Filter Operators with Pangeo

Filter Operators

When interacting with large data collections, it is necessary to keep in mind that it’s not possible to load everything!

Therefore, we always have to define our requirements in advance and apply them to the data using filter operators.

Let’s start again with the same sample data from the Sentinel-2 STAC Collection with an additional filter.

Properties Filter

When working with optical data like Sentinel-2, most of the times we would like to discard cloudy acquisitions as soon as possible.

We can do it using a property filter: in this case we want to keep only the acquisitions with less than 50% cloud coverage.

# STAC Catalogue Libraries
import pystac_client
import stackstac
import numpy as np
from pyproj import Proj

spatial_extent = [11.1, 46.1, 11.5, 46.5]

URL = "https://earth-search.aws.element84.com/v1"
catalog = pystac_client.Client.open(URL)
items = catalog.search(
    bbox=spatial_extent,
    collections=["sentinel-2-l2a"]
).item_collection()

datacube = stackstac.stack(items,
                     bounds_latlon=spatial_extent,
)
datacube

/srv/conda/envs/notebook/lib/python3.11/site-packages/stackstac/prepare.py:408: UserWarning: The argument 'infer_datetime_format' is deprecated and will be removed in a future version. A strict version of it is now the default, see https://pandas.pydata.org/pdeps/0004-consistent-to-datetime-parsing.html. You can safely remove this argument.
  times = pd.to_datetime(

<xarray.DataArray 'stackstac-c597f76de9eadb71259e77f79facceff' (time: 1259,
                                                                band: 32,
                                                                y: 4535, x: 3210)>
dask.array<fetch_raster_window, shape=(1259, 32, 4535, 3210), dtype=float64, chunksize=(1, 1, 1024, 1024), chunktype=numpy.ndarray>
Coordinates: (12/53)
  * time                                     (time) datetime64[ns] 2016-11-05...
    id                                       (time) <U24 'S2A_32TPS_20161105_...
  * band                                     (band) <U12 'aot' ... 'wvp-jp2'
  * x                                        (x) float64 6.611e+05 ... 6.932e+05
  * y                                        (y) float64 5.153e+06 ... 5.107e+06
    grid:code                                <U10 'MGRS-32TPS'
    ...                                       ...
    raster:bands                             (band) object [{'nodata': 0, 'da...
    gsd                                      (band) object None 10 ... None None
    common_name                              (band) object None 'blue' ... None
    center_wavelength                        (band) object None 0.49 ... None
    full_width_half_max                      (band) object None 0.098 ... None
    epsg                                     int64 32632
Attributes:
    spec:        RasterSpec(epsg=32632, bounds=(661130.0, 5107300.0, 693230.0...
    crs:         epsg:32632
    transform:   | 10.00, 0.00, 661130.00|\n| 0.00,-10.00, 5152650.00|\n| 0.0...
    resolution:  10.0

xarray.DataArray

'stackstac-c597f76de9eadb71259e77f79facceff'

• time: 1259
• band: 32
• y: 4535
• x: 3210

• dask.array<chunksize=(1, 1, 1024, 1024), meta=np.ndarray>

  Array Chunk Bytes 4.27 TiB 8.00 MiB Shape (1259, 32, 4535, 3210) (1, 1, 1024, 1024) Dask graph 805760 chunks in 3 graph layers Data type float64 numpy.ndarray

• Coordinates: (53)
  • time
    (time)
    datetime64[ns]
    2016-11-05T10:12:57.363000 ... 2...

    array(['2016-11-05T10:12:57.363000000', '2016-11-08T10:24:25.911000000',
           '2016-11-15T10:13:01.462000000', ..., '2024-07-26T10:18:01.769000000',
           '2024-07-29T10:27:58.129000000', '2024-07-31T10:18:00.089000000'],
          dtype='datetime64[ns]')

  • id
    (time)
    <U24
    'S2A_32TPS_20161105_0_L2A' ... '...

    array(['S2A_32TPS_20161105_0_L2A', 'S2A_32TPS_20161108_0_L2A',
           'S2A_32TPS_20161115_0_L2A', ..., 'S2A_32TPS_20240726_0_L2A',
           'S2A_32TPS_20240729_0_L2A', 'S2B_32TPS_20240731_0_L2A'],
          dtype='<U24')

  • band
    (band)
    <U12
    'aot' 'blue' ... 'wvp-jp2'

    array(['aot', 'blue', 'coastal', 'green', 'nir', 'nir08', 'nir09', 'red',
           'rededge1', 'rededge2', 'rededge3', 'scl', 'swir16', 'swir22', 'visual',
           'wvp', 'aot-jp2', 'blue-jp2', 'coastal-jp2', 'green-jp2', 'nir-jp2',
           'nir08-jp2', 'nir09-jp2', 'red-jp2', 'rededge1-jp2', 'rededge2-jp2',
           'rededge3-jp2', 'scl-jp2', 'swir16-jp2', 'swir22-jp2', 'visual-jp2',
           'wvp-jp2'], dtype='<U12')

  • x
    (x)
    float64
    6.611e+05 6.611e+05 ... 6.932e+05

    array([661130., 661140., 661150., ..., 693200., 693210., 693220.])

  • y
    (y)
    float64
    5.153e+06 5.153e+06 ... 5.107e+06

    array([5152650., 5152640., 5152630., ..., 5107330., 5107320., 5107310.])

  • grid:code
    ()
    <U10
    'MGRS-32TPS'

    array('MGRS-32TPS', dtype='<U10')

  • s2:unclassified_percentage
    (time)
    object
    0.000577 4.827457 ... 0.617149

    array([0.000577, 4.827457, 5.253749, ..., 2.763033, 0.794875, 0.617149],
          dtype=object)

  • updated
    (time)
    <U24
    '2022-11-08T11:45:48.722Z' ... '...

    array(['2022-11-08T11:45:48.722Z', '2022-11-08T12:04:13.289Z',
           '2022-11-08T11:45:57.228Z', ..., '2024-07-26T21:28:24.209Z',
           '2024-07-29T21:34:31.698Z', '2024-07-31T15:07:32.884Z'],
          dtype='<U24')

  • platform
    (time)
    <U11
    'sentinel-2a' ... 'sentinel-2b'

    array(['sentinel-2a', 'sentinel-2a', 'sentinel-2a', ..., 'sentinel-2a',
           'sentinel-2a', 'sentinel-2b'], dtype='<U11')

  • s2:product_uri
    (time)
    <U65
    'S2A_MSIL2A_20161105T101212_N000...

    array(['S2A_MSIL2A_20161105T101212_N0001_R022_T32TPS_20190504T200850.SAFE',
           'S2A_MSIL2A_20161108T102232_N0001_R065_T32TPS_20190504T224514.SAFE',
           'S2A_MSIL2A_20161115T101302_N0001_R022_T32TPS_20190504T225048.SAFE',
           ...,
           'S2A_MSIL2A_20240726T100601_N0511_R022_T32TPS_20240726T193850.SAFE',
           'S2A_MSIL2A_20240729T102021_N0511_R065_T32TPS_20240729T194952.SAFE',
           'S2B_MSIL2A_20240731T100559_N0511_R022_T32TPS_20240731T125141.SAFE'],
          dtype='<U65')

  • s2:product_type
    ()
    <U7
    'S2MSI2A'

    array('S2MSI2A', dtype='<U7')

  • earthsearch:boa_offset_applied
    (time)
    bool
    False False False ... True True

    array([False, False, False, ...,  True,  True,  True])

  • created
    (time)
    <U24
    '2022-11-08T11:45:48.722Z' ... '...

    array(['2022-11-08T11:45:48.722Z', '2022-11-08T12:04:13.289Z',
           '2022-11-08T11:45:57.228Z', ..., '2024-07-26T21:28:24.209Z',
           '2024-07-29T21:34:31.698Z', '2024-07-31T15:07:32.884Z'],
          dtype='<U24')

  • earthsearch:payload_id
    (time)
    <U74
    'roda-sentinel2/workflow-sentine...

    array(['roda-sentinel2/workflow-sentinel2-to-stac/249007ea3ff873c910a70dc02d37037c',
           'roda-sentinel2/workflow-sentinel2-to-stac/f399a0fb22b847b69d4d5bfe68397e5e',
           'roda-sentinel2/workflow-sentinel2-to-stac/cb2b26e940c89571747a6de3ef8c178c',
           ...,
           'roda-sentinel2/workflow-sentinel2-to-stac/8a3e3286d6d4ede9b2b4fc1c048cd97f',
           'roda-sentinel2/workflow-sentinel2-to-stac/4fd282b7def1fa62da8aa0cfacaa8631',
           'roda-sentinel2/workflow-sentinel2-to-stac/7c0bdbe7cd53530b4d48355490e624dc'],
          dtype='<U74')

  • s2:dark_features_percentage
    (time)
    object
    1.844513 14.630641 ... None None

    array([1.844513, 14.630641, 19.814493, ..., None, None, None],
          dtype=object)

  • s2:granule_id
    (time)
    <U62
    'S2A_OPER_MSI_L2A_TL_SHIT_201905...

    array(['S2A_OPER_MSI_L2A_TL_SHIT_20190504T200851_A007169_T32TPS_N00.01',
           'S2A_OPER_MSI_L2A_TL_SHIT_20190504T224516_A007212_T32TPS_N00.01',
           'S2A_OPER_MSI_L2A_TL_SHIT_20190504T225049_A007312_T32TPS_N00.01',
           ...,
           'S2A_OPER_MSI_L2A_TL_2APS_20240726T193850_A047495_T32TPS_N05.11',
           'S2A_OPER_MSI_L2A_TL_2APS_20240729T194952_A047538_T32TPS_N05.11',
           'S2B_OPER_MSI_L2A_TL_2BPS_20240731T125141_A038658_T32TPS_N05.11'],
          dtype='<U62')

  • earthsearch:s3_path
    (time)
    <U80
    's3://sentinel-cogs/sentinel-s2-...

    array(['s3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2016/11/S2A_32TPS_20161105_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2016/11/S2A_32TPS_20161108_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2016/11/S2A_32TPS_20161115_0_L2A',
           ...,
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2024/7/S2A_32TPS_20240726_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2024/7/S2A_32TPS_20240729_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2024/7/S2B_32TPS_20240731_0_L2A'],
          dtype='<U80')

  • s2:thin_cirrus_percentage
    (time)
    object
    0.682698 2.235039 ... 0.024204

    array([0.682698, 2.235039, 3.950845, ..., 4.1063, 0.036718, 0.024204],
          dtype=object)

  • s2:generation_time
    (time)
    <U27
    '2019-05-04T20:08:50.339Z' ... '...

    array(['2019-05-04T20:08:50.339Z', '2019-05-04T22:45:14.389Z',
           '2019-05-04T22:50:48.946Z', ..., '2024-07-26T19:38:50.000000Z',
           '2024-07-29T19:49:52.000000Z', '2024-07-31T12:51:41.000000Z'],
          dtype='<U27')

  • s2:vegetation_percentage
    (time)
    object
    0 5.312433 ... 63.926095 75.687724

    array([0, 5.312433, 18.813984, ..., 31.662956, 63.926095, 75.687724],
          dtype=object)

  • s2:medium_proba_clouds_percentage
    (time)
    object
    64.458448 16.624644 ... 3.136772

    array([64.458448, 16.624644, 10.629322, ..., 17.239113, 7.216818,
           3.136772], dtype=object)

  • s2:high_proba_clouds_percentage
    (time)
    object
    24.661314 22.209878 ... 5.265974

    array([24.661314, 22.209878, 6.867649, ..., 34.152567, 9.40951, 5.265974],
          dtype=object)

  • s2:datatake_id
    (time)
    <U34
    'GS2A_20161105T101212_007169_N00...

    array(['GS2A_20161105T101212_007169_N00.01',
           'GS2A_20161108T102232_007212_N00.01',
           'GS2A_20161115T101302_007312_N00.01', ...,
           'GS2A_20240726T100601_047495_N05.11',
           'GS2A_20240729T102021_047538_N05.11',
           'GS2B_20240731T100559_038658_N05.11'], dtype='<U34')

  • s2:datastrip_id
    (time)
    <U64
    'S2A_OPER_MSI_L2A_DS_SHIT_201905...

    array(['S2A_OPER_MSI_L2A_DS_SHIT_20190504T200851_S20161105T101257_N00.01',
           'S2A_OPER_MSI_L2A_DS_SHIT_20190504T224516_S20161108T102425_N00.01',
           'S2A_OPER_MSI_L2A_DS_SHIT_20190504T225049_S20161115T101301_N00.01',
           ...,
           'S2A_OPER_MSI_L2A_DS_2APS_20240726T193850_S20240726T101606_N05.11',
           'S2A_OPER_MSI_L2A_DS_2APS_20240729T194952_S20240729T102559_N05.11',
           'S2B_OPER_MSI_L2A_DS_2BPS_20240731T125141_S20240731T101303_N05.11'],
          dtype='<U64')

  • s2:sequence
    (time)
    <U1
    '0' '0' '0' '0' ... '0' '0' '0' '0'

    array(['0', '0', '0', ..., '0', '0', '0'], dtype='<U1')

  • s2:water_percentage
    (time)
    object
    0 1.504413 ... 0.341176 0.310865

    array([0, 1.504413, 1.718854, ..., 0.11072, 0.341176, 0.310865],
          dtype=object)

  • eo:cloud_cover
    (time)
    object
    89.802461 41.069562 ... 8.426949

    array([89.802461, 41.069562, 21.447816, ..., 55.49798, 16.663046,
           8.426949], dtype=object)

  • s2:snow_ice_percentage
    (time)
    object
    8.188291 27.784669 ... 1.11413

    array([8.188291, 27.784669, 24.088357, ..., 1.836859, 1.480092, 1.11413],
          dtype=object)

  • s2:nodata_pixel_percentage
    (time)
    object
    0 11.344289 ... 11.29414 0.001181

    array([0, 11.344289, 7e-05, ..., 0, 11.29414, 0.001181], dtype=object)

  • instruments
    ()
    <U3
    'msi'

    array('msi', dtype='<U3')

  • processing:software
    (time)
    object
    {'sentinel2-to-stac': '0.1.0'} ....

    array([{'sentinel2-to-stac': '0.1.0'}, {'sentinel2-to-stac': '0.1.0'},
           {'sentinel2-to-stac': '0.1.0'}, ...,
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.1'},
           {'sentinel2-to-stac': '0.1.1'}], dtype=object)

  • mgrs:grid_square
    ()
    <U2
    'PS'

    array('PS', dtype='<U2')

  • s2:saturated_defective_pixel_percentage
    ()
    int64
    0

    array(0)

  • view:sun_elevation
    (time)
    float64
    26.99 26.4 24.21 ... 59.96 58.69

    array([26.98508106, 26.39590817, 24.205512  , ..., 59.77937479,
           59.96049409, 58.68899611])

  • s2:processing_baseline
    (time)
    <U5
    '00.01' '00.01' ... '05.11' '05.11'

    array(['00.01', '00.01', '00.01', ..., '05.11', '05.11', '05.11'],
          dtype='<U5')

  • mgrs:latitude_band
    ()
    <U1
    'T'

    array('T', dtype='<U1')

  • s2:not_vegetated_percentage
    (time)
    object
    0.164157 1.850666 ... 10.899296

    array([0.164157, 1.850666, 4.228496, ..., 5.867754, 12.102448, 10.899296],
          dtype=object)

  • constellation
    ()
    <U10
    'sentinel-2'

    array('sentinel-2', dtype='<U10')

  • mgrs:utm_zone
    ()
    int64
    32

    array(32)

  • view:sun_azimuth
    (time)
    float64
    168.8 171.5 168.9 ... 153.6 149.6

    array([168.76730404, 171.5007273 , 168.92490676, ..., 148.63701716,
           153.55374566, 149.56242668])

  • s2:datatake_type
    ()
    <U8
    'INS-NOBS'

    array('INS-NOBS', dtype='<U8')

  • s2:reflectance_conversion_factor
    (time)
    float64
    1.016 1.018 1.021 ... 0.9694 0.9698

    array([1.01622743, 1.01776269, 1.02115259, ..., 0.96887023, 0.96941324,
           0.9698166 ])

  • s2:degraded_msi_data_percentage
    (time)
    object
    0 0 0 0 ... 0.0105 0.0256 0.0303

    array([0, 0, 0, ..., 0.0105, 0.0256, 0.0303], dtype=object)

  • proj:epsg
    ()
    int64
    32632

    array(32632)

  • s2:cloud_shadow_percentage
    (time)
    object
    0 3.020158 ... 1.713186 0.917762

    array([0, 3.020158, 4.634248, ..., 1.446571, 1.713186, 0.917762],
          dtype=object)

  • s2:mgrs_tile
    (time)
    object
    None None None ... None None None

    array([None, None, None, ..., None, None, None], dtype=object)

  • title
    (band)
    <U31
    'Aerosol optical thickness (AOT)...

    array(['Aerosol optical thickness (AOT)', 'Blue (band 2) - 10m',
           'Coastal aerosol (band 1) - 60m', 'Green (band 3) - 10m',
           'NIR 1 (band 8) - 10m', 'NIR 2 (band 8A) - 20m',
           'NIR 3 (band 9) - 60m', 'Red (band 4) - 10m',
           'Red edge 1 (band 5) - 20m', 'Red edge 2 (band 6) - 20m',
           'Red edge 3 (band 7) - 20m', 'Scene classification map (SCL)',
           'SWIR 1 (band 11) - 20m', 'SWIR 2 (band 12) - 20m',
           'True color image', 'Water vapour (WVP)',
           'Aerosol optical thickness (AOT)', 'Blue (band 2) - 10m',
           'Coastal aerosol (band 1) - 60m', 'Green (band 3) - 10m',
           'NIR 1 (band 8) - 10m', 'NIR 2 (band 8A) - 20m',
           'NIR 3 (band 9) - 60m', 'Red (band 4) - 10m',
           'Red edge 1 (band 5) - 20m', 'Red edge 2 (band 6) - 20m',
           'Red edge 3 (band 7) - 20m', 'Scene classification map (SCL)',
           'SWIR 1 (band 11) - 20m', 'SWIR 2 (band 12) - 20m',
           'True color image', 'Water vapour (WVP)'], dtype='<U31')

  • raster:bands
    (band)
    object
    [{'nodata': 0, 'data_type': 'uin...

    array([list([{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.001, 'offset': 0}]),
           None, None, None, None, None, None, None, None, None, None,
           list([{'nodata': 0, 'data_type': 'uint8', 'spatial_resolution': 20}]),
           None, None, None,
           list([{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'unit': 'cm', 'scale': 0.001, 'offset': 0}]),
           list([{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.001, 'offset': 0}]),
           None, None, None, None, None, None, None, None, None, None,
           list([{'nodata': 0, 'data_type': 'uint8', 'spatial_resolution': 20}]),
           None, None, None,
           list([{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'unit': 'cm', 'scale': 0.001, 'offset': 0}])],
          dtype=object)

  • gsd
    (band)
    object
    None 10 60 10 ... 20 20 None None

    array([None, 10, 60, 10, 10, 20, 60, 10, 20, 20, 20, None, 20, 20, None,
           None, None, 10, 60, 10, 10, 20, 60, 10, 20, 20, 20, None, 20, 20,
           None, None], dtype=object)

  • common_name
    (band)
    object
    None 'blue' 'coastal' ... None None

    array([None, 'blue', 'coastal', 'green', 'nir', 'nir08', 'nir09', 'red',
           'rededge', 'rededge', 'rededge', None, 'swir16', 'swir22', None,
           None, None, 'blue', 'coastal', 'green', 'nir', 'nir08', 'nir09',
           'red', 'rededge', 'rededge', 'rededge', None, 'swir16', 'swir22',
           None, None], dtype=object)

  • center_wavelength
    (band)
    object
    None 0.49 0.443 ... 2.19 None None

    array([None, 0.49, 0.443, 0.56, 0.842, 0.865, 0.945, 0.665, 0.704, 0.74,
           0.783, None, 1.61, 2.19, None, None, None, 0.49, 0.443, 0.56,
           0.842, 0.865, 0.945, 0.665, 0.704, 0.74, 0.783, None, 1.61, 2.19,
           None, None], dtype=object)

  • full_width_half_max
    (band)
    object
    None 0.098 0.027 ... None None

    array([None, 0.098, 0.027, 0.045, 0.145, 0.033, 0.026, 0.038, 0.019,
           0.018, 0.028, None, 0.143, 0.242, None, None, None, 0.098, 0.027,
           0.045, 0.145, 0.033, 0.026, 0.038, 0.019, 0.018, 0.028, None,
           0.143, 0.242, None, None], dtype=object)

  • epsg
    ()
    int64
    32632

    array(32632)

• Indexes: (4)
  • time
    PandasIndex

    PandasIndex(DatetimeIndex(['2016-11-05 10:12:57.363000', '2016-11-08 10:24:25.911000',
                   '2016-11-15 10:13:01.462000', '2016-11-18 10:23:18.464000',
                   '2016-11-25 10:13:40.461000', '2016-11-28 10:23:54.458000',
                   '2016-12-05 10:14:12.679000', '2016-12-08 10:24:18.464000',
                   '2016-12-15 10:15:10.357000', '2016-12-18 10:26:06.867000',
                   ...
                   '2024-07-09 10:27:58.724000', '2024-07-11 10:18:01.117000',
                   '2024-07-14 10:27:58.133000', '2024-07-16 10:18:00.657000',
                   '2024-07-19 10:27:56.200000', '2024-07-21 10:18:02.727000',
                   '2024-07-24 10:27:58.552000', '2024-07-26 10:18:01.769000',
                   '2024-07-29 10:27:58.129000', '2024-07-31 10:18:00.089000'],
                  dtype='datetime64[ns]', name='time', length=1259, freq=None))

  • band
    PandasIndex

    PandasIndex(Index(['aot', 'blue', 'coastal', 'green', 'nir', 'nir08', 'nir09', 'red',
           'rededge1', 'rededge2', 'rededge3', 'scl', 'swir16', 'swir22', 'visual',
           'wvp', 'aot-jp2', 'blue-jp2', 'coastal-jp2', 'green-jp2', 'nir-jp2',
           'nir08-jp2', 'nir09-jp2', 'red-jp2', 'rededge1-jp2', 'rededge2-jp2',
           'rededge3-jp2', 'scl-jp2', 'swir16-jp2', 'swir22-jp2', 'visual-jp2',
           'wvp-jp2'],
          dtype='object', name='band'))

  • x
    PandasIndex

    PandasIndex(Index([661130.0, 661140.0, 661150.0, 661160.0, 661170.0, 661180.0, 661190.0,
           661200.0, 661210.0, 661220.0,
           ...
           693130.0, 693140.0, 693150.0, 693160.0, 693170.0, 693180.0, 693190.0,
           693200.0, 693210.0, 693220.0],
          dtype='float64', name='x', length=3210))

  • y
    PandasIndex

    PandasIndex(Index([5152650.0, 5152640.0, 5152630.0, 5152620.0, 5152610.0, 5152600.0,
           5152590.0, 5152580.0, 5152570.0, 5152560.0,
           ...
           5107400.0, 5107390.0, 5107380.0, 5107370.0, 5107360.0, 5107350.0,
           5107340.0, 5107330.0, 5107320.0, 5107310.0],
          dtype='float64', name='y', length=4535))

• Attributes: (4)

  spec :

  RasterSpec(epsg=32632, bounds=(661130.0, 5107300.0, 693230.0, 5152650.0), resolutions_xy=(10.0, 10.0))

  crs :

  epsg:32632

  transform :

  | 10.00, 0.00, 661130.00| | 0.00,-10.00, 5152650.00| | 0.00, 0.00, 1.00|

  resolution :

  10.0

Let’s filter out scenes with >50% cloud coverage (according to the eo:cloud_cover field set by the data provider).

lowcloud = datacube[datacube["eo:cloud_cover"] < 50]
lowcloud

<xarray.DataArray 'stackstac-c597f76de9eadb71259e77f79facceff' (time: 688,
                                                                band: 32,
                                                                y: 4535, x: 3210)>
dask.array<getitem, shape=(688, 32, 4535, 3210), dtype=float64, chunksize=(1, 1, 1024, 1024), chunktype=numpy.ndarray>
Coordinates: (12/53)
  * time                                     (time) datetime64[ns] 2016-11-08...
    id                                       (time) <U24 'S2A_32TPS_20161108_...
  * band                                     (band) <U12 'aot' ... 'wvp-jp2'
  * x                                        (x) float64 6.611e+05 ... 6.932e+05
  * y                                        (y) float64 5.153e+06 ... 5.107e+06
    grid:code                                <U10 'MGRS-32TPS'
    ...                                       ...
    raster:bands                             (band) object [{'nodata': 0, 'da...
    gsd                                      (band) object None 10 ... None None
    common_name                              (band) object None 'blue' ... None
    center_wavelength                        (band) object None 0.49 ... None
    full_width_half_max                      (band) object None 0.098 ... None
    epsg                                     int64 32632
Attributes:
    spec:        RasterSpec(epsg=32632, bounds=(661130.0, 5107300.0, 693230.0...
    crs:         epsg:32632
    transform:   | 10.00, 0.00, 661130.00|\n| 0.00,-10.00, 5152650.00|\n| 0.0...
    resolution:  10.0

xarray.DataArray

'stackstac-c597f76de9eadb71259e77f79facceff'

• time: 688
• band: 32
• y: 4535
• x: 3210

• dask.array<chunksize=(1, 1, 1024, 1024), meta=np.ndarray>

  Array Chunk Bytes 2.33 TiB 8.00 MiB Shape (688, 32, 4535, 3210) (1, 1, 1024, 1024) Dask graph 440320 chunks in 4 graph layers Data type float64 numpy.ndarray

• Coordinates: (53)
  • time
    (time)
    datetime64[ns]
    2016-11-08T10:24:25.911000 ... 2...

    array(['2016-11-08T10:24:25.911000000', '2016-11-15T10:13:01.462000000',
           '2016-11-28T10:23:54.458000000', ..., '2024-07-21T10:18:02.727000000',
           '2024-07-29T10:27:58.129000000', '2024-07-31T10:18:00.089000000'],
          dtype='datetime64[ns]')

  • id
    (time)
    <U24
    'S2A_32TPS_20161108_0_L2A' ... '...

    array(['S2A_32TPS_20161108_0_L2A', 'S2A_32TPS_20161115_0_L2A',
           'S2A_32TPS_20161128_0_L2A', 'S2A_32TPS_20161205_0_L2A',
           'S2A_32TPS_20161208_0_L2A', 'S2A_32TPS_20161215_0_L2A',
           'S2A_32TPS_20161218_0_L2A', 'S2A_32TPS_20161225_0_L2A',
           'S2A_32TPS_20161228_0_L2A', 'S2A_32TPS_20170716_0_L2A',
           'S2B_32TPS_20180124_0_L2A', 'S2B_32TPS_20180308_0_L2A',
           'S2B_32TPS_20180328_0_L2A', 'S2A_32TPS_20180402_0_L2A',
           'S2A_32TPS_20180402_1_L2A', 'S2B_32TPS_20180407_0_L2A',
           'S2B_32TPS_20180414_0_L2A', 'S2B_32TPS_20180417_0_L2A',
           'S2A_32TPS_20180419_0_L2A', 'S2A_32TPS_20180422_0_L2A',
           'S2A_32TPS_20180422_1_L2A', 'S2B_32TPS_20180424_0_L2A',
           'S2A_32TPS_20180601_0_L2A', 'S2B_32TPS_20180616_0_L2A',
           'S2A_32TPS_20180618_0_L2A', 'S2A_32TPS_20180621_0_L2A',
           'S2B_32TPS_20180623_0_L2A', 'S2B_32TPS_20180626_0_L2A',
           'S2B_32TPS_20180626_1_L2A', 'S2A_32TPS_20180701_0_L2A',
           'S2A_32TPS_20180701_1_L2A', 'S2B_32TPS_20180703_0_L2A',
           'S2A_32TPS_20180708_0_L2A', 'S2A_32TPS_20180708_3_L2A',
           'S2B_32TPS_20180713_0_L2A', 'S2A_32TPS_20180718_0_L2A',
           'S2A_32TPS_20180718_1_L2A', 'S2B_32TPS_20180726_0_L2A',
           'S2A_32TPS_20180728_0_L2A', 'S2A_32TPS_20180731_0_L2A',
    ...
           'S2B_32TPS_20231124_0_L2A', 'S2B_32TPS_20231127_0_L2A',
           'S2A_32TPS_20231129_0_L2A', 'S2B_32TPS_20231207_0_L2A',
           'S2A_32TPS_20231209_0_L2A', 'S2B_32TPS_20231214_0_L2A',
           'S2B_32TPS_20231217_0_L2A', 'S2A_32TPS_20231219_0_L2A',
           'S2B_32TPS_20231224_0_L2A', 'S2B_32TPS_20231227_0_L2A',
           'S2B_32TPS_20240103_0_L2A', 'S2A_32TPS_20240111_1_L2A',
           'S2B_32TPS_20240113_0_L2A', 'S2B_32TPS_20240116_0_L2A',
           'S2A_32TPS_20240121_0_L2A', 'S2B_32TPS_20240123_0_L2A',
           'S2B_32TPS_20240126_0_L2A', 'S2A_32TPS_20240128_0_L2A',
           'S2B_32TPS_20240202_0_L2A', 'S2B_32TPS_20240205_0_L2A',
           'S2B_32TPS_20240215_0_L2A', 'S2A_32TPS_20240220_0_L2A',
           'S2B_32TPS_20240313_0_L2A', 'S2B_32TPS_20240316_0_L2A',
           'S2B_32TPS_20240402_0_L2A', 'S2A_32TPS_20240407_0_L2A',
           'S2B_32TPS_20240412_0_L2A', 'S2B_32TPS_20240425_0_L2A',
           'S2A_32TPS_20240606_0_L2A', 'S2A_32TPS_20240619_0_L2A',
           'S2B_32TPS_20240704_0_L2A', 'S2A_32TPS_20240709_0_L2A',
           'S2B_32TPS_20240711_0_L2A', 'S2B_32TPS_20240714_0_L2A',
           'S2A_32TPS_20240719_0_L2A', 'S2B_32TPS_20240721_0_L2A',
           'S2A_32TPS_20240729_0_L2A', 'S2B_32TPS_20240731_0_L2A'],
          dtype='<U24')

  • band
    (band)
    <U12
    'aot' 'blue' ... 'wvp-jp2'

    array(['aot', 'blue', 'coastal', 'green', 'nir', 'nir08', 'nir09', 'red',
           'rededge1', 'rededge2', 'rededge3', 'scl', 'swir16', 'swir22', 'visual',
           'wvp', 'aot-jp2', 'blue-jp2', 'coastal-jp2', 'green-jp2', 'nir-jp2',
           'nir08-jp2', 'nir09-jp2', 'red-jp2', 'rededge1-jp2', 'rededge2-jp2',
           'rededge3-jp2', 'scl-jp2', 'swir16-jp2', 'swir22-jp2', 'visual-jp2',
           'wvp-jp2'], dtype='<U12')

  • x
    (x)
    float64
    6.611e+05 6.611e+05 ... 6.932e+05

    array([661130., 661140., 661150., ..., 693200., 693210., 693220.])

