Downloading with PC

# install with
# !pip install terragon-downloader[pc]

import terragon
import geopandas as gpd
import xarray as xr
from utils import visualize_sat_images, list_of_dicts_to_tree

# we will use the sample data to download a minicube
# other datasets can be found here: https://planetarycomputer.microsoft.com/catalog
gdf = gpd.read_file("data/TUM_OTN.geojson")
gdf = gdf.to_crs("EPSG:32632")
arguments = dict(
    shp=gdf,
    collection="sentinel-2-l2a",
    start_date="2021-01-01",
    end_date="2021-01-05",
    bands=["B02", "B03", "B04"],
    resolution=10,
    download_folder="tests/download/",
)
gdf.crs

<Projected CRS: EPSG:32632>
Name: WGS 84 / UTM zone 32N
Axis Info [cartesian]:
- E[east]: Easting (metre)
- N[north]: Northing (metre)
Area of Use:
- name: Between 6°E and 12°E, northern hemisphere between equator and 84°N, onshore and offshore. Algeria. Austria. Cameroon. Denmark. Equatorial Guinea. France. Gabon. Germany. Italy. Libya. Liechtenstein. Monaco. Netherlands. Niger. Nigeria. Norway. Sao Tome and Principe. Svalbard. Sweden. Switzerland. Tunisia. Vatican City State.
- bounds: (6.0, 0.0, 12.0, 84.0)
Coordinate Operation:
- name: UTM zone 32N
- method: Transverse Mercator
Datum: World Geodetic System 1984 ensemble
- Ellipsoid: WGS 84
- Prime Meridian: Greenwich

tg = terragon.init("pc")  # credentials are not needed for public datasets
# tg = terragon.init("pc", credentials={"api_key": "<your_api_key>"})

Finding collections

# explore the PC data on their website: https://planetarycomputer.microsoft.com/catalog
collections = tg.retrieve_collections(
    query={"id": "Sentinel.1.*"}, fields=["id", "title"]
)  # filter field with regex and only return wished fields
list_of_dicts_to_tree(collections)

download

# planetary computer is accessed via the stac catalog
ds = tg.create(**arguments)
# or
# items = tg.search(**arguments)
# ds = tg.download(items)
ds

<xarray.Dataset> Size: 12kB
Dimensions:      (y: 18, x: 28, time: 2)
Coordinates:
  * y            (y) float64 144B 5.326e+06 5.326e+06 ... 5.326e+06 5.326e+06
  * x            (x) float64 224B 6.976e+05 6.976e+05 ... 6.979e+05 6.979e+05
  * time         (time) datetime64[ns] 16B 2021-01-01T10:23:29.024000 2021-01...
    spatial_ref  int64 8B 0
Data variables:
    B02          (time, y, x) float32 4kB nan nan nan 798.0 ... nan nan nan
    B03          (time, y, x) float32 4kB nan nan nan 779.0 ... nan nan nan
    B04          (time, y, x) float32 4kB nan nan nan 857.0 ... nan nan nan
Attributes:
    crs:          EPSG:32632
    data_source:  PC
    collection:   sentinel-2-l2a

xarray.Dataset

• Dimensions:
  • y: 18
  • x: 28
  • time: 2
• Coordinates: (4)
  • y
    (y)
    float64
    5.326e+06 5.326e+06 ... 5.326e+06

    units :

    metre

    resolution :

    10.0

    crs :

    EPSG:32632

    axis :

    Y

    long_name :

    y coordinate of projection

    standard_name :

    projection_y_coordinate

    array([5325695., 5325705., 5325715., 5325725., 5325735., 5325745., 5325755.,
           5325765., 5325775., 5325785., 5325795., 5325805., 5325815., 5325825.,
           5325835., 5325845., 5325855., 5325865.])

  • x
    (x)
    float64
    6.976e+05 6.976e+05 ... 6.979e+05

    units :

    metre

    resolution :

    10.0

    crs :

    EPSG:32632

    axis :

    X

    long_name :

    x coordinate of projection

    standard_name :

    projection_x_coordinate

    array([697615., 697625., 697635., 697645., 697655., 697665., 697675., 697685.,
           697695., 697705., 697715., 697725., 697735., 697745., 697755., 697765.,
           697775., 697785., 697795., 697805., 697815., 697825., 697835., 697845.,
           697855., 697865., 697875., 697885.])

  • time
    (time)
    datetime64[ns]
    2021-01-01T10:23:29.024000 2021-...

    array(['2021-01-01T10:23:29.024000000', '2021-01-03T10:14:11.024000000'],
          dtype='datetime64[ns]')

  • spatial_ref
    ()
    int64
    0

    crs_wkt :

    PROJCS["WGS 84 / UTM zone 32N",GEOGCS["WGS 84",DATUM["WGS_1984",SPHEROID["WGS 84",6378137,298.257223563]],PRIMEM["Greenwich",0],UNIT["degree",0.0174532925199433,AUTHORITY["EPSG","9122"]],AUTHORITY["EPSG","4326"]],PROJECTION["Transverse_Mercator"],PARAMETER["latitude_of_origin",0],PARAMETER["central_meridian",9],PARAMETER["scale_factor",0.9996],PARAMETER["false_easting",500000],PARAMETER["false_northing",0],UNIT["metre",1],AXIS["Easting",EAST],AXIS["Northing",NORTH],AUTHORITY["EPSG","32632"]]

    semi_major_axis :

    6378137.0

    semi_minor_axis :

    6356752.314245179

    inverse_flattening :

    298.257223563

    reference_ellipsoid_name :

    WGS 84

    longitude_of_prime_meridian :

    0.0

    prime_meridian_name :

    Greenwich

    geographic_crs_name :

    WGS 84

    horizontal_datum_name :

    World Geodetic System 1984

    projected_crs_name :

    WGS 84 / UTM zone 32N

    grid_mapping_name :

    transverse_mercator

    latitude_of_projection_origin :

    0.0

    longitude_of_central_meridian :

    9.0

    false_easting :

    500000.0

    false_northing :

    0.0

    scale_factor_at_central_meridian :

    0.9996

    spatial_ref :

    PROJCS["WGS 84 / UTM zone 32N",GEOGCS["WGS 84",DATUM["WGS_1984",SPHEROID["WGS 84",6378137,298.257223563]],PRIMEM["Greenwich",0],UNIT["degree",0.0174532925199433,AUTHORITY["EPSG","9122"]],AUTHORITY["EPSG","4326"]],PROJECTION["Transverse_Mercator"],PARAMETER["latitude_of_origin",0],PARAMETER["central_meridian",9],PARAMETER["scale_factor",0.9996],PARAMETER["false_easting",500000],PARAMETER["false_northing",0],UNIT["metre",1],AXIS["Easting",EAST],AXIS["Northing",NORTH],AUTHORITY["EPSG","32632"]]

    GeoTransform :

    697610.0 10.0 0.0 5325690.0 0.0 10.0

    array(0)

• Data variables: (3)
  • B02
    (time, y, x)
    float32
    nan nan nan 798.0 ... nan nan nan

    array([[[  nan,   nan,   nan, ...,   nan,   nan,   nan],
            [  nan,   nan,  666., ...,   nan,   nan,   nan],
            [  nan,   nan,  691., ...,   nan,   nan,   nan],
            ...,
            [  nan,   nan,   nan, ..., 1068.,   nan,   nan],
            [  nan,   nan,   nan, ...,   nan,   nan,   nan],
            [  nan,   nan,   nan, ...,   nan,   nan,   nan]],
    
           [[  nan,   nan,   nan, ...,   nan,   nan,   nan],
            [  nan,   nan, 3864., ...,   nan,   nan,   nan],
            [  nan,   nan, 3908., ...,   nan,   nan,   nan],
            ...,
            [  nan,   nan,   nan, ..., 4132.,   nan,   nan],
            [  nan,   nan,   nan, ...,   nan,   nan,   nan],
            [  nan,   nan,   nan, ...,   nan,   nan,   nan]]],
          shape=(2, 18, 28), dtype=float32)

  • B03
    (time, y, x)
    float32
    nan nan nan 779.0 ... nan nan nan

    array([[[  nan,   nan,   nan, ...,   nan,   nan,   nan],
            [  nan,   nan,  755., ...,   nan,   nan,   nan],
            [  nan,   nan,  810., ...,   nan,   nan,   nan],
            ...,
            [  nan,   nan,   nan, ..., 1021.,   nan,   nan],
            [  nan,   nan,   nan, ...,   nan,   nan,   nan],
            [  nan,   nan,   nan, ...,   nan,   nan,   nan]],
    
           [[  nan,   nan,   nan, ...,   nan,   nan,   nan],
            [  nan,   nan, 3520., ...,   nan,   nan,   nan],
            [  nan,   nan, 3560., ...,   nan,   nan,   nan],
            ...,
            [  nan,   nan,   nan, ..., 3764.,   nan,   nan],
            [  nan,   nan,   nan, ...,   nan,   nan,   nan],
            [  nan,   nan,   nan, ...,   nan,   nan,   nan]]],
          shape=(2, 18, 28), dtype=float32)

  • B04
    (time, y, x)
    float32
    nan nan nan 857.0 ... nan nan nan

    array([[[  nan,   nan,   nan, ...,   nan,   nan,   nan],
            [  nan,   nan,  852., ...,   nan,   nan,   nan],
            [  nan,   nan,  969., ...,   nan,   nan,   nan],
            ...,
            [  nan,   nan,   nan, ..., 1044.,   nan,   nan],
            [  nan,   nan,   nan, ...,   nan,   nan,   nan],
            [  nan,   nan,   nan, ...,   nan,   nan,   nan]],
    
           [[  nan,   nan,   nan, ...,   nan,   nan,   nan],
            [  nan,   nan, 3318., ...,   nan,   nan,   nan],
            [  nan,   nan, 3404., ...,   nan,   nan,   nan],
            ...,
            [  nan,   nan,   nan, ..., 3560.,   nan,   nan],
            [  nan,   nan,   nan, ...,   nan,   nan,   nan],
            [  nan,   nan,   nan, ...,   nan,   nan,   nan]]],
          shape=(2, 18, 28), dtype=float32)

• Indexes: (3)
  • y
    PandasIndex

    PandasIndex(Index([5325695.0, 5325705.0, 5325715.0, 5325725.0, 5325735.0, 5325745.0,
           5325755.0, 5325765.0, 5325775.0, 5325785.0, 5325795.0, 5325805.0,
           5325815.0, 5325825.0, 5325835.0, 5325845.0, 5325855.0, 5325865.0],
          dtype='float64', name='y'))

  • x
    PandasIndex

    PandasIndex(Index([697615.0, 697625.0, 697635.0, 697645.0, 697655.0, 697665.0, 697675.0,
           697685.0, 697695.0, 697705.0, 697715.0, 697725.0, 697735.0, 697745.0,
           697755.0, 697765.0, 697775.0, 697785.0, 697795.0, 697805.0, 697815.0,
           697825.0, 697835.0, 697845.0, 697855.0, 697865.0, 697875.0, 697885.0],
          dtype='float64', name='x'))

