkeys\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m        \u001b[0mmax_buckets\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mkwargs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"max_buckets\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0;32mif\u001b[0m \u001b[0;34m\"min_bucket_width\"\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mkwargs\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mkeys\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m        \u001b[0mmin_bucket_width\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mkwargs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"min_bucket\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0;32mif\u001b[0m \u001b[0;34m\"max_raw\"\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mkwargs\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mkeys\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m        \u001b[0mmax_raw\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mkwargs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"max_raw\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mstat_type\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstr\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m        \u001b[0;32mif\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m            \u001b[0mstat_type\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mupper\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;34m\"FIXED_HIST\"\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m            \u001b[0;32mand\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0;34m\"hist_min\"\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mkwargs\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mkeys\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m            \u001b[0;32mand\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0;34m\"hist_max\"\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mkwargs\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mkeys\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m            \u001b[0;32mand\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0;34m\"hist_steps\"\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mkwargs\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mkeys\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m        \u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m            \u001b[0mhist_min\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mkwargs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"hist_min\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m            \u001b[0mhist_max\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mkwargs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"hist_max\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m            \u001b[0mhist_steps\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mkwargs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"hist_steps\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m        \u001b[0;32melif\u001b[0m \u001b[0mstat_type\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mupper\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;34m\"FIXED_HIST\"\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m            \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m                \u001b[0;34m\"To use fixedHistogram, please provide these three parameters: hist_min, hist_max, and hist_steps.\"\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m            \u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m            \u001b[0;32mreturn\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0mallowed_statistics\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m{\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m        \u001b[0;34m\"COUNT\"\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mee\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mReducer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcount\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m        \u001b[0;34m\"MEAN\"\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mee\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mReducer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmean\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m        \u001b[0;34m\"MEAN_UNWEIGHTED\"\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mee\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mReducer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmean\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0munweighted\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m        \u001b[0;34m\"MAXIMUM\"\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mee\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mReducer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmax\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m        \u001b[0;34m\"MEDIAN\"\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mee\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mReducer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmedian\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m        \u001b[0;34m\"MINIMUM\"\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mee\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mReducer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m        \u001b[0;34m\"MODE\"\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mee\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mReducer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmode\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m        \u001b[0;34m\"STD\"\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mee\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mReducer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstdDev\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m        \u001b[0;34m\"MIN_MAX\"\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mee\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mReducer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mminMax\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m        \u001b[0;34m\"SUM\"\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mee\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mReducer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msum\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m        \u001b[0;34m\"VARIANCE\"\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mee\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mReducer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvariance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m        \u001b[0;34m\"HIST\"\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mee\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mReducer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mhistogram\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m            \u001b[0mmaxBuckets\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mmax_buckets\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mminBucketWidth\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mmin_bucket_width\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmaxRaw\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mmax_raw\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m        \u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m        \u001b[0;34m\"FIXED_HIST\"\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mee\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mReducer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfixedHistogram\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mhist_min\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mhist_max\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mhist_steps\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m        \u001b[0;34m\"COMBINED_COUNT_MEAN\"\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mee\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mReducer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcount\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcombine\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m            \u001b[0mee\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mReducer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmean\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msharedInputs\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m        \u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m        \u001b[0;34m\"COMBINED_COUNT_MEAN_UNWEIGHTED\"\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mee\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mReducer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcount\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcombine\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m            \u001b[0mee\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mReducer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmean\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0munweighted\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msharedInputs\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m        \u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0;34m}\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mstat_type\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstr\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m        \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mstat_type\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mupper\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mallowed_statistics\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mkeys\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m            \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m                \u001b[0;34m\"The statistics type must be one of the following: {}\"\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m                    \u001b[0;34m\", \"\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mjoin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlist\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mallowed_statistics\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mkeys\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m                \u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m            \u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m            \u001b[0;32mreturn\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m        \u001b[0mreducer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mallowed_statistics\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mstat_type\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mupper\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0;32melif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mstat_type\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mee\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mReducer\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m        \u001b[0mreducer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mstat_type\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m        \u001b[0;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"statistics_type must be either a string or ee.Reducer.\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0;32mif\u001b[0m \u001b[0mscale\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m        \u001b[0mscale\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0min_value_raster\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mprojection\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnominalScale\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmultiply\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m10\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m        \u001b[0;32mif\u001b[0m \u001b[0mverbose\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m            \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"Computing statistics ...\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m        \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0min_value_raster\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreduceRegions\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m            \u001b[0mcollection\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0min_zone_vector\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m            \u001b[0mreducer\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mreducer\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m            \u001b[0mscale\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mscale\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m            \u001b[0mcrs\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mcrs\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m            \u001b[0mtileScale\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mtile_scale\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m        \u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m        \u001b[0;32mif\u001b[0m \u001b[0mreturn_fc\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m            \u001b[0;32mreturn\u001b[0m \u001b[0mresult\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m        \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m            \u001b[0mee_export_vector\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mresult\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfilename\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtimeout\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mtimeout\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mproxies\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mproxies\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0;32mexcept\u001b[0m \u001b[0mException\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m        \u001b[0;32mraise\u001b[0m \u001b[0mException\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0me\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mFile:\u001b[0m      /opt/anaconda3/envs/zeel_py310/lib/python3.10/site-packages/geemap/common.py\n",