  • y
    (y)
    float64
    5.153e+06 5.153e+06 ... 5.107e+06

    array([5152650., 5152640., 5152630., ..., 5107330., 5107320., 5107310.])

  • grid:code
    ()
    <U10
    'MGRS-32TPS'

    array('MGRS-32TPS', dtype='<U10')

  • s2:unclassified_percentage
    (time)
    object
    4.827457 5.253749 ... 0.617149

    array([4.827457, 5.253749, 5.489837, 4.052247, 4.710426, 4.071144,
           5.195199, 6.043316, 4.808655, 1.717609, 5.420588, 9.280977,
           8.551812, 7.303479, 0.303118, 7.539508, 9.475724, 5.456717,
           5.909364, 5.594448, 0.371043, 5.466987, 4.358478, 3.439552,
           3.927159, 4.376997, 2.976867, 4.058516, 1.663498, 4.843621,
           1.244462, 5.249153, 4.255232, 1.372819, 4.26336, 3.965972,
           0.934582, 4.501995, 3.978103, 4.030671, 1.056863, 4.559057,
           1.179022, 6.044776, 1.711439, 5.925489, 1.566066, 5.030606,
           2.001484, 6.699011, 3.317273, 0.482566, 5.468149, 2.296727,
           6.54409, 4.218559, 0.61944, 4.174412, 0.527208, 7.037218, 4.932306,
           5.010351, 0.775832, 5.282624, 0.605305, 4.480391, 0.546329,
           6.014818, 5.313614, 5.417484, 4.914585, 6.086851, 1.247748,
           8.02529, 7.648765, 5.890201, 6.469564, 7.410264, 6.457137,
           0.178379, 5.538655, 5.445273, 6.654172, 5.355078, 5.909139,
           4.854013, 4.751668, 4.762112, 5.336205, 5.429186, 5.347764,
           6.148932, 5.448018, 5.014076, 6.215442, 6.032788, 5.640598,
           4.89477, 3.581112, 4.503651, 5.543773, 6.204186, 5.974628,
           5.612632, 0.043751, 6.777608, 6.077614, 6.867857, 6.43759,
           5.286334, 4.453562, 5.392561, 4.577908, 5.002561, 4.264689,
           3.692116, 8.155444, 4.494771, 4.265018, 3.509952, 3.469744,
    ...
           0.140196, 1.188168, 1.279109, 2.928638, 2.449215, 0.459179,
           0.884276, 0.045817, 0.350719, 1.536059, 4.323839, 2.194175,
           0.778169, 1.460939, 0.744171, 3.456356, 1.661124, 1.11131,
           1.211402, 0.003939, 0.36652, 0.362508, 0.476133, 1.146168,
           1.815482, 1.674535, 0.074076, 0.566254, 0.316326, 0.205658,
           1.212467, 0.001256, 0.122292, 0.276587, 0.005043, 0.00202,
           0.191439, 0.004315, 0.689747, 14.775133, 1.343688, 1.914122,
           0.97785, 0.441651, 0.871344, 2.391583, 1.766776, 0.586556,
           1.244172, 0.524517, 0.419302, 1.364673, 0.681803, 5.680941,
           0.117281, 1.178704, 0.397354, 0.709644, 0.762128, 1.815805,
           4.67599, 0.141778, 1.698304, 0.08823, 0.098509, 2.0907, 5.729188,
           0.902038, 0.153501, 0.077269, 0.000843, 0.806299, 0.746909,
           1.438419, 4.404051, 1.886673, 2.236847, 2.307511, 0.262786,
           0.837335, 0.549131, 0.096277, 1.384116, 0.067768, 0.046409,
           0.905043, 0.202179, 0.001707, 0.001204, 0.233705, 0.857313,
           1.058215, 0.008168, 0.002867, 0.010108, 0.744498, 0.243954,
           1.611277, 0.002097, 2.339961, 0.025567, 0.646518, 1.288781,
           0.426136, 0.916146, 1.713246, 0.540177, 0.331144, 1.228923,
           1.701368, 0.624189, 1.093306, 0.773325, 0.657589, 0.63284,
           1.169072, 0.781952, 0.794875, 0.617149], dtype=object)

  • updated
    (time)
    <U24
    '2022-11-08T12:04:13.289Z' ... '...

    array(['2022-11-08T12:04:13.289Z', '2022-11-08T11:45:57.228Z',
           '2022-11-08T11:45:48.030Z', '2022-11-08T11:48:22.923Z',
           '2022-11-08T11:47:34.155Z', '2022-11-08T12:04:14.741Z',
           '2022-11-08T11:48:22.390Z', '2022-11-08T11:48:23.433Z',
           '2022-11-08T11:48:28.986Z', '2022-11-08T11:50:26.339Z',
           '2022-11-08T11:48:26.509Z', '2022-11-08T12:04:09.409Z',
           '2022-11-08T11:47:56.010Z', '2022-11-08T11:50:14.096Z',
           '2024-03-17T06:22:19.457Z', '2022-11-08T11:47:54.685Z',
           '2022-11-08T11:50:57.906Z', '2022-11-08T11:51:00.574Z',
           '2022-11-08T11:50:12.616Z', '2022-11-08T12:04:54.762Z',
           '2024-03-26T02:21:48.168Z', '2022-11-08T12:04:57.795Z',
           '2022-11-08T11:48:40.574Z', '2022-11-08T11:48:26.439Z',
           '2022-11-08T11:48:26.960Z', '2022-11-08T11:48:26.782Z',
           '2022-11-08T12:04:35.488Z', '2022-11-08T12:04:35.700Z',
           '2024-03-12T12:38:23.467Z', '2022-11-08T12:04:41.256Z',
           '2024-03-10T06:07:13.170Z', '2022-11-08T11:49:29.403Z',
           '2022-11-08T12:04:27.441Z', '2024-03-08T06:01:58.488Z',
           '2022-11-08T12:06:29.998Z', '2022-11-08T11:52:03.565Z',
           '2024-02-12T10:48:56.110Z', '2022-11-08T12:06:15.485Z',
           '2022-11-08T11:49:29.040Z', '2022-11-08T12:05:18.440Z',
    ...
           '2023-11-24T15:56:02.379Z', '2023-11-27T14:13:42.366Z',
           '2023-11-29T16:30:24.817Z', '2023-12-07T15:26:32.799Z',
           '2023-12-09T14:19:59.340Z', '2023-12-14T16:22:43.417Z',
           '2023-12-17T15:17:35.603Z', '2023-12-19T14:08:05.838Z',
           '2023-12-24T15:23:29.840Z', '2023-12-27T14:17:36.693Z',
           '2024-01-03T14:45:19.146Z', '2024-01-11T23:45:21.763Z',
           '2024-01-17T04:16:39.512Z', '2024-01-17T04:41:15.018Z',
           '2024-01-21T16:34:09.765Z', '2024-01-23T14:54:17.939Z',
           '2024-01-26T14:52:08.330Z', '2024-01-28T14:13:23.145Z',
           '2024-02-02T16:12:17.410Z', '2024-02-05T15:56:51.814Z',
           '2024-02-16T15:48:03.739Z', '2024-02-20T16:30:43.356Z',
           '2024-03-13T15:51:38.483Z', '2024-03-16T16:19:52.332Z',
           '2024-04-02T16:28:36.274Z', '2024-04-07T20:56:23.224Z',
           '2024-04-12T14:57:49.780Z', '2024-04-25T16:46:57.431Z',
           '2024-06-06T20:03:50.033Z', '2024-06-19T18:07:01.410Z',
           '2024-07-04T15:16:30.626Z', '2024-07-09T16:29:46.743Z',
           '2024-07-11T16:33:16.560Z', '2024-07-14T14:52:35.959Z',
           '2024-07-19T15:46:26.551Z', '2024-07-21T14:55:37.367Z',
           '2024-07-29T21:34:31.698Z', '2024-07-31T15:07:32.884Z'],
          dtype='<U24')

  • platform
    (time)
    <U11
    'sentinel-2a' ... 'sentinel-2b'

    array(['sentinel-2a', 'sentinel-2a', 'sentinel-2a', 'sentinel-2a',
           'sentinel-2a', 'sentinel-2a', 'sentinel-2a', 'sentinel-2a',
           'sentinel-2a', 'sentinel-2a', 'sentinel-2b', 'sentinel-2b',
           'sentinel-2b', 'sentinel-2a', 'sentinel-2a', 'sentinel-2b',
           'sentinel-2b', 'sentinel-2b', 'sentinel-2a', 'sentinel-2a',
           'sentinel-2a', 'sentinel-2b', 'sentinel-2a', 'sentinel-2b',
           'sentinel-2a', 'sentinel-2a', 'sentinel-2b', 'sentinel-2b',
           'sentinel-2b', 'sentinel-2a', 'sentinel-2a', 'sentinel-2b',
           'sentinel-2a', 'sentinel-2a', 'sentinel-2b', 'sentinel-2a',
           'sentinel-2a', 'sentinel-2b', 'sentinel-2a', 'sentinel-2a',
           'sentinel-2a', 'sentinel-2b', 'sentinel-2b', 'sentinel-2b',
           'sentinel-2b', 'sentinel-2a', 'sentinel-2a', 'sentinel-2a',
           'sentinel-2a', 'sentinel-2b', 'sentinel-2a', 'sentinel-2a',
           'sentinel-2b', 'sentinel-2b', 'sentinel-2a', 'sentinel-2a',
           'sentinel-2a', 'sentinel-2b', 'sentinel-2b', 'sentinel-2a',
           'sentinel-2a', 'sentinel-2b', 'sentinel-2b', 'sentinel-2b',
           'sentinel-2b', 'sentinel-2a', 'sentinel-2a', 'sentinel-2a',
           'sentinel-2b', 'sentinel-2a', 'sentinel-2b', 'sentinel-2a',
           'sentinel-2a', 'sentinel-2b', 'sentinel-2b', 'sentinel-2a',
           'sentinel-2a', 'sentinel-2a', 'sentinel-2a', 'sentinel-2a',
    ...
           'sentinel-2a', 'sentinel-2a', 'sentinel-2a', 'sentinel-2b',
           'sentinel-2a', 'sentinel-2a', 'sentinel-2a', 'sentinel-2a',
           'sentinel-2a', 'sentinel-2b', 'sentinel-2b', 'sentinel-2a',
           'sentinel-2a', 'sentinel-2b', 'sentinel-2a', 'sentinel-2b',
           'sentinel-2b', 'sentinel-2b', 'sentinel-2a', 'sentinel-2a',
           'sentinel-2b', 'sentinel-2a', 'sentinel-2b', 'sentinel-2a',
           'sentinel-2b', 'sentinel-2b', 'sentinel-2a', 'sentinel-2b',
           'sentinel-2b', 'sentinel-2a', 'sentinel-2a', 'sentinel-2b',
           'sentinel-2a', 'sentinel-2b', 'sentinel-2b', 'sentinel-2b',
           'sentinel-2b', 'sentinel-2a', 'sentinel-2b', 'sentinel-2b',
           'sentinel-2a', 'sentinel-2b', 'sentinel-2a', 'sentinel-2b',
           'sentinel-2b', 'sentinel-2a', 'sentinel-2b', 'sentinel-2b',
           'sentinel-2b', 'sentinel-2a', 'sentinel-2b', 'sentinel-2b',
           'sentinel-2a', 'sentinel-2b', 'sentinel-2b', 'sentinel-2a',
           'sentinel-2b', 'sentinel-2b', 'sentinel-2b', 'sentinel-2a',
           'sentinel-2b', 'sentinel-2b', 'sentinel-2b', 'sentinel-2a',
           'sentinel-2b', 'sentinel-2b', 'sentinel-2a', 'sentinel-2a',
           'sentinel-2b', 'sentinel-2a', 'sentinel-2b', 'sentinel-2b',
           'sentinel-2a', 'sentinel-2b', 'sentinel-2a', 'sentinel-2b'],
          dtype='<U11')

  • s2:product_uri
    (time)
    <U65
    'S2A_MSIL2A_20161108T102232_N000...

    array(['S2A_MSIL2A_20161108T102232_N0001_R065_T32TPS_20190504T224514.SAFE',
           'S2A_MSIL2A_20161115T101302_N0001_R022_T32TPS_20190504T225048.SAFE',
           'S2A_MSIL2A_20161128T102352_N0001_R065_T32TPS_20190505T013015.SAFE',
           'S2A_MSIL2A_20161205T101402_N0001_R022_T32TPS_20190505T201824.SAFE',
           'S2A_MSIL2A_20161208T102422_N0001_R065_T32TPS_20190505T185758.SAFE',
           'S2A_MSIL2A_20161215T101422_N0001_R022_T32TPS_20190505T054130.SAFE',
           'S2A_MSIL2A_20161218T102432_N0001_R065_T32TPS_20190505T143719.SAFE',
           'S2A_MSIL2A_20161225T101432_N0001_R022_T32TPS_20190505T122048.SAFE',
           'S2A_MSIL2A_20161228T102432_N0001_R065_T32TPS_20190508T201138.SAFE',
           'S2A_MSIL2A_20170716T102021_N0001_R065_T32TPS_20201008T134006.SAFE',
           'S2B_MSIL2A_20180124T101309_N0001_R022_T32TPS_20200930T170453.SAFE',
           'S2B_MSIL2A_20180308T102019_N0001_R065_T32TPS_20200315T002706.SAFE',
           'S2B_MSIL2A_20180328T102019_N0207_R065_T32TPS_20180328T155221.SAFE',
           'S2A_MSIL2A_20180402T102021_N0207_R065_T32TPS_20180402T155007.SAFE',
           'S2A_MSIL2A_20180402T102021_N0500_R065_T32TPS_20230908T074848.SAFE',
           'S2B_MSIL2A_20180407T102019_N0207_R065_T32TPS_20180407T143030.SAFE',
           'S2B_MSIL2A_20180414T101019_N0207_R022_T32TPS_20180414T122253.SAFE',
           'S2B_MSIL2A_20180417T102019_N0207_R065_T32TPS_20180417T140522.SAFE',
           'S2A_MSIL2A_20180419T101031_N0207_R022_T32TPS_20180419T111252.SAFE',
           'S2A_MSIL2A_20180422T102031_N0207_R065_T32TPS_20180422T141352.SAFE',
    ...
           'S2B_MSIL2A_20240205T102129_N0510_R065_T32TPS_20240205T130705.SAFE',
           'S2B_MSIL2A_20240215T102029_N0510_R065_T32TPS_20240215T144349.SAFE',
           'S2A_MSIL2A_20240220T102051_N0510_R065_T32TPS_20240220T144052.SAFE',
           'S2B_MSIL2A_20240313T100709_N0510_R022_T32TPS_20240313T130248.SAFE',
           'S2B_MSIL2A_20240316T101649_N0510_R065_T32TPS_20240316T134307.SAFE',
           'S2B_MSIL2A_20240402T100549_N0510_R022_T32TPS_20240402T125254.SAFE',
           'S2A_MSIL2A_20240407T100551_N0510_R022_T32TPS_20240407T161451.SAFE',
           'S2B_MSIL2A_20240412T100559_N0510_R022_T32TPS_20240412T125349.SAFE',
           'S2B_MSIL2A_20240425T101559_N0510_R065_T32TPS_20240425T144136.SAFE',
           'S2A_MSIL2A_20240606T100601_N0510_R022_T32TPS_20240606T175100.SAFE',
           'S2A_MSIL2A_20240619T102031_N0510_R065_T32TPS_20240619T161551.SAFE',
           'S2B_MSIL2A_20240704T101559_N0510_R065_T32TPS_20240704T130125.SAFE',
           'S2A_MSIL2A_20240709T102031_N0510_R065_T32TPS_20240709T142949.SAFE',
           'S2B_MSIL2A_20240711T100559_N0510_R022_T32TPS_20240711T142740.SAFE',
           'S2B_MSIL2A_20240714T101559_N0510_R065_T32TPS_20240714T125806.SAFE',
           'S2A_MSIL2A_20240719T102021_N0510_R065_T32TPS_20240719T141151.SAFE',
           'S2B_MSIL2A_20240721T100559_N0510_R022_T32TPS_20240721T125344.SAFE',
           'S2A_MSIL2A_20240729T102021_N0511_R065_T32TPS_20240729T194952.SAFE',
           'S2B_MSIL2A_20240731T100559_N0511_R022_T32TPS_20240731T125141.SAFE'],
          dtype='<U65')

  • s2:product_type
    ()
    <U7
    'S2MSI2A'

    array('S2MSI2A', dtype='<U7')

  • earthsearch:boa_offset_applied
    (time)
    bool
    False False False ... True True

    array([False, False, False, False, False, False, False, False, False,
           False, False, False, False, False,  True, False, False, False,
           False, False,  True, False, False, False, False, False, False,
           False,  True, False,  True, False, False,  True, False, False,
            True, False, False, False,  True, False,  True, False,  True,
           False,  True, False,  True, False, False,  True, False,  True,
           False, False,  True, False,  True, False, False, False,  True,
           False,  True, False,  True, False, False, False, False, False,
            True, False, False, False, False, False, False,  True, False,
           False, False, False, False, False, False, False, False, False,
           False, False, False, False, False, False, False, False, False,
           False, False, False, False, False,  True, False, False, False,
           False, False, False, False, False, False, False, False, False,
           False, False, False, False, False, False, False, False, False,
           False, False, False, False, False, False, False, False, False,
           False, False, False,  True, False,  True,  True, False,  True,
           False,  True, False, False,  True,  True, False,  True, False,
            True, False,  True, False,  True, False, False,  True,  True,
           False,  True, False, False,  True, False, False,  True, False,
            True,  True, False,  True, False,  True, False,  True, False,
    ...
           False, False, False, False, False, False, False, False, False,
           False, False, False, False, False, False,  True,  True,  True,
            True,  True, False,  True,  True,  True,  True,  True,  True,
            True,  True,  True,  True,  True,  True,  True, False,  True,
            True,  True,  True,  True,  True,  True,  True,  True,  True,
            True,  True,  True,  True,  True,  True,  True,  True,  True,
            True, False,  True,  True,  True, False,  True,  True,  True,
            True,  True,  True,  True,  True,  True,  True, False,  True,
            True,  True,  True,  True,  True,  True,  True,  True,  True,
            True,  True,  True,  True,  True,  True,  True,  True,  True,
            True,  True,  True,  True,  True,  True,  True,  True,  True,
            True,  True,  True,  True,  True,  True,  True,  True,  True,
            True,  True,  True,  True,  True,  True,  True,  True,  True,
            True,  True,  True,  True,  True,  True,  True,  True,  True,
            True,  True,  True,  True,  True,  True,  True,  True,  True,
            True,  True,  True,  True,  True,  True,  True,  True,  True,
            True,  True,  True,  True,  True,  True,  True,  True,  True,
            True,  True,  True,  True,  True,  True,  True,  True,  True,
            True,  True,  True,  True,  True,  True,  True,  True,  True,
            True,  True,  True,  True])

  • created
    (time)
    <U24
    '2022-11-08T12:04:13.289Z' ... '...

    array(['2022-11-08T12:04:13.289Z', '2022-11-08T11:45:57.228Z',
           '2022-11-08T11:45:48.030Z', '2022-11-08T11:48:22.923Z',
           '2022-11-08T11:47:34.155Z', '2022-11-08T12:04:14.741Z',
           '2022-11-08T11:48:22.390Z', '2022-11-08T11:48:23.433Z',
           '2022-11-08T11:48:28.986Z', '2022-11-08T11:50:26.339Z',
           '2022-11-08T11:48:26.509Z', '2022-11-08T12:04:09.409Z',
           '2022-11-03T10:07:12.277Z', '2022-11-03T10:07:58.946Z',
           '2024-03-17T06:22:19.457Z', '2022-11-08T11:47:54.685Z',
           '2022-11-08T11:50:57.906Z', '2022-11-03T10:17:47.910Z',
           '2022-11-03T10:17:37.475Z', '2022-11-08T12:04:54.762Z',
           '2024-03-26T02:21:48.168Z', '2022-11-08T12:04:57.795Z',
           '2022-11-08T11:48:40.574Z', '2022-11-08T11:48:26.439Z',
           '2022-11-03T09:38:13.482Z', '2022-11-08T11:48:26.782Z',
           '2022-11-08T12:04:35.488Z', '2022-11-03T10:06:28.891Z',
           '2024-03-12T12:38:23.467Z', '2022-11-08T12:04:41.256Z',
           '2024-03-10T06:07:13.170Z', '2022-11-08T11:49:29.403Z',
           '2022-11-08T12:04:27.441Z', '2024-03-08T06:01:58.488Z',
           '2022-11-08T12:06:29.998Z', '2022-11-08T11:52:03.565Z',
           '2024-02-12T10:48:56.110Z', '2022-11-08T12:06:15.485Z',
           '2022-11-08T11:49:29.040Z', '2022-11-08T12:05:18.440Z',
    ...
           '2023-11-24T15:56:02.379Z', '2023-11-27T14:13:42.366Z',
           '2023-11-29T16:30:24.817Z', '2023-12-07T15:26:32.799Z',
           '2023-12-09T14:19:59.340Z', '2023-12-14T16:22:43.417Z',
           '2023-12-17T15:17:35.603Z', '2023-12-19T14:08:05.838Z',
           '2023-12-24T15:23:29.840Z', '2023-12-27T14:17:36.693Z',
           '2024-01-03T14:45:19.146Z', '2024-01-11T23:45:21.763Z',
           '2024-01-17T04:16:39.512Z', '2024-01-17T04:41:15.018Z',
           '2024-01-21T16:34:09.765Z', '2024-01-23T14:54:17.939Z',
           '2024-01-26T14:52:08.330Z', '2024-01-28T14:13:23.145Z',
           '2024-02-02T16:12:17.410Z', '2024-02-05T15:56:51.814Z',
           '2024-02-16T15:48:03.739Z', '2024-02-20T16:30:43.356Z',
           '2024-03-13T15:51:38.483Z', '2024-03-16T16:19:52.332Z',
           '2024-04-02T16:28:36.274Z', '2024-04-07T20:56:23.224Z',
           '2024-04-12T14:57:49.780Z', '2024-04-25T16:46:57.431Z',
           '2024-06-06T20:03:50.033Z', '2024-06-19T18:07:01.410Z',
           '2024-07-04T15:16:30.626Z', '2024-07-09T16:29:46.743Z',
           '2024-07-11T16:33:16.560Z', '2024-07-14T14:52:35.959Z',
           '2024-07-19T15:46:26.551Z', '2024-07-21T14:55:37.367Z',
           '2024-07-29T21:34:31.698Z', '2024-07-31T15:07:32.884Z'],
          dtype='<U24')

  • earthsearch:payload_id
    (time)
    <U74
    'roda-sentinel2/workflow-sentine...

    array(['roda-sentinel2/workflow-sentinel2-to-stac/f399a0fb22b847b69d4d5bfe68397e5e',
           'roda-sentinel2/workflow-sentinel2-to-stac/cb2b26e940c89571747a6de3ef8c178c',
           'roda-sentinel2/workflow-sentinel2-to-stac/cfea8d47e929afa085f7cc819cb3509a',
           'roda-sentinel2/workflow-sentinel2-to-stac/3b978306d85aa48d07488b32eaeb0a5c',
           'roda-sentinel2/workflow-sentinel2-to-stac/67ecaba97b0043df3f479b522267756c',
           'roda-sentinel2/workflow-sentinel2-to-stac/836ade8d7a27e7d1c8126836d6382893',
           'roda-sentinel2/workflow-sentinel2-to-stac/cca6df699919ff449cd6f759998038ab',
           'roda-sentinel2/workflow-sentinel2-to-stac/308d9bfadeaf73cbc2b86b568ba11cff',
           'roda-sentinel2/workflow-sentinel2-to-stac/6c1e6272e2f028763ca41bc4dd16a34a',
           'roda-sentinel2/workflow-sentinel2-to-stac/9665a594257d0210dcbbee02641af1e5',
           'roda-sentinel2/workflow-sentinel2-to-stac/13086cf32ad4588d24e1e0f9cd93e3e6',
           'roda-sentinel2/workflow-sentinel2-to-stac/c8395e7cdb1b9124ca20a0987bd843a7',
           'roda-sentinel2/workflow-sentinel2-to-stac/68f29e4e5fd83a2628fe807737219ea0',
           'roda-sentinel2/workflow-sentinel2-to-stac/94f41c1bb92dd28c6049191012a19029',
           'roda-sentinel2/workflow-sentinel2-to-stac/12a70d577323012254fd1bdefb25ffbd',
           'roda-sentinel2/workflow-sentinel2-to-stac/f417276dab2f62c7245d0baffa401d99',
           'roda-sentinel2/workflow-sentinel2-to-stac/8f065e6988ee6c50c493511d5690353e',
           'roda-sentinel2/workflow-sentinel2-to-stac/7d8e23c91286bbdfb5962402699a56d8',
           'roda-sentinel2/workflow-sentinel2-to-stac/2174e8b570a0377c3b72862472b5848a',
           'roda-sentinel2/workflow-sentinel2-to-stac/ce5052ba2f09afbc40c2692e6e20669c',
    ...
           'roda-sentinel2/workflow-sentinel2-to-stac/7e8271d8ec102bde684e4d3a91cab725',
           'roda-sentinel2/workflow-sentinel2-to-stac/3bb8fd4288dab04eda238b2d069c4b28',
           'roda-sentinel2/workflow-sentinel2-to-stac/b78194d45a0d73e7710507dcaf7612b9',
           'roda-sentinel2/workflow-sentinel2-to-stac/ef511596e8833b6e8d9fb045962a52e3',
           'roda-sentinel2/workflow-sentinel2-to-stac/b609e86e5e741000a81e94cbfb9f7259',
           'roda-sentinel2/workflow-sentinel2-to-stac/b9e8446080910d407c5f9053a99b71a4',
           'roda-sentinel2/workflow-sentinel2-to-stac/cec6c6a7497adbd8ec40712e8e19fc48',
           'roda-sentinel2/workflow-sentinel2-to-stac/4ab9324c5e4d298262e2760bd8535233',
           'roda-sentinel2/workflow-sentinel2-to-stac/c6fa0910ea7a031dd66e34988d0753ff',
           'roda-sentinel2/workflow-sentinel2-to-stac/7fd9b02728e3bab08b8496a06f998066',
           'roda-sentinel2/workflow-sentinel2-to-stac/d600c22171698e6dd1ecc8fd7f20b29f',
           'roda-sentinel2/workflow-sentinel2-to-stac/5c956e48102fdd559c6e56c1a1f8d33b',
           'roda-sentinel2/workflow-sentinel2-to-stac/b4b5b84235fe1c292b04d58610a6f6ec',
           'roda-sentinel2/workflow-sentinel2-to-stac/a5dfc119e76464a8f5ba73befae9599a',
           'roda-sentinel2/workflow-sentinel2-to-stac/d735366cbc126f825058b41d78c7345a',
           'roda-sentinel2/workflow-sentinel2-to-stac/b539e9a03efc79028676d170bb4aba96',
           'roda-sentinel2/workflow-sentinel2-to-stac/4ec15e75c1169ff579f8d66fb56a5625',
           'roda-sentinel2/workflow-sentinel2-to-stac/4fd282b7def1fa62da8aa0cfacaa8631',
           'roda-sentinel2/workflow-sentinel2-to-stac/7c0bdbe7cd53530b4d48355490e624dc'],
          dtype='<U74')