  • time
    PandasIndex

    PandasIndex(DatetimeIndex(['2021-01-01 10:23:29.024000', '2021-01-03 10:14:11.024000'], dtype='datetime64[ns]', name='time', freq=None))

• Attributes: (3)

  crs :

  EPSG:32632

  data_source :

  PC

  collection :

  sentinel-2-l2a

visualize_sat_images(ds, gdf, list(reversed(arguments["bands"])))

# the ouptut of the search is a collection of items
tg.search(**arguments)

• type "FeatureCollection"
• features[] 2 items

  • 0

    • type "Feature"
    • stac_version "1.0.0"
    • stac_extensions[] 3 items

      • 0 "https://stac-extensions.github.io/eo/v1.0.0/schema.json"

      • 1 "https://stac-extensions.github.io/sat/v1.0.0/schema.json"

      • 2 "https://stac-extensions.github.io/projection/v1.0.0/schema.json"
    • id "S2A_MSIL2A_20210103T101411_R022_T32UPU_20210103T230314"
    • geometry

      • type "Polygon"
      • coordinates[] 1 items

        • 0[] 12 items

          • 0[] 2 items

            • 0 10.58654386

            • 1 47.75286689

          • 1[] 2 items

            • 0 10.59342777

            • 1 47.77197094

          • 2[] 2 items

            • 0 10.6469027

            • 1 47.91831925

          • 3[] 2 items

            • 0 10.70038222

            • 1 48.06470124

          • 4[] 2 items

            • 0 10.75451719

            • 1 48.21107556

          • 5[] 2 items

            • 0 10.80923715

            • 1 48.35740379

          • 6[] 2 items

            • 0 10.86418909

            • 1 48.50378025

          • 7[] 2 items

            • 0 10.91940419

            • 1 48.65009404

          • 8[] 2 items

            • 0 10.95140246

            • 1 48.73417335

          • 9[] 2 items

            • 0 11.85243871

            • 1 48.71769475

          • 10[] 2 items

            • 0 11.79809472

            • 1 47.73104448

          • 11[] 2 items

            • 0 10.58654386

            • 1 47.75286689
    • bbox[] 4 items

      • 0 10.58654386338165

      • 1 47.73104447774509

      • 2 11.852438708473068

      • 3 48.734173354019894
    • properties

      • datetime "2021-01-03T10:14:11.024000Z"
      • platform "Sentinel-2A"
      • proj:epsg 32632
      • instruments[] 1 items

        • 0 "msi"
      • s2:mgrs_tile "32UPU"
      • constellation "Sentinel 2"
      • s2:granule_id "S2A_OPER_MSI_L2A_TL_ESRI_20210103T230316_A028905_T32UPU_N02.12"
      • eo:cloud_cover 97.155553
      • s2:datatake_id "GS2A_20210103T101411_028905_N02.12"
      • s2:product_uri "S2A_MSIL2A_20210103T101411_N0212_R022_T32UPU_20210103T230314.SAFE"
      • s2:datastrip_id "S2A_OPER_MSI_L2A_DS_ESRI_20210103T230316_S20210103T101417_N02.12"
      • s2:product_type "S2MSI2A"
      • sat:orbit_state "descending"
      • s2:datatake_type "INS-NOBS"
      • s2:generation_time "2021-01-03T23:03:14.975Z"
      • sat:relative_orbit 22
      • s2:water_percentage 0.016916
      • s2:mean_solar_zenith 72.3966057727788
      • s2:mean_solar_azimuth 164.847334475601
      • s2:processing_baseline "02.12"
      • s2:snow_ice_percentage 0.631809
      • s2:vegetation_percentage 0.0
      • s2:thin_cirrus_percentage 0.087814
      • s2:cloud_shadow_percentage 0.0
      • s2:nodata_pixel_percentage 28.428489
      • s2:unclassified_percentage 0.000287
      • s2:dark_features_percentage 2.190159
      • s2:not_vegetated_percentage 0.005285
      • s2:degraded_msi_data_percentage 0.0
      • s2:high_proba_clouds_percentage 95.741832
      • s2:reflectance_conversion_factor 1.03425585365498
      • s2:medium_proba_clouds_percentage 1.325907
      • s2:saturated_defective_pixel_percentage 0.0
    • links[] 6 items

      • 0

        • rel "collection"
        • href "https://planetarycomputer.microsoft.com/api/stac/v1/collections/sentinel-2-l2a"
        • type "application/json"

      • 1

        • rel "parent"
        • href "https://planetarycomputer.microsoft.com/api/stac/v1/collections/sentinel-2-l2a"
        • type "application/json"

      • 2

        • rel "root"
        • href "https://planetarycomputer.microsoft.com/api/stac/v1/"
        • type "application/json"
        • title "Microsoft Planetary Computer STAC API"

      • 3

        • rel "self"
        • href "https://planetarycomputer.microsoft.com/api/stac/v1/collections/sentinel-2-l2a/items/S2A_MSIL2A_20210103T101411_R022_T32UPU_20210103T230314"
        • type "application/geo+json"

      • 4

        • rel "license"
        • href "https://sentinel.esa.int/documents/247904/690755/Sentinel_Data_Legal_Notice"

      • 5

        • rel "preview"
        • href "https://planetarycomputer.microsoft.com/api/data/v1/item/map?collection=sentinel-2-l2a&item=S2A_MSIL2A_20210103T101411_R022_T32UPU_20210103T230314"
        • type "text/html"
        • title "Map of item"
    • assets

      • AOT

        • href "https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/32/U/PU/2021/01/03/S2A_MSIL2A_20210103T101411_N0212_R022_T32UPU_20210103T230314.SAFE/GRANULE/L2A_T32UPU_A028905_20210103T101417/IMG_DATA/R10m/T32UPU_20210103T101411_AOT_10m.tif?st=2025-01-19T11%3A31%3A19Z&se=2025-01-20T12%3A16%3A19Z&sp=rl&sv=2024-05-04&sr=c&skoid=9c8ff44a-6a2c-4dfb-b298-1c9212f64d9a&sktid=72f988bf-86f1-41af-91ab-2d7cd011db47&skt=2025-01-20T08%3A06%3A25Z&ske=2025-01-27T08%3A06%3A25Z&sks=b&skv=2024-05-04&sig=Lh230TWhOMMj2rv4zuxz9%2BYpZJr9S8H/8X500tnYnG4%3D"
        • type "image/tiff; application=geotiff; profile=cloud-optimized"
        • title "Aerosol optical thickness (AOT)"
        • proj:bbox[] 4 items

          • 0 600000.0

          • 1 5290200.0

          • 2 709800.0

          • 3 5400000.0
        • proj:shape[] 2 items

          • 0 10980

          • 1 10980
        • proj:transform[] 6 items

          • 0 10.0

          • 1 0.0

          • 2 600000.0

          • 3 0.0

          • 4 -10.0

          • 5 5400000.0
        • gsd 10.0
        • roles[] 1 items

          • 0 "data"
      • B01

        • href "https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/32/U/PU/2021/01/03/S2A_MSIL2A_20210103T101411_N0212_R022_T32UPU_20210103T230314.SAFE/GRANULE/L2A_T32UPU_A028905_20210103T101417/IMG_DATA/R60m/T32UPU_20210103T101411_B01_60m.tif?st=2025-01-19T11%3A31%3A19Z&se=2025-01-20T12%3A16%3A19Z&sp=rl&sv=2024-05-04&sr=c&skoid=9c8ff44a-6a2c-4dfb-b298-1c9212f64d9a&sktid=72f988bf-86f1-41af-91ab-2d7cd011db47&skt=2025-01-20T08%3A06%3A25Z&ske=2025-01-27T08%3A06%3A25Z&sks=b&skv=2024-05-04&sig=Lh230TWhOMMj2rv4zuxz9%2BYpZJr9S8H/8X500tnYnG4%3D"
        • type "image/tiff; application=geotiff; profile=cloud-optimized"
        • title "Band 1 - Coastal aerosol - 60m"
        • proj:bbox[] 4 items

          • 0 600000.0

          • 1 5290200.0

          • 2 709800.0

          • 3 5400000.0
        • proj:shape[] 2 items

          • 0 1830

          • 1 1830
        • proj:transform[] 6 items

          • 0 60.0

          • 1 0.0

          • 2 600000.0

          • 3 0.0

          • 4 -60.0

          • 5 5400000.0
        • gsd 60.0
        • eo:bands[] 1 items

          • 0

            • name "B01"
            • common_name "coastal"
            • description "Band 1 - Coastal aerosol"
            • center_wavelength 0.443
            • full_width_half_max 0.027
        • roles[] 1 items

          • 0 "data"
      • B02

        • href "https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/32/U/PU/2021/01/03/S2A_MSIL2A_20210103T101411_N0212_R022_T32UPU_20210103T230314.SAFE/GRANULE/L2A_T32UPU_A028905_20210103T101417/IMG_DATA/R10m/T32UPU_20210103T101411_B02_10m.tif?st=2025-01-19T11%3A31%3A19Z&se=2025-01-20T12%3A16%3A19Z&sp=rl&sv=2024-05-04&sr=c&skoid=9c8ff44a-6a2c-4dfb-b298-1c9212f64d9a&sktid=72f988bf-86f1-41af-91ab-2d7cd011db47&skt=2025-01-20T08%3A06%3A25Z&ske=2025-01-27T08%3A06%3A25Z&sks=b&skv=2024-05-04&sig=Lh230TWhOMMj2rv4zuxz9%2BYpZJr9S8H/8X500tnYnG4%3D"
        • type "image/tiff; application=geotiff; profile=cloud-optimized"
        • title "Band 2 - Blue - 10m"
        • proj:bbox[] 4 items

          • 0 600000.0

          • 1 5290200.0

          • 2 709800.0

          • 3 5400000.0
        • proj:shape[] 2 items

          • 0 10980

          • 1 10980
        • proj:transform[] 6 items

          • 0 10.0

          • 1 0.0

          • 2 600000.0

          • 3 0.0

          • 4 -10.0

          • 5 5400000.0
        • gsd 10.0
        • eo:bands[] 1 items

          • 0

            • name "B02"
            • common_name "blue"
            • description "Band 2 - Blue"
            • center_wavelength 0.49
            • full_width_half_max 0.098
        • roles[] 1 items

          • 0 "data"
      • B03

        • href "https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/32/U/PU/2021/01/03/S2A_MSIL2A_20210103T101411_N0212_R022_T32UPU_20210103T230314.SAFE/GRANULE/L2A_T32UPU_A028905_20210103T101417/IMG_DATA/R10m/T32UPU_20210103T101411_B03_10m.tif?st=2025-01-19T11%3A31%3A19Z&se=2025-01-20T12%3A16%3A19Z&sp=rl&sv=2024-05-04&sr=c&skoid=9c8ff44a-6a2c-4dfb-b298-1c9212f64d9a&sktid=72f988bf-86f1-41af-91ab-2d7cd011db47&skt=2025-01-20T08%3A06%3A25Z&ske=2025-01-27T08%3A06%3A25Z&sks=b&skv=2024-05-04&sig=Lh230TWhOMMj2rv4zuxz9%2BYpZJr9S8H/8X500tnYnG4%3D"
        • type "image/tiff; application=geotiff; profile=cloud-optimized"
        • title "Band 3 - Green - 10m"
        • proj:bbox[] 4 items