      "\u001b[0;31mType:\u001b[0m      function"
     ]
    }
   ],
   "source": [
    "geemap.zonal_stats??"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "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",
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       "<IPython.core.display.HTML object>"
      ]
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     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "            <style>\n",
       "                .geemap-dark {\n",
       "                    --jp-widgets-color: white;\n",
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       "                    --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",
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       "\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",
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      "\u001b[0;31mSignature:\u001b[0m\n",
      "\u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmerge\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0mleft\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m'DataFrame | Series'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0mright\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m'DataFrame | Series'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0mhow\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m'MergeHow'\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'inner'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0mon\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m'IndexLabel | None'\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0mleft_on\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m'IndexLabel | None'\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0mright_on\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m'IndexLabel | None'\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0mleft_index\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m'bool'\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mFalse\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0mright_index\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m'bool'\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mFalse\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0msort\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m'bool'\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mFalse\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0msuffixes\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m'Suffixes'\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0;34m'_x'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'_y'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0mcopy\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m'bool | None'\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0mindicator\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m'str | bool'\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mFalse\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0mvalidate\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m'str | None'\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m->\u001b[0m \u001b[0;34m'DataFrame'\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mDocstring:\u001b[0m\n",
      "Merge DataFrame or named Series objects with a database-style join.\n",
      "\n",
      "A named Series object is treated as a DataFrame with a single named column.\n",
      "\n",
      "The join is done on columns or indexes. If joining columns on\n",
      "columns, the DataFrame indexes *will be ignored*. Otherwise if joining indexes\n",
      "on indexes or indexes on a column or columns, the index will be passed on.\n",
      "When performing a cross merge, no column specifications to merge on are\n",
      "allowed.\n",
      "\n",
      ".. warning::\n",
      "\n",
      "    If both key columns contain rows where the key is a null value, those\n",
      "    rows will be matched against each other. This is different from usual SQL\n",
      "    join behaviour and can lead to unexpected results.\n",
      "\n",
      "Parameters\n",
      "----------\n",
      "left : DataFrame or named Series\n",
      "right : DataFrame or named Series\n",
      "    Object to merge with.\n",
      "how : {'left', 'right', 'outer', 'inner', 'cross'}, default 'inner'\n",
      "    Type of merge to be performed.\n",
      "\n",
      "    * left: use only keys from left frame, similar to a SQL left outer join;\n",
      "      preserve key order.\n",
      "    * right: use only keys from right frame, similar to a SQL right outer join;\n",
      "      preserve key order.\n",
      "    * outer: use union of keys from both frames, similar to a SQL full outer\n",
      "      join; sort keys lexicographically.\n",
      "    * inner: use intersection of keys from both frames, similar to a SQL inner\n",
      "      join; preserve the order of the left keys.\n",
      "    * cross: creates the cartesian product from both frames, preserves the order\n",
      "      of the left keys.\n",
      "\n",
      "      .. versionadded:: 1.2.0\n",
      "\n",
      "on : label or list\n",
      "    Column or index level names to join on. These must be found in both\n",
      "    DataFrames. If `on` is None and not merging on indexes then this defaults\n",
      "    to the intersection of the columns in both DataFrames.\n",
      "left_on : label or list, or array-like\n",
      "    Column or index level names to join on in the left DataFrame. Can also\n",
      "    be an array or list of arrays of the length of the left DataFrame.\n",
      "    These arrays are treated as if they are columns.\n",
      "right_on : label or list, or array-like\n",
      "    Column or index level names to join on in the right DataFrame. Can also\n",
      "    be an array or list of arrays of the length of the right DataFrame.\n",
      "    These arrays are treated as if they are columns.\n",
      "left_index : bool, default False\n",
      "    Use the index from the left DataFrame as the join key(s). If it is a\n",
      "    MultiIndex, the number of keys in the other DataFrame (either the index\n",
      "    or a number of columns) must match the number of levels.\n",
      "right_index : bool, default False\n",
      "    Use the index from the right DataFrame as the join key. Same caveats as\n",
      "    left_index.\n",
      "sort : bool, default False\n",
      "    Sort the join keys lexicographically in the result DataFrame. If False,\n",
      "    the order of the join keys depends on the join type (how keyword).\n",
      "suffixes : list-like, default is (\"_x\", \"_y\")\n",
      "    A length-2 sequence where each element is optionally a string\n",
      "    indicating the suffix to add to overlapping column names in\n",
      "    `left` and `right` respectively. Pass a value of `None` instead\n",
      "    of a string to indicate that the column name from `left` or\n",
      "    `right` should be left as-is, with no suffix. At least one of the\n",
      "    values must not be None.\n",
      "copy : bool, default True\n",
      "    If False, avoid copy if possible.\n",
      "indicator : bool or str, default False\n",
      "    If True, adds a column to the output DataFrame called \"_merge\" with\n",
      "    information on the source of each row. The column can be given a different\n",
      "    name by providing a string argument. The column will have a Categorical\n",
      "    type with the value of \"left_only\" for observations whose merge key only\n",
      "    appears in the left DataFrame, \"right_only\" for observations\n",
      "    whose merge key only appears in the right DataFrame, and \"both\"\n",
      "    if the observation's merge key is found in both DataFrames.\n",
      "\n",
      "validate : str, optional\n",
      "    If specified, checks if merge is of specified type.\n",
      "\n",
      "    * \"one_to_one\" or \"1:1\": check if merge keys are unique in both\n",
      "      left and right datasets.\n",
      "    * \"one_to_many\" or \"1:m\": check if merge keys are unique in left\n",
      "      dataset.\n",
      "    * \"many_to_one\" or \"m:1\": check if merge keys are unique in right\n",
      "      dataset.\n",
      "    * \"many_to_many\" or \"m:m\": allowed, but does not result in checks.\n",
      "\n",
      "Returns\n",
      "-------\n",
      "DataFrame\n",
      "    A DataFrame of the two merged objects.\n",
      "\n",
      "See Also\n",
      "--------\n",
      "merge_ordered : Merge with optional filling/interpolation.\n",
      "merge_asof : Merge on nearest keys.\n",
      "DataFrame.join : Similar method using indices.\n",
      "\n",
      "Examples\n",
      "--------\n",
      ">>> df1 = pd.DataFrame({'lkey': ['foo', 'bar', 'baz', 'foo'],\n",
      "...                     'value': [1, 2, 3, 5]})\n",
      ">>> df2 = pd.DataFrame({'rkey': ['foo', 'bar', 'baz', 'foo'],\n",
      "...                     'value': [5, 6, 7, 8]})\n",
      ">>> df1\n",
      "    lkey value\n",
      "0   foo      1\n",
      "1   bar      2\n",
      "2   baz      3\n",
      "3   foo      5\n",
      ">>> df2\n",
      "    rkey value\n",
      "0   foo      5\n",
      "1   bar      6\n",
      "2   baz      7\n",
      "3   foo      8\n",
      "\n",
      "Merge df1 and df2 on the lkey and rkey columns. The value columns have\n",
      "the default suffixes, _x and _y, appended.\n",
      "\n",
      ">>> df1.merge(df2, left_on='lkey', right_on='rkey')\n",
      "  lkey  value_x rkey  value_y\n",
      "0  foo        1  foo        5\n",
      "1  foo        1  foo        8\n",
      "2  foo        5  foo        5\n",
      "3  foo        5  foo        8\n",
      "4  bar        2  bar        6\n",
      "5  baz        3  baz        7\n",
      "\n",
      "Merge DataFrames df1 and df2 with specified left and right suffixes\n",
      "appended to any overlapping columns.\n",
      "\n",
      ">>> df1.merge(df2, left_on='lkey', right_on='rkey',\n",
      "...           suffixes=('_left', '_right'))\n",
      "  lkey  value_left rkey  value_right\n",
      "0  foo           1  foo            5\n",
      "1  foo           1  foo            8\n",
      "2  foo           5  foo            5\n",
      "3  foo           5  foo            8\n",
      "4  bar           2  bar            6\n",
      "5  baz           3  baz            7\n",
      "\n",
      "Merge DataFrames df1 and df2, but raise an exception if the DataFrames have\n",
      "any overlapping columns.\n",
      "\n",
      ">>> df1.merge(df2, left_on='lkey', right_on='rkey', suffixes=(False, False))\n",
      "Traceback (most recent call last):\n",
      "...\n",
      "ValueError: columns overlap but no suffix specified:\n",
      "    Index(['value'], dtype='object')\n",
      "\n",
      ">>> df1 = pd.DataFrame({'a': ['foo', 'bar'], 'b': [1, 2]})\n",