  • s2:dark_features_percentage
    (time)
    object
    14.630641 19.814493 ... None None

    array([14.630641, 19.814493, 31.197238, 34.837586, 33.818662, 35.73682,
           35.501686, 18.373249, 8.437745, 1.94334, 28.051034, 16.518265,
           3.76165, 6.121882, 12.049133, 6.423968, 2.896829, 3.136145,
           3.277949, 3.874581, 7.278542, 2.434123, 0.882459, 1.433662,
           0.828302, 1.336161, 0.676073, 1.799984, 2.075599, 2.255403,
           2.266792, 0.721617, 1.23983, 1.487523, 1.540386, 1.881459,
           2.147481, 1.893222, 0.929015, 2.942146, 3.360493, 2.7531, 3.350742,
           3.351847, 3.510491, 2.531372, 3.797224, 2.630224, 3.119748,
           1.360481, 2.213023, 3.817084, 3.27911, 4.891308, 2.631714,
           5.024238, 6.376091, 4.311187, 6.832167, 4.492992, 5.564722,
           6.49466, 4.853905, 5.835064, 4.648668, 6.326275, 6.739775,
           8.517855, 7.354943, 10.136402, 12.968542, 14.16298, 16.405699,
           13.002439, 8.752271, 14.196852, 22.398444, 22.59628, 28.51679,
           34.436545, 26.756844, 27.38758, 20.461848, 27.864736, 15.996771,
           28.2487, 32.954443, 33.036458, 18.607889, 17.334054, 14.816792,
           20.08968, 22.114585, 30.000478, 28.728148, 24.648274, 20.851712,
           15.587787, 12.280087, 19.257888, 20.790145, 20.127527, 18.078911,
           17.116198, 11.81577, 13.002147, 13.593714, 8.990999, 6.460854,
           11.908567, 10.250788, 6.9092, 9.682282, 7.071975, 3.836949,
           3.519545, 2.545508, 1.888499, 2.197189, 0.984025, 1.05573,
    ...
           4.385339, 5.815512, 3.782563, 5.210697, 5.337943, 1.036778,
           2.206743, 2.786325, 4.927758, 6.906566, 6.312703, 3.579601,
           12.65012, 13.228908, 16.434307, 19.28709, 15.484989, 13.237499,
           25.005996, 17.905192, 33.197764, 29.510978, 33.362022, 28.545815,
           9.879566, 9.133012, 11.513504, 33.992314, 23.400706, 16.492075,
           27.092466, 22.77483, 27.490556, 13.872258, 18.294044, 25.559923,
           23.076454, 21.505634, 20.351344, 10.185994, 5.628774, 5.892863,
           0.371636, 1.48545, 10.199724, 13.006918, 3.939089, 3.870336,
           5.753596, 2.545328, 0.851427, 0.694819, 1.903612, 0.808979,
           0.368882, 1.766992, 1.623218, 1.751428, 2.52765, 1.466478,
           3.050825, 0.99998, 3.245902, 2.212808, 5.74053, 3.743115, 3.285002,
           2.812871, 5.675081, 7.984208, 7.004884, 3.256456, 3.452548,
           4.654467, 5.037981, 4.065816, 8.39033, 8.04787, 10.498099,
           10.081559, 12.534356, 18.793963, 29.869774, 5.360182, 33.460999,
           33.388916, 23.676801, 27.301726, 39.933461, 41.991937, 15.832393,
           18.006746, 29.133838, 37.076822, 38.48092, 36.531076, 0.560126,
           17.835252, 18.328083, 33.809707, 15.023425, 26.233354, 6.791917,
           8.323496, 7.393163, 2.970398, 4.87799, 4.871795, 8.619139, 2.76289,
           0.229608, 1.253772, 1.744481, 1.792265, 0.485576, 2.314485,
           2.581117, 1.239445, None, None], dtype=object)

  • s2:granule_id
    (time)
    <U62
    'S2A_OPER_MSI_L2A_TL_SHIT_201905...

    array(['S2A_OPER_MSI_L2A_TL_SHIT_20190504T224516_A007212_T32TPS_N00.01',
           'S2A_OPER_MSI_L2A_TL_SHIT_20190504T225049_A007312_T32TPS_N00.01',
           'S2A_OPER_MSI_L2A_TL_SHIT_20190505T013016_A007498_T32TPS_N00.01',
           'S2A_OPER_MSI_L2A_TL_SHIT_20190505T201826_A007598_T32TPS_N00.01',
           'S2A_OPER_MSI_L2A_TL_SHIT_20190505T185759_A007641_T32TPS_N00.01',
           'S2A_OPER_MSI_L2A_TL_SHIT_20190505T054132_A007741_T32TPS_N00.01',
           'S2A_OPER_MSI_L2A_TL_SHIT_20190505T143721_A007784_T32TPS_N00.01',
           'S2A_OPER_MSI_L2A_TL_SHIT_20190505T122049_A007884_T32TPS_N00.01',
           'S2A_OPER_MSI_L2A_TL_SHIT_20190508T201139_A007927_T32TPS_N00.01',
           'S2A_OPER_MSI_L2A_TL_SHIT_20201008T134008_A010787_T32TPS_N00.01',
           'S2B_OPER_MSI_L2A_TL_SHIT_20200930T170455_A004624_T32TPS_N00.01',
           'S2B_OPER_MSI_L2A_TL_SHIT_20200315T002708_A005239_T32TPS_N00.01',
           'S2B_OPER_MSI_L2A_TL_SGS__20180328T155221_A005525_T32TPS_N02.07',
           'S2A_OPER_MSI_L2A_TL_SGS__20180402T155007_A014505_T32TPS_N02.07',
           'S2A_OPER_MSI_L2A_TL_S2RP_20230908T074848_A014505_T32TPS_N05.00',
           'S2B_OPER_MSI_L2A_TL_SGS__20180407T143030_A005668_T32TPS_N02.07',
           'S2B_OPER_MSI_L2A_TL_MPS__20180414T122253_A005768_T32TPS_N02.07',
           'S2B_OPER_MSI_L2A_TL_SGS__20180417T140522_A005811_T32TPS_N02.07',
           'S2A_OPER_MSI_L2A_TL_EPAE_20180419T111252_A014748_T32TPS_N02.07',
           'S2A_OPER_MSI_L2A_TL_SGS__20180422T141352_A014791_T32TPS_N02.07',
    ...
           'S2B_OPER_MSI_L2A_TL_2BPS_20240205T130705_A036127_T32TPS_N05.10',
           'S2B_OPER_MSI_L2A_TL_2BPS_20240215T144349_A036270_T32TPS_N05.10',
           'S2A_OPER_MSI_L2A_TL_2APS_20240220T144052_A045250_T32TPS_N05.10',
           'S2B_OPER_MSI_L2A_TL_2BPS_20240313T130248_A036656_T32TPS_N05.10',
           'S2B_OPER_MSI_L2A_TL_2BPS_20240316T134307_A036699_T32TPS_N05.10',
           'S2B_OPER_MSI_L2A_TL_2BPS_20240402T125254_A036942_T32TPS_N05.10',
           'S2A_OPER_MSI_L2A_TL_2APS_20240407T161451_A045922_T32TPS_N05.10',
           'S2B_OPER_MSI_L2A_TL_2BPS_20240412T125349_A037085_T32TPS_N05.10',
           'S2B_OPER_MSI_L2A_TL_2BPS_20240425T144136_A037271_T32TPS_N05.10',
           'S2A_OPER_MSI_L2A_TL_2APS_20240606T175100_A046780_T32TPS_N05.10',
           'S2A_OPER_MSI_L2A_TL_2APS_20240619T161551_A046966_T32TPS_N05.10',
           'S2B_OPER_MSI_L2A_TL_2BPS_20240704T130125_A038272_T32TPS_N05.10',
           'S2A_OPER_MSI_L2A_TL_2APS_20240709T142949_A047252_T32TPS_N05.10',
           'S2B_OPER_MSI_L2A_TL_2BPS_20240711T142740_A038372_T32TPS_N05.10',
           'S2B_OPER_MSI_L2A_TL_2BPS_20240714T125806_A038415_T32TPS_N05.10',
           'S2A_OPER_MSI_L2A_TL_2APS_20240719T141151_A047395_T32TPS_N05.10',
           'S2B_OPER_MSI_L2A_TL_2BPS_20240721T125344_A038515_T32TPS_N05.10',
           'S2A_OPER_MSI_L2A_TL_2APS_20240729T194952_A047538_T32TPS_N05.11',
           'S2B_OPER_MSI_L2A_TL_2BPS_20240731T125141_A038658_T32TPS_N05.11'],
          dtype='<U62')

  • earthsearch:s3_path
    (time)
    <U80
    's3://sentinel-cogs/sentinel-s2-...

    array(['s3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2016/11/S2A_32TPS_20161108_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2016/11/S2A_32TPS_20161115_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2016/11/S2A_32TPS_20161128_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2016/12/S2A_32TPS_20161205_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2016/12/S2A_32TPS_20161208_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2016/12/S2A_32TPS_20161215_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2016/12/S2A_32TPS_20161218_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2016/12/S2A_32TPS_20161225_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2016/12/S2A_32TPS_20161228_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2017/7/S2A_32TPS_20170716_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2018/1/S2B_32TPS_20180124_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2018/3/S2B_32TPS_20180308_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2018/3/S2B_32TPS_20180328_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2018/4/S2A_32TPS_20180402_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2018/4/S2A_32TPS_20180402_1_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2018/4/S2B_32TPS_20180407_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2018/4/S2B_32TPS_20180414_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2018/4/S2B_32TPS_20180417_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2018/4/S2A_32TPS_20180419_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2018/4/S2A_32TPS_20180422_0_L2A',
    ...
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2024/2/S2B_32TPS_20240205_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2024/2/S2B_32TPS_20240215_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2024/2/S2A_32TPS_20240220_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2024/3/S2B_32TPS_20240313_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2024/3/S2B_32TPS_20240316_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2024/4/S2B_32TPS_20240402_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2024/4/S2A_32TPS_20240407_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2024/4/S2B_32TPS_20240412_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2024/4/S2B_32TPS_20240425_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2024/6/S2A_32TPS_20240606_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2024/6/S2A_32TPS_20240619_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2024/7/S2B_32TPS_20240704_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2024/7/S2A_32TPS_20240709_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2024/7/S2B_32TPS_20240711_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2024/7/S2B_32TPS_20240714_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2024/7/S2A_32TPS_20240719_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2024/7/S2B_32TPS_20240721_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2024/7/S2A_32TPS_20240729_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2024/7/S2B_32TPS_20240731_0_L2A'],
          dtype='<U80')

  • s2:thin_cirrus_percentage
    (time)
    object
    2.235039 3.950845 ... 0.024204

    array([2.235039, 3.950845, 0.08172, 0.003162, 3.047128, 7e-06, 0.760679,
           10.637713, 1.882233, 0.012506, 0.518369, 0.214922, 11.69931,
           0.000314, 0.633787, 0.002874, 3.034208, 0.282217, 5.6e-05,
           0.028343, 0.016487, 0.33055, 0.933827, 0.06716, 0.356386, 0.276729,
           0.76527, 4.523561, 5.501174, 0.228731, 0.202629, 1.95438, 1.723737,
           2.654188, 0.02789, 0.537677, 0.408599, 0.432907, 0.695771,
           0.016387, 0.016005, 0.197689, 0.151274, 0.557557, 1.162105,
           0.565177, 1.054937, 0.746099, 2.061865, 1.361463, 3.6e-05,
           0.001486, 6.145518, 6.025714, 1.259575, 0.73929, 1.912636,
           20.738943, 20.43535, 0.343539, 1.994864, 0.273407, 0.765951,
           0.295531, 0.20656, 1.414265, 1.844768, 0.085861, 0.000138,
           0.000727, 0.000494, 2.543306, 3.103616, 0.608924, 0.071048,
           0.754649, 5.827548, 8.929567, 0.021806, 0.015439, 3.338836,
           0.020615, 0.26777, 0.027577, 0.951127, 3.209989, 0.049574, 0.00037,
           0.003271, 20.464391, 20.966393, 4.464563, 0.075566, 0.012414,
           0.192565, 0.504735, 1.831257, 1.030075, 11.286602, 16.248183,
           0.068627, 0.011881, 0.002253, 0.009983, 9.140113, 9.359232,
           0.106944, 0.303773, 4.190633, 2.433099, 0.00013, 0.421204,
           0.000457, 2.579917, 0.895554, 0.594219, 5.367009, 1.311102,
           0.969822, 0.775482, 0.103639, 0.19434, 0.052555, 0.376197,
    ...
           0.117158, 4.875722, 3.43629, 0.293493, 1.666058, 0.101952,
           4.513141, 0.120073, 12.731791, 0.194967, 0.044126, 2.168969,
           13.89004, 21.199769, 0.213479, 10.5893, 2.037009, 0.009151,
           5.119149, 0.049087, 1.963179, 18.362674, 4.555297, 2.605093,
           5.992174, 0.141647, 7.22663, 3.098021, 1.325729, 0.023342,
           1.894194, 0.875575, 0.184333, 3.742542, 2.12796, 0.023476,
           0.366326, 3.503167, 0.092153, 28.446352, 3.785223, 1.285885,
           0.545096, 2.042434, 5.75023, 0.56247, 0.459699, 0.62316, 0.102886,
           0.989501, 0.485088, 14.330417, 0.000569, 0.175482, 0.058328,
           0.006414, 0.029257, 0.10575, 2.1628, 0.000358, 0.77265, 0.003864,
           0.001128, 0.847559, 9.055803, 0.000103, 0.000159, 0.074731,
           0.000189, 3.052447, 1.576292, 12.597173, 4.841887, 19.166291,
           4.779649, 2.529981, 3.105836, 2.107543, 0.452258, 0.878211,
           16.93048, 0.062562, 0.05938, 4.542397, 0.413297, 0.000383,
           0.001685, 1.366774, 23.556447, 0.027953, 0.00028, 0.665964,
           0.091711, 9.656004, 4.411319, 11.410227, 0.077196, 0.503455,
           12.513126, 8.425722, 3.039125, 0.603673, 1.773629, 4.222096,
           9.518027, 0.781179, 1.336911, 4.014197, 0.006925, 0.01625,
           0.665621, 0.138878, 1.658641, 0.667123, 0.087996, 0.036718,
           0.024204], dtype=object)

  • s2:generation_time
    (time)
    <U27
    '2019-05-04T22:45:14.389Z' ... '...

    array(['2019-05-04T22:45:14.389Z', '2019-05-04T22:50:48.946Z',
           '2019-05-05T01:30:15.622Z', '2019-05-05T20:18:24.840Z',
           '2019-05-05T18:57:58.223Z', '2019-05-05T05:41:30.679Z',
           '2019-05-05T14:37:19.822Z', '2019-05-05T12:20:48.311Z',
           '2019-05-08T20:11:38.477Z', '2020-10-08T13:40:06.266Z',
           '2020-09-30T17:04:53.517Z', '2020-03-15T00:27:06.419Z',
           '2018-03-28T17:52:18Z', '2018-04-02T17:17:14Z',
           '2023-09-08T07:48:48.000000Z', '2018-04-07T15:23:33Z',
           '2018-04-14T13:33:49Z', '2018-04-17T17:17:27Z',
           '2018-04-19T11:56:06Z', '2018-04-22T15:38:28Z',
           '2023-09-15T16:19:12.000000Z', '2018-04-24T13:08:01Z',
           '2018-06-01T13:29:06.000000Z', '2018-06-16T16:24:10.000000Z',
           '2018-06-18T14:43:41.000000Z', '2018-06-21T14:55:59.000000Z',
           '2018-06-23T13:19:22.000000Z', '2018-06-26T13:39:02.000000Z',
           '2023-08-23T03:00:42.000000Z', '2018-07-01T14:10:38.000000Z',
           '2023-08-11T04:24:58.000000Z', '2018-07-03T14:59:31.000000Z',
           '2018-07-08T12:48:36.000000Z', '2023-07-13T15:33:06.000000Z',
           '2018-07-13T14:41:47.000000Z', '2018-07-18T18:01:46.000000Z',
           '2023-08-17T11:29:49.000000Z', '2018-07-26T15:37:10.000000Z',
           '2018-07-28T13:25:14.000000Z', '2018-07-31T13:38:41.000000Z',
    ...
           '2023-11-24T13:14:20.000000Z', '2023-11-27T11:52:30.000000Z',
           '2023-11-29T14:07:50.000000Z', '2023-12-07T13:20:38.000000Z',
           '2023-12-09T12:18:48.000000Z', '2023-12-14T14:21:27.000000Z',
           '2023-12-17T13:01:28.000000Z', '2023-12-19T12:18:49.000000Z',
           '2023-12-24T13:00:37.000000Z', '2023-12-27T11:40:18.000000Z',
           '2024-01-03T11:38:48.000000Z', '2024-01-11T14:40:54.000000Z',
           '2024-01-13T11:40:07.000000Z', '2024-01-16T11:44:39.000000Z',
           '2024-01-21T14:53:52.000000Z', '2024-01-23T11:33:49.000000Z',
           '2024-01-26T11:36:17.000000Z', '2024-01-28T12:18:56.000000Z',
           '2024-02-02T11:47:27.000000Z', '2024-02-05T13:07:05.000000Z',
           '2024-02-15T14:43:49.000000Z', '2024-02-20T14:40:52.000000Z',
           '2024-03-13T13:02:48.000000Z', '2024-03-16T13:43:07.000000Z',
           '2024-04-02T12:52:54.000000Z', '2024-04-07T16:14:51.000000Z',
           '2024-04-12T12:53:49.000000Z', '2024-04-25T14:41:36.000000Z',
           '2024-06-06T17:51:00.000000Z', '2024-06-19T16:15:51.000000Z',
           '2024-07-04T13:01:25.000000Z', '2024-07-09T14:29:49.000000Z',
           '2024-07-11T14:27:40.000000Z', '2024-07-14T12:58:06.000000Z',
           '2024-07-19T14:11:51.000000Z', '2024-07-21T12:53:44.000000Z',
           '2024-07-29T19:49:52.000000Z', '2024-07-31T12:51:41.000000Z'],
          dtype='<U27')

  • s2:vegetation_percentage
    (time)
    object
    5.312433 18.813984 ... 75.687724

    array([5.312433, 18.813984, 24.356632, 24.984224, 20.961724, 24.303922,
           21.553582, 9.813931, 21.272539, 77.316386, 9.904308, 5.794503,
           1.832371, 21.430971, 18.805209, 13.229795, 23.690403, 16.340066,
           36.04008, 37.290215, 35.563955, 30.829772, 31.973439, 67.18092,
           40.518841, 50.044495, 72.344142, 56.867987, 54.324675, 54.267043,
           50.856161, 37.392727, 63.095343, 61.019069, 65.956104, 65.222985,
           62.599689, 43.681267, 50.20746, 67.310435, 64.919502, 59.485084,
           56.606835, 40.195802, 36.287114, 57.232463, 54.153079, 46.884814,
           42.541674, 34.930125, 77.577263, 77.220213, 52.899241, 51.575267,
           31.988549, 66.34708, 62.885863, 51.224393, 51.601136, 38.383076,
           55.80973, 63.795406, 61.335045, 66.239333, 65.149224, 70.293051,
           69.174981, 52.302611, 67.585486, 53.428906, 61.337316, 51.841867,
           49.235487, 48.053995, 39.348105, 18.181884, 20.791551, 23.719864,
           30.360755, 28.835893, 18.816973, 20.472287, 18.262564, 19.643457,
           11.892302, 11.047281, 17.661136, 17.548417, 1.996475, 4.812962,
           2.593673, 6.002452, 13.428004, 15.225363, 14.033243, 9.057436,
           3.024495, 3.476257, 1.74686, 3.2968, 11.361623, 10.961309,
           12.244289, 16.640516, 9.306215, 9.398247, 19.324329, 3.294571,
           8.106805, 21.30038, 24.982615, 20.921379, 27.42599, 28.619561,
           22.132467, 27.114123, 16.156347, 29.86159, 36.617664, 38.958597,
    ...
           60.977179, 53.945214, 51.332468, 39.831007, 70.292598, 51.126838,
           66.012305, 60.250938, 57.047522, 20.814373, 48.254037, 37.952316,
           39.950755, 28.231052, 10.330552, 7.009578, 22.956447, 12.892278,
           21.637632, 12.075243, 2.199857, 6.714041, 1.002791, 1.317481,
           1.394228, 11.622214, 1.119169, 3.945031, 8.841598, 6.53346,
           12.263674, 8.479402, 10.866567, 10.237914, 11.644808, 12.187961,
           15.692447, 12.791906, 3.793352, 10.668136, 1.645787, 17.724513,
           32.428676, 27.995649, 13.427518, 19.24855, 39.018151, 44.919425,
           44.695824, 49.96807, 37.524217, 57.95306, 30.914021, 72.194427,
           51.578748, 74.805355, 66.37727, 60.568863, 55.303794, 41.505924,
           78.880733, 58.580261, 77.902359, 80.2863, 55.640554, 31.751451,
           47.190481, 72.919327, 76.34626, 73.878592, 65.474343, 61.153042,
           49.601206, 33.701524, 38.632247, 41.290107, 30.820689, 18.774627,
           19.645128, 22.429112, 25.811532, 1.083905, 22.472718, 14.675324,
           10.003968, 11.950899, 15.223809, 15.971774, 7.100896, 2.819838,
           3.347861, 6.508541, 8.890988, 10.618427, 0.046687, 5.986776,
           7.738554, 13.692984, 7.54427, 9.031227, 6.160022, 7.62145,
           17.133489, 11.493275, 13.125995, 15.459056, 31.885147, 21.445656,
           30.633143, 60.794294, 53.396523, 58.820593, 51.203555, 61.003846,
           51.835275, 64.173561, 63.926095, 75.687724], dtype=object)

  • s2:medium_proba_clouds_percentage
    (time)
    object
    16.624644 10.629322 ... 3.136772

    array([16.624644, 10.629322, 8.348283, 9.31251, 0.390948, 6.343114,
           0.879259, 4.337768, 1.463836, 0.802488, 0.655386, 18.340707,
           9.27588, 2.060234, 4.412005, 3.547948, 4.203285, 4.104701,
           2.155776, 1.703789, 2.196538, 3.767255, 6.802138, 2.246625,
           5.163473, 4.568418, 2.513156, 6.498498, 8.035301, 4.439171,
           11.930807, 13.485529, 5.238049, 7.869184, 3.254558, 3.719354,
           8.438505, 5.034408, 5.575592, 2.971979, 7.114807, 3.562229,
           8.775642, 5.945518, 13.063529, 4.806285, 10.476816, 5.405599,
           11.772844, 8.246965, 1.815927, 1.501856, 4.749194, 7.490943,
           7.530119, 2.022887, 4.246994, 5.590075, 2.691232, 5.494582,
           4.267802, 2.420139, 4.921769, 2.606419, 3.716188, 3.042041,
           0.989393, 3.509864, 1.071034, 1.634753, 0.361344, 3.376988,
           2.290696, 3.981922, 4.294206, 3.825381, 9.101842, 7.48162,
           1.396779, 1.107449, 10.10325, 1.217171, 2.655349, 2.322027,
           21.60918, 14.760415, 10.105363, 2.857919, 8.228512, 9.887554,
           20.418023, 7.298941, 2.507514, 9.837232, 3.112928, 15.251969,
           15.376405, 10.061523, 26.855788, 18.935725, 3.927092, 0.638028,
           1.549034, 0.938735, 0.201581, 1.956482, 4.541585, 4.175279,
           27.562839, 23.445642, 1.864669, 2.437614, 6.97479, 4.691971,
           3.58947, 8.048888, 23.797327, 9.077822, 3.753505, 7.373446,
    ...
           8.696896, 1.333262, 3.40194, 0.264601, 0.269916, 4.776012,
           21.547732, 3.804661, 4.169089, 2.985308, 4.280294, 16.21827,
           10.101696, 1.137353, 16.641831, 0.015103, 1.354427, 1.358454,
           12.514667, 19.60398, 14.825077, 9.098282, 0.328664, 8.560816,
           9.865706, 1.598097, 5.972886, 0.02862, 23.567791, 10.282116,
           0.183095, 0.013915, 1.555669, 0.009103, 7.312922, 44.870102,
           13.100411, 13.086507, 29.298112, 1.522371, 1.943076, 14.440465,
           15.04267, 1.964883, 8.875721, 9.545068, 10.012528, 12.267662,
           7.106413, 14.058782, 1.970742, 11.861118, 2.90931, 7.040027,
           9.459249, 10.348258, 14.145842, 0.838959, 7.188246, 0.093295,
           0.102269, 10.24985, 16.80795, 5.172315, 0.549103, 0.059466,
           0.008709, 1.449471, 3.898603, 3.867099, 12.384275, 4.502816,
           8.689889, 11.722875, 8.345809, 29.318431, 9.390125, 4.26385,
           18.064243, 0.221508, 0.33007, 4.54323, 12.727074, 0.004248,
           0.001798, 10.296515, 9.224685, 7.580809, 0.020291, 0.027721,
           0.061709, 30.712008, 20.523725, 5.205192, 0.008925, 15.165752,
           0.048958, 14.335883, 21.227799, 8.330612, 24.333179, 20.672563,
           10.758219, 0.379037, 12.11659, 16.804346, 5.804797, 9.17665,
           9.683589, 11.94877, 7.377144, 11.826942, 8.64311, 7.216818,
           3.136772], dtype=object)