          • 0 600000.0

          • 1 5290200.0

          • 2 709800.0

          • 3 5400000.0
        • proj:shape[] 2 items

          • 0 10980

          • 1 10980
        • proj:transform[] 6 items

          • 0 10.0

          • 1 0.0

          • 2 600000.0

          • 3 0.0

          • 4 -10.0

          • 5 5400000.0
        • gsd 10.0
        • eo:bands[] 1 items

          • 0

            • name "B03"
            • common_name "green"
            • description "Band 3 - Green"
            • center_wavelength 0.56
            • full_width_half_max 0.045
        • roles[] 1 items

          • 0 "data"
      • B04

        • href "https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/32/U/PU/2021/01/03/S2A_MSIL2A_20210103T101411_N0212_R022_T32UPU_20210103T230314.SAFE/GRANULE/L2A_T32UPU_A028905_20210103T101417/IMG_DATA/R10m/T32UPU_20210103T101411_B04_10m.tif?st=2025-01-19T11%3A31%3A19Z&se=2025-01-20T12%3A16%3A19Z&sp=rl&sv=2024-05-04&sr=c&skoid=9c8ff44a-6a2c-4dfb-b298-1c9212f64d9a&sktid=72f988bf-86f1-41af-91ab-2d7cd011db47&skt=2025-01-20T08%3A06%3A25Z&ske=2025-01-27T08%3A06%3A25Z&sks=b&skv=2024-05-04&sig=Lh230TWhOMMj2rv4zuxz9%2BYpZJr9S8H/8X500tnYnG4%3D"
        • type "image/tiff; application=geotiff; profile=cloud-optimized"
        • title "Band 4 - Red - 10m"
        • proj:bbox[] 4 items

          • 0 600000.0

          • 1 5290200.0

          • 2 709800.0

          • 3 5400000.0
        • proj:shape[] 2 items

          • 0 10980

          • 1 10980
        • proj:transform[] 6 items

          • 0 10.0

          • 1 0.0

          • 2 600000.0

          • 3 0.0

          • 4 -10.0

          • 5 5400000.0
        • gsd 10.0
        • eo:bands[] 1 items

          • 0

            • name "B04"
            • common_name "red"
            • description "Band 4 - Red"
            • center_wavelength 0.665
            • full_width_half_max 0.038
        • roles[] 1 items

          • 0 "data"
      • B05

        • href "https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/32/U/PU/2021/01/03/S2A_MSIL2A_20210103T101411_N0212_R022_T32UPU_20210103T230314.SAFE/GRANULE/L2A_T32UPU_A028905_20210103T101417/IMG_DATA/R20m/T32UPU_20210103T101411_B05_20m.tif?st=2025-01-19T11%3A31%3A19Z&se=2025-01-20T12%3A16%3A19Z&sp=rl&sv=2024-05-04&sr=c&skoid=9c8ff44a-6a2c-4dfb-b298-1c9212f64d9a&sktid=72f988bf-86f1-41af-91ab-2d7cd011db47&skt=2025-01-20T08%3A06%3A25Z&ske=2025-01-27T08%3A06%3A25Z&sks=b&skv=2024-05-04&sig=Lh230TWhOMMj2rv4zuxz9%2BYpZJr9S8H/8X500tnYnG4%3D"
        • type "image/tiff; application=geotiff; profile=cloud-optimized"
        • title "Band 5 - Vegetation red edge 1 - 20m"
        • proj:bbox[] 4 items

          • 0 600000.0

          • 1 5290200.0

          • 2 709800.0

          • 3 5400000.0
        • proj:shape[] 2 items

          • 0 5490

          • 1 5490
        • proj:transform[] 6 items

          • 0 20.0

          • 1 0.0

          • 2 600000.0

          • 3 0.0

          • 4 -20.0

          • 5 5400000.0
        • gsd 20.0
        • eo:bands[] 1 items

          • 0

            • name "B05"
            • common_name "rededge"
            • description "Band 5 - Vegetation red edge 1"
            • center_wavelength 0.704
            • full_width_half_max 0.019
        • roles[] 1 items

          • 0 "data"
      • B06

        • href "https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/32/U/PU/2021/01/03/S2A_MSIL2A_20210103T101411_N0212_R022_T32UPU_20210103T230314.SAFE/GRANULE/L2A_T32UPU_A028905_20210103T101417/IMG_DATA/R20m/T32UPU_20210103T101411_B06_20m.tif?st=2025-01-19T11%3A31%3A19Z&se=2025-01-20T12%3A16%3A19Z&sp=rl&sv=2024-05-04&sr=c&skoid=9c8ff44a-6a2c-4dfb-b298-1c9212f64d9a&sktid=72f988bf-86f1-41af-91ab-2d7cd011db47&skt=2025-01-20T08%3A06%3A25Z&ske=2025-01-27T08%3A06%3A25Z&sks=b&skv=2024-05-04&sig=Lh230TWhOMMj2rv4zuxz9%2BYpZJr9S8H/8X500tnYnG4%3D"
        • type "image/tiff; application=geotiff; profile=cloud-optimized"
        • title "Band 6 - Vegetation red edge 2 - 20m"
        • proj:bbox[] 4 items

          • 0 600000.0

          • 1 5290200.0

          • 2 709800.0

          • 3 5400000.0
        • proj:shape[] 2 items

          • 0 5490

          • 1 5490
        • proj:transform[] 6 items

          • 0 20.0

          • 1 0.0

          • 2 600000.0

          • 3 0.0

          • 4 -20.0

          • 5 5400000.0
        • gsd 20.0
        • eo:bands[] 1 items

          • 0

            • name "B06"
            • common_name "rededge"
            • description "Band 6 - Vegetation red edge 2"
            • center_wavelength 0.74
            • full_width_half_max 0.018
        • roles[] 1 items

          • 0 "data"
      • B07

        • href "https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/32/U/PU/2021/01/03/S2A_MSIL2A_20210103T101411_N0212_R022_T32UPU_20210103T230314.SAFE/GRANULE/L2A_T32UPU_A028905_20210103T101417/IMG_DATA/R20m/T32UPU_20210103T101411_B07_20m.tif?st=2025-01-19T11%3A31%3A19Z&se=2025-01-20T12%3A16%3A19Z&sp=rl&sv=2024-05-04&sr=c&skoid=9c8ff44a-6a2c-4dfb-b298-1c9212f64d9a&sktid=72f988bf-86f1-41af-91ab-2d7cd011db47&skt=2025-01-20T08%3A06%3A25Z&ske=2025-01-27T08%3A06%3A25Z&sks=b&skv=2024-05-04&sig=Lh230TWhOMMj2rv4zuxz9%2BYpZJr9S8H/8X500tnYnG4%3D"
        • type "image/tiff; application=geotiff; profile=cloud-optimized"
        • title "Band 7 - Vegetation red edge 3 - 20m"
        • proj:bbox[] 4 items

          • 0 600000.0

          • 1 5290200.0

          • 2 709800.0

          • 3 5400000.0
        • proj:shape[] 2 items

          • 0 5490

          • 1 5490
        • proj:transform[] 6 items

          • 0 20.0

          • 1 0.0

          • 2 600000.0

          • 3 0.0

          • 4 -20.0

          • 5 5400000.0
        • gsd 20.0
        • eo:bands[] 1 items

          • 0

            • name "B07"
            • common_name "rededge"
            • description "Band 7 - Vegetation red edge 3"
            • center_wavelength 0.783
            • full_width_half_max 0.028
        • roles[] 1 items

          • 0 "data"
      • B08

        • href "https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/32/U/PU/2021/01/03/S2A_MSIL2A_20210103T101411_N0212_R022_T32UPU_20210103T230314.SAFE/GRANULE/L2A_T32UPU_A028905_20210103T101417/IMG_DATA/R10m/T32UPU_20210103T101411_B08_10m.tif?st=2025-01-19T11%3A31%3A19Z&se=2025-01-20T12%3A16%3A19Z&sp=rl&sv=2024-05-04&sr=c&skoid=9c8ff44a-6a2c-4dfb-b298-1c9212f64d9a&sktid=72f988bf-86f1-41af-91ab-2d7cd011db47&skt=2025-01-20T08%3A06%3A25Z&ske=2025-01-27T08%3A06%3A25Z&sks=b&skv=2024-05-04&sig=Lh230TWhOMMj2rv4zuxz9%2BYpZJr9S8H/8X500tnYnG4%3D"
        • type "image/tiff; application=geotiff; profile=cloud-optimized"
        • title "Band 8 - NIR - 10m"
        • proj:bbox[] 4 items

          • 0 600000.0

          • 1 5290200.0

          • 2 709800.0

          • 3 5400000.0
        • proj:shape[] 2 items

          • 0 10980

          • 1 10980
        • proj:transform[] 6 items

          • 0 10.0

          • 1 0.0

          • 2 600000.0

          • 3 0.0

          • 4 -10.0

          • 5 5400000.0
        • gsd 10.0
        • eo:bands[] 1 items

          • 0

            • name "B08"
            • common_name "nir"
            • description "Band 8 - NIR"
            • center_wavelength 0.842
            • full_width_half_max 0.145
        • roles[] 1 items

          • 0 "data"
      • B09

        • href "https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/32/U/PU/2021/01/03/S2A_MSIL2A_20210103T101411_N0212_R022_T32UPU_20210103T230314.SAFE/GRANULE/L2A_T32UPU_A028905_20210103T101417/IMG_DATA/R60m/T32UPU_20210103T101411_B09_60m.tif?st=2025-01-19T11%3A31%3A19Z&se=2025-01-20T12%3A16%3A19Z&sp=rl&sv=2024-05-04&sr=c&skoid=9c8ff44a-6a2c-4dfb-b298-1c9212f64d9a&sktid=72f988bf-86f1-41af-91ab-2d7cd011db47&skt=2025-01-20T08%3A06%3A25Z&ske=2025-01-27T08%3A06%3A25Z&sks=b&skv=2024-05-04&sig=Lh230TWhOMMj2rv4zuxz9%2BYpZJr9S8H/8X500tnYnG4%3D"
        • type "image/tiff; application=geotiff; profile=cloud-optimized"
        • title "Band 9 - Water vapor - 60m"
        • proj:bbox[] 4 items

          • 0 600000.0

          • 1 5290200.0

          • 2 709800.0

          • 3 5400000.0
        • proj:shape[] 2 items

          • 0 1830

          • 1 1830
        • proj:transform[] 6 items

          • 0 60.0

          • 1 0.0

          • 2 600000.0

          • 3 0.0

          • 4 -60.0

          • 5 5400000.0
        • gsd 60.0
        • eo:bands[] 1 items

          • 0

            • name "B09"
            • description "Band 9 - Water vapor"
            • center_wavelength 0.945
            • full_width_half_max 0.026
        • roles[] 1 items