      ">>> df2 = pd.DataFrame({'a': ['foo', 'baz'], 'c': [3, 4]})\n",
      ">>> df1\n",
      "      a  b\n",
      "0   foo  1\n",
      "1   bar  2\n",
      ">>> df2\n",
      "      a  c\n",
      "0   foo  3\n",
      "1   baz  4\n",
      "\n",
      ">>> df1.merge(df2, how='inner', on='a')\n",
      "      a  b  c\n",
      "0   foo  1  3\n",
      "\n",
      ">>> df1.merge(df2, how='left', on='a')\n",
      "      a  b  c\n",
      "0   foo  1  3.0\n",
      "1   bar  2  NaN\n",
      "\n",
      ">>> df1 = pd.DataFrame({'left': ['foo', 'bar']})\n",
      ">>> df2 = pd.DataFrame({'right': [7, 8]})\n",
      ">>> df1\n",
      "    left\n",
      "0   foo\n",
      "1   bar\n",
      ">>> df2\n",
      "    right\n",
      "0   7\n",
      "1   8\n",
      "\n",
      ">>> df1.merge(df2, how='cross')\n",
      "   left  right\n",
      "0   foo      7\n",
      "1   foo      8\n",
      "2   bar      7\n",
      "3   bar      8\n",
      "\u001b[0;31mSource:\u001b[0m   \n",
      "\u001b[0;34m@\u001b[0m\u001b[0mSubstitution\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"\\nleft : DataFrame or named Series\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m\u001b[0;34m@\u001b[0m\u001b[0mAppender\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0m_merge_doc\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mindents\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m\u001b[0;32mdef\u001b[0m \u001b[0mmerge\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0mleft\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mDataFrame\u001b[0m \u001b[0;34m|\u001b[0m \u001b[0mSeries\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0mright\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mDataFrame\u001b[0m \u001b[0;34m|\u001b[0m \u001b[0mSeries\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0mhow\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mMergeHow\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m\"inner\"\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0mon\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mIndexLabel\u001b[0m \u001b[0;34m|\u001b[0m \u001b[0;32mNone\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0mleft_on\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mIndexLabel\u001b[0m \u001b[0;34m|\u001b[0m \u001b[0;32mNone\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0mright_on\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mIndexLabel\u001b[0m \u001b[0;34m|\u001b[0m \u001b[0;32mNone\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0mleft_index\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mbool\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mFalse\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0mright_index\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mbool\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mFalse\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0msort\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mbool\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mFalse\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0msuffixes\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mSuffixes\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0;34m\"_x\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"_y\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0mcopy\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mbool\u001b[0m \u001b[0;34m|\u001b[0m \u001b[0;32mNone\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0mindicator\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mstr\u001b[0m \u001b[0;34m|\u001b[0m \u001b[0mbool\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mFalse\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0mvalidate\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mstr\u001b[0m \u001b[0;34m|\u001b[0m \u001b[0;32mNone\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m->\u001b[0m \u001b[0mDataFrame\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0mleft_df\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_validate_operand\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mleft\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0mright_df\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_validate_operand\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mright\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0;32mif\u001b[0m \u001b[0mhow\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;34m\"cross\"\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m        \u001b[0;32mreturn\u001b[0m \u001b[0m_cross_merge\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m            \u001b[0mleft_df\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m            \u001b[0mright_df\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m            \u001b[0mon\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mon\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m            \u001b[0mleft_on\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mleft_on\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m            \u001b[0mright_on\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mright_on\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m            \u001b[0mleft_index\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mleft_index\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m            \u001b[0mright_index\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mright_index\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m            \u001b[0msort\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0msort\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m            \u001b[0msuffixes\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0msuffixes\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m            \u001b[0mindicator\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mindicator\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m            \u001b[0mvalidate\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mvalidate\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m            \u001b[0mcopy\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mcopy\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m        \u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m    \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m        \u001b[0mop\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_MergeOperation\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m            \u001b[0mleft_df\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m            \u001b[0mright_df\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m            \u001b[0mhow\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mhow\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m            \u001b[0mon\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mon\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m            \u001b[0mleft_on\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mleft_on\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m            \u001b[0mright_on\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mright_on\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m            \u001b[0mleft_index\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mleft_index\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m            \u001b[0mright_index\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mright_index\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m            \u001b[0msort\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0msort\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m            \u001b[0msuffixes\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0msuffixes\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m            \u001b[0mindicator\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mindicator\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m            \u001b[0mvalidate\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mvalidate\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m        \u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\n",
      "\u001b[0;34m\u001b[0m        \u001b[0;32mreturn\u001b[0m \u001b[0mop\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_result\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcopy\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mcopy\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mFile:\u001b[0m      /opt/anaconda3/envs/zeel_py310/lib/python3.10/site-packages/pandas/core/reshape/merge.py\n",
      "\u001b[0;31mType:\u001b[0m      function"
     ]
    }
   ],
   "source": [
    "pd.merge??"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 163,
   "metadata": {},
   "outputs": [
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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:32643</span></li><li><label class='ee-shut'>crs_transform: [30, 0, 221685, 0, -30, 2673915]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>30</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'>221685</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'>-30</span></li><li><span class='ee-k'>5:</span><span class='ee-v'>2673915</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'>precision:</span><span class='ee-v'>float</span></li></ul></li><li><label class='ee-shut'>dimensions: [7671, 7831]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>7671</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>7831</span></li></ul></li></ul></li><li><label class='ee-shut'>2: \"B3\", float, EPSG:32643, 7671x7831 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:32643</span></li><li><label class='ee-shut'>crs_transform: [30, 0, 221685, 0, -30, 2673915]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>30</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'>221685</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'>-30</span></li><li><span class='ee-k'>5:</span><span class='ee-v'>2673915</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'>precision:</span><span class='ee-v'>float</span></li></ul></li><li><label class='ee-shut'>dimensions: [7671, 7831]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>7671</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>7831</span></li></ul></li></ul></li><li><label class='ee-shut'>3: \"B4\", float, EPSG:32643, 7671x7831 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:32643</span></li><li><label class='ee-shut'>crs_transform: [30, 0, 221685, 0, -30, 2673915]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>30</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'>221685</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'>-30</span></li><li><span class='ee-k'>5:</span><span class='ee-v'>2673915</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'>precision:</span><span class='ee-v'>float</span></li></ul></li><li><label class='ee-shut'>dimensions: [7671, 7831]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>7671</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>7831</span></li></ul></li></ul></li><li><label class='ee-shut'>4: \"B5\", float, EPSG:32643, 7671x7831 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:32643</span></li><li><label class='ee-shut'>crs_transform: [30, 0, 221685, 0, -30, 2673915]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>30</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'>221685</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'>-30</span></li><li><span class='ee-k'>5:</span><span class='ee-v'>2673915</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'>precision:</span><span class='ee-v'>float</span></li></ul></li><li><label class='ee-shut'>dimensions: [7671, 7831]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>7671</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>7831</span></li></ul></li></ul></li><li><label class='ee-shut'>5: \"B6\", float, EPSG:32643, 7671x7831 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:32643</span></li><li><label class='ee-shut'>crs_transform: [30, 0, 221685, 0, -30, 2673915]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>30</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'>221685</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'>-30</span></li><li><span class='ee-k'>5:</span><span class='ee-v'>2673915</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'>precision:</span><span class='ee-v'>float</span></li></ul></li><li><label class='ee-shut'>dimensions: [7671, 7831]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>7671</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>7831</span></li></ul></li></ul></li><li><label class='ee-shut'>6: \"B7\", float, EPSG:32643, 7671x7831 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:32643</span></li><li><label class='ee-shut'>crs_transform: [30, 0, 221685, 0, -30, 2673915]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>30</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'>221685</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'>-30</span></li><li><span class='ee-k'>5:</span><span class='ee-v'>2673915</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'>precision:</span><span class='ee-v'>float</span></li></ul></li><li><label class='ee-shut'>dimensions: [7671, 7831]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>7671</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>7831</span></li></ul></li></ul></li><li><label class='ee-shut'>7: \"B8\", float, EPSG:32643, 15341x15661 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:32643</span></li><li><label class='ee-shut'>crs_transform: [15, 0, 221692.5, 0, -15, 2673907.5]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>15</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'>221692.5</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'>-15</span></li><li><span class='ee-k'>5:</span><span class='ee-v'>2673907.5</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'>precision:</span><span class='ee-v'>float</span></li></ul></li><li><label class='ee-shut'>dimensions: [15341, 15661]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>15341</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>15661</span></li></ul></li></ul></li><li><label class='ee-shut'>8: \"B9\", float, EPSG:32643, 7671x7831 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:32643</span></li><li><label class='ee-shut'>crs_transform: [30, 0, 221685, 0, -30, 2673915]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>30</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'>221685</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'>-30</span></li><li><span class='ee-k'>5:</span><span class='ee-v'>2673915</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'>precision:</span><span class='ee-v'>float</span></li></ul></li><li><label class='ee-shut'>dimensions: [7671, 7831]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>7671</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>7831</span></li></ul></li></ul></li><li><label class='ee-shut'>9: \"B10\", float, EPSG:32643, 7671x7831 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>B10</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [30, 0, 221685, 0, -30, 2673915]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>30</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'>221685</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'>-30</span></li><li><span class='ee-k'>5:</span><span class='ee-v'>2673915</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'>precision:</span><span class='ee-v'>float</span></li></ul></li><li><label class='ee-shut'>dimensions: [7671, 7831]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>7671</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>7831</span></li></ul></li></ul></li><li><label class='ee-shut'>10: \"B11\", float, EPSG:32643, 7671x7831 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:32643</span></li><li><label class='ee-shut'>crs_transform: [30, 0, 221685, 0, -30, 2673915]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>30</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'>221685</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'>-30</span></li><li><span class='ee-k'>5:</span><span class='ee-v'>2673915</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'>precision:</span><span class='ee-v'>float</span></li></ul></li><li><label class='ee-shut'>dimensions: [7671, 7831]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>7671</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>7831</span></li></ul></li></ul></li><li><label class='ee-shut'>11: \"QA_PIXEL\", unsigned int16, EPSG:32643, 7671x7831 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>QA_PIXEL</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [30, 0, 221685, 0, -30, 2673915]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>30</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'>221685</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'>-30</span></li><li><span class='ee-k'>5:</span><span class='ee-v'>2673915</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>65535</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [7671, 7831]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>7671</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>7831</span></li></ul></li></ul></li><li><label class='ee-shut'>12: \"QA_RADSAT\", unsigned int16, EPSG:32643, 7671x7831 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>QA_RADSAT</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [30, 0, 221685, 0, -30, 2673915]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>30</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'>221685</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'>-30</span></li><li><span class='ee-k'>5:</span><span class='ee-v'>2673915</span></li></ul></li><li><label class='ee-shut'>data_type: unsigned int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>65535</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>0</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [7671, 7831]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>7671</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>7831</span></li></ul></li></ul></li><li><label class='ee-shut'>13: \"SAA\", signed int16, EPSG:32643, 7671x7831 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>SAA</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [30, 0, 221685, 0, -30, 2673915]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>30</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'>221685</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'>-30</span></li><li><span class='ee-k'>5:</span><span class='ee-v'>2673915</span></li></ul></li><li><label class='ee-shut'>data_type: signed int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>32767</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>-32768</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [7671, 7831]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>7671</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>7831</span></li></ul></li></ul></li><li><label class='ee-shut'>14: \"SZA\", signed int16, EPSG:32643, 7671x7831 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>SZA</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [30, 0, 221685, 0, -30, 2673915]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>30</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'>221685</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'>-30</span></li><li><span class='ee-k'>5:</span><span class='ee-v'>2673915</span></li></ul></li><li><label class='ee-shut'>data_type: signed int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>32767</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>-32768</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [7671, 7831]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>7671</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>7831</span></li></ul></li></ul></li><li><label class='ee-shut'>15: \"VAA\", signed int16, EPSG:32643, 7671x7831 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>VAA</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [30, 0, 221685, 0, -30, 2673915]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>30</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'>221685</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'>-30</span></li><li><span class='ee-k'>5:</span><span class='ee-v'>2673915</span></li></ul></li><li><label class='ee-shut'>data_type: signed int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>32767</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>-32768</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [7671, 7831]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>7671</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>7831</span></li></ul></li></ul></li><li><label class='ee-shut'>16: \"VZA\", signed int16, EPSG:32643, 7671x7831 px<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>id:</span><span class='ee-v'>VZA</span></li><li><span class='ee-k'>crs:</span><span class='ee-v'>EPSG:32643</span></li><li><label class='ee-shut'>crs_transform: [30, 0, 221685, 0, -30, 2673915]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>30</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'>221685</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'>-30</span></li><li><span class='ee-k'>5:</span><span class='ee-v'>2673915</span></li></ul></li><li><label class='ee-shut'>data_type: signed int16<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>PixelType</span></li><li><span class='ee-k'>max:</span><span class='ee-v'>32767</span></li><li><span class='ee-k'>min:</span><span class='ee-v'>-32768</span></li><li><span class='ee-k'>precision:</span><span class='ee-v'>int</span></li></ul></li><li><label class='ee-shut'>dimensions: [7671, 7831]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>7671</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>7831</span></li></ul></li></ul></li></ul></li><li><label class='ee-shut'>properties: Object (112 properties)<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>CLOUD_COVER:</span><span class='ee-v'>0.04</span></li><li><span class='ee-k'>CLOUD_COVER_LAND:</span><span class='ee-v'>0.04</span></li><li><span class='ee-k'>COLLECTION_CATEGORY:</span><span class='ee-v'>T1</span></li><li><span class='ee-k'>COLLECTION_NUMBER:</span><span class='ee-v'>2</span></li><li><span class='ee-k'>DATA_SOURCE_ELEVATION:</span><span class='ee-v'>GLS2000</span></li><li><span class='ee-k'>DATA_SOURCE_TIRS_STRAY_LIGHT_CORRECTION:</span><span class='ee-v'>TIRS</span></li><li><span class='ee-k'>DATE_ACQUIRED:</span><span class='ee-v'>2023-01-15</span></li><li><span class='ee-k'>DATE_PRODUCT_GENERATED:</span><span class='ee-v'>1675122294000</span></li><li><span class='ee-k'>DATUM:</span><span class='ee-v'>WGS84</span></li><li><span class='ee-k'>EARTH_SUN_DISTANCE:</span><span class='ee-v'>0.9836383</span></li><li><span class='ee-k'>ELLIPSOID:</span><span class='ee-v'>WGS84</span></li><li><span class='ee-k'>GEOMETRIC_RMSE_MODEL:</span><span class='ee-v'>7.591</span></li><li><span class='ee-k'>GEOMETRIC_RMSE_MODEL_X:</span><span class='ee-v'>5.31</span></li><li><span class='ee-k'>GEOMETRIC_RMSE_MODEL_Y:</span><span class='ee-v'>5.425</span></li><li><span class='ee-k'>GEOMETRIC_RMSE_VERIFY:</span><span class='ee-v'>4.289</span></li><li><span class='ee-k'>GRID_CELL_SIZE_PANCHROMATIC:</span><span class='ee-v'>15</span></li><li><span class='ee-k'>GRID_CELL_SIZE_REFLECTIVE:</span><span class='ee-v'>30</span></li><li><span class='ee-k'>GRID_CELL_SIZE_THERMAL:</span><span class='ee-v'>30</span></li><li><span class='ee-k'>GROUND_CONTROL_POINTS_MODEL:</span><span class='ee-v'>685</span></li><li><span class='ee-k'>GROUND_CONTROL_POINTS_VERIFY:</span><span class='ee-v'>186</span></li><li><span class='ee-k'>GROUND_CONTROL_POINTS_VERSION:</span><span class='ee-v'>5</span></li><li><span class='ee-k'>IMAGE_QUALITY_OLI:</span><span class='ee-v'>9</span></li><li><span class='ee-k'>IMAGE_QUALITY_TIRS:</span><span class='ee-v'>9</span></li><li><span class='ee-k'>K1_CONSTANT_BAND_10:</span><span class='ee-v'>774.8853</span></li><li><span class='ee-k'>K1_CONSTANT_BAND_11:</span><span class='ee-v'>480.8883</span></li><li><span class='ee-k'>K2_CONSTANT_BAND_10:</span><span class='ee-v'>1321.0789</span></li><li><span class='ee-k'>K2_CONSTANT_BAND_11:</span><span class='ee-v'>1201.1442</span></li><li><span class='ee-k'>LANDSAT_PRODUCT_ID:</span><span class='ee-v'>LC08_L1TP_148044_20230115_20230130_02_T1</span></li><li><span class='ee-k'>LANDSAT_SCENE_ID:</span><span class='ee-v'>LC81480442023015LGN00</span></li><li><span class='ee-k'>MAP_PROJECTION:</span><span class='ee-v'>UTM</span></li><li><span class='ee-k'>NADIR_OFFNADIR:</span><span class='ee-v'>NADIR</span></li><li><span class='ee-k'>ORIENTATION:</span><span class='ee-v'>NORTH_UP</span></li><li><span class='ee-k'>PANCHROMATIC_LINES:</span><span class='ee-v'>15661</span></li><li><span class='ee-k'>PANCHROMATIC_SAMPLES:</span><span class='ee-v'>15341</span></li><li><span