  • s2:high_proba_clouds_percentage
    (time)
    object
    22.209878 6.867649 ... 5.265974

    array([22.209878, 6.867649, 3.168646, 0.745553, 0.413493, 1.174874,
           1.170849, 24.156788, 1.374512, 1.337166, 0.367491, 0.570044,
           26.703706, 1.773553, 1.234293, 13.401236, 1.490344, 26.342592,
           0.518996, 2.820556, 2.205384, 16.116267, 42.098665, 8.267286,
           40.882567, 26.83138, 3.955723, 13.401571, 12.273046, 19.129595,
           18.43373, 31.176442, 12.891272, 11.998865, 10.209618, 10.861061,
           10.389487, 34.052539, 30.774882, 10.181027, 9.899831, 14.938051,
           14.835966, 31.791651, 31.738433, 14.597157, 14.290924, 25.078273,
           24.989153, 37.233722, 1.557822, 1.011191, 16.039495, 15.155551,
           34.752625, 4.432537, 4.220365, 0.403691, 0.125501, 27.26078,
           14.595634, 5.185808, 5.038776, 5.450315, 5.293739, 0.381211,
           0.094572, 14.113618, 0.632923, 5.121624, 0.315872, 1.034074,
           0.931098, 7.915028, 23.695223, 33.670828, 1.537356, 2.001163,
           2.65488, 1.734211, 0.800826, 4.436946, 16.725969, 4.744386,
           14.358719, 6.558535, 1.236909, 1.044051, 30.242473, 2.036594,
           1.050508, 12.828258, 15.35086, 0.83123, 1.267969, 4.924252,
           0.404564, 13.025998, 2.996168, 0.345278, 0.524364, 0.428093,
           3.221123, 0.58567, 0.062671, 0.555689, 1.66515, 22.881198,
           12.859948, 0.727587, 0.293402, 15.131488, 0.320798, 0.493941,
           17.33311, 16.457643, 9.021848, 17.579152, 8.859406, 15.15367,
    ...
           28.651285, 0.776239, 10.908847, 0.160697, 0.034048, 5.669815,
           13.843238, 2.449738, 3.873467, 2.200863, 0.013474, 0.294265,
           38.569623, 0.222786, 14.321642, 0.001755, 0.189395, 1.492839,
           5.178166, 3.625309, 25.160477, 32.623681, 0.042475, 12.781055,
           5.592394, 0.196039, 6.822561, 0.002115, 15.286766, 9.277917,
           0.354223, 0.051799, 2.610162, 0.000649, 9.110704, 0.168367,
           16.421431, 1.513116, 15.624098, 1.407387, 2.346094, 30.036786,
           19.747195, 1.844653, 15.905061, 21.567261, 20.095298, 33.234215,
           10.668279, 20.6255, 3.157965, 24.895252, 2.757964, 9.633994,
           13.050322, 16.626328, 26.904973, 0.632782, 22.523022, 0.048941,
           0.038583, 17.400596, 22.56826, 20.538008, 0.35701, 0.0258,
           0.002973, 1.147696, 3.55038, 0.377475, 24.374409, 1.91029,
           9.340095, 11.220524, 3.741759, 8.455965, 14.146267, 1.462862,
           8.676344, 0.104712, 0.105272, 0.898666, 9.066767, 0.000184,
           0.001984, 34.722313, 0.473359, 17.855412, 0.001402, 0.040113,
           0.011361, 5.641492, 17.979522, 0.711534, 0.000846, 23.281538,
           0.003556, 7.394365, 21.599336, 8.394694, 19.010057, 18.253967,
           3.696268, 0.226821, 19.25538, 27.574137, 8.450294, 15.599339,
           13.623312, 24.023344, 9.874053, 18.716705, 13.146774, 9.40951,
           5.265974], dtype=object)

  • s2:datatake_id
    (time)
    <U34
    'GS2A_20161108T102232_007212_N00...

    array(['GS2A_20161108T102232_007212_N00.01',
           'GS2A_20161115T101302_007312_N00.01',
           'GS2A_20161128T102352_007498_N00.01',
           'GS2A_20161205T101402_007598_N00.01',
           'GS2A_20161208T102422_007641_N00.01',
           'GS2A_20161215T101422_007741_N00.01',
           'GS2A_20161218T102432_007784_N00.01',
           'GS2A_20161225T101432_007884_N00.01',
           'GS2A_20161228T102432_007927_N00.01',
           'GS2A_20170716T102021_010787_N00.01',
           'GS2B_20180124T101309_004624_N00.01',
           'GS2B_20180308T102019_005239_N00.01',
           'GS2B_20180328T102019_005525_N02.06',
           'GS2A_20180402T102021_014505_N02.06',
           'GS2A_20180402T102021_014505_N05.00',
           'GS2B_20180407T102019_005668_N02.06',
           'GS2B_20180414T101019_005768_N02.06',
           'GS2B_20180417T102019_005811_N02.06',
           'GS2A_20180419T101031_014748_N02.06',
           'GS2A_20180422T102031_014791_N02.06',
    ...
           'GS2B_20240202T101139_036084_N05.10',
           'GS2B_20240205T102129_036127_N05.10',
           'GS2B_20240215T102029_036270_N05.10',
           'GS2A_20240220T102051_045250_N05.10',
           'GS2B_20240313T100709_036656_N05.10',
           'GS2B_20240316T101649_036699_N05.10',
           'GS2B_20240402T100549_036942_N05.10',
           'GS2A_20240407T100551_045922_N05.10',
           'GS2B_20240412T100559_037085_N05.10',
           'GS2B_20240425T101559_037271_N05.10',
           'GS2A_20240606T100601_046780_N05.10',
           'GS2A_20240619T102031_046966_N05.10',
           'GS2B_20240704T101559_038272_N05.10',
           'GS2A_20240709T102031_047252_N05.10',
           'GS2B_20240711T100559_038372_N05.10',
           'GS2B_20240714T101559_038415_N05.10',
           'GS2A_20240719T102021_047395_N05.10',
           'GS2B_20240721T100559_038515_N05.10',
           'GS2A_20240729T102021_047538_N05.11',
           'GS2B_20240731T100559_038658_N05.11'], dtype='<U34')

  • s2:datastrip_id
    (time)
    <U64
    'S2A_OPER_MSI_L2A_DS_SHIT_201905...

    array(['S2A_OPER_MSI_L2A_DS_SHIT_20190504T224516_S20161108T102425_N00.01',
           'S2A_OPER_MSI_L2A_DS_SHIT_20190504T225049_S20161115T101301_N00.01',
           'S2A_OPER_MSI_L2A_DS_SHIT_20190505T013016_S20161128T102354_N00.01',
           'S2A_OPER_MSI_L2A_DS_SHIT_20190505T201826_S20161205T101412_N00.01',
           'S2A_OPER_MSI_L2A_DS_SHIT_20190505T185759_S20161208T102418_N00.01',
           'S2A_OPER_MSI_L2A_DS_SHIT_20190505T054132_S20161215T101510_N00.01',
           'S2A_OPER_MSI_L2A_DS_SHIT_20190505T143721_S20161218T102606_N00.01',
           'S2A_OPER_MSI_L2A_DS_SHIT_20190505T122049_S20161225T101625_N00.01',
           'S2A_OPER_MSI_L2A_DS_SHIT_20190508T201139_S20161228T102428_N00.01',
           'S2A_OPER_MSI_L2A_DS_SHIT_20201008T134008_S20170716T102324_N00.01',
           'S2B_OPER_MSI_L2A_DS_SHIT_20200930T170455_S20180124T101352_N00.01',
           'S2B_OPER_MSI_L2A_DS_SHIT_20200315T002708_S20180308T102241_N00.01',
           'S2B_OPER_MSI_L2A_DS_SGS__20180328T155221_S20180328T102738_N02.07',
           'S2A_OPER_MSI_L2A_DS_SGS__20180402T155007_S20180402T102435_N02.07',
           'S2A_OPER_MSI_L2A_DS_S2RP_20230908T074848_S20180402T102435_N05.00',
           'S2B_OPER_MSI_L2A_DS_SGS__20180407T143030_S20180407T102020_N02.07',
           'S2B_OPER_MSI_L2A_DS_MPS__20180414T122253_S20180414T101536_N02.07',
           'S2B_OPER_MSI_L2A_DS_SGS__20180417T140522_S20180417T102021_N02.07',
           'S2A_OPER_MSI_L2A_DS_EPAE_20180419T111252_S20180419T101457_N02.07',
           'S2A_OPER_MSI_L2A_DS_SGS__20180422T141352_S20180422T102115_N02.07',
    ...
           'S2B_OPER_MSI_L2A_DS_2BPS_20240205T130705_S20240205T102125_N05.10',
           'S2B_OPER_MSI_L2A_DS_2BPS_20240215T144349_S20240215T102728_N05.10',
           'S2A_OPER_MSI_L2A_DS_2APS_20240220T144052_S20240220T102204_N05.10',
           'S2B_OPER_MSI_L2A_DS_2BPS_20240313T130248_S20240313T101407_N05.10',
           'S2B_OPER_MSI_L2A_DS_2BPS_20240316T134307_S20240316T102010_N05.10',
           'S2B_OPER_MSI_L2A_DS_2BPS_20240402T125254_S20240402T101127_N05.10',
           'S2A_OPER_MSI_L2A_DS_2APS_20240407T161451_S20240407T101319_N05.10',
           'S2B_OPER_MSI_L2A_DS_2BPS_20240412T125349_S20240412T100818_N05.10',
           'S2B_OPER_MSI_L2A_DS_2BPS_20240425T144136_S20240425T102113_N05.10',
           'S2A_OPER_MSI_L2A_DS_2APS_20240606T175100_S20240606T101605_N05.10',
           'S2A_OPER_MSI_L2A_DS_2APS_20240619T161551_S20240619T102251_N05.10',
           'S2B_OPER_MSI_L2A_DS_2BPS_20240704T130125_S20240704T102300_N05.10',
           'S2A_OPER_MSI_L2A_DS_2APS_20240709T142949_S20240709T102025_N05.10',
           'S2B_OPER_MSI_L2A_DS_2BPS_20240711T142740_S20240711T100555_N05.10',
           'S2B_OPER_MSI_L2A_DS_2BPS_20240714T125806_S20240714T102202_N05.10',
           'S2A_OPER_MSI_L2A_DS_2APS_20240719T141151_S20240719T102022_N05.10',
           'S2B_OPER_MSI_L2A_DS_2BPS_20240721T125344_S20240721T101252_N05.10',
           'S2A_OPER_MSI_L2A_DS_2APS_20240729T194952_S20240729T102559_N05.11',
           'S2B_OPER_MSI_L2A_DS_2BPS_20240731T125141_S20240731T101303_N05.11'],
          dtype='<U64')

  • s2:sequence
    (time)
    <U1
    '0' '0' '0' '0' ... '0' '0' '0' '0'

    array(['0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0',
           '0', '1', '0', '0', '0', '0', '0', '1', '0', '0', '0', '0', '0',
           '0', '0', '1', '0', '1', '0', '0', '3', '0', '0', '1', '0', '0',
           '0', '1', '0', '1', '0', '1', '0', '1', '0', '1', '0', '0', '1',
           '0', '1', '0', '0', '1', '0', '1', '0', '0', '0', '1', '0', '1',
           '0', '1', '0', '0', '0', '0', '0', '1', '0', '0', '1', '1', '0',
           '0', '1', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0',
           '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0',
           '1', '0', '0', '1', '0', '0', '0', '0', '1', '0', '0', '0', '0',
           '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0',
           '0', '0', '0', '0', '0', '0', '0', '0', '1', '0', '1', '1', '0',
           '1', '0', '1', '0', '0', '1', '1', '0', '1', '0', '1', '0', '1',
           '0', '1', '0', '0', '1', '1', '0', '1', '0', '0', '1', '0', '0',
           '1', '0', '1', '1', '0', '1', '0', '1', '0', '1', '0', '1', '1',
           '0', '0', '1', '1', '0', '1', '0', '1', '0', '1', '0', '1', '0',
           '1', '0', '1', '0', '1', '0', '1', '0', '1', '0', '0', '1', '1',
           '0', '0', '1', '1', '0', '1', '0', '1', '0', '0', '1', '1', '0',
           '1', '1', '0', '1', '0', '0', '1', '1', '0', '1', '0', '1', '0',
           '1', '1', '0', '1', '0', '1', '0', '0', '1', '0', '1', '0', '1',
           '1', '0', '1', '0', '1', '0', '1', '0', '1', '0', '1', '0', '0',
    ...
           '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '1', '0', '1',
           '4', '1', '0', '0', '1', '0', '0', '1', '0', '1', '1', '0', '1',
           '1', '0', '1', '0', '1', '0', '1', '0', '1', '0', '2', '1', '0',
           '1', '0', '0', '0', '3', '0', '1', '0', '0', '1', '0', '1', '0',
           '0', '0', '0', '0', '2', '1', '0', '0', '1', '1', '0', '0', '0',
           '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0',
           '0', '0', '0', '0', '1', '0', '0', '0', '0', '0', '0', '0', '0',
           '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0',
           '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0',
           '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0',
           '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0',
           '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0',
           '0', '0', '0', '0', '0', '1', '0', '0', '0', '0', '0', '0', '0',
           '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0',
           '0', '0', '0', '0', '0', '0', '0', '0', '0', '1', '0', '0', '0',
           '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0',
           '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '1', '0',
           '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0',
           '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0'],
          dtype='<U1')

  • s2:water_percentage
    (time)
    object
    1.504413 1.718854 ... 0.310865

    array([1.504413, 1.718854, 3.750497, 5.19834, 4.202895, 5.982503,
           5.592868, 0.682943, 31.421277, 0.457302, 3.741326, 0.329686,
           0.137873, 0.251412, 0.207097, 0.311848, 0.187913, 0.748155,
           0.268118, 0.917805, 0.346678, 1.027319, 0.182953, 0.235848,
           0.161967, 0.30532, 0.296117, 0.199112, 0.302033, 0.207728,
           0.298044, 0.153642, 0.262637, 0.284372, 0.403837, 0.361408,
           0.311333, 0.208107, 0.228894, 0.733601, 0.481042, 0.870363,
           0.505945, 0.498155, 0.287794, 0.78802, 0.484242, 0.739641,
           0.433322, 0.387519, 0.320885, 0.339086, 0.216817, 0.239804,
           0.502102, 0.512012, 0.38304, 0.15999, 0.179624, 0.360799, 0.502129,
           0.528028, 0.398496, 0.581379, 0.47856, 0.38205, 0.335327, 0.360114,
           0.442522, 0.473364, 0.515944, 0.437068, 0.287278, 0.4192, 0.410198,
           0.412134, 1.218079, 1.122079, 2.736997, 0.383933, 3.262112,
           3.777596, 2.441926, 4.288, 2.21597, 4.562909, 6.20664, 6.035033,
           3.73672, 1.822639, 1.770222, 2.079403, 3.079769, 3.804602,
           3.897338, 3.085545, 1.816523, 1.497153, 0.651507, 0.778276,
           1.235006, 0.903938, 0.837586, 0.65733, 0.150598, 0.293363,
           0.637001, 1.1716, 0.164873, 0.259702, 0.334246, 0.448729, 0.307843,
           0.242375, 0.92161, 0.772722, 0.133682, 0.344684, 0.565763,
           0.298453, 0.597798, 0.398205, 0.621998, 0.363154, 0.480731,
    ...
           0.497321, 0.575055, 0.400311, 0.605421, 0.261001, 0.175836,
           0.320334, 0.22449, 0.355919, 0.282438, 0.342643, 0.133591,
           0.283685, 0.324117, 0.290836, 0.174197, 0.087594, 0.189686,
           0.330035, 0.289531, 0.46315, 0.507778, 0.551168, 0.440705,
           0.138527, 0.369083, 0.202523, 0.417129, 0.854446, 0.217792,
           0.33675, 0.297011, 0.337343, 0.233417, 0.280115, 0.275832,
           0.266206, 0.321339, 0.268428, 0.315168, 1.798932, 0.217226,
           0.009525, 0.137276, 0.233218, 0.248285, 0.160068, 0.149571,
           0.274109, 0.284879, 0.271986, 0.295075, 0.173186, 0.260679,
           0.111241, 0.33715, 0.285097, 0.316011, 0.376616, 0.373957, 0.35324,
           0.169409, 0.352079, 0.240557, 0.648204, 0.80669, 0.348788,
           0.190142, 0.244989, 0.405194, 0.365911, 0.352285, 0.321201,
           0.267756, 0.241345, 0.24223, 0.227511, 0.2412, 0.40577, 0.237315,
           0.268894, 0.338722, 0.409835, 0.078322, 0.430929, 0.482885,
           0.30369, 0.299309, 0.34798, 0.322398, 0.211977, 0.078965, 0.279316,
           0.322754, 0.300769, 0.307423, 0.000961, 0.197571, 0.193269,
           0.273897, 0.288603, 0.192819, 0.105055, 0.249384, 0.22121,
           0.221035, 0.153686, 0.094502, 0.220348, 0.140289, 0.168752,
           0.298428, 0.297432, 0.29728, 0.232478, 0.299669, 0.348877,
           0.284342, 0.341176, 0.310865], dtype=object)

  • eo:cloud_cover
    (time)
    object
    41.069562 21.447816 ... 8.426949

    array([41.069562, 21.447816, 11.598649, 10.061224, 3.851569, 7.517994,
           2.810787, 39.132269, 4.720581, 2.15216, 1.541246, 19.125673,
           47.678897, 3.834101, 6.280085, 16.952058, 8.727837, 30.72951,
           2.674829, 4.552688, 4.418409, 20.214072, 49.83463, 10.581071,
           46.402426, 31.676527, 7.234149, 24.42363, 25.80952, 23.797498,
           30.567166, 46.61635, 19.853057, 22.522238, 13.492065, 15.118092,
           19.236591, 39.519855, 37.046246, 13.169393, 17.030643, 18.697968,
           23.762882, 38.294726, 45.964068, 19.968619, 25.822678, 31.229971,
           38.823864, 46.84215, 3.373786, 2.514534, 26.934207, 28.672209,
           43.542319, 7.194714, 10.379995, 26.732709, 23.252083, 33.098901,
           20.8583, 7.879354, 10.726496, 8.352265, 9.216487, 4.837517,
           2.928733, 17.709343, 1.704095, 6.757104, 0.67771, 6.954368,
           6.32541, 12.505874, 28.060476, 38.250858, 16.466745, 18.412351,
           4.073465, 2.857099, 14.242911, 5.674732, 19.649089, 7.09399,
           36.919026, 24.528939, 11.391846, 3.902341, 38.474256, 32.388538,
           42.434923, 24.591762, 17.93394, 10.680875, 4.573463, 20.680956,
           17.612226, 24.117596, 41.138558, 35.529186, 4.520082, 1.078002,
           4.77241, 1.534389, 9.404364, 11.871402, 6.313679, 27.36025,
           44.61342, 26.606328, 2.158201, 17.990307, 7.296045, 7.765829,
           21.818134, 25.100749, 38.186185, 27.968077, 13.582733, 23.302598,
    ...
           26.330325, 40.784469, 2.402994, 15.976843, 0.52725, 4.817105,
           10.5659, 48.122761, 6.449366, 8.086682, 7.355139, 18.183808,
           37.712303, 48.884797, 11.94944, 33.000481, 0.02601, 6.662971,
           2.900379, 19.656011, 41.591963, 44.540852, 44.327056, 6.363313,
           21.48352, 22.684729, 4.892157, 14.121178, 0.054077, 40.748751,
           20.435607, 0.72165, 3.808256, 6.293791, 0.033228, 16.789953,
           48.541638, 29.613996, 43.045977, 48.707432, 4.215643, 4.834266,
           46.519685, 40.540093, 4.372006, 25.240481, 31.735489, 30.210713,
           46.491379, 18.25978, 49.014699, 5.129277, 36.931852, 5.725601,
           16.680434, 22.538827, 27.080336, 43.213615, 1.472099, 30.483916,
           0.146099, 0.14198, 28.498003, 48.432013, 25.710425, 0.906273,
           0.159996, 0.011871, 5.649614, 9.025275, 16.841747, 41.60057,
           25.579396, 22.809632, 25.47338, 15.193404, 39.881942, 23.988649,
           6.604924, 43.671069, 0.388782, 0.494723, 9.984293, 22.207138,
           0.004815, 0.005468, 46.385601, 33.254492, 25.464171, 0.021972,
           0.733797, 0.164781, 46.009505, 42.914566, 17.326953, 0.086967,
           38.950747, 12.565641, 30.155969, 45.86626, 17.328979, 45.116866,
           43.148625, 23.972516, 1.387036, 32.70888, 48.39268, 14.262016,
           24.792239, 23.972522, 36.110991, 18.909839, 31.210771, 21.87788,
           16.663046, 8.426949], dtype=object)

  • s2:snow_ice_percentage
    (time)
    object
    27.784669 24.088357 ... 1.11413

    array([27.784669, 24.088357, 12.01432, 6.756805, 18.257032, 7.929872,
           15.523706, 14.1028, 13.105176, 2.482953, 41.874111, 38.054755,
           29.105544, 46.408647, 49.294683, 42.403331, 44.81712, 33.760557,
           40.94322, 37.729022, 40.871131, 29.619467, 6.226337, 7.181017,
           2.263783, 4.466031, 5.112977, 3.735559, 4.477243, 3.101788,
           2.707154, 2.863852, 1.885674, 1.977386, 2.691312, 2.010621,
           2.335911, 0.853096, 1.786002, 1.566542, 1.549209, 1.413358,
           1.127203, 1.053642, 1.074078, 1.079661, 1.117926, 0.994811,
           0.349802, 0.943333, 3.070256, 2.750362, 2.569779, 2.207145,
           2.843166, 2.103161, 2.245224, 1.899111, 2.143112, 1.110504,
           1.204761, 1.079357, 1.333265, 1.137872, 1.144197, 1.223891,
           1.669789, 0.917607, 5.126894, 2.26436, 1.823938, 1.496849, 2.03434,
           1.174282, 4.306043, 2.49147, 18.432114, 13.220793, 15.616176,
           17.559014, 21.089551, 28.994197, 23.514944, 27.189371, 20.275131,
           17.327371, 16.612405, 24.266791, 28.621924, 31.858984, 29.047713,
           28.926018, 25.505683, 20.894566, 28.837514, 26.360264, 43.431687,
           43.825087, 37.590456, 26.882216, 41.128185, 43.958402, 41.597959,
           38.421527, 45.94672, 40.83612, 35.859022, 37.780914, 20.941679,
           16.406852, 37.887084, 29.257828, 30.404931, 32.947722, 37.115005,
           26.511607, 30.256045, 28.161886, 34.353489, 26.708639, 31.038001,
    ...
           0.490363, 0.676011, 1.743756, 1.994511, 5.051956, 3.813769,
           9.905329, 7.070265, 2.388731, 4.252539, 2.476867, 6.622697,
           4.938019, 3.752794, 4.803896, 17.08249, 20.282902, 22.354606,
           28.452042, 38.293633, 50.632572, 32.254806, 40.644246, 34.415573,
           35.053647, 31.311017, 41.91151, 41.299132, 42.067054, 37.276304,
           40.487778, 23.744838, 29.628363, 41.865122, 39.415351, 37.776324,
           38.428423, 27.669129, 0.004104, 24.537559, 44.146532, 13.274577,
           33.424702, 33.85416, 23.711519, 23.271571, 35.477185, 16.272426,
           10.053248, 7.575592, 4.347549, 8.614716, 5.018317, 7.308058,
           0.900351, 4.086526, 1.831711, 1.599577, 1.116739, 0.70867,
           1.874071, 0.06656, 0.99591, 0.957568, 0.057979, 2.044273, 1.684397,
           1.578652, 1.275221, 6.115932, 2.634674, 1.631853, 1.92525,
           0.166125, 1.446456, 1.020859, 8.751326, 45.747039, 15.162124,
           21.74025, 23.088582, 40.691292, 28.508115, 38.474396, 41.563949,
           27.87376, 33.290187, 30.081186, 23.267132, 37.309411, 32.063851,
           44.248313, 40.702555, 39.542842, 51.092553, 24.112888, 44.003937,
           36.57873, 18.999927, 35.454279, 46.956751, 19.322889, 40.440008,
           20.571445, 29.437009, 45.160949, 41.608524, 33.789584, 9.523747,
           12.056041, 6.472951, 2.658968, 0.932495, 3.03374, 1.676389,
           1.103065, 1.480092, 1.11413], dtype=object)

  • s2:nodata_pixel_percentage
    (time)
    object
    11.344289 7e-05 ... 0.001181

    array([11.344289, 7e-05, 11.747443, 0.001022, 11.865249, 0.002024,
           11.836424, 0.000362, 10.520035, 11.043341, 4.3e-05, 10.245421,
           12.794904, 11.317464, 11.346283, 11.001211, 2.7e-05, 11.111417,
           2e-05, 11.571965, 11.595662, 2.7e-05, 11.066161, 10.928832,
           6.6e-05, 10.795923, 8e-05, 11.048497, 11.23339, 11.096473,
           11.123971, 3e-06, 7e-06, 0, 3e-06, 0.00151, 0, 11.023819, 0.001437,
           11.483508, 11.501435, 10.923424, 11.122103, 10.717951, 10.946921,
           1.3e-05, 0, 11.634035, 11.675496, 0.000587, 4e-05, 3e-06,
           10.717805, 10.919227, 2e-05, 12.038583, 12.075976, 0, 0, 2.7e-05,
           12.22479, 5.3e-05, 0.005796, 10.700449, 10.900345, 0.000242, 0,
           11.405729, 11.032376, 11.439073, 11.349372, 11.473005, 11.499272,
           0.000182, 11.398316, 0.000474, 49.428576, 32.672429, 10.884938,
           10.924758, 10.653226, 11.576372, 0.000249, 10.933898, 0.000239,
           10.632814, 0.005007, 11.328419, 0.00277, 10.635065, 0.000332,
           0.000508, 10.807973, 10.97355, 0.002422, 0.002389, 11.058175,
           0.000508, 0.000445, 10.979612, 0.001121, 10.948487, 0.000491,
           0.000936, 11.038543, 10.811792, 0.000382, 10.160348, 3e-06,
           0.001981, 10.554736, 0.000325, 14.97362, 0.000202, 11.015444,
           3.6e-05, 11.414159, 11.207292, 11.529136, 7e-06, 2e-05, 11.447613,
           0.000514, 2.7e-05, 10.920299, 5.3e-05, 3e-06, 11.247544, 5e-05,
    ...
           12.164177, 0, 12.070776, 12.308115, 7e-06, 12.217597, 3e-06, 1e-05,
           11.877804, 0, 11.661288, 3e-06, 11.927645, 2.3e-05, 11.74023,
           11.697774, 3e-06, 11.320872, 3e-06, 0.001938, 10.702138, 1.3e-05,
           12.294621, 11.665595, 12.059389, 9.6e-05, 11.80233, 11.769152,
           9e-05, 11.412325, 11.32132, 10.794752, 0.004187, 11.296465, 3e-06,
           11.200225, 11.854957, 0.005969, 0.00922, 11.139993, 11.30052,
           11.232989, 3e-05, 11.290652, 0, 11.026503, 11.567543, 0.010876,
           10.651354, 11.111413, 0.001556, 10.736587, 1.3e-05, 11.414697,
           2e-05, 11.467315, 4e-05, 11.033387, 11.512566, 0, 0, 11.311714,
           3e-06, 0, 12.116556, 12.139466, 3e-06, 11.745448, 12.079591, 0, 0,
           11.826679, 0, 11.629215, 11.422481, 11.789437, 0, 11.54175, 0,
           11.803597, 0, 0, 11.684892, 11.896092, 81.468892, 0, 0, 0,
           12.411624, 0, 0, 11.515699, 0, 11.529461, 11.169057, 10.581667,
           3e-06, 11.6096, 7e-06, 11.626706, 11.376157, 0.02068, 10.608511,
           0.001184, 10.757075, 0.000358, 2.3e-05, 11.586886, 5e-05, 0,
           12.101274, 5.6e-05, 10.998826, 0.000129, 11.340328, 9.860992,
           7.3e-05, 11.001251, 0.003563, 0.008464, 10.991682, 11.893152,
           11.02204, 0.001387, 11.268509, 0, 0, 0, 11.891709, 0, 11.99222,
           11.736514, 11.367723, 3e-06, 11.474119, 10.669092, 0, 11.29414,
           0.001181], dtype=object)

  • instruments
    ()
    <U3
    'msi'

    array('msi', dtype='<U3')

  • processing:software
    (time)
    object
    {'sentinel2-to-stac': '0.1.0'} ....

    array([{'sentinel2-to-stac': '0.1.0'}, {'sentinel2-to-stac': '0.1.0'},
           {'sentinel2-to-stac': '0.1.0'}, {'sentinel2-to-stac': '0.1.0'},
           {'sentinel2-to-stac': '0.1.0'}, {'sentinel2-to-stac': '0.1.0'},
           {'sentinel2-to-stac': '0.1.0'}, {'sentinel2-to-stac': '0.1.0'},
           {'sentinel2-to-stac': '0.1.0'}, {'sentinel2-to-stac': '0.1.0'},
           {'sentinel2-to-stac': '0.1.0'}, {'sentinel2-to-stac': '0.1.0'},
           {'sentinel2-to-stac': '0.1.0'}, {'sentinel2-to-stac': '0.1.0'},
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.0'},
           {'sentinel2-to-stac': '0.1.0'}, {'sentinel2-to-stac': '0.1.0'},
           {'sentinel2-to-stac': '0.1.0'}, {'sentinel2-to-stac': '0.1.0'},
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.0'},
           {'sentinel2-to-stac': '0.1.0'}, {'sentinel2-to-stac': '0.1.0'},
           {'sentinel2-to-stac': '0.1.0'}, {'sentinel2-to-stac': '0.1.0'},
           {'sentinel2-to-stac': '0.1.0'}, {'sentinel2-to-stac': '0.1.0'},
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.0'},
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.0'},
           {'sentinel2-to-stac': '0.1.0'}, {'sentinel2-to-stac': '0.1.1'},
           {'sentinel2-to-stac': '0.1.0'}, {'sentinel2-to-stac': '0.1.0'},
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.0'},
           {'sentinel2-to-stac': '0.1.0'}, {'sentinel2-to-stac': '0.1.0'},
    ...
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.1'},
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.1'},
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.1'},
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.1'},
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.1'},
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.1'},
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.1'},
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.1'},
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.1'},
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.1'},
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.1'},
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.1'},
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.1'},
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.1'},
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.1'},
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.1'},
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.1'},
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.1'},
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.1'}],
          dtype=object)