          • 0 "data"
      • B11

        • href "https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/32/U/PU/2021/01/03/S2A_MSIL2A_20210103T101411_N0212_R022_T32UPU_20210103T230314.SAFE/GRANULE/L2A_T32UPU_A028905_20210103T101417/IMG_DATA/R20m/T32UPU_20210103T101411_B11_20m.tif?st=2025-01-19T11%3A31%3A19Z&se=2025-01-20T12%3A16%3A19Z&sp=rl&sv=2024-05-04&sr=c&skoid=9c8ff44a-6a2c-4dfb-b298-1c9212f64d9a&sktid=72f988bf-86f1-41af-91ab-2d7cd011db47&skt=2025-01-20T08%3A06%3A25Z&ske=2025-01-27T08%3A06%3A25Z&sks=b&skv=2024-05-04&sig=Lh230TWhOMMj2rv4zuxz9%2BYpZJr9S8H/8X500tnYnG4%3D"
        • type "image/tiff; application=geotiff; profile=cloud-optimized"
        • title "Band 11 - SWIR (1.6) - 20m"
        • proj:bbox[] 4 items

          • 0 600000.0

          • 1 5290200.0

          • 2 709800.0

          • 3 5400000.0
        • proj:shape[] 2 items

          • 0 5490

          • 1 5490
        • proj:transform[] 6 items

          • 0 20.0

          • 1 0.0

          • 2 600000.0

          • 3 0.0

          • 4 -20.0

          • 5 5400000.0
        • gsd 20.0
        • eo:bands[] 1 items

          • 0

            • name "B11"
            • common_name "swir16"
            • description "Band 11 - SWIR (1.6)"
            • center_wavelength 1.61
            • full_width_half_max 0.143
        • roles[] 1 items

          • 0 "data"
      • B12

        • href "https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/32/U/PU/2021/01/03/S2A_MSIL2A_20210103T101411_N0212_R022_T32UPU_20210103T230314.SAFE/GRANULE/L2A_T32UPU_A028905_20210103T101417/IMG_DATA/R20m/T32UPU_20210103T101411_B12_20m.tif?st=2025-01-19T11%3A31%3A19Z&se=2025-01-20T12%3A16%3A19Z&sp=rl&sv=2024-05-04&sr=c&skoid=9c8ff44a-6a2c-4dfb-b298-1c9212f64d9a&sktid=72f988bf-86f1-41af-91ab-2d7cd011db47&skt=2025-01-20T08%3A06%3A25Z&ske=2025-01-27T08%3A06%3A25Z&sks=b&skv=2024-05-04&sig=Lh230TWhOMMj2rv4zuxz9%2BYpZJr9S8H/8X500tnYnG4%3D"
        • type "image/tiff; application=geotiff; profile=cloud-optimized"
        • title "Band 12 - SWIR (2.2) - 20m"
        • proj:bbox[] 4 items

          • 0 600000.0

          • 1 5290200.0

          • 2 709800.0

          • 3 5400000.0
        • proj:shape[] 2 items

          • 0 5490

          • 1 5490
        • proj:transform[] 6 items

          • 0 20.0

          • 1 0.0

          • 2 600000.0

          • 3 0.0

          • 4 -20.0

          • 5 5400000.0
        • gsd 20.0
        • eo:bands[] 1 items

          • 0

            • name "B12"
            • common_name "swir22"
            • description "Band 12 - SWIR (2.2)"
            • center_wavelength 2.19
            • full_width_half_max 0.242
        • roles[] 1 items

          • 0 "data"
      • B8A

        • href "https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/32/U/PU/2021/01/03/S2A_MSIL2A_20210103T101411_N0212_R022_T32UPU_20210103T230314.SAFE/GRANULE/L2A_T32UPU_A028905_20210103T101417/IMG_DATA/R20m/T32UPU_20210103T101411_B8A_20m.tif?st=2025-01-19T11%3A31%3A19Z&se=2025-01-20T12%3A16%3A19Z&sp=rl&sv=2024-05-04&sr=c&skoid=9c8ff44a-6a2c-4dfb-b298-1c9212f64d9a&sktid=72f988bf-86f1-41af-91ab-2d7cd011db47&skt=2025-01-20T08%3A06%3A25Z&ske=2025-01-27T08%3A06%3A25Z&sks=b&skv=2024-05-04&sig=Lh230TWhOMMj2rv4zuxz9%2BYpZJr9S8H/8X500tnYnG4%3D"
        • type "image/tiff; application=geotiff; profile=cloud-optimized"
        • title "Band 8A - Vegetation red edge 4 - 20m"
        • proj:bbox[] 4 items

          • 0 600000.0

          • 1 5290200.0

          • 2 709800.0

          • 3 5400000.0
        • proj:shape[] 2 items

          • 0 5490

          • 1 5490
        • proj:transform[] 6 items

          • 0 20.0

          • 1 0.0

          • 2 600000.0

          • 3 0.0

          • 4 -20.0

          • 5 5400000.0
        • gsd 20.0
        • eo:bands[] 1 items

          • 0

            • name "B8A"
            • common_name "rededge"
            • description "Band 8A - Vegetation red edge 4"
            • center_wavelength 0.865
            • full_width_half_max 0.033
        • roles[] 1 items

          • 0 "data"
      • SCL

        • href "https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/32/U/PU/2021/01/03/S2A_MSIL2A_20210103T101411_N0212_R022_T32UPU_20210103T230314.SAFE/GRANULE/L2A_T32UPU_A028905_20210103T101417/IMG_DATA/R20m/T32UPU_20210103T101411_SCL_20m.tif?st=2025-01-19T11%3A31%3A19Z&se=2025-01-20T12%3A16%3A19Z&sp=rl&sv=2024-05-04&sr=c&skoid=9c8ff44a-6a2c-4dfb-b298-1c9212f64d9a&sktid=72f988bf-86f1-41af-91ab-2d7cd011db47&skt=2025-01-20T08%3A06%3A25Z&ske=2025-01-27T08%3A06%3A25Z&sks=b&skv=2024-05-04&sig=Lh230TWhOMMj2rv4zuxz9%2BYpZJr9S8H/8X500tnYnG4%3D"
        • type "image/tiff; application=geotiff; profile=cloud-optimized"
        • title "Scene classfication map (SCL)"
        • proj:bbox[] 4 items

          • 0 600000.0

          • 1 5290200.0

          • 2 709800.0

          • 3 5400000.0
        • proj:shape[] 2 items

          • 0 5490

          • 1 5490
        • proj:transform[] 6 items

          • 0 20.0

          • 1 0.0

          • 2 600000.0

          • 3 0.0

          • 4 -20.0

          • 5 5400000.0
        • gsd 20.0
        • roles[] 1 items

          • 0 "data"
      • WVP

        • href "https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/32/U/PU/2021/01/03/S2A_MSIL2A_20210103T101411_N0212_R022_T32UPU_20210103T230314.SAFE/GRANULE/L2A_T32UPU_A028905_20210103T101417/IMG_DATA/R10m/T32UPU_20210103T101411_WVP_10m.tif?st=2025-01-19T11%3A31%3A19Z&se=2025-01-20T12%3A16%3A19Z&sp=rl&sv=2024-05-04&sr=c&skoid=9c8ff44a-6a2c-4dfb-b298-1c9212f64d9a&sktid=72f988bf-86f1-41af-91ab-2d7cd011db47&skt=2025-01-20T08%3A06%3A25Z&ske=2025-01-27T08%3A06%3A25Z&sks=b&skv=2024-05-04&sig=Lh230TWhOMMj2rv4zuxz9%2BYpZJr9S8H/8X500tnYnG4%3D"
        • type "image/tiff; application=geotiff; profile=cloud-optimized"
        • title "Water vapour (WVP)"
        • proj:bbox[] 4 items

          • 0 600000.0

          • 1 5290200.0

          • 2 709800.0

          • 3 5400000.0
        • proj:shape[] 2 items

          • 0 10980

          • 1 10980
        • proj:transform[] 6 items

          • 0 10.0

          • 1 0.0

          • 2 600000.0

          • 3 0.0

          • 4 -10.0

          • 5 5400000.0
        • gsd 10.0
        • roles[] 1 items

          • 0 "data"
      • visual

        • href "https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/32/U/PU/2021/01/03/S2A_MSIL2A_20210103T101411_N0212_R022_T32UPU_20210103T230314.SAFE/GRANULE/L2A_T32UPU_A028905_20210103T101417/IMG_DATA/R10m/T32UPU_20210103T101411_TCI_10m.tif?st=2025-01-19T11%3A31%3A19Z&se=2025-01-20T12%3A16%3A19Z&sp=rl&sv=2024-05-04&sr=c&skoid=9c8ff44a-6a2c-4dfb-b298-1c9212f64d9a&sktid=72f988bf-86f1-41af-91ab-2d7cd011db47&skt=2025-01-20T08%3A06%3A25Z&ske=2025-01-27T08%3A06%3A25Z&sks=b&skv=2024-05-04&sig=Lh230TWhOMMj2rv4zuxz9%2BYpZJr9S8H/8X500tnYnG4%3D"
        • type "image/tiff; application=geotiff; profile=cloud-optimized"
        • title "True color image"
        • proj:bbox[] 4 items

          • 0 600000.0

          • 1 5290200.0

          • 2 709800.0

          • 3 5400000.0
        • proj:shape[] 2 items

          • 0 10980

          • 1 10980
        • proj:transform[] 6 items

          • 0 10.0

          • 1 0.0

          • 2 600000.0

          • 3 0.0

          • 4 -10.0

          • 5 5400000.0
        • gsd 10.0
        • eo:bands[] 3 items

          • 0

            • name "B04"
            • common_name "red"
            • description "Band 4 - Red"
            • center_wavelength 0.665
            • full_width_half_max 0.038

          • 1

            • name "B03"
            • common_name "green"
            • description "Band 3 - Green"
            • center_wavelength 0.56
            • full_width_half_max 0.045

          • 2

            • name "B02"
            • common_name "blue"
            • description "Band 2 - Blue"
            • center_wavelength 0.49
            • full_width_half_max 0.098
        • roles[] 1 items

          • 0 "data"
      • preview

        • href "https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/32/U/PU/2021/01/03/S2A_MSIL2A_20210103T101411_N0212_R022_T32UPU_20210103T230314.SAFE/GRANULE/L2A_T32UPU_A028905_20210103T101417/QI_DATA/T32UPU_20210103T101411_PVI.tif?st=2025-01-19T11%3A31%3A19Z&se=2025-01-20T12%3A16%3A19Z&sp=rl&sv=2024-05-04&sr=c&skoid=9c8ff44a-6a2c-4dfb-b298-1c9212f64d9a&sktid=72f988bf-86f1-41af-91ab-2d7cd011db47&skt=2025-01-20T08%3A06%3A25Z&ske=2025-01-27T08%3A06%3A25Z&sks=b&skv=2024-05-04&sig=Lh230TWhOMMj2rv4zuxz9%2BYpZJr9S8H/8X500tnYnG4%3D"
        • type "image/tiff; application=geotiff; profile=cloud-optimized"
        • title "Thumbnail"
        • roles[] 1 items