class='ee-k'>PROCESSING_LEVEL:</span><span class='ee-v'>L1TP</span></li><li><span class='ee-k'>PROCESSING_SOFTWARE_VERSION:</span><span class='ee-v'>LPGS_16.2.0</span></li><li><span class='ee-k'>RADIANCE_ADD_BAND_1:</span><span class='ee-v'>-64.88466</span></li><li><span class='ee-k'>RADIANCE_ADD_BAND_10:</span><span class='ee-v'>0.1</span></li><li><span class='ee-k'>RADIANCE_ADD_BAND_11:</span><span class='ee-v'>0.1</span></li><li><span class='ee-k'>RADIANCE_ADD_BAND_2:</span><span class='ee-v'>-66.44268</span></li><li><span class='ee-k'>RADIANCE_ADD_BAND_3:</span><span class='ee-v'>-61.22636</span></li><li><span class='ee-k'>RADIANCE_ADD_BAND_4:</span><span class='ee-v'>-51.62952</span></li><li><span class='ee-k'>RADIANCE_ADD_BAND_5:</span><span class='ee-v'>-31.59469</span></li><li><span class='ee-k'>RADIANCE_ADD_BAND_6:</span><span class='ee-v'>-7.85731</span></li><li><span class='ee-k'>RADIANCE_ADD_BAND_7:</span><span class='ee-v'>-2.64833</span></li><li><span class='ee-k'>RADIANCE_ADD_BAND_8:</span><span class='ee-v'>-58.4304</span></li><li><span class='ee-k'>RADIANCE_ADD_BAND_9:</span><span class='ee-v'>-12.34792</span></li><li><span class='ee-k'>RADIANCE_MULT_BAND_1:</span><span class='ee-v'>0.012977</span></li><li><span class='ee-k'>RADIANCE_MULT_BAND_10:</span><span class='ee-v'>0.0003342</span></li><li><span class='ee-k'>RADIANCE_MULT_BAND_11:</span><span class='ee-v'>0.0003342</span></li><li><span class='ee-k'>RADIANCE_MULT_BAND_2:</span><span class='ee-v'>0.013289</span></li><li><span class='ee-k'>RADIANCE_MULT_BAND_3:</span><span class='ee-v'>0.012245</span></li><li><span class='ee-k'>RADIANCE_MULT_BAND_4:</span><span class='ee-v'>0.010326</span></li><li><span class='ee-k'>RADIANCE_MULT_BAND_5:</span><span class='ee-v'>0.0063189</span></li><li><span class='ee-k'>RADIANCE_MULT_BAND_6:</span><span class='ee-v'>0.0015715</span></li><li><span class='ee-k'>RADIANCE_MULT_BAND_7:</span><span class='ee-v'>0.00052967</span></li><li><span class='ee-k'>RADIANCE_MULT_BAND_8:</span><span class='ee-v'>0.011686</span></li><li><span class='ee-k'>RADIANCE_MULT_BAND_9:</span><span class='ee-v'>0.0024696</span></li><li><span class='ee-k'>REFLECTANCE_ADD_BAND_1:</span><span class='ee-v'>-0.1</span></li><li><span class='ee-k'>REFLECTANCE_ADD_BAND_2:</span><span class='ee-v'>-0.1</span></li><li><span class='ee-k'>REFLECTANCE_ADD_BAND_3:</span><span class='ee-v'>-0.1</span></li><li><span class='ee-k'>REFLECTANCE_ADD_BAND_4:</span><span class='ee-v'>-0.1</span></li><li><span class='ee-k'>REFLECTANCE_ADD_BAND_5:</span><span class='ee-v'>-0.1</span></li><li><span class='ee-k'>REFLECTANCE_ADD_BAND_6:</span><span class='ee-v'>-0.1</span></li><li><span class='ee-k'>REFLECTANCE_ADD_BAND_7:</span><span class='ee-v'>-0.1</span></li><li><span class='ee-k'>REFLECTANCE_ADD_BAND_8:</span><span class='ee-v'>-0.1</span></li><li><span class='ee-k'>REFLECTANCE_ADD_BAND_9:</span><span class='ee-v'>-0.1</span></li><li><span class='ee-k'>REFLECTANCE_MULT_BAND_1:</span><span class='ee-v'>2e-05</span></li><li><span class='ee-k'>REFLECTANCE_MULT_BAND_2:</span><span class='ee-v'>2e-05</span></li><li><span class='ee-k'>REFLECTANCE_MULT_BAND_3:</span><span class='ee-v'>2e-05</span></li><li><span class='ee-k'>REFLECTANCE_MULT_BAND_4:</span><span class='ee-v'>2e-05</span></li><li><span class='ee-k'>REFLECTANCE_MULT_BAND_5:</span><span class='ee-v'>2e-05</span></li><li><span class='ee-k'>REFLECTANCE_MULT_BAND_6:</span><span class='ee-v'>2e-05</span></li><li><span class='ee-k'>REFLECTANCE_MULT_BAND_7:</span><span class='ee-v'>2e-05</span></li><li><span class='ee-k'>REFLECTANCE_MULT_BAND_8:</span><span class='ee-v'>2e-05</span></li><li><span class='ee-k'>REFLECTANCE_MULT_BAND_9:</span><span class='ee-v'>2e-05</span></li><li><span class='ee-k'>REFLECTIVE_LINES:</span><span class='ee-v'>7831</span></li><li><span class='ee-k'>REFLECTIVE_SAMPLES:</span><span class='ee-v'>7671</span></li><li><span class='ee-k'>REQUEST_ID:</span><span class='ee-v'>1631847_00022</span></li><li><span class='ee-k'>RESAMPLING_OPTION:</span><span class='ee-v'>CUBIC_CONVOLUTION</span></li><li><span class='ee-k'>ROLL_ANGLE:</span><span class='ee-v'>-0.001</span></li><li><span class='ee-k'>SATURATION_BAND_1:</span><span class='ee-v'>N</span></li><li><span class='ee-k'>SATURATION_BAND_2:</span><span class='ee-v'>N</span></li><li><span class='ee-k'>SATURATION_BAND_3:</span><span class='ee-v'>N</span></li><li><span class='ee-k'>SATURATION_BAND_4:</span><span class='ee-v'>N</span></li><li><span class='ee-k'>SATURATION_BAND_5:</span><span class='ee-v'>N</span></li><li><span class='ee-k'>SATURATION_BAND_6:</span><span class='ee-v'>N</span></li><li><span class='ee-k'>SATURATION_BAND_7:</span><span class='ee-v'>Y</span></li><li><span class='ee-k'>SATURATION_BAND_8:</span><span class='ee-v'>N</span></li><li><span class='ee-k'>SATURATION_BAND_9:</span><span class='ee-v'>N</span></li><li><span class='ee-k'>SCENE_CENTER_TIME:</span><span class='ee-v'>05:33:07.2544160Z</span></li><li><span class='ee-k'>SENSOR_ID:</span><span class='ee-v'>OLI_TIRS</span></li><li><span class='ee-k'>SPACECRAFT_ID:</span><span class='ee-v'>LANDSAT_8</span></li><li><span class='ee-k'>STATION_ID:</span><span class='ee-v'>LGN</span></li><li><span class='ee-k'>SUN_AZIMUTH:</span><span class='ee-v'>148.67360104</span></li><li><span class='ee-k'>SUN_ELEVATION:</span><span class='ee-v'>39.17034349</span></li><li><span class='ee-k'>TARGET_WRS_PATH:</span><span class='ee-v'>148</span></li><li><span class='ee-k'>TARGET_WRS_ROW:</span><span class='ee-v'>44</span></li><li><span class='ee-k'>THERMAL_LINES:</span><span class='ee-v'>7831</span></li><li><span class='ee-k'>THERMAL_SAMPLES:</span><span class='ee-v'>7671</span></li><li><span class='ee-k'>TIRS_SSM_MODEL:</span><span class='ee-v'>FINAL</span></li><li><span class='ee-k'>TIRS_SSM_POSITION_STATUS:</span><span class='ee-v'>ESTIMATED</span></li><li><span class='ee-k'>TRUNCATION_OLI:</span><span class='ee-v'>UPPER</span></li><li><span class='ee-k'>UTM_ZONE:</span><span class='ee-v'>43</span></li><li><span class='ee-k'>WRS_PATH:</span><span class='ee-v'>148</span></li><li><span class='ee-k'>WRS_ROW:</span><span class='ee-v'>44</span></li><li><span class='ee-k'>WRS_TYPE:</span><span class='ee-v'>2</span></li><li><span class='ee-k'>system:asset_size:</span><span class='ee-v'>1223935931</span></li><li><label class='ee-shut'>system:footprint: LinearRing (21 vertices)<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>type:</span><span class='ee-v'>LinearRing</span></li><li><label class='ee-shut'>coordinates: List (21 elements)<input type='checkbox' class='ee-toggle'></label><ul><li><label class='ee-shut'>0: [72.31883641964504, 22.52056460806495]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>72.31883641964504</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>22.52056460806495</span></li></ul></li><li><label class='ee-shut'>1: [72.29786773945534, 22.42936978641094]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>72.29786773945534</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>22.42936978641094</span></li></ul></li><li><label class='ee-shut'>2: [72.29790667636928, 22.42736139148]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>72.29790667636928</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>22.42736139148</span></li></ul></li><li><label class='ee-shut'>3: [72.30336790848062, 22.426188648118245]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>72.30336790848062</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>22.426188648118245</span></li></ul></li><li><label class='ee-shut'>4: [72.91869001515637, 22.30172835792067]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>72.91869001515637</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>22.30172835792067</span></li></ul></li><li><label class='ee-shut'>5: [73.56730118878409, 22.167716185850985]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>73.56730118878409</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>22.167716185850985</span></li></ul></li><li><label class='ee-shut'>6: [74.09737210807053, 22.056060171921665]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>74.09737210807053</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>22.056060171921665</span></li></ul></li><li><label class='ee-shut'>7: [74.0993441010931, 22.056071041671355]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>74.0993441010931</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>22.056071041671355</span></li></ul></li><li><label class='ee-shut'>8: [74.10397180462448, 22.07490056623611]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>74.10397180462448</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>22.07490056623611</span></li></ul></li><li><label class='ee-shut'>9: [74.1329028941469, 22.19375917371582]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>74.1329028941469</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>22.19375917371582</span></li></ul></li><li><label class='ee-shut'>10: [74.338430292183, 23.033751135411748]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>74.338430292183</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>23.033751135411748</span></li></ul></li><li><label class='ee-shut'>11: [74.47374505900434, 23.582190648182443]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>74.47374505900434</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>23.582190648182443</span></li></ul></li><li><label class='ee-shut'>12: [74.52477957148619, 23.788055785032157]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>74.52477957148619</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>23.788055785032157</span></li></ul></li><li><label class='ee-shut'>13: [74.52361975586437, 23.788584893320223]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>74.52361975586437</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>23.788584893320223</span></li></ul></li><li><label class='ee-shut'>14: [73.58117794062672, 23.982739409188408]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>73.58117794062672</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>23.982739409188408</span></li></ul></li><li><label class='ee-shut'>15: [72.7016330176871, 24.15813876032298]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>72.7016330176871</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>24.15813876032298</span></li></ul></li><li><label class='ee-shut'>16: [72.69921791350811, 24.158102347091965]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>72.69921791350811</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>24.158102347091965</span></li></ul></li><li><label class='ee-shut'>17: [72.60125718541295, 23.739508350574084]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>72.60125718541295</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>23.739508350574084</span></li></ul></li><li><label class='ee-shut'>18: [72.50666704989243, 23.333219126751594]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>72.50666704989243</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>23.333219126751594</span></li></ul></li><li><label class='ee-shut'>19: [72.41253287124782, 22.926903337749174]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>72.41253287124782</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>22.926903337749174</span></li></ul></li><li><label class='ee-shut'>20: [72.31883641964504, 22.52056460806495]<input type='checkbox' class='ee-toggle'></label><ul><li><span class='ee-k'>0:</span><span class='ee-v'>72.31883641964504</span></li><li><span class='ee-k'>1:</span><span class='ee-v'>22.52056460806495</span></li></ul></li></ul></li></ul></li><li><span class='ee-k'>system:index:</span><span class='ee-v'>LC08_148044_20230115</span></li><li><span class='ee-k'>system:time_end:</span><span class='ee-v'>1673760787254</span></li><li><span class='ee-k'>system:time_start:</span><span class='ee-v'>1673760787254</span></li></ul></li></ul></li></ul></div><script>function toggleHeader() {\n",
       "    const parent = this.parentElement;\n",
       "    parent.className = parent.className === \"ee-open\" ? \"ee-shut\" : \"ee-open\";\n",
       "}\n",
       "\n",
       "for (let c of document.getElementsByClassName(\"ee-toggle\")) {\n",
       "    c.onclick = toggleHeader;\n",
       "}</script></div>"
      ],
      "text/plain": [
       "<ee.image.Image at 0x7fd10929e260>"
      ]
     },
     "execution_count": 163,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "first_item\n",
    "ee_object = geemap.gdf_to_ee(first_item)\n",
    "image = dataset.toList(true_color_432.size()).get(1)\n",