  • mgrs:grid_square
    ()
    <U2
    'PS'

    array('PS', dtype='<U2')

  • s2:saturated_defective_pixel_percentage
    ()
    int64
    0

    array(0)

  • view:sun_elevation
    (time)
    float64
    26.4 24.21 21.65 ... 59.96 58.69

    array([26.39590817, 24.205512  , 21.65441999, 20.23442729, 20.18551916,
           19.22450817, 19.42218358, 18.94706454, 19.40650105, 62.54811902,
           22.5064948 , 37.09649697, 45.09552022, 47.07100484, 47.07084319,
           49.00103354, 50.98806745, 52.69318301, 52.7654197 , 54.42804858,
           54.42790188, 54.44826435, 63.92369553, 64.90966251, 64.07279512,
           64.90532109, 63.98612537, 64.73636857, 64.73624903, 64.41612049,
           64.41599831, 63.35876078, 62.83388744, 62.83374528, 62.16862801,
           61.38682708, 61.38669456, 60.72217298, 59.47145257, 59.62764779,
           59.62754935, 58.41870318, 58.41861182, 55.72254359, 55.72246811,
           54.4356281 , 54.43553891, 54.25188739, 54.25182089, 52.95469901,
           51.41688452, 51.41680955, 49.38517917, 49.38513506, 48.13245301,
           47.65161757, 47.65158072, 46.40315996, 46.40311179, 44.64353877,
           44.04875817, 42.84495484, 42.84492086, 42.20610651, 42.20609028,
           41.03021277, 41.03018631, 40.35318189, 38.49544136, 36.648674  ,
           34.82418768, 33.03725258, 33.0372625 , 32.0127915 , 31.30163135,
           30.3143301 , 24.32695408, 24.32695408, 23.8692546 , 23.86927461,
           21.73979145, 20.90751686, 20.29879525, 20.23896161, 19.68919913,
           19.74889003, 19.25392332, 19.43967864, 19.00613935, 19.32154873,
           18.94167266, 19.38368838, 20.09424264, 22.51456406, 22.45558389,
           23.64231431, 26.36366484, 26.4341079 , 28.01296315, 29.5709547 ,
    ...
           19.48838005, 18.94109845, 19.36153933, 19.03091209, 19.58343827,
           19.9939942 , 21.24787085, 22.30793508, 23.41586666, 23.39662121,
           24.67588915, 24.69972779, 26.07674253, 26.13680522, 27.6020499 ,
           27.69672894, 29.23914735, 32.79691057, 34.87111703, 36.82976964,
           40.60516655, 44.80877197, 46.76673115, 48.54135711, 52.26422667,
           52.34569741, 55.67922874, 63.07377118, 63.23059353, 63.96271418,
           64.89528189, 64.07824429, 64.92826325, 64.79685111, 64.0766522 ,
           62.97937244, 62.78298529, 61.59358397, 61.94207286, 59.73067685,
           56.16023756, 56.07932404, 54.62143531, 53.08636994, 51.80081634,
           50.20554615, 48.54789524, 48.08206183, 46.83736696, 41.47512568,
           40.80450506, 39.64725151, 38.94669311, 37.09555365, 35.26266248,
           34.19717759, 30.02779624, 27.5005283 , 24.16539933, 22.99263798,
           22.26578343, 21.9653671 , 21.28921722, 20.38501605, 19.81983003,
           19.34482232, 19.49941672, 19.04805756, 18.94324787, 19.35725492,
           19.29253712, 20.55266727, 20.3872587 , 21.32148605, 22.25468545,
           22.19250871, 23.36022166, 23.33505279, 24.63199092, 26.00583421,
           29.16237107, 30.8921064 , 38.71117217, 40.51030392, 46.67165713,
           48.59459603, 50.46345016, 55.5993827 , 63.66615398, 64.93282261,
           64.10063185, 63.526646  , 62.37796409, 62.81748362, 61.97996686,
           60.76166497, 59.96049409, 58.68899611])

  • s2:processing_baseline
    (time)
    <U5
    '00.01' '00.01' ... '05.11' '05.11'

    array(['00.01', '00.01', '00.01', '00.01', '00.01', '00.01', '00.01',
           '00.01', '00.01', '00.01', '00.01', '00.01', '02.07', '02.07',
           '05.00', '02.07', '02.07', '02.07', '02.07', '02.07', '05.00',
           '02.07', '02.08', '02.08', '02.08', '02.08', '02.08', '02.08',
           '05.00', '02.08', '05.00', '02.08', '02.08', '05.00', '02.08',
           '02.08', '05.00', '02.08', '02.08', '02.08', '05.00', '02.08',
           '05.00', '02.08', '05.00', '02.08', '05.00', '02.08', '05.00',
           '02.08', '02.08', '05.00', '02.08', '05.00', '02.08', '02.08',
           '05.00', '02.08', '05.00', '02.08', '02.08', '02.08', '05.00',
           '02.08', '05.00', '02.08', '05.00', '02.08', '02.08', '02.09',
           '02.09', '02.09', '05.00', '02.09', '02.09', '02.09', '02.10',
           '02.10', '02.10', '05.00', '02.11', '02.11', '02.11', '02.11',
           '02.11', '02.11', '02.11', '02.11', '02.11', '02.11', '02.11',
           '02.11', '02.11', '02.11', '02.11', '02.11', '02.11', '02.11',
           '02.11', '02.11', '02.11', '02.11', '02.11', '02.11', '05.00',
           '02.11', '02.11', '02.11', '02.11', '02.11', '02.11', '02.11',
           '02.11', '02.11', '02.11', '02.11', '02.11', '02.11', '02.11',
           '02.12', '02.12', '02.12', '02.12', '02.12', '02.12', '02.12',
           '02.12', '02.12', '02.12', '02.12', '02.13', '02.13', '02.13',
           '02.13', '02.13', '02.13', '02.13', '02.13', '05.00', '02.13',
    ...
           '04.00', '04.00', '04.00', '04.00', '04.00', '04.00', '04.00',
           '04.00', '04.00', '04.00', '04.00', '04.00', '04.00', '04.00',
           '04.00', '04.00', '04.00', '04.00', '04.00', '04.00', '04.00',
           '04.00', '04.00', '04.00', '04.00', '04.00', '04.00', '04.00',
           '04.00', '04.00', '04.00', '04.00', '04.00', '04.00', '04.00',
           '04.00', '05.09', '05.09', '05.09', '05.09', '05.09', '05.09',
           '05.09', '05.09', '05.09', '05.09', '05.09', '05.09', '05.09',
           '05.09', '05.09', '05.09', '05.09', '05.09', '05.09', '05.09',
           '05.09', '05.09', '05.09', '05.09', '05.09', '05.09', '05.09',
           '05.09', '05.09', '05.09', '05.09', '05.09', '05.09', '05.09',
           '05.09', '05.09', '05.09', '05.09', '05.09', '05.09', '05.09',
           '05.09', '05.09', '05.09', '05.09', '05.09', '05.09', '05.09',
           '05.09', '05.09', '05.09', '05.09', '05.09', '05.09', '05.09',
           '05.09', '05.09', '05.09', '05.09', '05.09', '05.09', '05.09',
           '05.09', '05.09', '05.09', '05.09', '05.10', '05.10', '05.10',
           '05.10', '05.10', '05.10', '05.10', '05.10', '05.10', '05.10',
           '05.10', '05.10', '05.10', '05.10', '05.10', '05.10', '05.10',
           '05.10', '05.10', '05.10', '05.10', '05.10', '05.10', '05.10',
           '05.10', '05.10', '05.10', '05.10', '05.10', '05.10', '05.10',
           '05.11', '05.11'], dtype='<U5')

  • mgrs:latitude_band
    ()
    <U1
    'T'

    array('T', dtype='<U1')

  • s2:not_vegetated_percentage
    (time)
    object
    1.850666 4.228496 ... 10.899296

    array([1.850666, 4.228496, 7.866596, 11.060949, 10.80196, 11.759213,
           10.898712, 6.529424, 12.187208, 13.651107, 5.272284, 7.655315,
           5.267968, 10.401686, 12.968789, 7.31592, 7.391331, 4.424916,
           8.627239, 7.07835, 9.385534, 5.349944, 2.411655, 8.395863,
           3.896582, 4.001577, 11.015609, 7.485414, 9.71804, 8.355864,
           8.719684, 3.643551, 8.364233, 10.362255, 9.503718, 9.042459,
           9.856208, 3.846677, 3.862919, 7.077086, 8.180296, 6.582968,
           7.424086, 5.27234, 5.134078, 6.961165, 8.391456, 3.755952,
           3.793259, 3.145841, 9.698479, 12.791839, 5.035986, 7.563724,
           3.338026, 9.456579, 10.631576, 11.160331, 15.452218, 6.442651,
           5.584083, 10.042912, 15.553103, 9.956042, 16.239601, 11.685424,
           18.599324, 8.045232, 10.396021, 13.648659, 16.195506, 15.637991,
           21.9164, 13.308746, 7.287064, 15.091103, 8.385492, 8.044619,
           8.486618, 14.866571, 6.014945, 4.558588, 4.700803, 4.546402,
           3.440561, 5.254788, 6.795955, 6.869552, 1.793246, 2.582273,
           1.757581, 5.006273, 8.500122, 10.533302, 9.834492, 5.023607,
           3.017239, 2.287781, 0.820877, 4.444554, 9.232897, 10.284705,
           10.190202, 14.832933, 23.231041, 12.55146, 13.36088, 5.756466,
           9.001599, 13.570227, 17.157021, 14.309764, 17.832597, 16.072802,
           5.503632, 7.353356, 3.605929, 4.067833, 5.825366, 4.843919,
    ...
           18.37686, 23.136681, 17.852755, 20.285834, 20.508453, 15.069558,
           27.239719, 21.57781, 28.793129, 29.626286, 28.098264, 8.571147,
           18.128866, 10.116168, 16.192998, 12.330247, 9.8976, 11.2476,
           5.357644, 8.046271, 5.154646, 16.186079, 10.286433, 13.848531,
           15.178104, 15.966383, 18.953867, 12.597392, 19.574127, 21.29727,
           21.753474, 19.76392, 25.189388, 26.768169, 12.246516, 21.055792,
           8.866422, 17.248513, 18.377571, 18.198106, 6.820399, 9.14625,
           12.917934, 5.726046, 6.347982, 6.160212, 4.302259, 9.980833,
           8.529211, 12.635748, 4.285006, 11.879613, 9.385792, 9.010481,
           7.480057, 8.053344, 13.6323, 5.551677, 14.414392, 13.95905,
           5.679367, 6.713279, 17.538419, 15.492672, 14.695184, 16.349232,
           21.3213, 18.939453, 24.10405, 12.138306, 23.731202, 16.289024,
           9.316306, 7.557344, 9.095255, 10.608844, 13.771431, 7.617597,
           13.815728, 12.283253, 13.0456, 9.993347, 11.02363, 11.625505,
           6.65611, 7.66367, 8.009715, 11.809688, 10.882354, 12.613879,
           1.545668, 8.63302, 10.747389, 15.554348, 13.825415, 16.494243,
           8.880005, 12.378463, 15.76881, 13.849302, 4.752048, 9.900992,
           15.871248, 3.958939, 4.12778, 10.271367, 9.288954, 8.381598,
           4.899881, 10.991374, 6.324165, 7.466637, 12.102448, 10.899296],
          dtype=object)

  • constellation
    ()
    <U10
    'sentinel-2'

    array('sentinel-2', dtype='<U10')

  • mgrs:utm_zone
    ()
    int64
    32

    array(32)

  • view:sun_azimuth
    (time)
    float64
    171.5 168.9 171.0 ... 153.6 149.6

    array([171.5007273 , 168.92490676, 170.96072959, 167.99361455,
           170.15238598, 167.0355798 , 169.09208589, 165.86605548,
           167.87440027, 151.8234341 , 162.06246073, 161.48055258,
           161.03048343, 160.9519171 , 160.95112871, 160.81618265,
           156.78913455, 160.46385391, 156.45750616, 160.2253509 ,
           160.22455127, 156.02263791, 155.27317745, 152.83638728,
           147.65420999, 152.22550532, 147.1117255 , 151.74945113,
           151.74878145, 151.47727705, 151.47658522, 146.60408966,
           146.67333877, 146.67269084, 146.91503921, 147.40016803,
           147.39956026, 152.94487906, 148.88927457, 153.80282295,
           153.80222764, 154.73201122, 154.73144359, 156.9319696 ,
           156.93146092, 153.42354152, 153.42306518, 158.17054056,
           158.17006024, 154.6983214 , 156.08112615, 156.08067921,
           161.84701777, 161.84660492, 158.74477123, 163.09527317,
           163.09488371, 159.99586242, 159.9955005 , 161.26508398,
           165.36443555, 162.42650069, 162.42618386, 166.39968581,
           166.39938157, 163.54732205, 163.54703611, 167.38063227,
           168.25269251, 169.03986194, 169.71734634, 170.29303203,
           170.2928916 , 167.62788748, 170.76211313, 168.11618079,
           168.91007201, 168.91007201, 171.42368365, 171.42370234,
    ...
           158.72418619, 158.50331495, 161.28278774, 157.64356609,
           157.40157412, 160.86292985, 160.52641076, 156.54997454,
           159.96463856, 156.32995594, 150.26051598, 148.55123199,
           153.04007015, 147.83440439, 152.38209278, 151.86139378,
           151.4017494 , 146.655415  , 151.71872688, 147.28757912,
           152.17871704, 148.69340231, 151.88678111, 156.71903071,
           157.90817583, 159.14492352, 155.78183318, 157.13466702,
           158.46481888, 162.8460576 , 159.76827233, 163.32519197,
           167.18709929, 164.35839602, 168.08171234, 168.8822853 ,
           169.57090958, 166.88877653, 171.06207647, 168.72569309,
           171.47568303, 171.3100807 , 168.71631465, 171.06438525,
           168.45493437, 170.31991908, 167.70903612, 167.23481897,
           169.3113159 , 166.67909196, 166.109218  , 168.12467089,
           164.83860768, 166.18572812, 163.52070581, 165.57915495,
           164.95432319, 162.26921514, 164.4182638 , 161.66706566,
           161.12775635, 163.4160526 , 162.61401966, 162.27122184,
           158.24366968, 161.28591764, 157.41184988, 157.16625884,
           156.89116327, 159.9773387 , 149.43187244, 152.42716915,
           151.39758869, 151.4393118 , 146.82715355, 151.6846444 ,
           152.1186457 , 147.85885242, 153.55374566, 149.56242668])

  • s2:datatake_type
    ()
    <U8
    'INS-NOBS'

    array('INS-NOBS', dtype='<U8')

  • s2:reflectance_conversion_factor
    (time)
    float64
    1.018 1.021 1.027 ... 0.9694 0.9698

    array([1.01776269, 1.02115259, 1.02663539, 1.0290544 , 1.02996701,
           1.03177239, 1.03240681, 1.03353809, 1.03387299, 0.96766846,
           1.03275145, 1.01717327, 1.00626263, 1.00339524, 1.00339524,
           1.00051506, 0.99650591, 0.99480151, 0.99368148, 0.99200973,
           0.99200973, 0.99091541, 0.97369611, 0.96966227, 0.96927142,
           0.96874902, 0.96844785, 0.96806233, 0.96806233, 0.96760654,
           0.96760654, 0.96748991, 0.96736157, 0.96736157, 0.96746857,
           0.96781022, 0.96781022, 0.96884013, 0.96918738, 0.96977843,
           0.96977843, 0.97093672, 0.97093672, 0.9738823 , 0.9738823 ,
           0.97456457, 0.97456457, 0.97565056, 0.97565056, 0.97640681,
           0.9784261 , 0.9784261 , 0.98199457, 0.98199457, 0.982941  ,
           0.98440865, 0.98440865, 0.98540622, 0.98540622, 0.98798784,
           0.989589  , 0.99066793, 0.99066793, 0.99231933, 0.99231933,
           0.99342775, 0.99342775, 0.99511768, 0.99796397, 1.0008376 ,
           1.00371742, 1.0065821 , 1.0065821 , 1.00771496, 1.00941007,
           1.01052225, 1.02087116, 1.02087116, 1.02225236, 1.02225236,
           1.0264083 , 1.02820367, 1.02886193, 1.02979035, 1.03036167,
           1.03115518, 1.03163472, 1.03228662, 1.03267037, 1.03317513,
           1.03345984, 1.03427578, 1.03431872, 1.03313449, 1.03280476,
           1.0318056 , 1.0297125 , 1.02910139, 1.02741898, 1.02630891,
    ...
           1.03203565, 1.03329237, 1.03368259, 1.03389044, 1.03412691,
           1.0343128 , 1.03370029, 1.03331482, 1.03247293, 1.03206893,
           1.03138687, 1.03088758, 1.03006521, 1.0294755 , 1.0285198 ,
           1.02784382, 1.02676265, 1.02267481, 1.01941998, 1.01692638,
           1.01269657, 1.00598678, 1.00311747, 1.00138341, 0.99565561,
           0.99452949, 0.99010182, 0.9760076 , 0.97353759, 0.97067736,
           0.96998117, 0.96956438, 0.96900125, 0.96824559, 0.96742684,
           0.96737554, 0.96754629, 0.96768237, 0.96795782, 0.96892094,
           0.97245185, 0.97338675, 0.97509671, 0.97699324, 0.97779824,
           0.97993323, 0.98222178, 0.98366565, 0.98464849, 0.99258715,
           0.9942669 , 0.99539154, 0.99710142, 0.99996892, 1.00284967,
           1.00399623, 1.01135186, 1.01512537, 1.02156673, 1.0237838 ,
           1.0246201 , 1.02582808, 1.02659145, 1.02933466, 1.02993289,
           1.03127534, 1.03197058, 1.03238372, 1.03324812, 1.03364753,
           1.03421885, 1.03425044, 1.0341547 , 1.03393243, 1.03335751,
           1.03305788, 1.03253081, 1.03213239, 1.03096562, 1.03015154,
           1.02687454, 1.02493213, 1.01447551, 1.01286059, 1.00329102,
           1.00041075, 0.99753981, 0.99026514, 0.9720913 , 0.9690535 ,
           0.96743786, 0.96736577, 0.96740262, 0.96752894, 0.96792672,
           0.96814963, 0.96941324, 0.9698166 ])

  • s2:degraded_msi_data_percentage
    (time)
    object
    0 0 0 0 ... 0.0385 0.0256 0.0303

    array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0.1174, 0, 0, 0, 0, 0,
           0.0259, 0, 0, 0, 0, 0, 0, 0, 0.0201, 0, 0.0298, 0, 0, 0.0321, 0, 0,
           0.0317, 0, 0, 0, 0.0343, 0, 0.0342, 0, 0.0186, 0, 0.0361, 0,
           0.0695, 0, 0, 0.0312, 0, 0.0132, 0, 0, 0.0257, 0, 0.0109, 0, 0, 0,
           0.011, 0, 0.0129, 0, 0.0315, 0, 0, 0, 0, 0, 0.0249, 0, 0, 0, 0, 0,
           0, 0.0248, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
           0, 0, 0, 0, 0, 0.0129, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
           0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0.0254, 0,
           0.0307, 0.0037, 0, 0.0249, 0, 0.011, 0, 0, 0.0126, 0.0043, 0,
           0.0108, 0, 0.0126, 0, 0.004, 0, 0.0038, 0, 0, 0.0249, 0.0109, 0,
           0.0108, 0, 0, 0.0036, 0, 0, 0.0036, 0, 0.0038, 0.0246, 0, 0.0107,
           0, 0.0125, 0, 0.004, 0, 0.0108, 0.0107, 0, 0, 0.0125, 0.0043, 0,
           0.0244, 0, 0.0223, 0, 0.0043, 0, 0.0245, 0, 0.0107, 0, 0.0222, 0,
           0.0043, 0, 0.0245, 0, 0.0107, 0, 0, 0.0223, 0.0042, 0, 0, 0.0245,
           0.0108, 0, 0.0223, 0, 0.0046, 0, 0, 0.0246, 0.0108, 0, 0.0221,
           0.0046, 0, 0.0248, 0, 0, 0.0253, 0.0204, 0, 0.044, 0, 0.0257, 0,
           0.0251, 0.0227, 0, 0.0043, 0, 0.0137, 0, 0, 0.0348, 0, 0.0164, 0,
           0.023, 0.0049, 0, 0.0253, 0, 0.0111, 0, 0.0225, 0, 0.004, 0,
           0.0113, 0, 0, 0.0465, 0, 0.1315, 0, 0.0038, 0, 0, 0.0256, 0,
           0.0108, 0.0264, 0, 0, 0.0249, 0.0169, 0, 0, 0.0807, 0, 0.0775, 0,
    ...
           0.0035, 0.0106, 0.0035, 0.0245, 0.0106, 0.0223, 0.0106, 0.0224,
           0.0041, 0.0245, 0.0106, 0.0224, 0.0038, 0.0039, 0.0245, 0.0225,
           0.0246, 0.0105, 0.0228, 0.0035, 0.0247, 0.0229, 0.0034, 0.0247,
           0.0106, 0.0106, 0.0226, 0.0035, 0.0246, 0.0106, 0.0227, 0.0106,
           0.0226, 0.0246, 0.0107, 0.0222, 0.0034, 0.0107, 0.0222, 0.0034,
           0.0247, 0.0225, 0.0246, 0.0106, 0.0226, 0.0226, 0.0036, 0.0246,
           0.0223, 0.0244, 0.0039, 0.0246, 0.0106, 0.0222, 0.0247, 0.0106,
           0.0037, 0.0246, 0.0246, 0.0246, 0.004, 0.0245, 0.0106, 0.0222,
           0.0247, 0.0109, 0.0222, 0.0248, 0.0107, 0.0224, 0.0038, 0.0253,
           0.0107, 0.0226, 0.0039, 0.0249, 0.0263, 0, 0.0149, 0.0248, 0.011,
           0.0422, 0.0278, 0.0817, 0.0651, 0.0632, 0.0374, 0.1128, 0.0486,
           0.1096, 0.0225, 0.023, 0.0261, 0.0533, 0.0216, 0.0277, 0.025,
           0.0266, 0.0216, 0.004, 0.0487, 0.0238, 0.0337, 0.0378, 0.0064,
           0.0214, 0.0237, 0.0037, 0.0214, 0.0228, 0.0037, 0.025, 0.0223,
           0.0248, 0.0213, 0.0228, 0.0216, 0.0227, 0.0248, 0.0213, 0.022,
           0.0043, 0.0222, 0.0041, 0.0212, 0.0226, 0.0039, 0.0212, 0.0229,
           0.0211, 0.0247, 0.0213, 0.0223, 0.0243, 0.0213, 0.0223, 0.0043,
           0.0213, 0.0224, 0.0227, 0.0304, 0.0803, 0.0706, 0.263, 0.0043,
           0.0215, 0.365, 0.0699, 0.0259, 0.0245, 0.0286, 0.0695, 0.024,
           0.1045, 0.0385, 0.0256, 0.0303], dtype=object)

  • proj:epsg
    ()
    int64
    32632

    array(32632)

  • s2:cloud_shadow_percentage
    (time)
    object
    3.020158 4.634248 ... 0.917762

    array([3.020158, 4.634248, 3.726233, 3.048624, 3.395732, 2.698533,
           2.92346, 5.322062, 4.046816, 0.279148, 4.1951, 3.240826, 3.663882,
           4.247827, 0.091881, 5.823573, 2.812845, 5.403935, 2.2592, 2.962893,
           1.764707, 5.058312, 4.130048, 1.552067, 2.00094, 3.79289, 0.344067,
           1.429798, 1.629391, 3.171057, 3.340535, 3.359103, 1.043995,
           0.974337, 2.149216, 2.397009, 2.578206, 5.495783, 1.961362,
           3.17012, 3.421951, 5.638104, 6.043283, 5.288706, 6.030933,
           5.513211, 4.66733, 8.733982, 8.936849, 5.691534, 0.429037, 0.08431,
           3.596708, 2.553816, 8.610032, 5.143658, 6.478773, 0.337866,
           0.012452, 9.073861, 5.543966, 5.169939, 5.023865, 2.615414,
           2.517963, 0.771396, 0.005743, 6.132422, 2.076421, 7.87372,
           1.566458, 3.382032, 2.547641, 3.510178, 4.187078, 5.485499,
           5.838012, 5.473755, 3.752065, 0.882563, 4.278006, 3.689745,
           4.314658, 4.018966, 3.351102, 4.175994, 3.625903, 3.579292,
           1.433287, 3.771368, 2.23133, 7.155477, 3.989879, 3.846741, 3.88036,
           5.11113, 4.605516, 4.313568, 2.190543, 5.307427, 6.188291,
           6.481926, 6.304014, 5.184477, 0.10154, 5.269652, 4.833765,
           8.777347, 4.273178, 4.661606, 2.776483, 4.770232, 2.472405,
           2.27717, 4.407515, 5.935782, 0.960863, 3.212657, 2.592776,
           1.393818, 1.982648, 0.844747, 2.193481, 0.811763, 4.98878,
    ...
           1.484901, 0.454194, 5.900422, 6.693286, 0.6081, 4.086992, 0.889334,
           2.05078, 0.372867, 0.036135, 1.297987, 3.703737, 0.452029,
           11.429302, 0.776875, 0.000601, 0.02605, 3.363676, 0.235007,
           2.230344, 0.026461, 0.252629, 0.093891, 0.664885, 0.239095,
           0.362248, 0.679864, 0.033857, 0.377963, 1.196378, 1.386217,
           1.818363, 0.411447, 0.201648, 0.644584, 0.037246, 0.033432,
           1.959593, 0.032426, 4.789938, 13.211551, 6.670738, 0, 0.444385,
           0.678817, 0.991273, 3.030144, 2.006848, 1.600462, 3.767239,
           5.519527, 4.676219, 3.893123, 3.440151, 0.362684, 0.511077,
           3.217023, 1.038115, 2.110887, 3.679692, 3.799205, 0.673067,
           0.401034, 1.165918, 0.064279, 0.006786, 4.399604, 2.326784,
           1.05417, 0.560179, 0.075275, 0.034788, 0.340021, 3.581246,
           0.810006, 3.681373, 0.106182, 8.064456, 12.426915, 2.145925,
           2.574963, 1.551324, 0.347642, 0.113519, 0.854957, 0.15409,
           0.516656, 0.171645, 0.174416, 0.000531, 0.312185, 0.009565,
           0.643027, 0.003739, 0.005756, 0.211465, 0, 0.075972, 0.05054,
           0.001271, 3.027655, 0.00287, 0.303764, 4.949275, 1.288205,
           4.861534, 2.791401, 1.3e-05, 0.077415, 3.964832, 5.222922,
           0.439895, 2.91411, 3.30345, 5.47743, 2.814212, 4.85434, 3.073112,
           1.713186, 0.917762], dtype=object)

  • s2:mgrs_tile
    (time)
    object
    None None None ... None None None

    array([None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
    ...
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, '32TPS',
           None, None, None, None, None, '32TPS', '32TPS', None, None,
           '32TPS', None, None, None, '32TPS', None, None, None, None,
           '32TPS', None, None, '32TPS', '32TPS', None, None, '32TPS',
           '32TPS', None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None,
           '32TPS', None, None, None, None, '32TPS', None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None], dtype=object)

  • title
    (band)
    <U31
    'Aerosol optical thickness (AOT)...