          • 0 "thumbnail"
      • safe-manifest

        • href "https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/32/U/PU/2021/01/03/S2A_MSIL2A_20210103T101411_N0212_R022_T32UPU_20210103T230314.SAFE/manifest.safe?st=2025-01-19T11%3A31%3A19Z&se=2025-01-20T12%3A16%3A19Z&sp=rl&sv=2024-05-04&sr=c&skoid=9c8ff44a-6a2c-4dfb-b298-1c9212f64d9a&sktid=72f988bf-86f1-41af-91ab-2d7cd011db47&skt=2025-01-20T08%3A06%3A25Z&ske=2025-01-27T08%3A06%3A25Z&sks=b&skv=2024-05-04&sig=Lh230TWhOMMj2rv4zuxz9%2BYpZJr9S8H/8X500tnYnG4%3D"
        • type "application/xml"
        • title "SAFE manifest"
        • roles[] 1 items

          • 0 "metadata"
      • granule-metadata

        • href "https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/32/U/PU/2021/01/03/S2A_MSIL2A_20210103T101411_N0212_R022_T32UPU_20210103T230314.SAFE/GRANULE/L2A_T32UPU_A028905_20210103T101417/MTD_TL.xml?st=2025-01-19T11%3A31%3A19Z&se=2025-01-20T12%3A16%3A19Z&sp=rl&sv=2024-05-04&sr=c&skoid=9c8ff44a-6a2c-4dfb-b298-1c9212f64d9a&sktid=72f988bf-86f1-41af-91ab-2d7cd011db47&skt=2025-01-20T08%3A06%3A25Z&ske=2025-01-27T08%3A06%3A25Z&sks=b&skv=2024-05-04&sig=Lh230TWhOMMj2rv4zuxz9%2BYpZJr9S8H/8X500tnYnG4%3D"
        • type "application/xml"
        • title "Granule metadata"
        • roles[] 1 items

          • 0 "metadata"
      • inspire-metadata

        • href "https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/32/U/PU/2021/01/03/S2A_MSIL2A_20210103T101411_N0212_R022_T32UPU_20210103T230314.SAFE/INSPIRE.xml?st=2025-01-19T11%3A31%3A19Z&se=2025-01-20T12%3A16%3A19Z&sp=rl&sv=2024-05-04&sr=c&skoid=9c8ff44a-6a2c-4dfb-b298-1c9212f64d9a&sktid=72f988bf-86f1-41af-91ab-2d7cd011db47&skt=2025-01-20T08%3A06%3A25Z&ske=2025-01-27T08%3A06%3A25Z&sks=b&skv=2024-05-04&sig=Lh230TWhOMMj2rv4zuxz9%2BYpZJr9S8H/8X500tnYnG4%3D"
        • type "application/xml"
        • title "INSPIRE metadata"
        • roles[] 1 items

          • 0 "metadata"
      • product-metadata

        • href "https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/32/U/PU/2021/01/03/S2A_MSIL2A_20210103T101411_N0212_R022_T32UPU_20210103T230314.SAFE/MTD_MSIL2A.xml?st=2025-01-19T11%3A31%3A19Z&se=2025-01-20T12%3A16%3A19Z&sp=rl&sv=2024-05-04&sr=c&skoid=9c8ff44a-6a2c-4dfb-b298-1c9212f64d9a&sktid=72f988bf-86f1-41af-91ab-2d7cd011db47&skt=2025-01-20T08%3A06%3A25Z&ske=2025-01-27T08%3A06%3A25Z&sks=b&skv=2024-05-04&sig=Lh230TWhOMMj2rv4zuxz9%2BYpZJr9S8H/8X500tnYnG4%3D"
        • type "application/xml"
        • title "Product metadata"
        • roles[] 1 items

          • 0 "metadata"
      • datastrip-metadata

        • href "https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/32/U/PU/2021/01/03/S2A_MSIL2A_20210103T101411_N0212_R022_T32UPU_20210103T230314.SAFE/DATASTRIP/DS_ESRI_20210103T230316_S20210103T101417/MTD_DS.xml?st=2025-01-19T11%3A31%3A19Z&se=2025-01-20T12%3A16%3A19Z&sp=rl&sv=2024-05-04&sr=c&skoid=9c8ff44a-6a2c-4dfb-b298-1c9212f64d9a&sktid=72f988bf-86f1-41af-91ab-2d7cd011db47&skt=2025-01-20T08%3A06%3A25Z&ske=2025-01-27T08%3A06%3A25Z&sks=b&skv=2024-05-04&sig=Lh230TWhOMMj2rv4zuxz9%2BYpZJr9S8H/8X500tnYnG4%3D"
        • type "application/xml"
        • title "Datastrip metadata"
        • roles[] 1 items

          • 0 "metadata"
      • tilejson

        • href "https://planetarycomputer.microsoft.com/api/data/v1/item/tilejson.json?collection=sentinel-2-l2a&item=S2A_MSIL2A_20210103T101411_R022_T32UPU_20210103T230314&assets=visual&asset_bidx=visual%7C1%2C2%2C3&nodata=0&format=png"
        • type "application/json"
        • title "TileJSON with default rendering"
        • roles[] 1 items

          • 0 "tiles"
      • rendered_preview

        • href "https://planetarycomputer.microsoft.com/api/data/v1/item/preview.png?collection=sentinel-2-l2a&item=S2A_MSIL2A_20210103T101411_R022_T32UPU_20210103T230314&assets=visual&asset_bidx=visual%7C1%2C2%2C3&nodata=0&format=png"
        • type "image/png"
        • title "Rendered preview"
        • rel "preview"
        • roles[] 1 items

          • 0 "overview"
    • collection "sentinel-2-l2a"

  • 1

    • type "Feature"
    • stac_version "1.0.0"
    • stac_extensions[] 3 items

      • 0 "https://stac-extensions.github.io/eo/v1.0.0/schema.json"

      • 1 "https://stac-extensions.github.io/sat/v1.0.0/schema.json"

      • 2 "https://stac-extensions.github.io/projection/v1.0.0/schema.json"
    • id "S2B_MSIL2A_20210101T102329_R065_T32UPU_20210102T043335"
    • geometry

      • type "Polygon"
      • coordinates[] 1 items

        • 0[] 5 items

          • 0[] 2 items

            • 0 10.36027925

            • 1 48.74498411

          • 1[] 2 items

            • 0 11.85243871

            • 1 48.71769475

          • 2[] 2 items

            • 0 11.79809472

            • 1 47.73104448

          • 3[] 2 items

            • 0 10.33433135

            • 1 47.75740974

          • 4[] 2 items

            • 0 10.36027925

            • 1 48.74498411
    • bbox[] 4 items

      • 0 10.3343313489668

      • 1 47.73104447774509

      • 2 11.852438708473068

      • 3 48.74498411169783
    • properties

      • datetime "2021-01-01T10:23:29.024000Z"
      • platform "Sentinel-2B"
      • proj:epsg 32632
      • instruments[] 1 items

        • 0 "msi"
      • s2:mgrs_tile "32UPU"
      • constellation "Sentinel 2"
      • s2:granule_id "S2B_OPER_MSI_L2A_TL_ESRI_20210102T043337_A019968_T32UPU_N02.12"
      • eo:cloud_cover 87.132154
      • s2:datatake_id "GS2B_20210101T102329_019968_N02.12"
      • s2:product_uri "S2B_MSIL2A_20210101T102329_N0212_R065_T32UPU_20210102T043335.SAFE"
      • s2:datastrip_id "S2B_OPER_MSI_L2A_DS_ESRI_20210102T043337_S20210101T102357_N02.12"
      • s2:product_type "S2MSI2A"
      • sat:orbit_state "descending"
      • s2:datatake_type "INS-NOBS"
      • s2:generation_time "2021-01-02T04:33:35.302Z"
      • sat:relative_orbit 65
      • s2:water_percentage 0.329495
      • s2:mean_solar_zenith 72.147265544011
      • s2:mean_solar_azimuth 167.4669763431
      • s2:processing_baseline "02.12"
      • s2:snow_ice_percentage 4.844314
      • s2:vegetation_percentage 1.257167
      • s2:thin_cirrus_percentage 6.321666
      • s2:cloud_shadow_percentage 1.265338
      • s2:nodata_pixel_percentage 7.3e-05
      • s2:unclassified_percentage 3.990942
      • s2:dark_features_percentage 0.967761
      • s2:not_vegetated_percentage 0.21283
      • s2:degraded_msi_data_percentage 0.0
      • s2:high_proba_clouds_percentage 67.303795
      • s2:reflectance_conversion_factor 1.03416307744005
      • s2:medium_proba_clouds_percentage 13.506694
      • s2:saturated_defective_pixel_percentage 0.0
    • links[] 6 items

      • 0

        • rel "collection"
        • href "https://planetarycomputer.microsoft.com/api/stac/v1/collections/sentinel-2-l2a"
        • type "application/json"

      • 1

        • rel "parent"
        • href "https://planetarycomputer.microsoft.com/api/stac/v1/collections/sentinel-2-l2a"
        • type "application/json"

      • 2

        • rel "root"
        • href "https://planetarycomputer.microsoft.com/api/stac/v1/"
        • type "application/json"
        • title "Microsoft Planetary Computer STAC API"

      • 3

        • rel "self"
        • href "https://planetarycomputer.microsoft.com/api/stac/v1/collections/sentinel-2-l2a/items/S2B_MSIL2A_20210101T102329_R065_T32UPU_20210102T043335"
        • type "application/geo+json"

      • 4

        • rel "license"
        • href "https://sentinel.esa.int/documents/247904/690755/Sentinel_Data_Legal_Notice"

      • 5

        • rel "preview"
        • href "https://planetarycomputer.microsoft.com/api/data/v1/item/map?collection=sentinel-2-l2a&item=S2B_MSIL2A_20210101T102329_R065_T32UPU_20210102T043335"
        • type "text/html"
        • title "Map of item"
    • assets

      • AOT

        • href "https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/32/U/PU/2021/01/01/S2B_MSIL2A_20210101T102329_N0212_R065_T32UPU_20210102T043335.SAFE/GRANULE/L2A_T32UPU_A019968_20210101T102357/IMG_DATA/R10m/T32UPU_20210101T102329_AOT_10m.tif?st=2025-01-19T11%3A31%3A19Z&se=2025-01-20T12%3A16%3A19Z&sp=rl&sv=2024-05-04&sr=c&skoid=9c8ff44a-6a2c-4dfb-b298-1c9212f64d9a&sktid=72f988bf-86f1-41af-91ab-2d7cd011db47&skt=2025-01-20T08%3A06%3A25Z&ske=2025-01-27T08%3A06%3A25Z&sks=b&skv=2024-05-04&sig=Lh230TWhOMMj2rv4zuxz9%2BYpZJr9S8H/8X500tnYnG4%3D"
        • type "image/tiff; application=geotiff; profile=cloud-optimized"
        • title "Aerosol optical thickness (AOT)"
        • proj:bbox[] 4 items