    "image = ee.Image(image)\n",
    "image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 232,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "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",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "d5625c7aabcf4d92a42515ca045ef758",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Map(center=[27.0, 72.0], controls=(WidgetControl(options=['position', 'transparent_bg'], widget=SearchDataGUI(…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import geemap\n",
    "Map = geemap.Map(center=(27.0, 72.0), zoom=17)\n",
    "\n",
    "wmts_url = \"https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/MapServer/WMTS/1.0.0\"\n",
    "\n",
    "Map.add_tile_layer(\"https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/default028mm/MapServer/tile/56450/{z}/{y}/{x}\")\n",
    "Map"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 249,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "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",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<iframe srcdoc=\"&lt;!DOCTYPE html&gt;\n",
       "&lt;html&gt;\n",
       "&lt;head&gt;\n",
       "    \n",
       "    &lt;meta http-equiv=&quot;content-type&quot; content=&quot;text/html; charset=UTF-8&quot; /&gt;\n",
       "    \n",
       "        &lt;script&gt;\n",
       "            L_NO_TOUCH = false;\n",
       "            L_DISABLE_3D = false;\n",
       "        &lt;/script&gt;\n",
       "    \n",
       "    &lt;style&gt;html, body {width: 100%;height: 100%;margin: 0;padding: 0;}&lt;/style&gt;\n",
       "    &lt;style&gt;#map {position:absolute;top:0;bottom:0;right:0;left:0;}&lt;/style&gt;\n",
       "    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;script src=&quot;https://code.jquery.com/jquery-3.7.1.min.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/js/bootstrap.bundle.min.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/css/bootstrap.min.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://netdna.bootstrapcdn.com/bootstrap/3.0.0/css/bootstrap-glyphicons.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/@fortawesome/fontawesome-free@6.2.0/css/all.min.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/gh/python-visualization/folium/folium/templates/leaflet.awesome.rotate.min.css&quot;/&gt;\n",
       "    \n",
       "            &lt;meta name=&quot;viewport&quot; content=&quot;width=device-width,\n",
       "                initial-scale=1.0, maximum-scale=1.0, user-scalable=no&quot; /&gt;\n",
       "            &lt;style&gt;\n",
       "                #map_03475c262ffb0da3788c17e7deb8e34b {\n",
       "                    position: relative;\n",
       "                    width: 100.0%;\n",
       "                    height: 100.0%;\n",
       "                    left: 0.0%;\n",
       "                    top: 0.0%;\n",
       "                }\n",
       "                .leaflet-container { font-size: 1rem; }\n",
       "            &lt;/style&gt;\n",
       "        \n",
       "    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/leaflet.fullscreen@3.0.0/Control.FullScreen.min.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/leaflet.fullscreen@3.0.0/Control.FullScreen.css&quot;/&gt;\n",
       "    &lt;script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/leaflet.draw/1.0.2/leaflet.draw.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdnjs.cloudflare.com/ajax/libs/leaflet.draw/1.0.2/leaflet.draw.css&quot;/&gt;\n",
       "    &lt;script src=&quot;https://unpkg.com/leaflet-control-geocoder/dist/Control.Geocoder.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://unpkg.com/leaflet-control-geocoder/dist/Control.Geocoder.css&quot;/&gt;\n",
       "&lt;/head&gt;\n",
       "&lt;body&gt;\n",
       "    \n",
       "    \n",
       "            &lt;div class=&quot;folium-map&quot; id=&quot;map_03475c262ffb0da3788c17e7deb8e34b&quot; &gt;&lt;/div&gt;\n",
       "        \n",
       "&lt;/body&gt;\n",
       "&lt;script&gt;\n",
       "    \n",
       "    \n",
       "            var map_03475c262ffb0da3788c17e7deb8e34b = L.map(\n",
       "                &quot;map_03475c262ffb0da3788c17e7deb8e34b&quot;,\n",
       "                {\n",
       "                    center: [27.0, 72.0],\n",
       "                    crs: L.CRS.EPSG3857,\n",
       "                    zoom: 17,\n",
       "                    zoomControl: true,\n",
       "                    preferCanvas: false,\n",
       "                    eeInitialize: true,\n",
       "                    addGoogleMap: false,\n",
       "                    pluginLatlngpopup: false,\n",
       "                    pluginFullscreen: true,\n",
       "                    pluginDraw: true,\n",
       "                    DrawExport: false,\n",
       "                    pluginMinimap: false,\n",
       "                    locateControl: false,\n",
       "                    searchControl: true,\n",
       "                    layersControl: true,\n",
       "                }\n",
       "            );\n",
       "\n",
       "            \n",
       "\n",
       "        \n",
       "    \n",
       "            var tile_layer_430e889a3ac9845e9adf2aa9cea72525 = L.tileLayer(\n",
       "                &quot;https://tile.openstreetmap.org/{z}/{x}/{y}.png&quot;,\n",
       "                {&quot;attribution&quot;: &quot;\\u0026copy; \\u003ca href=\\&quot;https://www.openstreetmap.org/copyright\\&quot;\\u003eOpenStreetMap\\u003c/a\\u003e contributors&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 19, &quot;maxZoom&quot;: 30, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n",
       "            );\n",
       "        \n",
       "    \n",
       "            tile_layer_430e889a3ac9845e9adf2aa9cea72525.addTo(map_03475c262ffb0da3788c17e7deb8e34b);\n",
       "        \n",
       "    \n",
       "            L.control.fullscreen(\n",
       "                {&quot;forceSeparateButton&quot;: false, &quot;position&quot;: &quot;topleft&quot;, &quot;title&quot;: &quot;Full Screen&quot;, &quot;titleCancel&quot;: &quot;Exit Full Screen&quot;}\n",
       "            ).addTo(map_03475c262ffb0da3788c17e7deb8e34b);\n",
       "        \n",
       "    \n",
       "            var options = {\n",
       "              position: &quot;topleft&quot;,\n",
       "              draw: {},\n",
       "              edit: {},\n",
       "            }\n",
       "            // FeatureGroup is to store editable layers.\n",
       "            var drawnItems_draw_control_18a88f2e04badbe27e0d9a8209e81049 = new L.featureGroup().addTo(\n",
       "                map_03475c262ffb0da3788c17e7deb8e34b\n",
       "            );\n",
       "            options.edit.featureGroup = drawnItems_draw_control_18a88f2e04badbe27e0d9a8209e81049;\n",
       "            var draw_control_18a88f2e04badbe27e0d9a8209e81049 = new L.Control.Draw(\n",
       "                options\n",
       "            ).addTo( map_03475c262ffb0da3788c17e7deb8e34b );\n",
       "            map_03475c262ffb0da3788c17e7deb8e34b.on(L.Draw.Event.CREATED, function(e) {\n",
       "                var layer = e.layer,\n",
       "                    type = e.layerType;\n",
       "                var coords = JSON.stringify(layer.toGeoJSON());\n",
       "                layer.on(&#x27;click&#x27;, function() {\n",
       "                    alert(coords);\n",
       "                    console.log(coords);\n",
       "                });\n",
       "                drawnItems_draw_control_18a88f2e04badbe27e0d9a8209e81049.addLayer(layer);\n",
       "             });\n",
       "            map_03475c262ffb0da3788c17e7deb8e34b.on(&#x27;draw:created&#x27;, function(e) {\n",
       "                drawnItems_draw_control_18a88f2e04badbe27e0d9a8209e81049.addLayer(e.layer);\n",
       "            });\n",
       "            \n",
       "        \n",
       "    \n",
       "\n",
       "            var geocoderOpts_geocoder_0ffd3a41a80c09afb0128f0b6c2cb41d = {&quot;collapsed&quot;: true, &quot;defaultMarkGeocode&quot;: true, &quot;position&quot;: &quot;topleft&quot;, &quot;provider&quot;: &quot;nominatim&quot;, &quot;providerOptions&quot;: {}, &quot;zoom&quot;: 11};\n",
       "\n",
       "            // note: geocoder name should start with lowercase\n",
       "            var geocoderName_geocoder_0ffd3a41a80c09afb0128f0b6c2cb41d = geocoderOpts_geocoder_0ffd3a41a80c09afb0128f0b6c2cb41d[&quot;provider&quot;];\n",
       "\n",
       "            var customGeocoder_geocoder_0ffd3a41a80c09afb0128f0b6c2cb41d = L.Control.Geocoder[ geocoderName_geocoder_0ffd3a41a80c09afb0128f0b6c2cb41d ](\n",
       "                geocoderOpts_geocoder_0ffd3a41a80c09afb0128f0b6c2cb41d[&#x27;providerOptions&#x27;]\n",
       "            );\n",
       "            geocoderOpts_geocoder_0ffd3a41a80c09afb0128f0b6c2cb41d[&quot;geocoder&quot;] = customGeocoder_geocoder_0ffd3a41a80c09afb0128f0b6c2cb41d;\n",
       "\n",
       "            L.Control.geocoder(\n",
       "                geocoderOpts_geocoder_0ffd3a41a80c09afb0128f0b6c2cb41d\n",
       "            ).on(&#x27;markgeocode&#x27;, function(e) {\n",
       "                var zoom = geocoderOpts_geocoder_0ffd3a41a80c09afb0128f0b6c2cb41d[&#x27;zoom&#x27;] || map_03475c262ffb0da3788c17e7deb8e34b.getZoom();\n",
       "                map_03475c262ffb0da3788c17e7deb8e34b.setView(e.geocode.center, zoom);\n",
       "            }).addTo(map_03475c262ffb0da3788c17e7deb8e34b);\n",
       "\n",
       "        \n",
       "    \n",
       "            map_03475c262ffb0da3788c17e7deb8e34b.fitBounds(\n",
       "                [[27.0, 72.0], [27.0, 72.0]],\n",
       "                {&quot;maxZoom&quot;: 17}\n",
       "            );\n",
       "        \n",
       "    \n",
       "            var tile_layer_b10e5290dc47ab469ed0ac6f86528b64 = L.tileLayer(\n",
       "                &quot;https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/56450/{z}/{y}/{x}&quot;,\n",
       "                {&quot;attribution&quot;: &quot;.&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 100, &quot;maxZoom&quot;: 100, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1.0, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n",
       "            );\n",
       "        \n",
       "    \n",
       "            tile_layer_b10e5290dc47ab469ed0ac6f86528b64.addTo(map_03475c262ffb0da3788c17e7deb8e34b);\n",
       "        \n",
       "    \n",
       "            var layer_control_0ae61c1a04b8852c3886bc45eea7211c_layers = {\n",
       "                base_layers : {\n",
       "                    &quot;openstreetmap&quot; : tile_layer_430e889a3ac9845e9adf2aa9cea72525,\n",
       "                },\n",
       "                overlays :  {\n",
       "                    &quot;Untitled&quot; : tile_layer_b10e5290dc47ab469ed0ac6f86528b64,\n",
       "                },\n",
       "            };\n",
       "            let layer_control_0ae61c1a04b8852c3886bc45eea7211c = L.control.layers(\n",
       "                layer_control_0ae61c1a04b8852c3886bc45eea7211c_layers.base_layers,\n",
       "                layer_control_0ae61c1a04b8852c3886bc45eea7211c_layers.overlays,\n",
       "                {&quot;autoZIndex&quot;: true, &quot;collapsed&quot;: true, &quot;position&quot;: &quot;topright&quot;}\n",
       "            ).addTo(map_03475c262ffb0da3788c17e7deb8e34b);\n",
       "\n",
       "        \n",
       "&lt;/script&gt;\n",
       "&lt;/html&gt;\" width=\"100%\" height=\"600\"style=\"border:none !important;\" \"allowfullscreen\" \"webkitallowfullscreen\" \"mozallowfullscreen\"></iframe>"
      ],
      "text/plain": [
       "<geemap.foliumap.Map at 0x7fd0fb290d30>"
      ]
     },
     "execution_count": 249,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import geemap.foliumap as geemap\n",
    "Map = geemap.Map(center=(27.0, 72.0), zoom=17)\n",
    "\n",
    "wmts_url = \"https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/MapServer/WMTS/1.0.0\"\n",
    "\n",
    "Map.add_tile_layer(\"https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/56450/{z}/{y}/{x}\")\n",
    "Map"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 268,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "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",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "ad7f77aad13a49ce9cc3518d296d1138",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Map(center=[27.0, 72.0], controls=(ZoomControl(options=['position', 'zoom_in_text', 'zoom_in_title', 'zoom_out…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import leafmap\n",