    array(['Aerosol optical thickness (AOT)', 'Blue (band 2) - 10m',
           'Coastal aerosol (band 1) - 60m', 'Green (band 3) - 10m',
           'NIR 1 (band 8) - 10m', 'NIR 2 (band 8A) - 20m',
           'NIR 3 (band 9) - 60m', 'Red (band 4) - 10m',
           'Red edge 1 (band 5) - 20m', 'Red edge 2 (band 6) - 20m',
           'Red edge 3 (band 7) - 20m', 'Scene classification map (SCL)',
           'SWIR 1 (band 11) - 20m', 'SWIR 2 (band 12) - 20m',
           'True color image', 'Water vapour (WVP)',
           'Aerosol optical thickness (AOT)', 'Blue (band 2) - 10m',
           'Coastal aerosol (band 1) - 60m', 'Green (band 3) - 10m',
           'NIR 1 (band 8) - 10m', 'NIR 2 (band 8A) - 20m',
           'NIR 3 (band 9) - 60m', 'Red (band 4) - 10m',
           'Red edge 1 (band 5) - 20m', 'Red edge 2 (band 6) - 20m',
           'Red edge 3 (band 7) - 20m', 'Scene classification map (SCL)',
           'SWIR 1 (band 11) - 20m', 'SWIR 2 (band 12) - 20m',
           'True color image', 'Water vapour (WVP)'], dtype='<U31')

  • raster:bands
    (band)
    object
    [{'nodata': 0, 'data_type': 'uin...

    array([list([{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.001, 'offset': 0}]),
           None, None, None, None, None, None, None, None, None, None,
           list([{'nodata': 0, 'data_type': 'uint8', 'spatial_resolution': 20}]),
           None, None, None,
           list([{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'unit': 'cm', 'scale': 0.001, 'offset': 0}]),
           list([{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.001, 'offset': 0}]),
           None, None, None, None, None, None, None, None, None, None,
           list([{'nodata': 0, 'data_type': 'uint8', 'spatial_resolution': 20}]),
           None, None, None,
           list([{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'unit': 'cm', 'scale': 0.001, 'offset': 0}])],
          dtype=object)

  • gsd
    (band)
    object
    None 10 60 10 ... 20 20 None None

    array([None, 10, 60, 10, 10, 20, 60, 10, 20, 20, 20, None, 20, 20, None,
           None, None, 10, 60, 10, 10, 20, 60, 10, 20, 20, 20, None, 20, 20,
           None, None], dtype=object)

  • common_name
    (band)
    object
    None 'blue' 'coastal' ... None None

    array([None, 'blue', 'coastal', 'green', 'nir', 'nir08', 'nir09', 'red',
           'rededge', 'rededge', 'rededge', None, 'swir16', 'swir22', None,
           None, None, 'blue', 'coastal', 'green', 'nir', 'nir08', 'nir09',
           'red', 'rededge', 'rededge', 'rededge', None, 'swir16', 'swir22',
           None, None], dtype=object)

  • center_wavelength
    (band)
    object
    None 0.49 0.443 ... 2.19 None None

    array([None, 0.49, 0.443, 0.56, 0.842, 0.865, 0.945, 0.665, 0.704, 0.74,
           0.783, None, 1.61, 2.19, None, None, None, 0.49, 0.443, 0.56,
           0.842, 0.865, 0.945, 0.665, 0.704, 0.74, 0.783, None, 1.61, 2.19,
           None, None], dtype=object)

  • full_width_half_max
    (band)
    object
    None 0.098 0.027 ... None None

    array([None, 0.098, 0.027, 0.045, 0.145, 0.033, 0.026, 0.038, 0.019,
           0.018, 0.028, None, 0.143, 0.242, None, None, None, 0.098, 0.027,
           0.045, 0.145, 0.033, 0.026, 0.038, 0.019, 0.018, 0.028, None,
           0.143, 0.242, None, None], dtype=object)

  • epsg
    ()
    int64
    32632

    array(32632)

• Indexes: (4)
  • time
    PandasIndex

    PandasIndex(DatetimeIndex(['2016-11-08 10:24:25.911000', '2016-11-15 10:13:01.462000',
                   '2016-11-28 10:23:54.458000', '2016-12-05 10:14:12.679000',
                   '2016-12-08 10:24:18.464000', '2016-12-15 10:15:10.357000',
                   '2016-12-18 10:26:06.867000', '2016-12-25 10:16:25.512000',
                   '2016-12-28 10:24:28.463000', '2017-07-16 10:23:24.845000',
                   ...
                   '2024-06-06 10:18:04.689000', '2024-06-19 10:28:00.819000',
                   '2024-07-04 10:27:59.092000', '2024-07-09 10:27:58.724000',
                   '2024-07-11 10:18:01.117000', '2024-07-14 10:27:58.133000',
                   '2024-07-19 10:27:56.200000', '2024-07-21 10:18:02.727000',
                   '2024-07-29 10:27:58.129000', '2024-07-31 10:18:00.089000'],
                  dtype='datetime64[ns]', name='time', length=688, freq=None))

  • band
    PandasIndex

    PandasIndex(Index(['aot', 'blue', 'coastal', 'green', 'nir', 'nir08', 'nir09', 'red',
           'rededge1', 'rededge2', 'rededge3', 'scl', 'swir16', 'swir22', 'visual',
           'wvp', 'aot-jp2', 'blue-jp2', 'coastal-jp2', 'green-jp2', 'nir-jp2',
           'nir08-jp2', 'nir09-jp2', 'red-jp2', 'rededge1-jp2', 'rededge2-jp2',
           'rededge3-jp2', 'scl-jp2', 'swir16-jp2', 'swir22-jp2', 'visual-jp2',
           'wvp-jp2'],
          dtype='object', name='band'))

  • x
    PandasIndex

    PandasIndex(Index([661130.0, 661140.0, 661150.0, 661160.0, 661170.0, 661180.0, 661190.0,
           661200.0, 661210.0, 661220.0,
           ...
           693130.0, 693140.0, 693150.0, 693160.0, 693170.0, 693180.0, 693190.0,
           693200.0, 693210.0, 693220.0],
          dtype='float64', name='x', length=3210))

  • y
    PandasIndex

    PandasIndex(Index([5152650.0, 5152640.0, 5152630.0, 5152620.0, 5152610.0, 5152600.0,
           5152590.0, 5152580.0, 5152570.0, 5152560.0,
           ...
           5107400.0, 5107390.0, 5107380.0, 5107370.0, 5107360.0, 5107350.0,
           5107340.0, 5107330.0, 5107320.0, 5107310.0],
          dtype='float64', name='y', length=4535))

• Attributes: (4)

  spec :

  RasterSpec(epsg=32632, bounds=(661130.0, 5107300.0, 693230.0, 5152650.0), resolutions_xy=(10.0, 10.0))

  crs :

  epsg:32632

  transform :

  | 10.00, 0.00, 661130.00| | 0.00,-10.00, 5152650.00| | 0.00, 0.00, 1.00|

  resolution :

  10.0

Temporal filter

To filter along time the data collection with Pangeo Xarray, we can use where method from Xarray.

Note: We cannot use the sel method to select a slice to filter on the time dimension since the times are not equally spaced.

temporal_slice = lowcloud.where((lowcloud.time >= np.datetime64("2022-05-10T00:00:00Z")) &  (lowcloud.time  <= np.datetime64("2022-06-30T00:00:00Z")))
temporal_slice

/tmp/ipykernel_2309/1692916584.py:1: DeprecationWarning: parsing timezone aware datetimes is deprecated; this will raise an error in the future
  temporal_slice = lowcloud.where((lowcloud.time >= np.datetime64("2022-05-10T00:00:00Z")) &  (lowcloud.time  <= np.datetime64("2022-06-30T00:00:00Z")))

<xarray.DataArray 'stackstac-c597f76de9eadb71259e77f79facceff' (time: 688,
                                                                band: 32,
                                                                y: 4535, x: 3210)>
dask.array<where, shape=(688, 32, 4535, 3210), dtype=float64, chunksize=(1, 1, 1024, 1024), chunktype=numpy.ndarray>
Coordinates: (12/53)
  * time                                     (time) datetime64[ns] 2016-11-08...
    id                                       (time) <U24 'S2A_32TPS_20161108_...
  * band                                     (band) <U12 'aot' ... 'wvp-jp2'
  * x                                        (x) float64 6.611e+05 ... 6.932e+05
  * y                                        (y) float64 5.153e+06 ... 5.107e+06
    grid:code                                <U10 'MGRS-32TPS'
    ...                                       ...
    raster:bands                             (band) object [{'nodata': 0, 'da...
    gsd                                      (band) object None 10 ... None None
    common_name                              (band) object None 'blue' ... None
    center_wavelength                        (band) object None 0.49 ... None
    full_width_half_max                      (band) object None 0.098 ... None
    epsg                                     int64 32632
Attributes:
    spec:        RasterSpec(epsg=32632, bounds=(661130.0, 5107300.0, 693230.0...
    crs:         epsg:32632
    transform:   | 10.00, 0.00, 661130.00|\n| 0.00,-10.00, 5152650.00|\n| 0.0...
    resolution:  10.0

xarray.DataArray

'stackstac-c597f76de9eadb71259e77f79facceff'

• time: 688
• band: 32
• y: 4535
• x: 3210

• dask.array<chunksize=(1, 1, 1024, 1024), meta=np.ndarray>

  Array Chunk Bytes 2.33 TiB 8.00 MiB Shape (688, 32, 4535, 3210) (1, 1, 1024, 1024) Dask graph 440320 chunks in 7 graph layers Data type float64 numpy.ndarray

• Coordinates: (53)
  • time
    (time)
    datetime64[ns]
    2016-11-08T10:24:25.911000 ... 2...

    array(['2016-11-08T10:24:25.911000000', '2016-11-15T10:13:01.462000000',
           '2016-11-28T10:23:54.458000000', ..., '2024-07-21T10:18:02.727000000',
           '2024-07-29T10:27:58.129000000', '2024-07-31T10:18:00.089000000'],
          dtype='datetime64[ns]')

  • id
    (time)
    <U24
    'S2A_32TPS_20161108_0_L2A' ... '...

    array(['S2A_32TPS_20161108_0_L2A', 'S2A_32TPS_20161115_0_L2A',
           'S2A_32TPS_20161128_0_L2A', 'S2A_32TPS_20161205_0_L2A',
           'S2A_32TPS_20161208_0_L2A', 'S2A_32TPS_20161215_0_L2A',
           'S2A_32TPS_20161218_0_L2A', 'S2A_32TPS_20161225_0_L2A',
           'S2A_32TPS_20161228_0_L2A', 'S2A_32TPS_20170716_0_L2A',
           'S2B_32TPS_20180124_0_L2A', 'S2B_32TPS_20180308_0_L2A',
           'S2B_32TPS_20180328_0_L2A', 'S2A_32TPS_20180402_0_L2A',
           'S2A_32TPS_20180402_1_L2A', 'S2B_32TPS_20180407_0_L2A',
           'S2B_32TPS_20180414_0_L2A', 'S2B_32TPS_20180417_0_L2A',
           'S2A_32TPS_20180419_0_L2A', 'S2A_32TPS_20180422_0_L2A',
           'S2A_32TPS_20180422_1_L2A', 'S2B_32TPS_20180424_0_L2A',
           'S2A_32TPS_20180601_0_L2A', 'S2B_32TPS_20180616_0_L2A',
           'S2A_32TPS_20180618_0_L2A', 'S2A_32TPS_20180621_0_L2A',
           'S2B_32TPS_20180623_0_L2A', 'S2B_32TPS_20180626_0_L2A',
           'S2B_32TPS_20180626_1_L2A', 'S2A_32TPS_20180701_0_L2A',
           'S2A_32TPS_20180701_1_L2A', 'S2B_32TPS_20180703_0_L2A',
           'S2A_32TPS_20180708_0_L2A', 'S2A_32TPS_20180708_3_L2A',
           'S2B_32TPS_20180713_0_L2A', 'S2A_32TPS_20180718_0_L2A',
           'S2A_32TPS_20180718_1_L2A', 'S2B_32TPS_20180726_0_L2A',
           'S2A_32TPS_20180728_0_L2A', 'S2A_32TPS_20180731_0_L2A',
    ...
           'S2B_32TPS_20231124_0_L2A', 'S2B_32TPS_20231127_0_L2A',
           'S2A_32TPS_20231129_0_L2A', 'S2B_32TPS_20231207_0_L2A',
           'S2A_32TPS_20231209_0_L2A', 'S2B_32TPS_20231214_0_L2A',
           'S2B_32TPS_20231217_0_L2A', 'S2A_32TPS_20231219_0_L2A',
           'S2B_32TPS_20231224_0_L2A', 'S2B_32TPS_20231227_0_L2A',
           'S2B_32TPS_20240103_0_L2A', 'S2A_32TPS_20240111_1_L2A',
           'S2B_32TPS_20240113_0_L2A', 'S2B_32TPS_20240116_0_L2A',
           'S2A_32TPS_20240121_0_L2A', 'S2B_32TPS_20240123_0_L2A',
           'S2B_32TPS_20240126_0_L2A', 'S2A_32TPS_20240128_0_L2A',
           'S2B_32TPS_20240202_0_L2A', 'S2B_32TPS_20240205_0_L2A',
           'S2B_32TPS_20240215_0_L2A', 'S2A_32TPS_20240220_0_L2A',
           'S2B_32TPS_20240313_0_L2A', 'S2B_32TPS_20240316_0_L2A',
           'S2B_32TPS_20240402_0_L2A', 'S2A_32TPS_20240407_0_L2A',
           'S2B_32TPS_20240412_0_L2A', 'S2B_32TPS_20240425_0_L2A',
           'S2A_32TPS_20240606_0_L2A', 'S2A_32TPS_20240619_0_L2A',
           'S2B_32TPS_20240704_0_L2A', 'S2A_32TPS_20240709_0_L2A',
           'S2B_32TPS_20240711_0_L2A', 'S2B_32TPS_20240714_0_L2A',
           'S2A_32TPS_20240719_0_L2A', 'S2B_32TPS_20240721_0_L2A',
           'S2A_32TPS_20240729_0_L2A', 'S2B_32TPS_20240731_0_L2A'],
          dtype='<U24')

  • band
    (band)
    <U12
    'aot' 'blue' ... 'wvp-jp2'

    array(['aot', 'blue', 'coastal', 'green', 'nir', 'nir08', 'nir09', 'red',
           'rededge1', 'rededge2', 'rededge3', 'scl', 'swir16', 'swir22', 'visual',
           'wvp', 'aot-jp2', 'blue-jp2', 'coastal-jp2', 'green-jp2', 'nir-jp2',
           'nir08-jp2', 'nir09-jp2', 'red-jp2', 'rededge1-jp2', 'rededge2-jp2',
           'rededge3-jp2', 'scl-jp2', 'swir16-jp2', 'swir22-jp2', 'visual-jp2',
           'wvp-jp2'], dtype='<U12')

  • x
    (x)
    float64
    6.611e+05 6.611e+05 ... 6.932e+05

    array([661130., 661140., 661150., ..., 693200., 693210., 693220.])

  • y
    (y)
    float64
    5.153e+06 5.153e+06 ... 5.107e+06

    array([5152650., 5152640., 5152630., ..., 5107330., 5107320., 5107310.])

  • grid:code
    ()
    <U10
    'MGRS-32TPS'

    array('MGRS-32TPS', dtype='<U10')

  • s2:unclassified_percentage
    (time)
    object
    4.827457 5.253749 ... 0.617149

    array([4.827457, 5.253749, 5.489837, 4.052247, 4.710426, 4.071144,
           5.195199, 6.043316, 4.808655, 1.717609, 5.420588, 9.280977,
           8.551812, 7.303479, 0.303118, 7.539508, 9.475724, 5.456717,
           5.909364, 5.594448, 0.371043, 5.466987, 4.358478, 3.439552,
           3.927159, 4.376997, 2.976867, 4.058516, 1.663498, 4.843621,
           1.244462, 5.249153, 4.255232, 1.372819, 4.26336, 3.965972,
           0.934582, 4.501995, 3.978103, 4.030671, 1.056863, 4.559057,
           1.179022, 6.044776, 1.711439, 5.925489, 1.566066, 5.030606,
           2.001484, 6.699011, 3.317273, 0.482566, 5.468149, 2.296727,
           6.54409, 4.218559, 0.61944, 4.174412, 0.527208, 7.037218, 4.932306,
           5.010351, 0.775832, 5.282624, 0.605305, 4.480391, 0.546329,
           6.014818, 5.313614, 5.417484, 4.914585, 6.086851, 1.247748,
           8.02529, 7.648765, 5.890201, 6.469564, 7.410264, 6.457137,
           0.178379, 5.538655, 5.445273, 6.654172, 5.355078, 5.909139,
           4.854013, 4.751668, 4.762112, 5.336205, 5.429186, 5.347764,
           6.148932, 5.448018, 5.014076, 6.215442, 6.032788, 5.640598,
           4.89477, 3.581112, 4.503651, 5.543773, 6.204186, 5.974628,
           5.612632, 0.043751, 6.777608, 6.077614, 6.867857, 6.43759,
           5.286334, 4.453562, 5.392561, 4.577908, 5.002561, 4.264689,
           3.692116, 8.155444, 4.494771, 4.265018, 3.509952, 3.469744,
    ...
           0.140196, 1.188168, 1.279109, 2.928638, 2.449215, 0.459179,
           0.884276, 0.045817, 0.350719, 1.536059, 4.323839, 2.194175,
           0.778169, 1.460939, 0.744171, 3.456356, 1.661124, 1.11131,
           1.211402, 0.003939, 0.36652, 0.362508, 0.476133, 1.146168,
           1.815482, 1.674535, 0.074076, 0.566254, 0.316326, 0.205658,
           1.212467, 0.001256, 0.122292, 0.276587, 0.005043, 0.00202,
           0.191439, 0.004315, 0.689747, 14.775133, 1.343688, 1.914122,
           0.97785, 0.441651, 0.871344, 2.391583, 1.766776, 0.586556,
           1.244172, 0.524517, 0.419302, 1.364673, 0.681803, 5.680941,
           0.117281, 1.178704, 0.397354, 0.709644, 0.762128, 1.815805,
           4.67599, 0.141778, 1.698304, 0.08823, 0.098509, 2.0907, 5.729188,
           0.902038, 0.153501, 0.077269, 0.000843, 0.806299, 0.746909,
           1.438419, 4.404051, 1.886673, 2.236847, 2.307511, 0.262786,
           0.837335, 0.549131, 0.096277, 1.384116, 0.067768, 0.046409,
           0.905043, 0.202179, 0.001707, 0.001204, 0.233705, 0.857313,
           1.058215, 0.008168, 0.002867, 0.010108, 0.744498, 0.243954,
           1.611277, 0.002097, 2.339961, 0.025567, 0.646518, 1.288781,
           0.426136, 0.916146, 1.713246, 0.540177, 0.331144, 1.228923,
           1.701368, 0.624189, 1.093306, 0.773325, 0.657589, 0.63284,
           1.169072, 0.781952, 0.794875, 0.617149], dtype=object)

  • updated
    (time)
    <U24
    '2022-11-08T12:04:13.289Z' ... '...

    array(['2022-11-08T12:04:13.289Z', '2022-11-08T11:45:57.228Z',
           '2022-11-08T11:45:48.030Z', '2022-11-08T11:48:22.923Z',
           '2022-11-08T11:47:34.155Z', '2022-11-08T12:04:14.741Z',
           '2022-11-08T11:48:22.390Z', '2022-11-08T11:48:23.433Z',
           '2022-11-08T11:48:28.986Z', '2022-11-08T11:50:26.339Z',
           '2022-11-08T11:48:26.509Z', '2022-11-08T12:04:09.409Z',
           '2022-11-08T11:47:56.010Z', '2022-11-08T11:50:14.096Z',
           '2024-03-17T06:22:19.457Z', '2022-11-08T11:47:54.685Z',
           '2022-11-08T11:50:57.906Z', '2022-11-08T11:51:00.574Z',
           '2022-11-08T11:50:12.616Z', '2022-11-08T12:04:54.762Z',
           '2024-03-26T02:21:48.168Z', '2022-11-08T12:04:57.795Z',
           '2022-11-08T11:48:40.574Z', '2022-11-08T11:48:26.439Z',
           '2022-11-08T11:48:26.960Z', '2022-11-08T11:48:26.782Z',
           '2022-11-08T12:04:35.488Z', '2022-11-08T12:04:35.700Z',
           '2024-03-12T12:38:23.467Z', '2022-11-08T12:04:41.256Z',
           '2024-03-10T06:07:13.170Z', '2022-11-08T11:49:29.403Z',
           '2022-11-08T12:04:27.441Z', '2024-03-08T06:01:58.488Z',
           '2022-11-08T12:06:29.998Z', '2022-11-08T11:52:03.565Z',
           '2024-02-12T10:48:56.110Z', '2022-11-08T12:06:15.485Z',
           '2022-11-08T11:49:29.040Z', '2022-11-08T12:05:18.440Z',
    ...
           '2023-11-24T15:56:02.379Z', '2023-11-27T14:13:42.366Z',
           '2023-11-29T16:30:24.817Z', '2023-12-07T15:26:32.799Z',
           '2023-12-09T14:19:59.340Z', '2023-12-14T16:22:43.417Z',
           '2023-12-17T15:17:35.603Z', '2023-12-19T14:08:05.838Z',
           '2023-12-24T15:23:29.840Z', '2023-12-27T14:17:36.693Z',
           '2024-01-03T14:45:19.146Z', '2024-01-11T23:45:21.763Z',
           '2024-01-17T04:16:39.512Z', '2024-01-17T04:41:15.018Z',
           '2024-01-21T16:34:09.765Z', '2024-01-23T14:54:17.939Z',
           '2024-01-26T14:52:08.330Z', '2024-01-28T14:13:23.145Z',
           '2024-02-02T16:12:17.410Z', '2024-02-05T15:56:51.814Z',
           '2024-02-16T15:48:03.739Z', '2024-02-20T16:30:43.356Z',
           '2024-03-13T15:51:38.483Z', '2024-03-16T16:19:52.332Z',
           '2024-04-02T16:28:36.274Z', '2024-04-07T20:56:23.224Z',
           '2024-04-12T14:57:49.780Z', '2024-04-25T16:46:57.431Z',
           '2024-06-06T20:03:50.033Z', '2024-06-19T18:07:01.410Z',
           '2024-07-04T15:16:30.626Z', '2024-07-09T16:29:46.743Z',
           '2024-07-11T16:33:16.560Z', '2024-07-14T14:52:35.959Z',
           '2024-07-19T15:46:26.551Z', '2024-07-21T14:55:37.367Z',
           '2024-07-29T21:34:31.698Z', '2024-07-31T15:07:32.884Z'],
          dtype='<U24')

  • platform
    (time)
    <U11
    'sentinel-2a' ... 'sentinel-2b'

    array(['sentinel-2a', 'sentinel-2a', 'sentinel-2a', 'sentinel-2a',
           'sentinel-2a', 'sentinel-2a', 'sentinel-2a', 'sentinel-2a',
           'sentinel-2a', 'sentinel-2a', 'sentinel-2b', 'sentinel-2b',
           'sentinel-2b', 'sentinel-2a', 'sentinel-2a', 'sentinel-2b',
           'sentinel-2b', 'sentinel-2b', 'sentinel-2a', 'sentinel-2a',
           'sentinel-2a', 'sentinel-2b', 'sentinel-2a', 'sentinel-2b',
           'sentinel-2a', 'sentinel-2a', 'sentinel-2b', 'sentinel-2b',
           'sentinel-2b', 'sentinel-2a', 'sentinel-2a', 'sentinel-2b',
           'sentinel-2a', 'sentinel-2a', 'sentinel-2b', 'sentinel-2a',
           'sentinel-2a', 'sentinel-2b', 'sentinel-2a', 'sentinel-2a',
           'sentinel-2a', 'sentinel-2b', 'sentinel-2b', 'sentinel-2b',
           'sentinel-2b', 'sentinel-2a', 'sentinel-2a', 'sentinel-2a',
           'sentinel-2a', 'sentinel-2b', 'sentinel-2a', 'sentinel-2a',
           'sentinel-2b', 'sentinel-2b', 'sentinel-2a', 'sentinel-2a',
           'sentinel-2a', 'sentinel-2b', 'sentinel-2b', 'sentinel-2a',
           'sentinel-2a', 'sentinel-2b', 'sentinel-2b', 'sentinel-2b',
           'sentinel-2b', 'sentinel-2a', 'sentinel-2a', 'sentinel-2a',
           'sentinel-2b', 'sentinel-2a', 'sentinel-2b', 'sentinel-2a',
           'sentinel-2a', 'sentinel-2b', 'sentinel-2b', 'sentinel-2a',
           'sentinel-2a', 'sentinel-2a', 'sentinel-2a', 'sentinel-2a',
    ...
           'sentinel-2a', 'sentinel-2a', 'sentinel-2a', 'sentinel-2b',
           'sentinel-2a', 'sentinel-2a', 'sentinel-2a', 'sentinel-2a',
           'sentinel-2a', 'sentinel-2b', 'sentinel-2b', 'sentinel-2a',
           'sentinel-2a', 'sentinel-2b', 'sentinel-2a', 'sentinel-2b',
           'sentinel-2b', 'sentinel-2b', 'sentinel-2a', 'sentinel-2a',
           'sentinel-2b', 'sentinel-2a', 'sentinel-2b', 'sentinel-2a',
           'sentinel-2b', 'sentinel-2b', 'sentinel-2a', 'sentinel-2b',
           'sentinel-2b', 'sentinel-2a', 'sentinel-2a', 'sentinel-2b',
           'sentinel-2a', 'sentinel-2b', 'sentinel-2b', 'sentinel-2b',
           'sentinel-2b', 'sentinel-2a', 'sentinel-2b', 'sentinel-2b',
           'sentinel-2a', 'sentinel-2b', 'sentinel-2a', 'sentinel-2b',
           'sentinel-2b', 'sentinel-2a', 'sentinel-2b', 'sentinel-2b',
           'sentinel-2b', 'sentinel-2a', 'sentinel-2b', 'sentinel-2b',
           'sentinel-2a', 'sentinel-2b', 'sentinel-2b', 'sentinel-2a',
           'sentinel-2b', 'sentinel-2b', 'sentinel-2b', 'sentinel-2a',
           'sentinel-2b', 'sentinel-2b', 'sentinel-2b', 'sentinel-2a',
           'sentinel-2b', 'sentinel-2b', 'sentinel-2a', 'sentinel-2a',
           'sentinel-2b', 'sentinel-2a', 'sentinel-2b', 'sentinel-2b',
           'sentinel-2a', 'sentinel-2b', 'sentinel-2a', 'sentinel-2b'],
          dtype='<U11')

  • s2:product_uri
    (time)
    <U65
    'S2A_MSIL2A_20161108T102232_N000...