          • 0 600000.0

          • 1 5290200.0

          • 2 709800.0

          • 3 5400000.0
        • proj:shape[] 2 items

          • 0 10980

          • 1 10980
        • proj:transform[] 6 items

          • 0 10.0

          • 1 0.0

          • 2 600000.0

          • 3 0.0

          • 4 -10.0

          • 5 5400000.0
        • gsd 10.0
        • roles[] 1 items

          • 0 "data"
      • B01

        • href "https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/32/U/PU/2021/01/01/S2B_MSIL2A_20210101T102329_N0212_R065_T32UPU_20210102T043335.SAFE/GRANULE/L2A_T32UPU_A019968_20210101T102357/IMG_DATA/R60m/T32UPU_20210101T102329_B01_60m.tif?st=2025-01-19T11%3A31%3A19Z&se=2025-01-20T12%3A16%3A19Z&sp=rl&sv=2024-05-04&sr=c&skoid=9c8ff44a-6a2c-4dfb-b298-1c9212f64d9a&sktid=72f988bf-86f1-41af-91ab-2d7cd011db47&skt=2025-01-20T08%3A06%3A25Z&ske=2025-01-27T08%3A06%3A25Z&sks=b&skv=2024-05-04&sig=Lh230TWhOMMj2rv4zuxz9%2BYpZJr9S8H/8X500tnYnG4%3D"
        • type "image/tiff; application=geotiff; profile=cloud-optimized"
        • title "Band 1 - Coastal aerosol - 60m"
        • proj:bbox[] 4 items

          • 0 600000.0

          • 1 5290200.0

          • 2 709800.0

          • 3 5400000.0
        • proj:shape[] 2 items

          • 0 1830

          • 1 1830
        • proj:transform[] 6 items

          • 0 60.0

          • 1 0.0

          • 2 600000.0

          • 3 0.0

          • 4 -60.0

          • 5 5400000.0
        • gsd 60.0
        • eo:bands[] 1 items

          • 0

            • name "B01"
            • common_name "coastal"
            • description "Band 1 - Coastal aerosol"
            • center_wavelength 0.443
            • full_width_half_max 0.027
        • roles[] 1 items

          • 0 "data"
      • B02

        • href "https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/32/U/PU/2021/01/01/S2B_MSIL2A_20210101T102329_N0212_R065_T32UPU_20210102T043335.SAFE/GRANULE/L2A_T32UPU_A019968_20210101T102357/IMG_DATA/R10m/T32UPU_20210101T102329_B02_10m.tif?st=2025-01-19T11%3A31%3A19Z&se=2025-01-20T12%3A16%3A19Z&sp=rl&sv=2024-05-04&sr=c&skoid=9c8ff44a-6a2c-4dfb-b298-1c9212f64d9a&sktid=72f988bf-86f1-41af-91ab-2d7cd011db47&skt=2025-01-20T08%3A06%3A25Z&ske=2025-01-27T08%3A06%3A25Z&sks=b&skv=2024-05-04&sig=Lh230TWhOMMj2rv4zuxz9%2BYpZJr9S8H/8X500tnYnG4%3D"
        • type "image/tiff; application=geotiff; profile=cloud-optimized"
        • title "Band 2 - Blue - 10m"
        • proj:bbox[] 4 items

          • 0 600000.0

          • 1 5290200.0

          • 2 709800.0

          • 3 5400000.0
        • proj:shape[] 2 items

          • 0 10980

          • 1 10980
        • proj:transform[] 6 items

          • 0 10.0

          • 1 0.0

          • 2 600000.0

          • 3 0.0

          • 4 -10.0

          • 5 5400000.0
        • gsd 10.0
        • eo:bands[] 1 items

          • 0

            • name "B02"
            • common_name "blue"
            • description "Band 2 - Blue"
            • center_wavelength 0.49
            • full_width_half_max 0.098
        • roles[] 1 items

          • 0 "data"
      • B03

        • href "https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/32/U/PU/2021/01/01/S2B_MSIL2A_20210101T102329_N0212_R065_T32UPU_20210102T043335.SAFE/GRANULE/L2A_T32UPU_A019968_20210101T102357/IMG_DATA/R10m/T32UPU_20210101T102329_B03_10m.tif?st=2025-01-19T11%3A31%3A19Z&se=2025-01-20T12%3A16%3A19Z&sp=rl&sv=2024-05-04&sr=c&skoid=9c8ff44a-6a2c-4dfb-b298-1c9212f64d9a&sktid=72f988bf-86f1-41af-91ab-2d7cd011db47&skt=2025-01-20T08%3A06%3A25Z&ske=2025-01-27T08%3A06%3A25Z&sks=b&skv=2024-05-04&sig=Lh230TWhOMMj2rv4zuxz9%2BYpZJr9S8H/8X500tnYnG4%3D"
        • type "image/tiff; application=geotiff; profile=cloud-optimized"
        • title "Band 3 - Green - 10m"
        • proj:bbox[] 4 items

          • 0 600000.0

          • 1 5290200.0

          • 2 709800.0

          • 3 5400000.0
        • proj:shape[] 2 items

          • 0 10980

          • 1 10980
        • proj:transform[] 6 items

          • 0 10.0

          • 1 0.0

          • 2 600000.0

          • 3 0.0

          • 4 -10.0

          • 5 5400000.0
        • gsd 10.0
        • eo:bands[] 1 items

          • 0

            • name "B03"
            • common_name "green"
            • description "Band 3 - Green"
            • center_wavelength 0.56
            • full_width_half_max 0.045
        • roles[] 1 items

          • 0 "data"
      • B04

        • href "https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/32/U/PU/2021/01/01/S2B_MSIL2A_20210101T102329_N0212_R065_T32UPU_20210102T043335.SAFE/GRANULE/L2A_T32UPU_A019968_20210101T102357/IMG_DATA/R10m/T32UPU_20210101T102329_B04_10m.tif?st=2025-01-19T11%3A31%3A19Z&se=2025-01-20T12%3A16%3A19Z&sp=rl&sv=2024-05-04&sr=c&skoid=9c8ff44a-6a2c-4dfb-b298-1c9212f64d9a&sktid=72f988bf-86f1-41af-91ab-2d7cd011db47&skt=2025-01-20T08%3A06%3A25Z&ske=2025-01-27T08%3A06%3A25Z&sks=b&skv=2024-05-04&sig=Lh230TWhOMMj2rv4zuxz9%2BYpZJr9S8H/8X500tnYnG4%3D"
        • type "image/tiff; application=geotiff; profile=cloud-optimized"
        • title "Band 4 - Red - 10m"
        • proj:bbox[] 4 items

          • 0 600000.0

          • 1 5290200.0

          • 2 709800.0

          • 3 5400000.0
        • proj:shape[] 2 items

          • 0 10980

          • 1 10980
        • proj:transform[] 6 items

          • 0 10.0

          • 1 0.0

          • 2 600000.0

          • 3 0.0

          • 4 -10.0

          • 5 5400000.0
        • gsd 10.0
        • eo:bands[] 1 items

          • 0

            • name "B04"
            • common_name "red"
            • description "Band 4 - Red"
            • center_wavelength 0.665
            • full_width_half_max 0.038
        • roles[] 1 items

          • 0 "data"
      • B05

        • href "https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/32/U/PU/2021/01/01/S2B_MSIL2A_20210101T102329_N0212_R065_T32UPU_20210102T043335.SAFE/GRANULE/L2A_T32UPU_A019968_20210101T102357/IMG_DATA/R20m/T32UPU_20210101T102329_B05_20m.tif?st=2025-01-19T11%3A31%3A19Z&se=2025-01-20T12%3A16%3A19Z&sp=rl&sv=2024-05-04&sr=c&skoid=9c8ff44a-6a2c-4dfb-b298-1c9212f64d9a&sktid=72f988bf-86f1-41af-91ab-2d7cd011db47&skt=2025-01-20T08%3A06%3A25Z&ske=2025-01-27T08%3A06%3A25Z&sks=b&skv=2024-05-04&sig=Lh230TWhOMMj2rv4zuxz9%2BYpZJr9S8H/8X500tnYnG4%3D"
        • type "image/tiff; application=geotiff; profile=cloud-optimized"
        • title "Band 5 - Vegetation red edge 1 - 20m"
        • proj:bbox[] 4 items

          • 0 600000.0

          • 1 5290200.0

          • 2 709800.0

          • 3 5400000.0
        • proj:shape[] 2 items

          • 0 5490

          • 1 5490
        • proj:transform[] 6 items

          • 0 20.0

          • 1 0.0

          • 2 600000.0

          • 3 0.0

          • 4 -20.0

          • 5 5400000.0
        • gsd 20.0
        • eo:bands[] 1 items

          • 0

            • name "B05"
            • common_name "rededge"
            • description "Band 5 - Vegetation red edge 1"
            • center_wavelength 0.704
            • full_width_half_max 0.019
        • roles[] 1 items

          • 0 "data"
      • B06

        • href "https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/32/U/PU/2021/01/01/S2B_MSIL2A_20210101T102329_N0212_R065_T32UPU_20210102T043335.SAFE/GRANULE/L2A_T32UPU_A019968_20210101T102357/IMG_DATA/R20m/T32UPU_20210101T102329_B06_20m.tif?st=2025-01-19T11%3A31%3A19Z&se=2025-01-20T12%3A16%3A19Z&sp=rl&sv=2024-05-04&sr=c&skoid=9c8ff44a-6a2c-4dfb-b298-1c9212f64d9a&sktid=72f988bf-86f1-41af-91ab-2d7cd011db47&skt=2025-01-20T08%3A06%3A25Z&ske=2025-01-27T08%3A06%3A25Z&sks=b&skv=2024-05-04&sig=Lh230TWhOMMj2rv4zuxz9%2BYpZJr9S8H/8X500tnYnG4%3D"
        • type "image/tiff; application=geotiff; profile=cloud-optimized"
        • title "Band 6 - Vegetation red edge 2 - 20m"
        • proj:bbox[] 4 items

          • 0 600000.0

          • 1 5290200.0

          • 2 709800.0

          • 3 5400000.0
        • proj:shape[] 2 items

          • 0 5490

          • 1 5490
        • proj:transform[] 6 items

          • 0 20.0

          • 1 0.0

          • 2 600000.0

          • 3 0.0

          • 4 -20.0

          • 5 5400000.0
        • gsd 20.0
        • eo:bands[] 1 items

          • 0

            • name "B06"
            • common_name "rededge"
            • description "Band 6 - Vegetation red edge 2"
            • center_wavelength 0.74
            • full_width_half_max 0.018
        • roles[] 1 items