    "Map = leafmap.Map(center=(27.0, 72.0), zoom=17)\n",
    "Map.split_map(\"https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/10/{z}/{y}/{x}\", \"https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/56450/{z}/{y}/{x}\")\n",
    "Map"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 277,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "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",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "67487913ce194912975217073b4e6912",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "GridspecLayout(children=(Output(layout=Layout(grid_area='widget001')), Output(layout=Layout(grid_area='widget0…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import leafmap.leafmap as leafmap\n",
    "\n",
    "layers = [\"ROADMAP\", \"HYBRID\"]\n",
    "leafmap.linked_maps(rows=1, cols=2, height=\"400px\", layers=layers)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 204,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "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",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import xml.etree.ElementTree as ET\n",
    "import requests\n",
    "\n",
    "# WMTS capabilities URL\n",
    "wmts_url = \"https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/MapServer/WMTS/1.0.0/WMTSCapabilities.xml\"\n",
    "\n",
    "# Get the XML content\n",
    "response = requests.get(wmts_url)\n",
    "root = ET.fromstring(response.content)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 208,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "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",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of layers: 175\n"
     ]
    }
   ],
   "source": [
    "import xml.etree.ElementTree as ET\n",
    "import requests\n",
    "\n",
    "# WMTS capabilities URL\n",
    "wmts_url = \"https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/MapServer/WMTS/1.0.0/WMTSCapabilities.xml\"\n",
    "\n",
    "# Fetch the XML content\n",
    "response = requests.get(wmts_url)\n",
    "root = ET.fromstring(response.content)\n",
    "\n",
    "# Define namespaces\n",
    "namespace = {\n",
    "    'wmts': 'https://www.opengis.net/wmts/1.0',\n",
    "    'ows': 'https://www.opengis.net/ows/1.1'\n",
    "}\n",
    "\n",
    "# Extract mapping of layer identifiers to their ResourceURL templates\n",
    "layer_mapping = {}\n",
    "\n",
    "# Find all Layer elements\n",
    "for layer in root.findall('.//wmts:Layer', namespace):\n",
    "    identifier = layer.find('ows:Identifier', namespace).text\n",
    "    title = layer.find('ows:Title', namespace).text\n",
    "    resource_url_elem = layer.find('wmts:ResourceURL', namespace)\n",
    "\n",
    "    if resource_url_elem is not None:\n",
    "        resource_template = resource_url_elem.get('template')\n",
    "        layer_mapping[identifier] = {\n",
    "            'title': title,\n",
    "            'resource_template': resource_template\n",
    "        }\n",
    "\n",
    "# Display the extracted layer mapping\n",
    "print(f\"Number of layers: {len(layer_mapping)}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 240,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "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",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b822840dfb914ba7b3b96695f6def7f5",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/175 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from tqdm.notebook import tqdm\n",
    "import re\n",
    "map_dict = {}\n",
    "for layer_id, details in tqdm(layer_mapping.items()):\n",
    "    # print(f\"Identifier: {layer_id}\")\n",
    "    # print(f\"Title: {details['title']}\")\n",
    "    # print(f\"Resource Template: {details['resource_template']}\")\n",
    "    date = re.findall(f\"World Imagery \\(Wayback (.*)\\)\", details['title'])[0]\n",
    "    url = details['resource_template']\n",
    "    url = url.replace(\"{TileMatrixSet}\", \"GoogleMapsCompatible\")\n",
    "    url = url.replace(\"{TileMatrix}\", \"{z}\")\n",
    "    url = url.replace(\"{TileRow}\", \"{y}\")\n",
    "    url = url.replace(\"{TileCol}\", \"{x}\")\n",
    "    map_dict[date] = url\n",
    "\n",
    "import json\n",
    "with open(\"wayback_imagery.json\", \"w\") as f:\n",
    "    json.dump(map_dict, f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 264,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "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",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "{'2024-10-10': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/56450/{z}/{y}/{x}',\n",
       " '2024-09-19': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/20337/{z}/{y}/{x}',\n",
       " '2024-08-15': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/32553/{z}/{y}/{x}',\n",
       " '2024-06-27': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/39767/{z}/{y}/{x}',\n",
       " '2024-06-06': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/12428/{z}/{y}/{x}',\n",
       " '2024-05-09': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/52930/{z}/{y}/{x}',\n",
       " '2024-03-28': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/13968/{z}/{y}/{x}',\n",
       " '2024-03-07': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/60013/{z}/{y}/{x}',\n",
       " '2024-02-08': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/37965/{z}/{y}/{x}',\n",
       " '2024-01-18': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/41468/{z}/{y}/{x}',\n",
       " '2023-12-07': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/56102/{z}/{y}/{x}',\n",
       " '2023-11-01': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/12457/{z}/{y}/{x}',\n",
       " '2023-10-11': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/1034/{z}/{y}/{x}',\n",
       " '2023-08-31': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/64776/{z}/{y}/{x}',\n",
       " '2023-08-10': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/17632/{z}/{y}/{x}',\n",
       " '2023-06-29': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/47963/{z}/{y}/{x}',\n",
       " '2023-06-13': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/25982/{z}/{y}/{x}',\n",
       " '2023-05-03': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/46399/{z}/{y}/{x}',\n",
       " '2023-04-05': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/37890/{z}/{y}/{x}',\n",
       " '2023-03-15': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/44873/{z}/{y}/{x}',\n",
       " '2023-02-23': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/57965/{z}/{y}/{x}',\n",
       " '2023-01-11': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/11475/{z}/{y}/{x}',\n",
       " '2022-12-14': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/45134/{z}/{y}/{x}',\n",
       " '2022-11-02': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/7110/{z}/{y}/{x}',\n",
       " '2022-10-12': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/44988/{z}/{y}/{x}',\n",
       " '2022-09-21': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/47471/{z}/{y}/{x}',\n",
       " '2022-08-31': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/45441/{z}/{y}/{x}',\n",
       " '2022-08-10': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/17825/{z}/{y}/{x}',\n",
       " '2022-07-20': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/13851/{z}/{y}/{x}',\n",
       " '2022-06-29': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/4905/{z}/{y}/{x}',\n",
       " '2022-06-08': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/44710/{z}/{y}/{x}',\n",
       " '2022-05-18': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/5314/{z}/{y}/{x}',\n",
       " '2022-04-27': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/16245/{z}/{y}/{x}',\n",
       " '2022-04-06': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/48232/{z}/{y}/{x}',\n",
       " '2022-03-16': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/10321/{z}/{y}/{x}',\n",
       " '2022-02-24': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/10312/{z}/{y}/{x}',\n",
       " '2022-02-02': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/26083/{z}/{y}/{x}',\n",
       " '2022-01-12': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/42663/{z}/{y}/{x}',\n",
       " '2021-12-21': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/26120/{z}/{y}/{x}',\n",
       " '2021-11-30': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/48624/{z}/{y}/{x}',\n",
       " '2021-11-03': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/42403/{z}/{y}/{x}',\n",
       " '2021-10-13': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/16749/{z}/{y}/{x}',\n",
       " '2021-09-22': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/51313/{z}/{y}/{x}',\n",
       " '2021-09-01': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/47568/{z}/{y}/{x}',\n",
       " '2021-08-11': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/51423/{z}/{y}/{x}',\n",
       " '2021-07-21': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/8432/{z}/{y}/{x}',\n",
       " '2021-06-30': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/13534/{z}/{y}/{x}',\n",
       " '2021-06-09': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/48376/{z}/{y}/{x}',\n",
       " '2021-05-19': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/15423/{z}/{y}/{x}',\n",
       " '2021-04-28': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/27659/{z}/{y}/{x}',\n",
       " '2021-04-08': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/6863/{z}/{y}/{x}',\n",
       " '2021-03-17': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/5359/{z}/{y}/{x}',\n",
       " '2021-02-24': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/9812/{z}/{y}/{x}',\n",
       " '2021-01-13': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/1049/{z}/{y}/{x}',\n",
       " '2020-12-16': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/29260/{z}/{y}/{x}',\n",
       " '2020-11-18': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/20753/{z}/{y}/{x}',\n",
       " '2020-10-14': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/119/{z}/{y}/{x}',\n",
       " '2020-09-23': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/19187/{z}/{y}/{x}',\n",
       " '2020-09-02': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/9181/{z}/{y}/{x}',\n",
       " '2020-08-12': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/6049/{z}/{y}/{x}',\n",
       " '2020-07-22': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/9549/{z}/{y}/{x}',\n",
       " '2020-07-01': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/18289/{z}/{y}/{x}',\n",
       " '2020-06-10': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/11135/{z}/{y}/{x}',\n",
       " '2020-05-20': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/32645/{z}/{y}/{x}',\n",
       " '2020-04-29': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/15045/{z}/{y}/{x}',\n",
       " '2020-04-08': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/26751/{z}/{y}/{x}',\n",
       " '2020-03-23': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/16062/{z}/{y}/{x}',\n",
       " '2020-02-20': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/8495/{z}/{y}/{x}',\n",
       " '2020-01-30': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/21485/{z}/{y}/{x}',\n",
       " '2020-01-08': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/23001/{z}/{y}/{x}',\n",
       " '2019-12-12': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/4756/{z}/{y}/{x}',\n",
       " '2019-10-30': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/11060/{z}/{y}/{x}',\n",
       " '2019-10-09': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/11351/{z}/{y}/{x}',\n",
       " '2019-09-18': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/9892/{z}/{y}/{x}',\n",
       " '2019-08-28': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/30442/{z}/{y}/{x}',\n",
       " '2019-08-07': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/17216/{z}/{y}/{x}',\n",
       " '2019-07-17': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/16681/{z}/{y}/{x}',\n",
       " '2019-06-26': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/645/{z}/{y}/{x}',\n",
       " '2019-06-05': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/12576/{z}/{y}/{x}',\n",
       " '2019-05-15': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/9598/{z}/{y}/{x}',\n",