    array(['S2A_MSIL2A_20161108T102232_N0001_R065_T32TPS_20190504T224514.SAFE',
           'S2A_MSIL2A_20161115T101302_N0001_R022_T32TPS_20190504T225048.SAFE',
           'S2A_MSIL2A_20161128T102352_N0001_R065_T32TPS_20190505T013015.SAFE',
           'S2A_MSIL2A_20161205T101402_N0001_R022_T32TPS_20190505T201824.SAFE',
           'S2A_MSIL2A_20161208T102422_N0001_R065_T32TPS_20190505T185758.SAFE',
           'S2A_MSIL2A_20161215T101422_N0001_R022_T32TPS_20190505T054130.SAFE',
           'S2A_MSIL2A_20161218T102432_N0001_R065_T32TPS_20190505T143719.SAFE',
           'S2A_MSIL2A_20161225T101432_N0001_R022_T32TPS_20190505T122048.SAFE',
           'S2A_MSIL2A_20161228T102432_N0001_R065_T32TPS_20190508T201138.SAFE',
           'S2A_MSIL2A_20170716T102021_N0001_R065_T32TPS_20201008T134006.SAFE',
           'S2B_MSIL2A_20180124T101309_N0001_R022_T32TPS_20200930T170453.SAFE',
           'S2B_MSIL2A_20180308T102019_N0001_R065_T32TPS_20200315T002706.SAFE',
           'S2B_MSIL2A_20180328T102019_N0207_R065_T32TPS_20180328T155221.SAFE',
           'S2A_MSIL2A_20180402T102021_N0207_R065_T32TPS_20180402T155007.SAFE',
           'S2A_MSIL2A_20180402T102021_N0500_R065_T32TPS_20230908T074848.SAFE',
           'S2B_MSIL2A_20180407T102019_N0207_R065_T32TPS_20180407T143030.SAFE',
           'S2B_MSIL2A_20180414T101019_N0207_R022_T32TPS_20180414T122253.SAFE',
           'S2B_MSIL2A_20180417T102019_N0207_R065_T32TPS_20180417T140522.SAFE',
           'S2A_MSIL2A_20180419T101031_N0207_R022_T32TPS_20180419T111252.SAFE',
           'S2A_MSIL2A_20180422T102031_N0207_R065_T32TPS_20180422T141352.SAFE',
    ...
           'S2B_MSIL2A_20240205T102129_N0510_R065_T32TPS_20240205T130705.SAFE',
           'S2B_MSIL2A_20240215T102029_N0510_R065_T32TPS_20240215T144349.SAFE',
           'S2A_MSIL2A_20240220T102051_N0510_R065_T32TPS_20240220T144052.SAFE',
           'S2B_MSIL2A_20240313T100709_N0510_R022_T32TPS_20240313T130248.SAFE',
           'S2B_MSIL2A_20240316T101649_N0510_R065_T32TPS_20240316T134307.SAFE',
           'S2B_MSIL2A_20240402T100549_N0510_R022_T32TPS_20240402T125254.SAFE',
           'S2A_MSIL2A_20240407T100551_N0510_R022_T32TPS_20240407T161451.SAFE',
           'S2B_MSIL2A_20240412T100559_N0510_R022_T32TPS_20240412T125349.SAFE',
           'S2B_MSIL2A_20240425T101559_N0510_R065_T32TPS_20240425T144136.SAFE',
           'S2A_MSIL2A_20240606T100601_N0510_R022_T32TPS_20240606T175100.SAFE',
           'S2A_MSIL2A_20240619T102031_N0510_R065_T32TPS_20240619T161551.SAFE',
           'S2B_MSIL2A_20240704T101559_N0510_R065_T32TPS_20240704T130125.SAFE',
           'S2A_MSIL2A_20240709T102031_N0510_R065_T32TPS_20240709T142949.SAFE',
           'S2B_MSIL2A_20240711T100559_N0510_R022_T32TPS_20240711T142740.SAFE',
           'S2B_MSIL2A_20240714T101559_N0510_R065_T32TPS_20240714T125806.SAFE',
           'S2A_MSIL2A_20240719T102021_N0510_R065_T32TPS_20240719T141151.SAFE',
           'S2B_MSIL2A_20240721T100559_N0510_R022_T32TPS_20240721T125344.SAFE',
           'S2A_MSIL2A_20240729T102021_N0511_R065_T32TPS_20240729T194952.SAFE',
           'S2B_MSIL2A_20240731T100559_N0511_R022_T32TPS_20240731T125141.SAFE'],
          dtype='<U65')

  • s2:product_type
    ()
    <U7
    'S2MSI2A'

    array('S2MSI2A', dtype='<U7')

  • earthsearch:boa_offset_applied
    (time)
    bool
    False False False ... True True

    array([False, False, False, False, False, False, False, False, False,
           False, False, False, False, False,  True, False, False, False,
           False, False,  True, False, False, False, False, False, False,
           False,  True, False,  True, False, False,  True, False, False,
            True, False, False, False,  True, False,  True, False,  True,
           False,  True, False,  True, False, False,  True, False,  True,
           False, False,  True, False,  True, False, False, False,  True,
           False,  True, False,  True, False, False, False, False, False,
            True, False, False, False, False, False, False,  True, False,
           False, False, False, False, False, False, False, False, False,
           False, False, False, False, False, False, False, False, False,
           False, False, False, False, False,  True, False, False, False,
           False, False, False, False, False, False, False, False, False,
           False, False, False, False, False, False, False, False, False,
           False, False, False, False, False, False, False, False, False,
           False, False, False,  True, False,  True,  True, False,  True,
           False,  True, False, False,  True,  True, False,  True, False,
            True, False,  True, False,  True, False, False,  True,  True,
           False,  True, False, False,  True, False, False,  True, False,
            True,  True, False,  True, False,  True, False,  True, False,
    ...
           False, False, False, False, False, False, False, False, False,
           False, False, False, False, False, False,  True,  True,  True,
            True,  True, False,  True,  True,  True,  True,  True,  True,
            True,  True,  True,  True,  True,  True,  True, False,  True,
            True,  True,  True,  True,  True,  True,  True,  True,  True,
            True,  True,  True,  True,  True,  True,  True,  True,  True,
            True, False,  True,  True,  True, False,  True,  True,  True,
            True,  True,  True,  True,  True,  True,  True, False,  True,
            True,  True,  True,  True,  True,  True,  True,  True,  True,
            True,  True,  True,  True,  True,  True,  True,  True,  True,
            True,  True,  True,  True,  True,  True,  True,  True,  True,
            True,  True,  True,  True,  True,  True,  True,  True,  True,
            True,  True,  True,  True,  True,  True,  True,  True,  True,
            True,  True,  True,  True,  True,  True,  True,  True,  True,
            True,  True,  True,  True,  True,  True,  True,  True,  True,
            True,  True,  True,  True,  True,  True,  True,  True,  True,
            True,  True,  True,  True,  True,  True,  True,  True,  True,
            True,  True,  True,  True,  True,  True,  True,  True,  True,
            True,  True,  True,  True,  True,  True,  True,  True,  True,
            True,  True,  True,  True])

  • created
    (time)
    <U24
    '2022-11-08T12:04:13.289Z' ... '...

    array(['2022-11-08T12:04:13.289Z', '2022-11-08T11:45:57.228Z',
           '2022-11-08T11:45:48.030Z', '2022-11-08T11:48:22.923Z',
           '2022-11-08T11:47:34.155Z', '2022-11-08T12:04:14.741Z',
           '2022-11-08T11:48:22.390Z', '2022-11-08T11:48:23.433Z',
           '2022-11-08T11:48:28.986Z', '2022-11-08T11:50:26.339Z',
           '2022-11-08T11:48:26.509Z', '2022-11-08T12:04:09.409Z',
           '2022-11-03T10:07:12.277Z', '2022-11-03T10:07:58.946Z',
           '2024-03-17T06:22:19.457Z', '2022-11-08T11:47:54.685Z',
           '2022-11-08T11:50:57.906Z', '2022-11-03T10:17:47.910Z',
           '2022-11-03T10:17:37.475Z', '2022-11-08T12:04:54.762Z',
           '2024-03-26T02:21:48.168Z', '2022-11-08T12:04:57.795Z',
           '2022-11-08T11:48:40.574Z', '2022-11-08T11:48:26.439Z',
           '2022-11-03T09:38:13.482Z', '2022-11-08T11:48:26.782Z',
           '2022-11-08T12:04:35.488Z', '2022-11-03T10:06:28.891Z',
           '2024-03-12T12:38:23.467Z', '2022-11-08T12:04:41.256Z',
           '2024-03-10T06:07:13.170Z', '2022-11-08T11:49:29.403Z',
           '2022-11-08T12:04:27.441Z', '2024-03-08T06:01:58.488Z',
           '2022-11-08T12:06:29.998Z', '2022-11-08T11:52:03.565Z',
           '2024-02-12T10:48:56.110Z', '2022-11-08T12:06:15.485Z',
           '2022-11-08T11:49:29.040Z', '2022-11-08T12:05:18.440Z',
    ...
           '2023-11-24T15:56:02.379Z', '2023-11-27T14:13:42.366Z',
           '2023-11-29T16:30:24.817Z', '2023-12-07T15:26:32.799Z',
           '2023-12-09T14:19:59.340Z', '2023-12-14T16:22:43.417Z',
           '2023-12-17T15:17:35.603Z', '2023-12-19T14:08:05.838Z',
           '2023-12-24T15:23:29.840Z', '2023-12-27T14:17:36.693Z',
           '2024-01-03T14:45:19.146Z', '2024-01-11T23:45:21.763Z',
           '2024-01-17T04:16:39.512Z', '2024-01-17T04:41:15.018Z',
           '2024-01-21T16:34:09.765Z', '2024-01-23T14:54:17.939Z',
           '2024-01-26T14:52:08.330Z', '2024-01-28T14:13:23.145Z',
           '2024-02-02T16:12:17.410Z', '2024-02-05T15:56:51.814Z',
           '2024-02-16T15:48:03.739Z', '2024-02-20T16:30:43.356Z',
           '2024-03-13T15:51:38.483Z', '2024-03-16T16:19:52.332Z',
           '2024-04-02T16:28:36.274Z', '2024-04-07T20:56:23.224Z',
           '2024-04-12T14:57:49.780Z', '2024-04-25T16:46:57.431Z',
           '2024-06-06T20:03:50.033Z', '2024-06-19T18:07:01.410Z',
           '2024-07-04T15:16:30.626Z', '2024-07-09T16:29:46.743Z',
           '2024-07-11T16:33:16.560Z', '2024-07-14T14:52:35.959Z',
           '2024-07-19T15:46:26.551Z', '2024-07-21T14:55:37.367Z',
           '2024-07-29T21:34:31.698Z', '2024-07-31T15:07:32.884Z'],
          dtype='<U24')

  • earthsearch:payload_id
    (time)
    <U74
    'roda-sentinel2/workflow-sentine...

    array(['roda-sentinel2/workflow-sentinel2-to-stac/f399a0fb22b847b69d4d5bfe68397e5e',
           'roda-sentinel2/workflow-sentinel2-to-stac/cb2b26e940c89571747a6de3ef8c178c',
           'roda-sentinel2/workflow-sentinel2-to-stac/cfea8d47e929afa085f7cc819cb3509a',
           'roda-sentinel2/workflow-sentinel2-to-stac/3b978306d85aa48d07488b32eaeb0a5c',
           'roda-sentinel2/workflow-sentinel2-to-stac/67ecaba97b0043df3f479b522267756c',
           'roda-sentinel2/workflow-sentinel2-to-stac/836ade8d7a27e7d1c8126836d6382893',
           'roda-sentinel2/workflow-sentinel2-to-stac/cca6df699919ff449cd6f759998038ab',
           'roda-sentinel2/workflow-sentinel2-to-stac/308d9bfadeaf73cbc2b86b568ba11cff',
           'roda-sentinel2/workflow-sentinel2-to-stac/6c1e6272e2f028763ca41bc4dd16a34a',
           'roda-sentinel2/workflow-sentinel2-to-stac/9665a594257d0210dcbbee02641af1e5',
           'roda-sentinel2/workflow-sentinel2-to-stac/13086cf32ad4588d24e1e0f9cd93e3e6',
           'roda-sentinel2/workflow-sentinel2-to-stac/c8395e7cdb1b9124ca20a0987bd843a7',
           'roda-sentinel2/workflow-sentinel2-to-stac/68f29e4e5fd83a2628fe807737219ea0',
           'roda-sentinel2/workflow-sentinel2-to-stac/94f41c1bb92dd28c6049191012a19029',
           'roda-sentinel2/workflow-sentinel2-to-stac/12a70d577323012254fd1bdefb25ffbd',
           'roda-sentinel2/workflow-sentinel2-to-stac/f417276dab2f62c7245d0baffa401d99',
           'roda-sentinel2/workflow-sentinel2-to-stac/8f065e6988ee6c50c493511d5690353e',
           'roda-sentinel2/workflow-sentinel2-to-stac/7d8e23c91286bbdfb5962402699a56d8',
           'roda-sentinel2/workflow-sentinel2-to-stac/2174e8b570a0377c3b72862472b5848a',
           'roda-sentinel2/workflow-sentinel2-to-stac/ce5052ba2f09afbc40c2692e6e20669c',
    ...
           'roda-sentinel2/workflow-sentinel2-to-stac/7e8271d8ec102bde684e4d3a91cab725',
           'roda-sentinel2/workflow-sentinel2-to-stac/3bb8fd4288dab04eda238b2d069c4b28',
           'roda-sentinel2/workflow-sentinel2-to-stac/b78194d45a0d73e7710507dcaf7612b9',
           'roda-sentinel2/workflow-sentinel2-to-stac/ef511596e8833b6e8d9fb045962a52e3',
           'roda-sentinel2/workflow-sentinel2-to-stac/b609e86e5e741000a81e94cbfb9f7259',
           'roda-sentinel2/workflow-sentinel2-to-stac/b9e8446080910d407c5f9053a99b71a4',
           'roda-sentinel2/workflow-sentinel2-to-stac/cec6c6a7497adbd8ec40712e8e19fc48',
           'roda-sentinel2/workflow-sentinel2-to-stac/4ab9324c5e4d298262e2760bd8535233',
           'roda-sentinel2/workflow-sentinel2-to-stac/c6fa0910ea7a031dd66e34988d0753ff',
           'roda-sentinel2/workflow-sentinel2-to-stac/7fd9b02728e3bab08b8496a06f998066',
           'roda-sentinel2/workflow-sentinel2-to-stac/d600c22171698e6dd1ecc8fd7f20b29f',
           'roda-sentinel2/workflow-sentinel2-to-stac/5c956e48102fdd559c6e56c1a1f8d33b',
           'roda-sentinel2/workflow-sentinel2-to-stac/b4b5b84235fe1c292b04d58610a6f6ec',
           'roda-sentinel2/workflow-sentinel2-to-stac/a5dfc119e76464a8f5ba73befae9599a',
           'roda-sentinel2/workflow-sentinel2-to-stac/d735366cbc126f825058b41d78c7345a',
           'roda-sentinel2/workflow-sentinel2-to-stac/b539e9a03efc79028676d170bb4aba96',
           'roda-sentinel2/workflow-sentinel2-to-stac/4ec15e75c1169ff579f8d66fb56a5625',
           'roda-sentinel2/workflow-sentinel2-to-stac/4fd282b7def1fa62da8aa0cfacaa8631',
           'roda-sentinel2/workflow-sentinel2-to-stac/7c0bdbe7cd53530b4d48355490e624dc'],
          dtype='<U74')

  • s2:dark_features_percentage
    (time)
    object
    14.630641 19.814493 ... None None

    array([14.630641, 19.814493, 31.197238, 34.837586, 33.818662, 35.73682,
           35.501686, 18.373249, 8.437745, 1.94334, 28.051034, 16.518265,
           3.76165, 6.121882, 12.049133, 6.423968, 2.896829, 3.136145,
           3.277949, 3.874581, 7.278542, 2.434123, 0.882459, 1.433662,
           0.828302, 1.336161, 0.676073, 1.799984, 2.075599, 2.255403,
           2.266792, 0.721617, 1.23983, 1.487523, 1.540386, 1.881459,
           2.147481, 1.893222, 0.929015, 2.942146, 3.360493, 2.7531, 3.350742,
           3.351847, 3.510491, 2.531372, 3.797224, 2.630224, 3.119748,
           1.360481, 2.213023, 3.817084, 3.27911, 4.891308, 2.631714,
           5.024238, 6.376091, 4.311187, 6.832167, 4.492992, 5.564722,
           6.49466, 4.853905, 5.835064, 4.648668, 6.326275, 6.739775,
           8.517855, 7.354943, 10.136402, 12.968542, 14.16298, 16.405699,
           13.002439, 8.752271, 14.196852, 22.398444, 22.59628, 28.51679,
           34.436545, 26.756844, 27.38758, 20.461848, 27.864736, 15.996771,
           28.2487, 32.954443, 33.036458, 18.607889, 17.334054, 14.816792,
           20.08968, 22.114585, 30.000478, 28.728148, 24.648274, 20.851712,
           15.587787, 12.280087, 19.257888, 20.790145, 20.127527, 18.078911,
           17.116198, 11.81577, 13.002147, 13.593714, 8.990999, 6.460854,
           11.908567, 10.250788, 6.9092, 9.682282, 7.071975, 3.836949,
           3.519545, 2.545508, 1.888499, 2.197189, 0.984025, 1.05573,
    ...
           4.385339, 5.815512, 3.782563, 5.210697, 5.337943, 1.036778,
           2.206743, 2.786325, 4.927758, 6.906566, 6.312703, 3.579601,
           12.65012, 13.228908, 16.434307, 19.28709, 15.484989, 13.237499,
           25.005996, 17.905192, 33.197764, 29.510978, 33.362022, 28.545815,
           9.879566, 9.133012, 11.513504, 33.992314, 23.400706, 16.492075,
           27.092466, 22.77483, 27.490556, 13.872258, 18.294044, 25.559923,
           23.076454, 21.505634, 20.351344, 10.185994, 5.628774, 5.892863,
           0.371636, 1.48545, 10.199724, 13.006918, 3.939089, 3.870336,
           5.753596, 2.545328, 0.851427, 0.694819, 1.903612, 0.808979,
           0.368882, 1.766992, 1.623218, 1.751428, 2.52765, 1.466478,
           3.050825, 0.99998, 3.245902, 2.212808, 5.74053, 3.743115, 3.285002,
           2.812871, 5.675081, 7.984208, 7.004884, 3.256456, 3.452548,
           4.654467, 5.037981, 4.065816, 8.39033, 8.04787, 10.498099,
           10.081559, 12.534356, 18.793963, 29.869774, 5.360182, 33.460999,
           33.388916, 23.676801, 27.301726, 39.933461, 41.991937, 15.832393,
           18.006746, 29.133838, 37.076822, 38.48092, 36.531076, 0.560126,
           17.835252, 18.328083, 33.809707, 15.023425, 26.233354, 6.791917,
           8.323496, 7.393163, 2.970398, 4.87799, 4.871795, 8.619139, 2.76289,
           0.229608, 1.253772, 1.744481, 1.792265, 0.485576, 2.314485,
           2.581117, 1.239445, None, None], dtype=object)

  • s2:granule_id
    (time)
    <U62
    'S2A_OPER_MSI_L2A_TL_SHIT_201905...

    array(['S2A_OPER_MSI_L2A_TL_SHIT_20190504T224516_A007212_T32TPS_N00.01',
           'S2A_OPER_MSI_L2A_TL_SHIT_20190504T225049_A007312_T32TPS_N00.01',
           'S2A_OPER_MSI_L2A_TL_SHIT_20190505T013016_A007498_T32TPS_N00.01',
           'S2A_OPER_MSI_L2A_TL_SHIT_20190505T201826_A007598_T32TPS_N00.01',
           'S2A_OPER_MSI_L2A_TL_SHIT_20190505T185759_A007641_T32TPS_N00.01',
           'S2A_OPER_MSI_L2A_TL_SHIT_20190505T054132_A007741_T32TPS_N00.01',
           'S2A_OPER_MSI_L2A_TL_SHIT_20190505T143721_A007784_T32TPS_N00.01',
           'S2A_OPER_MSI_L2A_TL_SHIT_20190505T122049_A007884_T32TPS_N00.01',
           'S2A_OPER_MSI_L2A_TL_SHIT_20190508T201139_A007927_T32TPS_N00.01',
           'S2A_OPER_MSI_L2A_TL_SHIT_20201008T134008_A010787_T32TPS_N00.01',
           'S2B_OPER_MSI_L2A_TL_SHIT_20200930T170455_A004624_T32TPS_N00.01',
           'S2B_OPER_MSI_L2A_TL_SHIT_20200315T002708_A005239_T32TPS_N00.01',
           'S2B_OPER_MSI_L2A_TL_SGS__20180328T155221_A005525_T32TPS_N02.07',
           'S2A_OPER_MSI_L2A_TL_SGS__20180402T155007_A014505_T32TPS_N02.07',
           'S2A_OPER_MSI_L2A_TL_S2RP_20230908T074848_A014505_T32TPS_N05.00',
           'S2B_OPER_MSI_L2A_TL_SGS__20180407T143030_A005668_T32TPS_N02.07',
           'S2B_OPER_MSI_L2A_TL_MPS__20180414T122253_A005768_T32TPS_N02.07',
           'S2B_OPER_MSI_L2A_TL_SGS__20180417T140522_A005811_T32TPS_N02.07',
           'S2A_OPER_MSI_L2A_TL_EPAE_20180419T111252_A014748_T32TPS_N02.07',
           'S2A_OPER_MSI_L2A_TL_SGS__20180422T141352_A014791_T32TPS_N02.07',
    ...
           'S2B_OPER_MSI_L2A_TL_2BPS_20240205T130705_A036127_T32TPS_N05.10',
           'S2B_OPER_MSI_L2A_TL_2BPS_20240215T144349_A036270_T32TPS_N05.10',
           'S2A_OPER_MSI_L2A_TL_2APS_20240220T144052_A045250_T32TPS_N05.10',
           'S2B_OPER_MSI_L2A_TL_2BPS_20240313T130248_A036656_T32TPS_N05.10',
           'S2B_OPER_MSI_L2A_TL_2BPS_20240316T134307_A036699_T32TPS_N05.10',
           'S2B_OPER_MSI_L2A_TL_2BPS_20240402T125254_A036942_T32TPS_N05.10',
           'S2A_OPER_MSI_L2A_TL_2APS_20240407T161451_A045922_T32TPS_N05.10',
           'S2B_OPER_MSI_L2A_TL_2BPS_20240412T125349_A037085_T32TPS_N05.10',
           'S2B_OPER_MSI_L2A_TL_2BPS_20240425T144136_A037271_T32TPS_N05.10',
           'S2A_OPER_MSI_L2A_TL_2APS_20240606T175100_A046780_T32TPS_N05.10',
           'S2A_OPER_MSI_L2A_TL_2APS_20240619T161551_A046966_T32TPS_N05.10',
           'S2B_OPER_MSI_L2A_TL_2BPS_20240704T130125_A038272_T32TPS_N05.10',
           'S2A_OPER_MSI_L2A_TL_2APS_20240709T142949_A047252_T32TPS_N05.10',
           'S2B_OPER_MSI_L2A_TL_2BPS_20240711T142740_A038372_T32TPS_N05.10',
           'S2B_OPER_MSI_L2A_TL_2BPS_20240714T125806_A038415_T32TPS_N05.10',
           'S2A_OPER_MSI_L2A_TL_2APS_20240719T141151_A047395_T32TPS_N05.10',
           'S2B_OPER_MSI_L2A_TL_2BPS_20240721T125344_A038515_T32TPS_N05.10',
           'S2A_OPER_MSI_L2A_TL_2APS_20240729T194952_A047538_T32TPS_N05.11',
           'S2B_OPER_MSI_L2A_TL_2BPS_20240731T125141_A038658_T32TPS_N05.11'],
          dtype='<U62')

  • earthsearch:s3_path
    (time)
    <U80
    's3://sentinel-cogs/sentinel-s2-...

    array(['s3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2016/11/S2A_32TPS_20161108_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2016/11/S2A_32TPS_20161115_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2016/11/S2A_32TPS_20161128_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2016/12/S2A_32TPS_20161205_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2016/12/S2A_32TPS_20161208_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2016/12/S2A_32TPS_20161215_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2016/12/S2A_32TPS_20161218_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2016/12/S2A_32TPS_20161225_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2016/12/S2A_32TPS_20161228_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2017/7/S2A_32TPS_20170716_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2018/1/S2B_32TPS_20180124_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2018/3/S2B_32TPS_20180308_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2018/3/S2B_32TPS_20180328_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2018/4/S2A_32TPS_20180402_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2018/4/S2A_32TPS_20180402_1_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2018/4/S2B_32TPS_20180407_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2018/4/S2B_32TPS_20180414_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2018/4/S2B_32TPS_20180417_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2018/4/S2A_32TPS_20180419_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2018/4/S2A_32TPS_20180422_0_L2A',
    ...
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2024/2/S2B_32TPS_20240205_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2024/2/S2B_32TPS_20240215_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2024/2/S2A_32TPS_20240220_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2024/3/S2B_32TPS_20240313_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2024/3/S2B_32TPS_20240316_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2024/4/S2B_32TPS_20240402_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2024/4/S2A_32TPS_20240407_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2024/4/S2B_32TPS_20240412_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2024/4/S2B_32TPS_20240425_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2024/6/S2A_32TPS_20240606_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2024/6/S2A_32TPS_20240619_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2024/7/S2B_32TPS_20240704_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2024/7/S2A_32TPS_20240709_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2024/7/S2B_32TPS_20240711_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2024/7/S2B_32TPS_20240714_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2024/7/S2A_32TPS_20240719_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2024/7/S2B_32TPS_20240721_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2024/7/S2A_32TPS_20240729_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2024/7/S2B_32TPS_20240731_0_L2A'],
          dtype='<U80')

  • s2:thin_cirrus_percentage
    (time)
    object
    2.235039 3.950845 ... 0.024204

    array([2.235039, 3.950845, 0.08172, 0.003162, 3.047128, 7e-06, 0.760679,
           10.637713, 1.882233, 0.012506, 0.518369, 0.214922, 11.69931,
           0.000314, 0.633787, 0.002874, 3.034208, 0.282217, 5.6e-05,
           0.028343, 0.016487, 0.33055, 0.933827, 0.06716, 0.356386, 0.276729,
           0.76527, 4.523561, 5.501174, 0.228731, 0.202629, 1.95438, 1.723737,
           2.654188, 0.02789, 0.537677, 0.408599, 0.432907, 0.695771,
           0.016387, 0.016005, 0.197689, 0.151274, 0.557557, 1.162105,
           0.565177, 1.054937, 0.746099, 2.061865, 1.361463, 3.6e-05,
           0.001486, 6.145518, 6.025714, 1.259575, 0.73929, 1.912636,
           20.738943, 20.43535, 0.343539, 1.994864, 0.273407, 0.765951,
           0.295531, 0.20656, 1.414265, 1.844768, 0.085861, 0.000138,
           0.000727, 0.000494, 2.543306, 3.103616, 0.608924, 0.071048,
           0.754649, 5.827548, 8.929567, 0.021806, 0.015439, 3.338836,
           0.020615, 0.26777, 0.027577, 0.951127, 3.209989, 0.049574, 0.00037,
           0.003271, 20.464391, 20.966393, 4.464563, 0.075566, 0.012414,
           0.192565, 0.504735, 1.831257, 1.030075, 11.286602, 16.248183,
           0.068627, 0.011881, 0.002253, 0.009983, 9.140113, 9.359232,
           0.106944, 0.303773, 4.190633, 2.433099, 0.00013, 0.421204,
           0.000457, 2.579917, 0.895554, 0.594219, 5.367009, 1.311102,
           0.969822, 0.775482, 0.103639, 0.19434, 0.052555, 0.376197,
    ...
           0.117158, 4.875722, 3.43629, 0.293493, 1.666058, 0.101952,
           4.513141, 0.120073, 12.731791, 0.194967, 0.044126, 2.168969,
           13.89004, 21.199769, 0.213479, 10.5893, 2.037009, 0.009151,
           5.119149, 0.049087, 1.963179, 18.362674, 4.555297, 2.605093,
           5.992174, 0.141647, 7.22663, 3.098021, 1.325729, 0.023342,
           1.894194, 0.875575, 0.184333, 3.742542, 2.12796, 0.023476,
           0.366326, 3.503167, 0.092153, 28.446352, 3.785223, 1.285885,
           0.545096, 2.042434, 5.75023, 0.56247, 0.459699, 0.62316, 0.102886,
           0.989501, 0.485088, 14.330417, 0.000569, 0.175482, 0.058328,
           0.006414, 0.029257, 0.10575, 2.1628, 0.000358, 0.77265, 0.003864,
           0.001128, 0.847559, 9.055803, 0.000103, 0.000159, 0.074731,
           0.000189, 3.052447, 1.576292, 12.597173, 4.841887, 19.166291,
           4.779649, 2.529981, 3.105836, 2.107543, 0.452258, 0.878211,
           16.93048, 0.062562, 0.05938, 4.542397, 0.413297, 0.000383,
           0.001685, 1.366774, 23.556447, 0.027953, 0.00028, 0.665964,
           0.091711, 9.656004, 4.411319, 11.410227, 0.077196, 0.503455,
           12.513126, 8.425722, 3.039125, 0.603673, 1.773629, 4.222096,
           9.518027, 0.781179, 1.336911, 4.014197, 0.006925, 0.01625,
           0.665621, 0.138878, 1.658641, 0.667123, 0.087996, 0.036718,
           0.024204], dtype=object)

  • s2:generation_time
    (time)
    <U27
    '2019-05-04T22:45:14.389Z' ... '...