          • 0 "data"
      • B07

        • href "https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/32/U/PU/2021/01/01/S2B_MSIL2A_20210101T102329_N0212_R065_T32UPU_20210102T043335.SAFE/GRANULE/L2A_T32UPU_A019968_20210101T102357/IMG_DATA/R20m/T32UPU_20210101T102329_B07_20m.tif?st=2025-01-19T11%3A31%3A19Z&se=2025-01-20T12%3A16%3A19Z&sp=rl&sv=2024-05-04&sr=c&skoid=9c8ff44a-6a2c-4dfb-b298-1c9212f64d9a&sktid=72f988bf-86f1-41af-91ab-2d7cd011db47&skt=2025-01-20T08%3A06%3A25Z&ske=2025-01-27T08%3A06%3A25Z&sks=b&skv=2024-05-04&sig=Lh230TWhOMMj2rv4zuxz9%2BYpZJr9S8H/8X500tnYnG4%3D"
        • type "image/tiff; application=geotiff; profile=cloud-optimized"
        • title "Band 7 - Vegetation red edge 3 - 20m"
        • proj:bbox[] 4 items

          • 0 600000.0

          • 1 5290200.0

          • 2 709800.0

          • 3 5400000.0
        • proj:shape[] 2 items

          • 0 5490

          • 1 5490
        • proj:transform[] 6 items

          • 0 20.0

          • 1 0.0

          • 2 600000.0

          • 3 0.0

          • 4 -20.0

          • 5 5400000.0
        • gsd 20.0
        • eo:bands[] 1 items

          • 0

            • name "B07"
            • common_name "rededge"
            • description "Band 7 - Vegetation red edge 3"
            • center_wavelength 0.783
            • full_width_half_max 0.028
        • roles[] 1 items

          • 0 "data"
      • B08

        • href "https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/32/U/PU/2021/01/01/S2B_MSIL2A_20210101T102329_N0212_R065_T32UPU_20210102T043335.SAFE/GRANULE/L2A_T32UPU_A019968_20210101T102357/IMG_DATA/R10m/T32UPU_20210101T102329_B08_10m.tif?st=2025-01-19T11%3A31%3A19Z&se=2025-01-20T12%3A16%3A19Z&sp=rl&sv=2024-05-04&sr=c&skoid=9c8ff44a-6a2c-4dfb-b298-1c9212f64d9a&sktid=72f988bf-86f1-41af-91ab-2d7cd011db47&skt=2025-01-20T08%3A06%3A25Z&ske=2025-01-27T08%3A06%3A25Z&sks=b&skv=2024-05-04&sig=Lh230TWhOMMj2rv4zuxz9%2BYpZJr9S8H/8X500tnYnG4%3D"
        • type "image/tiff; application=geotiff; profile=cloud-optimized"
        • title "Band 8 - NIR - 10m"
        • proj:bbox[] 4 items

          • 0 600000.0

          • 1 5290200.0

          • 2 709800.0

          • 3 5400000.0
        • proj:shape[] 2 items

          • 0 10980

          • 1 10980
        • proj:transform[] 6 items

          • 0 10.0

          • 1 0.0

          • 2 600000.0

          • 3 0.0

          • 4 -10.0

          • 5 5400000.0
        • gsd 10.0
        • eo:bands[] 1 items

          • 0

            • name "B08"
            • common_name "nir"
            • description "Band 8 - NIR"
            • center_wavelength 0.842
            • full_width_half_max 0.145
        • roles[] 1 items

          • 0 "data"
      • B09

        • href "https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/32/U/PU/2021/01/01/S2B_MSIL2A_20210101T102329_N0212_R065_T32UPU_20210102T043335.SAFE/GRANULE/L2A_T32UPU_A019968_20210101T102357/IMG_DATA/R60m/T32UPU_20210101T102329_B09_60m.tif?st=2025-01-19T11%3A31%3A19Z&se=2025-01-20T12%3A16%3A19Z&sp=rl&sv=2024-05-04&sr=c&skoid=9c8ff44a-6a2c-4dfb-b298-1c9212f64d9a&sktid=72f988bf-86f1-41af-91ab-2d7cd011db47&skt=2025-01-20T08%3A06%3A25Z&ske=2025-01-27T08%3A06%3A25Z&sks=b&skv=2024-05-04&sig=Lh230TWhOMMj2rv4zuxz9%2BYpZJr9S8H/8X500tnYnG4%3D"
        • type "image/tiff; application=geotiff; profile=cloud-optimized"
        • title "Band 9 - Water vapor - 60m"
        • proj:bbox[] 4 items

          • 0 600000.0

          • 1 5290200.0

          • 2 709800.0

          • 3 5400000.0
        • proj:shape[] 2 items

          • 0 1830

          • 1 1830
        • proj:transform[] 6 items

          • 0 60.0

          • 1 0.0

          • 2 600000.0

          • 3 0.0

          • 4 -60.0

          • 5 5400000.0
        • gsd 60.0
        • eo:bands[] 1 items

          • 0

            • name "B09"
            • description "Band 9 - Water vapor"
            • center_wavelength 0.945
            • full_width_half_max 0.026
        • roles[] 1 items

          • 0 "data"
      • B11

        • href "https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/32/U/PU/2021/01/01/S2B_MSIL2A_20210101T102329_N0212_R065_T32UPU_20210102T043335.SAFE/GRANULE/L2A_T32UPU_A019968_20210101T102357/IMG_DATA/R20m/T32UPU_20210101T102329_B11_20m.tif?st=2025-01-19T11%3A31%3A19Z&se=2025-01-20T12%3A16%3A19Z&sp=rl&sv=2024-05-04&sr=c&skoid=9c8ff44a-6a2c-4dfb-b298-1c9212f64d9a&sktid=72f988bf-86f1-41af-91ab-2d7cd011db47&skt=2025-01-20T08%3A06%3A25Z&ske=2025-01-27T08%3A06%3A25Z&sks=b&skv=2024-05-04&sig=Lh230TWhOMMj2rv4zuxz9%2BYpZJr9S8H/8X500tnYnG4%3D"
        • type "image/tiff; application=geotiff; profile=cloud-optimized"
        • title "Band 11 - SWIR (1.6) - 20m"
        • proj:bbox[] 4 items

          • 0 600000.0

          • 1 5290200.0

          • 2 709800.0

          • 3 5400000.0
        • proj:shape[] 2 items

          • 0 5490

          • 1 5490
        • proj:transform[] 6 items

          • 0 20.0

          • 1 0.0

          • 2 600000.0

          • 3 0.0

          • 4 -20.0

          • 5 5400000.0
        • gsd 20.0
        • eo:bands[] 1 items

          • 0

            • name "B11"
            • common_name "swir16"
            • description "Band 11 - SWIR (1.6)"
            • center_wavelength 1.61
            • full_width_half_max 0.143
        • roles[] 1 items

          • 0 "data"
      • B12

        • href "https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/32/U/PU/2021/01/01/S2B_MSIL2A_20210101T102329_N0212_R065_T32UPU_20210102T043335.SAFE/GRANULE/L2A_T32UPU_A019968_20210101T102357/IMG_DATA/R20m/T32UPU_20210101T102329_B12_20m.tif?st=2025-01-19T11%3A31%3A19Z&se=2025-01-20T12%3A16%3A19Z&sp=rl&sv=2024-05-04&sr=c&skoid=9c8ff44a-6a2c-4dfb-b298-1c9212f64d9a&sktid=72f988bf-86f1-41af-91ab-2d7cd011db47&skt=2025-01-20T08%3A06%3A25Z&ske=2025-01-27T08%3A06%3A25Z&sks=b&skv=2024-05-04&sig=Lh230TWhOMMj2rv4zuxz9%2BYpZJr9S8H/8X500tnYnG4%3D"
        • type "image/tiff; application=geotiff; profile=cloud-optimized"
        • title "Band 12 - SWIR (2.2) - 20m"
        • proj:bbox[] 4 items

          • 0 600000.0

          • 1 5290200.0

          • 2 709800.0

          • 3 5400000.0
        • proj:shape[] 2 items

          • 0 5490

          • 1 5490
        • proj:transform[] 6 items

          • 0 20.0

          • 1 0.0

          • 2 600000.0

          • 3 0.0

          • 4 -20.0

          • 5 5400000.0
        • gsd 20.0
        • eo:bands[] 1 items

          • 0

            • name "B12"
            • common_name "swir22"
            • description "Band 12 - SWIR (2.2)"
            • center_wavelength 2.19
            • full_width_half_max 0.242
        • roles[] 1 items

          • 0 "data"
      • B8A

        • href "https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/32/U/PU/2021/01/01/S2B_MSIL2A_20210101T102329_N0212_R065_T32UPU_20210102T043335.SAFE/GRANULE/L2A_T32UPU_A019968_20210101T102357/IMG_DATA/R20m/T32UPU_20210101T102329_B8A_20m.tif?st=2025-01-19T11%3A31%3A19Z&se=2025-01-20T12%3A16%3A19Z&sp=rl&sv=2024-05-04&sr=c&skoid=9c8ff44a-6a2c-4dfb-b298-1c9212f64d9a&sktid=72f988bf-86f1-41af-91ab-2d7cd011db47&skt=2025-01-20T08%3A06%3A25Z&ske=2025-01-27T08%3A06%3A25Z&sks=b&skv=2024-05-04&sig=Lh230TWhOMMj2rv4zuxz9%2BYpZJr9S8H/8X500tnYnG4%3D"
        • type "image/tiff; application=geotiff; profile=cloud-optimized"
        • title "Band 8A - Vegetation red edge 4 - 20m"
        • proj:bbox[] 4 items

          • 0 600000.0

          • 1 5290200.0

          • 2 709800.0

          • 3 5400000.0
        • proj:shape[] 2 items

          • 0 5490

          • 1 5490
        • proj:transform[] 6 items

          • 0 20.0

          • 1 0.0

          • 2 600000.0

          • 3 0.0

          • 4 -20.0

          • 5 5400000.0
        • gsd 20.0
        • eo:bands[] 1 items

          • 0

            • name "B8A"
            • common_name "rededge"
            • description "Band 8A - Vegetation red edge 4"
            • center_wavelength 0.865
            • full_width_half_max 0.033
        • roles[] 1 items

          • 0 "data"
      • SCL

        • href "https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/32/U/PU/2021/01/01/S2B_MSIL2A_20210101T102329_N0212_R065_T32UPU_20210102T043335.SAFE/GRANULE/L2A_T32UPU_A019968_20210101T102357/IMG_DATA/R20m/T32UPU_20210101T102329_SCL_20m.tif?st=2025-01-19T11%3A31%3A19Z&se=2025-01-20T12%3A16%3A19Z&sp=rl&sv=2024-05-04&sr=c&skoid=9c8ff44a-6a2c-4dfb-b298-1c9212f64d9a&sktid=72f988bf-86f1-41af-91ab-2d7cd011db47&skt=2025-01-20T08%3A06%3A25Z&ske=2025-01-27T08%3A06%3A25Z&sks=b&skv=2024-05-04&sig=Lh230TWhOMMj2rv4zuxz9%2BYpZJr9S8H/8X500tnYnG4%3D"
        • type "image/tiff; application=geotiff; profile=cloud-optimized"
        • title "Scene classfication map (SCL)"
        • proj:bbox[] 4 items