       " '2019-04-24': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/18063/{z}/{y}/{x}',\n",
       " '2019-04-03': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/18691/{z}/{y}/{x}',\n",
       " '2019-03-13': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/4383/{z}/{y}/{x}',\n",
       " '2019-02-21': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/17677/{z}/{y}/{x}',\n",
       " '2019-01-31': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/25944/{z}/{y}/{x}',\n",
       " '2019-01-09': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/6036/{z}/{y}/{x}',\n",
       " '2018-12-14': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/23448/{z}/{y}/{x}',\n",
       " '2018-11-29': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/239/{z}/{y}/{x}',\n",
       " '2018-11-07': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/3201/{z}/{y}/{x}',\n",
       " '2018-10-17': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/18820/{z}/{y}/{x}',\n",
       " '2018-09-26': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/14426/{z}/{y}/{x}',\n",
       " '2018-09-06': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/2168/{z}/{y}/{x}',\n",
       " '2018-08-15': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/1858/{z}/{y}/{x}',\n",
       " '2018-07-25': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/14829/{z}/{y}/{x}',\n",
       " '2018-06-27': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/11334/{z}/{y}/{x}',\n",
       " '2018-06-06': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/8249/{z}/{y}/{x}',\n",
       " '2018-05-16': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/32337/{z}/{y}/{x}',\n",
       " '2018-04-25': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/1296/{z}/{y}/{x}',\n",
       " '2018-04-11': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/20399/{z}/{y}/{x}',\n",
       " '2018-03-28': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/7072/{z}/{y}/{x}',\n",
       " '2018-03-14': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/8255/{z}/{y}/{x}',\n",
       " '2018-02-23': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/13067/{z}/{y}/{x}',\n",
       " '2018-01-31': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/10768/{z}/{y}/{x}',\n",
       " '2018-01-18': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/13045/{z}/{y}/{x}',\n",
       " '2018-01-08': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/13161/{z}/{y}/{x}',\n",
       " '2017-11-16': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/25521/{z}/{y}/{x}',\n",
       " '2017-10-25': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/23264/{z}/{y}/{x}',\n",
       " '2017-10-04': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/15212/{z}/{y}/{x}',\n",
       " '2017-09-13': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/18358/{z}/{y}/{x}',\n",
       " '2017-08-30': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/25379/{z}/{y}/{x}',\n",
       " '2017-08-10': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/14035/{z}/{y}/{x}',\n",
       " '2017-07-14': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/3319/{z}/{y}/{x}',\n",
       " '2017-06-27': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/4073/{z}/{y}/{x}',\n",
       " '2017-06-14': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/14765/{z}/{y}/{x}',\n",
       " '2017-05-31': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/14342/{z}/{y}/{x}',\n",
       " '2017-05-17': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/20365/{z}/{y}/{x}',\n",
       " '2017-05-03': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/784/{z}/{y}/{x}',\n",
       " '2017-04-19': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/1052/{z}/{y}/{x}',\n",
       " '2017-03-29': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/5205/{z}/{y}/{x}',\n",
       " '2017-03-15': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/29387/{z}/{y}/{x}',\n",
       " '2017-02-27': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/31026/{z}/{y}/{x}',\n",
       " '2017-02-08': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/27946/{z}/{y}/{x}',\n",
       " '2017-01-25': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/9486/{z}/{y}/{x}',\n",
       " '2017-01-11': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/577/{z}/{y}/{x}',\n",
       " '2016-12-20': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/18966/{z}/{y}/{x}',\n",
       " '2016-12-07': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/6678/{z}/{y}/{x}',\n",
       " '2016-11-16': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/21750/{z}/{y}/{x}',\n",
       " '2016-10-25': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/4222/{z}/{y}/{x}',\n",
       " '2016-10-12': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/13770/{z}/{y}/{x}',\n",
       " '2016-09-14': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/6984/{z}/{y}/{x}',\n",
       " '2016-08-31': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/9175/{z}/{y}/{x}',\n",
       " '2016-08-11': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/23601/{z}/{y}/{x}',\n",
       " '2016-07-20': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/5097/{z}/{y}/{x}',\n",
       " '2016-07-06': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/13240/{z}/{y}/{x}',\n",
       " '2016-06-13': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/11509/{z}/{y}/{x}',\n",
       " '2016-05-11': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/8551/{z}/{y}/{x}',\n",
       " '2016-04-28': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/5769/{z}/{y}/{x}',\n",
       " '2016-04-20': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/388/{z}/{y}/{x}',\n",
       " '2016-03-16': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/19085/{z}/{y}/{x}',\n",
       " '2016-03-02': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/20443/{z}/{y}/{x}',\n",
       " '2016-02-17': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/11262/{z}/{y}/{x}',\n",
       " '2016-02-04': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/6354/{z}/{y}/{x}',\n",
       " '2016-01-13': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/3515/{z}/{y}/{x}',\n",
       " '2015-12-16': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/28163/{z}/{y}/{x}',\n",
       " '2015-11-18': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/8781/{z}/{y}/{x}',\n",
       " '2015-10-28': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/11092/{z}/{y}/{x}',\n",
       " '2015-10-14': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/10850/{z}/{y}/{x}',\n",
       " '2015-09-30': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/3630/{z}/{y}/{x}',\n",
       " '2015-09-16': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/1431/{z}/{y}/{x}',\n",
       " '2015-09-02': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/30584/{z}/{y}/{x}',\n",
       " '2015-08-19': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/28219/{z}/{y}/{x}',\n",
       " '2015-07-08': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/24007/{z}/{y}/{x}',\n",
       " '2015-06-24': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/11952/{z}/{y}/{x}',\n",
       " '2015-05-13': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/19930/{z}/{y}/{x}',\n",
       " '2015-04-30': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/23880/{z}/{y}/{x}',\n",
       " '2015-04-15': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/9203/{z}/{y}/{x}',\n",
       " '2015-03-25': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/2730/{z}/{y}/{x}',\n",
       " '2015-03-18': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/15084/{z}/{y}/{x}',\n",
       " '2015-02-18': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/10443/{z}/{y}/{x}',\n",
       " '2015-01-21': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/20222/{z}/{y}/{x}',\n",
       " '2014-12-30': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/5844/{z}/{y}/{x}',\n",
       " '2014-12-18': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/14720/{z}/{y}/{x}',\n",
       " '2014-12-03': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/23383/{z}/{y}/{x}',\n",
       " '2014-11-12': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/30195/{z}/{y}/{x}',\n",
       " '2014-10-29': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/11019/{z}/{y}/{x}',\n",
       " '2014-10-01': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/22692/{z}/{y}/{x}',\n",
       " '2014-09-17': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/25586/{z}/{y}/{x}',\n",
       " '2014-07-30': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/5232/{z}/{y}/{x}',\n",
       " '2014-07-02': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/3026/{z}/{y}/{x}',\n",
       " '2014-06-25': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/11033/{z}/{y}/{x}',\n",
       " '2014-06-11': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/31144/{z}/{y}/{x}',\n",
       " '2014-05-14': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/16513/{z}/{y}/{x}',\n",
       " '2014-04-30': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/19819/{z}/{y}/{x}',\n",
       " '2014-03-26': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/4230/{z}/{y}/{x}',\n",
       " '2014-02-20': 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/World_Imagery/WMTS/1.0.0/GoogleMapsCompatible/MapServer/tile/10/{z}/{y}/{x}'}"
      ]
     },
     "execution_count": 264,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "map_dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "6a87c6af055444be8d9f304293e5287f",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "GridspecLayout(children=(Output(layout=Layout(grid_area='widget001')), Output(layout=Layout(grid_area='widget0…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import leafmap.leafmap as leafmap\n",
    "\n",
    "layers = [\"Esri.WorldTopoMap\", \"OpenTopoMap\"]\n",
    "leafmap.linked_maps(rows=1, cols=2, height=\"400px\", layers=layers)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "1ce50feee5594597a06e1de0b80600b1",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Map(center=[45.8107, 8.6288], controls=(ZoomControl(options=['position', 'zoom_in_text', 'zoom_in_title', 'zoo…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from ipyleaflet import Map, TileLayer, WidgetControl\n",
    "from ipywidgets import SelectionSlider\n",
    "\n",
    "# Prepare a slider widget to navigate the version history of the basemap\n",
    "# There doesn't seem to be any pattern between timeId and basemap date, so just a few couples manually extracted from\n",
    "# https://wayback.maptiles.arcgis.com/arcgis/rest/services/world_imagery/mapserver/wmts/1.0.0/wmtscapabilities.xml\n",
    "date_timeId_mapping = [('2016-01-13', 3515),\n",
    "                       ('2017-01-11', 577),\n",
    "                       ('2018-01-08', 13161),\n",
    "                       ('2019-01-09', 6036),\n",
    "                       ('2020-01-08', 23001),\n",
    "                       ('2021-01-13', 1049),\n",
    "                       ('2022-01-12', 42663),\n",
    "                       ('2023-01-11', 11475)]\n",
    "\n",
    "# Date slider widget\n",
    "wayback_slider = SelectionSlider(\n",
    "    options=date_timeId_mapping,\n",
    "    value=3515,\n",
    "    description='Date',\n",
    "    disabled=False,\n",
    "    continuous_update=True,\n",
    "    orientation='horizontal',\n",
    "    readout=True\n",
    ")\n",
    "time_control = WidgetControl(widget=wayback_slider, position='topright')\n",
    "\n",
    "# Connect tile layer (wayback, not yet defined) with slider value\n",
    "def on_date_change(*args):\n",
    "    wayback.url = 'https://wayback.maptiles.arcgis.com/arcgis/rest/services/world_imagery/wmts/1.0.0/default028mm/mapserver/tile/%d/{z}/{y}/{x}' % wayback_slider.value\n",
    "    wayback.redraw()\n",
    "    \n",
    "wayback_slider.observe(on_date_change, 'value')\n",
    "\n",
    "# Prepare map, tilelayer and draw it\n",
    "m = Map(center=(45.8107, 8.6288), zoom=16, scroll_wheel_zoom=True)\n",
    "wayback = TileLayer(url='https://wayback.maptiles.arcgis.com/arcgis/rest/services/world_imagery/wmts/1.0.0/default028mm/mapserver/tile/3515/{z}/{y}/{x}')\n",
    "m.add_layer(wayback)\n",
    "m.add_control(time_control)\n",
    "m"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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