          • 0 600000.0

          • 1 5290200.0

          • 2 709800.0

          • 3 5400000.0
        • proj:shape[] 2 items

          • 0 5490

          • 1 5490
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          • 0 20.0

          • 1 0.0

          • 2 600000.0

          • 3 0.0

          • 4 -20.0

          • 5 5400000.0
        • gsd 20.0
        • roles[] 1 items

          • 0 "data"
      • WVP

        • href "https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/32/U/PU/2021/01/01/S2B_MSIL2A_20210101T102329_N0212_R065_T32UPU_20210102T043335.SAFE/GRANULE/L2A_T32UPU_A019968_20210101T102357/IMG_DATA/R10m/T32UPU_20210101T102329_WVP_10m.tif?st=2025-01-19T11%3A31%3A19Z&se=2025-01-20T12%3A16%3A19Z&sp=rl&sv=2024-05-04&sr=c&skoid=9c8ff44a-6a2c-4dfb-b298-1c9212f64d9a&sktid=72f988bf-86f1-41af-91ab-2d7cd011db47&skt=2025-01-20T08%3A06%3A25Z&ske=2025-01-27T08%3A06%3A25Z&sks=b&skv=2024-05-04&sig=Lh230TWhOMMj2rv4zuxz9%2BYpZJr9S8H/8X500tnYnG4%3D"
        • type "image/tiff; application=geotiff; profile=cloud-optimized"
        • title "Water vapour (WVP)"
        • proj:bbox[] 4 items

          • 0 600000.0

          • 1 5290200.0

          • 2 709800.0

          • 3 5400000.0
        • proj:shape[] 2 items

          • 0 10980

          • 1 10980
        • proj:transform[] 6 items

          • 0 10.0

          • 1 0.0

          • 2 600000.0

          • 3 0.0

          • 4 -10.0

          • 5 5400000.0
        • gsd 10.0
        • roles[] 1 items

          • 0 "data"
      • visual

        • href "https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/32/U/PU/2021/01/01/S2B_MSIL2A_20210101T102329_N0212_R065_T32UPU_20210102T043335.SAFE/GRANULE/L2A_T32UPU_A019968_20210101T102357/IMG_DATA/R10m/T32UPU_20210101T102329_TCI_10m.tif?st=2025-01-19T11%3A31%3A19Z&se=2025-01-20T12%3A16%3A19Z&sp=rl&sv=2024-05-04&sr=c&skoid=9c8ff44a-6a2c-4dfb-b298-1c9212f64d9a&sktid=72f988bf-86f1-41af-91ab-2d7cd011db47&skt=2025-01-20T08%3A06%3A25Z&ske=2025-01-27T08%3A06%3A25Z&sks=b&skv=2024-05-04&sig=Lh230TWhOMMj2rv4zuxz9%2BYpZJr9S8H/8X500tnYnG4%3D"
        • type "image/tiff; application=geotiff; profile=cloud-optimized"
        • title "True color image"
        • proj:bbox[] 4 items

          • 0 600000.0

          • 1 5290200.0

          • 2 709800.0

          • 3 5400000.0
        • proj:shape[] 2 items

          • 0 10980

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          • 0 10.0

          • 1 0.0

          • 2 600000.0

          • 3 0.0

          • 4 -10.0

          • 5 5400000.0
        • gsd 10.0
        • eo:bands[] 3 items

          • 0

            • name "B04"
            • common_name "red"
            • description "Band 4 - Red"
            • center_wavelength 0.665
            • full_width_half_max 0.038

          • 1

            • name "B03"
            • common_name "green"
            • description "Band 3 - Green"
            • center_wavelength 0.56
            • full_width_half_max 0.045

          • 2

            • name "B02"
            • common_name "blue"
            • description "Band 2 - Blue"
            • center_wavelength 0.49
            • full_width_half_max 0.098
        • roles[] 1 items

          • 0 "data"
      • preview

        • href "https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/32/U/PU/2021/01/01/S2B_MSIL2A_20210101T102329_N0212_R065_T32UPU_20210102T043335.SAFE/GRANULE/L2A_T32UPU_A019968_20210101T102357/QI_DATA/T32UPU_20210101T102329_PVI.tif?st=2025-01-19T11%3A31%3A19Z&se=2025-01-20T12%3A16%3A19Z&sp=rl&sv=2024-05-04&sr=c&skoid=9c8ff44a-6a2c-4dfb-b298-1c9212f64d9a&sktid=72f988bf-86f1-41af-91ab-2d7cd011db47&skt=2025-01-20T08%3A06%3A25Z&ske=2025-01-27T08%3A06%3A25Z&sks=b&skv=2024-05-04&sig=Lh230TWhOMMj2rv4zuxz9%2BYpZJr9S8H/8X500tnYnG4%3D"
        • type "image/tiff; application=geotiff; profile=cloud-optimized"
        • title "Thumbnail"
        • roles[] 1 items

          • 0 "thumbnail"
      • safe-manifest

        • href "https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/32/U/PU/2021/01/01/S2B_MSIL2A_20210101T102329_N0212_R065_T32UPU_20210102T043335.SAFE/manifest.safe?st=2025-01-19T11%3A31%3A19Z&se=2025-01-20T12%3A16%3A19Z&sp=rl&sv=2024-05-04&sr=c&skoid=9c8ff44a-6a2c-4dfb-b298-1c9212f64d9a&sktid=72f988bf-86f1-41af-91ab-2d7cd011db47&skt=2025-01-20T08%3A06%3A25Z&ske=2025-01-27T08%3A06%3A25Z&sks=b&skv=2024-05-04&sig=Lh230TWhOMMj2rv4zuxz9%2BYpZJr9S8H/8X500tnYnG4%3D"
        • type "application/xml"
        • title "SAFE manifest"
        • roles[] 1 items

          • 0 "metadata"
      • granule-metadata

        • href "https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/32/U/PU/2021/01/01/S2B_MSIL2A_20210101T102329_N0212_R065_T32UPU_20210102T043335.SAFE/GRANULE/L2A_T32UPU_A019968_20210101T102357/MTD_TL.xml?st=2025-01-19T11%3A31%3A19Z&se=2025-01-20T12%3A16%3A19Z&sp=rl&sv=2024-05-04&sr=c&skoid=9c8ff44a-6a2c-4dfb-b298-1c9212f64d9a&sktid=72f988bf-86f1-41af-91ab-2d7cd011db47&skt=2025-01-20T08%3A06%3A25Z&ske=2025-01-27T08%3A06%3A25Z&sks=b&skv=2024-05-04&sig=Lh230TWhOMMj2rv4zuxz9%2BYpZJr9S8H/8X500tnYnG4%3D"
        • type "application/xml"
        • title "Granule metadata"
        • roles[] 1 items

          • 0 "metadata"
      • inspire-metadata

        • href "https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/32/U/PU/2021/01/01/S2B_MSIL2A_20210101T102329_N0212_R065_T32UPU_20210102T043335.SAFE/INSPIRE.xml?st=2025-01-19T11%3A31%3A19Z&se=2025-01-20T12%3A16%3A19Z&sp=rl&sv=2024-05-04&sr=c&skoid=9c8ff44a-6a2c-4dfb-b298-1c9212f64d9a&sktid=72f988bf-86f1-41af-91ab-2d7cd011db47&skt=2025-01-20T08%3A06%3A25Z&ske=2025-01-27T08%3A06%3A25Z&sks=b&skv=2024-05-04&sig=Lh230TWhOMMj2rv4zuxz9%2BYpZJr9S8H/8X500tnYnG4%3D"
        • type "application/xml"
        • title "INSPIRE metadata"
        • roles[] 1 items

          • 0 "metadata"
      • product-metadata

        • href "https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/32/U/PU/2021/01/01/S2B_MSIL2A_20210101T102329_N0212_R065_T32UPU_20210102T043335.SAFE/MTD_MSIL2A.xml?st=2025-01-19T11%3A31%3A19Z&se=2025-01-20T12%3A16%3A19Z&sp=rl&sv=2024-05-04&sr=c&skoid=9c8ff44a-6a2c-4dfb-b298-1c9212f64d9a&sktid=72f988bf-86f1-41af-91ab-2d7cd011db47&skt=2025-01-20T08%3A06%3A25Z&ske=2025-01-27T08%3A06%3A25Z&sks=b&skv=2024-05-04&sig=Lh230TWhOMMj2rv4zuxz9%2BYpZJr9S8H/8X500tnYnG4%3D"
        • type "application/xml"
        • title "Product metadata"
        • roles[] 1 items

          • 0 "metadata"
      • datastrip-metadata

        • href "https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/32/U/PU/2021/01/01/S2B_MSIL2A_20210101T102329_N0212_R065_T32UPU_20210102T043335.SAFE/DATASTRIP/DS_ESRI_20210102T043337_S20210101T102357/MTD_DS.xml?st=2025-01-19T11%3A31%3A19Z&se=2025-01-20T12%3A16%3A19Z&sp=rl&sv=2024-05-04&sr=c&skoid=9c8ff44a-6a2c-4dfb-b298-1c9212f64d9a&sktid=72f988bf-86f1-41af-91ab-2d7cd011db47&skt=2025-01-20T08%3A06%3A25Z&ske=2025-01-27T08%3A06%3A25Z&sks=b&skv=2024-05-04&sig=Lh230TWhOMMj2rv4zuxz9%2BYpZJr9S8H/8X500tnYnG4%3D"
        • type "application/xml"
        • title "Datastrip metadata"
        • roles[] 1 items

          • 0 "metadata"
      • tilejson

        • href "https://planetarycomputer.microsoft.com/api/data/v1/item/tilejson.json?collection=sentinel-2-l2a&item=S2B_MSIL2A_20210101T102329_R065_T32UPU_20210102T043335&assets=visual&asset_bidx=visual%7C1%2C2%2C3&nodata=0&format=png"
        • type "application/json"
        • title "TileJSON with default rendering"
        • roles[] 1 items

          • 0 "tiles"
      • rendered_preview

        • href "https://planetarycomputer.microsoft.com/api/data/v1/item/preview.png?collection=sentinel-2-l2a&item=S2B_MSIL2A_20210101T102329_R065_T32UPU_20210102T043335&assets=visual&asset_bidx=visual%7C1%2C2%2C3&nodata=0&format=png"
        • type "image/png"
        • title "Rendered preview"
        • rel "preview"
        • roles[] 1 items

          • 0 "overview"
    • collection "sentinel-2-l2a"

Filtering the meta data

ds = tg.create(**arguments, filter={"eo:cloud_cover": {"lt": 95}})
visualize_sat_images(ds, gdf, list(reversed(arguments["bands"])))