    array(['2019-05-04T22:45:14.389Z', '2019-05-04T22:50:48.946Z',
           '2019-05-05T01:30:15.622Z', '2019-05-05T20:18:24.840Z',
           '2019-05-05T18:57:58.223Z', '2019-05-05T05:41:30.679Z',
           '2019-05-05T14:37:19.822Z', '2019-05-05T12:20:48.311Z',
           '2019-05-08T20:11:38.477Z', '2020-10-08T13:40:06.266Z',
           '2020-09-30T17:04:53.517Z', '2020-03-15T00:27:06.419Z',
           '2018-03-28T17:52:18Z', '2018-04-02T17:17:14Z',
           '2023-09-08T07:48:48.000000Z', '2018-04-07T15:23:33Z',
           '2018-04-14T13:33:49Z', '2018-04-17T17:17:27Z',
           '2018-04-19T11:56:06Z', '2018-04-22T15:38:28Z',
           '2023-09-15T16:19:12.000000Z', '2018-04-24T13:08:01Z',
           '2018-06-01T13:29:06.000000Z', '2018-06-16T16:24:10.000000Z',
           '2018-06-18T14:43:41.000000Z', '2018-06-21T14:55:59.000000Z',
           '2018-06-23T13:19:22.000000Z', '2018-06-26T13:39:02.000000Z',
           '2023-08-23T03:00:42.000000Z', '2018-07-01T14:10:38.000000Z',
           '2023-08-11T04:24:58.000000Z', '2018-07-03T14:59:31.000000Z',
           '2018-07-08T12:48:36.000000Z', '2023-07-13T15:33:06.000000Z',
           '2018-07-13T14:41:47.000000Z', '2018-07-18T18:01:46.000000Z',
           '2023-08-17T11:29:49.000000Z', '2018-07-26T15:37:10.000000Z',
           '2018-07-28T13:25:14.000000Z', '2018-07-31T13:38:41.000000Z',
    ...
           '2023-11-24T13:14:20.000000Z', '2023-11-27T11:52:30.000000Z',
           '2023-11-29T14:07:50.000000Z', '2023-12-07T13:20:38.000000Z',
           '2023-12-09T12:18:48.000000Z', '2023-12-14T14:21:27.000000Z',
           '2023-12-17T13:01:28.000000Z', '2023-12-19T12:18:49.000000Z',
           '2023-12-24T13:00:37.000000Z', '2023-12-27T11:40:18.000000Z',
           '2024-01-03T11:38:48.000000Z', '2024-01-11T14:40:54.000000Z',
           '2024-01-13T11:40:07.000000Z', '2024-01-16T11:44:39.000000Z',
           '2024-01-21T14:53:52.000000Z', '2024-01-23T11:33:49.000000Z',
           '2024-01-26T11:36:17.000000Z', '2024-01-28T12:18:56.000000Z',
           '2024-02-02T11:47:27.000000Z', '2024-02-05T13:07:05.000000Z',
           '2024-02-15T14:43:49.000000Z', '2024-02-20T14:40:52.000000Z',
           '2024-03-13T13:02:48.000000Z', '2024-03-16T13:43:07.000000Z',
           '2024-04-02T12:52:54.000000Z', '2024-04-07T16:14:51.000000Z',
           '2024-04-12T12:53:49.000000Z', '2024-04-25T14:41:36.000000Z',
           '2024-06-06T17:51:00.000000Z', '2024-06-19T16:15:51.000000Z',
           '2024-07-04T13:01:25.000000Z', '2024-07-09T14:29:49.000000Z',
           '2024-07-11T14:27:40.000000Z', '2024-07-14T12:58:06.000000Z',
           '2024-07-19T14:11:51.000000Z', '2024-07-21T12:53:44.000000Z',
           '2024-07-29T19:49:52.000000Z', '2024-07-31T12:51:41.000000Z'],
          dtype='<U27')

  • s2:vegetation_percentage
    (time)
    object
    5.312433 18.813984 ... 75.687724

    array([5.312433, 18.813984, 24.356632, 24.984224, 20.961724, 24.303922,
           21.553582, 9.813931, 21.272539, 77.316386, 9.904308, 5.794503,
           1.832371, 21.430971, 18.805209, 13.229795, 23.690403, 16.340066,
           36.04008, 37.290215, 35.563955, 30.829772, 31.973439, 67.18092,
           40.518841, 50.044495, 72.344142, 56.867987, 54.324675, 54.267043,
           50.856161, 37.392727, 63.095343, 61.019069, 65.956104, 65.222985,
           62.599689, 43.681267, 50.20746, 67.310435, 64.919502, 59.485084,
           56.606835, 40.195802, 36.287114, 57.232463, 54.153079, 46.884814,
           42.541674, 34.930125, 77.577263, 77.220213, 52.899241, 51.575267,
           31.988549, 66.34708, 62.885863, 51.224393, 51.601136, 38.383076,
           55.80973, 63.795406, 61.335045, 66.239333, 65.149224, 70.293051,
           69.174981, 52.302611, 67.585486, 53.428906, 61.337316, 51.841867,
           49.235487, 48.053995, 39.348105, 18.181884, 20.791551, 23.719864,
           30.360755, 28.835893, 18.816973, 20.472287, 18.262564, 19.643457,
           11.892302, 11.047281, 17.661136, 17.548417, 1.996475, 4.812962,
           2.593673, 6.002452, 13.428004, 15.225363, 14.033243, 9.057436,
           3.024495, 3.476257, 1.74686, 3.2968, 11.361623, 10.961309,
           12.244289, 16.640516, 9.306215, 9.398247, 19.324329, 3.294571,
           8.106805, 21.30038, 24.982615, 20.921379, 27.42599, 28.619561,
           22.132467, 27.114123, 16.156347, 29.86159, 36.617664, 38.958597,
    ...
           60.977179, 53.945214, 51.332468, 39.831007, 70.292598, 51.126838,
           66.012305, 60.250938, 57.047522, 20.814373, 48.254037, 37.952316,
           39.950755, 28.231052, 10.330552, 7.009578, 22.956447, 12.892278,
           21.637632, 12.075243, 2.199857, 6.714041, 1.002791, 1.317481,
           1.394228, 11.622214, 1.119169, 3.945031, 8.841598, 6.53346,
           12.263674, 8.479402, 10.866567, 10.237914, 11.644808, 12.187961,
           15.692447, 12.791906, 3.793352, 10.668136, 1.645787, 17.724513,
           32.428676, 27.995649, 13.427518, 19.24855, 39.018151, 44.919425,
           44.695824, 49.96807, 37.524217, 57.95306, 30.914021, 72.194427,
           51.578748, 74.805355, 66.37727, 60.568863, 55.303794, 41.505924,
           78.880733, 58.580261, 77.902359, 80.2863, 55.640554, 31.751451,
           47.190481, 72.919327, 76.34626, 73.878592, 65.474343, 61.153042,
           49.601206, 33.701524, 38.632247, 41.290107, 30.820689, 18.774627,
           19.645128, 22.429112, 25.811532, 1.083905, 22.472718, 14.675324,
           10.003968, 11.950899, 15.223809, 15.971774, 7.100896, 2.819838,
           3.347861, 6.508541, 8.890988, 10.618427, 0.046687, 5.986776,
           7.738554, 13.692984, 7.54427, 9.031227, 6.160022, 7.62145,
           17.133489, 11.493275, 13.125995, 15.459056, 31.885147, 21.445656,
           30.633143, 60.794294, 53.396523, 58.820593, 51.203555, 61.003846,
           51.835275, 64.173561, 63.926095, 75.687724], dtype=object)

  • s2:medium_proba_clouds_percentage
    (time)
    object
    16.624644 10.629322 ... 3.136772

    array([16.624644, 10.629322, 8.348283, 9.31251, 0.390948, 6.343114,
           0.879259, 4.337768, 1.463836, 0.802488, 0.655386, 18.340707,
           9.27588, 2.060234, 4.412005, 3.547948, 4.203285, 4.104701,
           2.155776, 1.703789, 2.196538, 3.767255, 6.802138, 2.246625,
           5.163473, 4.568418, 2.513156, 6.498498, 8.035301, 4.439171,
           11.930807, 13.485529, 5.238049, 7.869184, 3.254558, 3.719354,
           8.438505, 5.034408, 5.575592, 2.971979, 7.114807, 3.562229,
           8.775642, 5.945518, 13.063529, 4.806285, 10.476816, 5.405599,
           11.772844, 8.246965, 1.815927, 1.501856, 4.749194, 7.490943,
           7.530119, 2.022887, 4.246994, 5.590075, 2.691232, 5.494582,
           4.267802, 2.420139, 4.921769, 2.606419, 3.716188, 3.042041,
           0.989393, 3.509864, 1.071034, 1.634753, 0.361344, 3.376988,
           2.290696, 3.981922, 4.294206, 3.825381, 9.101842, 7.48162,
           1.396779, 1.107449, 10.10325, 1.217171, 2.655349, 2.322027,
           21.60918, 14.760415, 10.105363, 2.857919, 8.228512, 9.887554,
           20.418023, 7.298941, 2.507514, 9.837232, 3.112928, 15.251969,
           15.376405, 10.061523, 26.855788, 18.935725, 3.927092, 0.638028,
           1.549034, 0.938735, 0.201581, 1.956482, 4.541585, 4.175279,
           27.562839, 23.445642, 1.864669, 2.437614, 6.97479, 4.691971,
           3.58947, 8.048888, 23.797327, 9.077822, 3.753505, 7.373446,
    ...
           8.696896, 1.333262, 3.40194, 0.264601, 0.269916, 4.776012,
           21.547732, 3.804661, 4.169089, 2.985308, 4.280294, 16.21827,
           10.101696, 1.137353, 16.641831, 0.015103, 1.354427, 1.358454,
           12.514667, 19.60398, 14.825077, 9.098282, 0.328664, 8.560816,
           9.865706, 1.598097, 5.972886, 0.02862, 23.567791, 10.282116,
           0.183095, 0.013915, 1.555669, 0.009103, 7.312922, 44.870102,
           13.100411, 13.086507, 29.298112, 1.522371, 1.943076, 14.440465,
           15.04267, 1.964883, 8.875721, 9.545068, 10.012528, 12.267662,
           7.106413, 14.058782, 1.970742, 11.861118, 2.90931, 7.040027,
           9.459249, 10.348258, 14.145842, 0.838959, 7.188246, 0.093295,
           0.102269, 10.24985, 16.80795, 5.172315, 0.549103, 0.059466,
           0.008709, 1.449471, 3.898603, 3.867099, 12.384275, 4.502816,
           8.689889, 11.722875, 8.345809, 29.318431, 9.390125, 4.26385,
           18.064243, 0.221508, 0.33007, 4.54323, 12.727074, 0.004248,
           0.001798, 10.296515, 9.224685, 7.580809, 0.020291, 0.027721,
           0.061709, 30.712008, 20.523725, 5.205192, 0.008925, 15.165752,
           0.048958, 14.335883, 21.227799, 8.330612, 24.333179, 20.672563,
           10.758219, 0.379037, 12.11659, 16.804346, 5.804797, 9.17665,
           9.683589, 11.94877, 7.377144, 11.826942, 8.64311, 7.216818,
           3.136772], dtype=object)

  • s2:high_proba_clouds_percentage
    (time)
    object
    22.209878 6.867649 ... 5.265974

    array([22.209878, 6.867649, 3.168646, 0.745553, 0.413493, 1.174874,
           1.170849, 24.156788, 1.374512, 1.337166, 0.367491, 0.570044,
           26.703706, 1.773553, 1.234293, 13.401236, 1.490344, 26.342592,
           0.518996, 2.820556, 2.205384, 16.116267, 42.098665, 8.267286,
           40.882567, 26.83138, 3.955723, 13.401571, 12.273046, 19.129595,
           18.43373, 31.176442, 12.891272, 11.998865, 10.209618, 10.861061,
           10.389487, 34.052539, 30.774882, 10.181027, 9.899831, 14.938051,
           14.835966, 31.791651, 31.738433, 14.597157, 14.290924, 25.078273,
           24.989153, 37.233722, 1.557822, 1.011191, 16.039495, 15.155551,
           34.752625, 4.432537, 4.220365, 0.403691, 0.125501, 27.26078,
           14.595634, 5.185808, 5.038776, 5.450315, 5.293739, 0.381211,
           0.094572, 14.113618, 0.632923, 5.121624, 0.315872, 1.034074,
           0.931098, 7.915028, 23.695223, 33.670828, 1.537356, 2.001163,
           2.65488, 1.734211, 0.800826, 4.436946, 16.725969, 4.744386,
           14.358719, 6.558535, 1.236909, 1.044051, 30.242473, 2.036594,
           1.050508, 12.828258, 15.35086, 0.83123, 1.267969, 4.924252,
           0.404564, 13.025998, 2.996168, 0.345278, 0.524364, 0.428093,
           3.221123, 0.58567, 0.062671, 0.555689, 1.66515, 22.881198,
           12.859948, 0.727587, 0.293402, 15.131488, 0.320798, 0.493941,
           17.33311, 16.457643, 9.021848, 17.579152, 8.859406, 15.15367,
    ...
           28.651285, 0.776239, 10.908847, 0.160697, 0.034048, 5.669815,
           13.843238, 2.449738, 3.873467, 2.200863, 0.013474, 0.294265,
           38.569623, 0.222786, 14.321642, 0.001755, 0.189395, 1.492839,
           5.178166, 3.625309, 25.160477, 32.623681, 0.042475, 12.781055,
           5.592394, 0.196039, 6.822561, 0.002115, 15.286766, 9.277917,
           0.354223, 0.051799, 2.610162, 0.000649, 9.110704, 0.168367,
           16.421431, 1.513116, 15.624098, 1.407387, 2.346094, 30.036786,
           19.747195, 1.844653, 15.905061, 21.567261, 20.095298, 33.234215,
           10.668279, 20.6255, 3.157965, 24.895252, 2.757964, 9.633994,
           13.050322, 16.626328, 26.904973, 0.632782, 22.523022, 0.048941,
           0.038583, 17.400596, 22.56826, 20.538008, 0.35701, 0.0258,
           0.002973, 1.147696, 3.55038, 0.377475, 24.374409, 1.91029,
           9.340095, 11.220524, 3.741759, 8.455965, 14.146267, 1.462862,
           8.676344, 0.104712, 0.105272, 0.898666, 9.066767, 0.000184,
           0.001984, 34.722313, 0.473359, 17.855412, 0.001402, 0.040113,
           0.011361, 5.641492, 17.979522, 0.711534, 0.000846, 23.281538,
           0.003556, 7.394365, 21.599336, 8.394694, 19.010057, 18.253967,
           3.696268, 0.226821, 19.25538, 27.574137, 8.450294, 15.599339,
           13.623312, 24.023344, 9.874053, 18.716705, 13.146774, 9.40951,
           5.265974], dtype=object)

  • s2:datatake_id
    (time)
    <U34
    'GS2A_20161108T102232_007212_N00...

    array(['GS2A_20161108T102232_007212_N00.01',
           'GS2A_20161115T101302_007312_N00.01',
           'GS2A_20161128T102352_007498_N00.01',
           'GS2A_20161205T101402_007598_N00.01',
           'GS2A_20161208T102422_007641_N00.01',
           'GS2A_20161215T101422_007741_N00.01',
           'GS2A_20161218T102432_007784_N00.01',
           'GS2A_20161225T101432_007884_N00.01',
           'GS2A_20161228T102432_007927_N00.01',
           'GS2A_20170716T102021_010787_N00.01',
           'GS2B_20180124T101309_004624_N00.01',
           'GS2B_20180308T102019_005239_N00.01',
           'GS2B_20180328T102019_005525_N02.06',
           'GS2A_20180402T102021_014505_N02.06',
           'GS2A_20180402T102021_014505_N05.00',
           'GS2B_20180407T102019_005668_N02.06',
           'GS2B_20180414T101019_005768_N02.06',
           'GS2B_20180417T102019_005811_N02.06',
           'GS2A_20180419T101031_014748_N02.06',
           'GS2A_20180422T102031_014791_N02.06',
    ...
           'GS2B_20240202T101139_036084_N05.10',
           'GS2B_20240205T102129_036127_N05.10',
           'GS2B_20240215T102029_036270_N05.10',
           'GS2A_20240220T102051_045250_N05.10',
           'GS2B_20240313T100709_036656_N05.10',
           'GS2B_20240316T101649_036699_N05.10',
           'GS2B_20240402T100549_036942_N05.10',
           'GS2A_20240407T100551_045922_N05.10',
           'GS2B_20240412T100559_037085_N05.10',
           'GS2B_20240425T101559_037271_N05.10',
           'GS2A_20240606T100601_046780_N05.10',
           'GS2A_20240619T102031_046966_N05.10',
           'GS2B_20240704T101559_038272_N05.10',
           'GS2A_20240709T102031_047252_N05.10',
           'GS2B_20240711T100559_038372_N05.10',
           'GS2B_20240714T101559_038415_N05.10',
           'GS2A_20240719T102021_047395_N05.10',
           'GS2B_20240721T100559_038515_N05.10',
           'GS2A_20240729T102021_047538_N05.11',
           'GS2B_20240731T100559_038658_N05.11'], dtype='<U34')

  • s2:datastrip_id
    (time)
    <U64
    'S2A_OPER_MSI_L2A_DS_SHIT_201905...

    array(['S2A_OPER_MSI_L2A_DS_SHIT_20190504T224516_S20161108T102425_N00.01',
           'S2A_OPER_MSI_L2A_DS_SHIT_20190504T225049_S20161115T101301_N00.01',
           'S2A_OPER_MSI_L2A_DS_SHIT_20190505T013016_S20161128T102354_N00.01',
           'S2A_OPER_MSI_L2A_DS_SHIT_20190505T201826_S20161205T101412_N00.01',
           'S2A_OPER_MSI_L2A_DS_SHIT_20190505T185759_S20161208T102418_N00.01',
           'S2A_OPER_MSI_L2A_DS_SHIT_20190505T054132_S20161215T101510_N00.01',
           'S2A_OPER_MSI_L2A_DS_SHIT_20190505T143721_S20161218T102606_N00.01',
           'S2A_OPER_MSI_L2A_DS_SHIT_20190505T122049_S20161225T101625_N00.01',
           'S2A_OPER_MSI_L2A_DS_SHIT_20190508T201139_S20161228T102428_N00.01',
           'S2A_OPER_MSI_L2A_DS_SHIT_20201008T134008_S20170716T102324_N00.01',
           'S2B_OPER_MSI_L2A_DS_SHIT_20200930T170455_S20180124T101352_N00.01',
           'S2B_OPER_MSI_L2A_DS_SHIT_20200315T002708_S20180308T102241_N00.01',
           'S2B_OPER_MSI_L2A_DS_SGS__20180328T155221_S20180328T102738_N02.07',
           'S2A_OPER_MSI_L2A_DS_SGS__20180402T155007_S20180402T102435_N02.07',
           'S2A_OPER_MSI_L2A_DS_S2RP_20230908T074848_S20180402T102435_N05.00',
           'S2B_OPER_MSI_L2A_DS_SGS__20180407T143030_S20180407T102020_N02.07',
           'S2B_OPER_MSI_L2A_DS_MPS__20180414T122253_S20180414T101536_N02.07',
           'S2B_OPER_MSI_L2A_DS_SGS__20180417T140522_S20180417T102021_N02.07',
           'S2A_OPER_MSI_L2A_DS_EPAE_20180419T111252_S20180419T101457_N02.07',
           'S2A_OPER_MSI_L2A_DS_SGS__20180422T141352_S20180422T102115_N02.07',
    ...
           'S2B_OPER_MSI_L2A_DS_2BPS_20240205T130705_S20240205T102125_N05.10',
           'S2B_OPER_MSI_L2A_DS_2BPS_20240215T144349_S20240215T102728_N05.10',
           'S2A_OPER_MSI_L2A_DS_2APS_20240220T144052_S20240220T102204_N05.10',
           'S2B_OPER_MSI_L2A_DS_2BPS_20240313T130248_S20240313T101407_N05.10',
           'S2B_OPER_MSI_L2A_DS_2BPS_20240316T134307_S20240316T102010_N05.10',
           'S2B_OPER_MSI_L2A_DS_2BPS_20240402T125254_S20240402T101127_N05.10',
           'S2A_OPER_MSI_L2A_DS_2APS_20240407T161451_S20240407T101319_N05.10',
           'S2B_OPER_MSI_L2A_DS_2BPS_20240412T125349_S20240412T100818_N05.10',
           'S2B_OPER_MSI_L2A_DS_2BPS_20240425T144136_S20240425T102113_N05.10',
           'S2A_OPER_MSI_L2A_DS_2APS_20240606T175100_S20240606T101605_N05.10',
           'S2A_OPER_MSI_L2A_DS_2APS_20240619T161551_S20240619T102251_N05.10',
           'S2B_OPER_MSI_L2A_DS_2BPS_20240704T130125_S20240704T102300_N05.10',
           'S2A_OPER_MSI_L2A_DS_2APS_20240709T142949_S20240709T102025_N05.10',
           'S2B_OPER_MSI_L2A_DS_2BPS_20240711T142740_S20240711T100555_N05.10',
           'S2B_OPER_MSI_L2A_DS_2BPS_20240714T125806_S20240714T102202_N05.10',
           'S2A_OPER_MSI_L2A_DS_2APS_20240719T141151_S20240719T102022_N05.10',
           'S2B_OPER_MSI_L2A_DS_2BPS_20240721T125344_S20240721T101252_N05.10',
           'S2A_OPER_MSI_L2A_DS_2APS_20240729T194952_S20240729T102559_N05.11',
           'S2B_OPER_MSI_L2A_DS_2BPS_20240731T125141_S20240731T101303_N05.11'],
          dtype='<U64')

  • s2:sequence
    (time)
    <U1
    '0' '0' '0' '0' ... '0' '0' '0' '0'

    array(['0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0',
           '0', '1', '0', '0', '0', '0', '0', '1', '0', '0', '0', '0', '0',
           '0', '0', '1', '0', '1', '0', '0', '3', '0', '0', '1', '0', '0',
           '0', '1', '0', '1', '0', '1', '0', '1', '0', '1', '0', '0', '1',
           '0', '1', '0', '0', '1', '0', '1', '0', '0', '0', '1', '0', '1',
           '0', '1', '0', '0', '0', '0', '0', '1', '0', '0', '1', '1', '0',
           '0', '1', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0',
           '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0',
           '1', '0', '0', '1', '0', '0', '0', '0', '1', '0', '0', '0', '0',
           '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0',
           '0', '0', '0', '0', '0', '0', '0', '0', '1', '0', '1', '1', '0',
           '1', '0', '1', '0', '0', '1', '1', '0', '1', '0', '1', '0', '1',
           '0', '1', '0', '0', '1', '1', '0', '1', '0', '0', '1', '0', '0',
           '1', '0', '1', '1', '0', '1', '0', '1', '0', '1', '0', '1', '1',
           '0', '0', '1', '1', '0', '1', '0', '1', '0', '1', '0', '1', '0',
           '1', '0', '1', '0', '1', '0', '1', '0', '1', '0', '0', '1', '1',
           '0', '0', '1', '1', '0', '1', '0', '1', '0', '0', '1', '1', '0',
           '1', '1', '0', '1', '0', '0', '1', '1', '0', '1', '0', '1', '0',
           '1', '1', '0', '1', '0', '1', '0', '0', '1', '0', '1', '0', '1',
           '1', '0', '1', '0', '1', '0', '1', '0', '1', '0', '1', '0', '0',
    ...
           '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '1', '0', '1',
           '4', '1', '0', '0', '1', '0', '0', '1', '0', '1', '1', '0', '1',
           '1', '0', '1', '0', '1', '0', '1', '0', '1', '0', '2', '1', '0',
           '1', '0', '0', '0', '3', '0', '1', '0', '0', '1', '0', '1', '0',
           '0', '0', '0', '0', '2', '1', '0', '0', '1', '1', '0', '0', '0',
           '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0',
           '0', '0', '0', '0', '1', '0', '0', '0', '0', '0', '0', '0', '0',
           '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0',
           '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0',
           '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0',
           '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0',
           '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0',
           '0', '0', '0', '0', '0', '1', '0', '0', '0', '0', '0', '0', '0',
           '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0',
           '0', '0', '0', '0', '0', '0', '0', '0', '0', '1', '0', '0', '0',
           '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0',
           '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '1', '0',
           '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0',
           '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0'],
          dtype='<U1')

  • s2:water_percentage
    (time)
    object
    1.504413 1.718854 ... 0.310865

    array([1.504413, 1.718854, 3.750497, 5.19834, 4.202895, 5.982503,
           5.592868, 0.682943, 31.421277, 0.457302, 3.741326, 0.329686,
           0.137873, 0.251412, 0.207097, 0.311848, 0.187913, 0.748155,
           0.268118, 0.917805, 0.346678, 1.027319, 0.182953, 0.235848,
           0.161967, 0.30532, 0.296117, 0.199112, 0.302033, 0.207728,
           0.298044, 0.153642, 0.262637, 0.284372, 0.403837, 0.361408,
           0.311333, 0.208107, 0.228894, 0.733601, 0.481042, 0.870363,
           0.505945, 0.498155, 0.287794, 0.78802, 0.484242, 0.739641,
           0.433322, 0.387519, 0.320885, 0.339086, 0.216817, 0.239804,
           0.502102, 0.512012, 0.38304, 0.15999, 0.179624, 0.360799, 0.502129,
           0.528028, 0.398496, 0.581379, 0.47856, 0.38205, 0.335327, 0.360114,
           0.442522, 0.473364, 0.515944, 0.437068, 0.287278, 0.4192, 0.410198,
           0.412134, 1.218079, 1.122079, 2.736997, 0.383933, 3.262112,
           3.777596, 2.441926, 4.288, 2.21597, 4.562909, 6.20664, 6.035033,
           3.73672, 1.822639, 1.770222, 2.079403, 3.079769, 3.804602,
           3.897338, 3.085545, 1.816523, 1.497153, 0.651507, 0.778276,
           1.235006, 0.903938, 0.837586, 0.65733, 0.150598, 0.293363,
           0.637001, 1.1716, 0.164873, 0.259702, 0.334246, 0.448729, 0.307843,
           0.242375, 0.92161, 0.772722, 0.133682, 0.344684, 0.565763,
           0.298453, 0.597798, 0.398205, 0.621998, 0.363154, 0.480731,
    ...
           0.497321, 0.575055, 0.400311, 0.605421, 0.261001, 0.175836,
           0.320334, 0.22449, 0.355919, 0.282438, 0.342643, 0.133591,
           0.283685, 0.324117, 0.290836, 0.174197, 0.087594, 0.189686,
           0.330035, 0.289531, 0.46315, 0.507778, 0.551168, 0.440705,
           0.138527, 0.369083, 0.202523, 0.417129, 0.854446, 0.217792,
           0.33675, 0.297011, 0.337343, 0.233417, 0.280115, 0.275832,
           0.266206, 0.321339, 0.268428, 0.315168, 1.798932, 0.217226,
           0.009525, 0.137276, 0.233218, 0.248285, 0.160068, 0.149571,
           0.274109, 0.284879, 0.271986, 0.295075, 0.173186, 0.260679,
           0.111241, 0.33715, 0.285097, 0.316011, 0.376616, 0.373957, 0.35324,
           0.169409, 0.352079, 0.240557, 0.648204, 0.80669, 0.348788,
           0.190142, 0.244989, 0.405194, 0.365911, 0.352285, 0.321201,
           0.267756, 0.241345, 0.24223, 0.227511, 0.2412, 0.40577, 0.237315,
           0.268894, 0.338722, 0.409835, 0.078322, 0.430929, 0.482885,
           0.30369, 0.299309, 0.34798, 0.322398, 0.211977, 0.078965, 0.279316,
           0.322754, 0.300769, 0.307423, 0.000961, 0.197571, 0.193269,
           0.273897, 0.288603, 0.192819, 0.105055, 0.249384, 0.22121,
           0.221035, 0.153686, 0.094502, 0.220348, 0.140289, 0.168752,
           0.298428, 0.297432, 0.29728, 0.232478, 0.299669, 0.348877,
           0.284342, 0.341176, 0.310865], dtype=object)

  • eo:cloud_cover
    (time)
    object
    41.069562 21.447816 ... 8.426949

    array([41.069562, 21.447816, 11.598649, 10.061224, 3.851569, 7.517994,
           2.810787, 39.132269, 4.720581, 2.15216, 1.541246, 19.125673,
           47.678897, 3.834101, 6.280085, 16.952058, 8.727837, 30.72951,
           2.674829, 4.552688, 4.418409, 20.214072, 49.83463, 10.581071,
           46.402426, 31.676527, 7.234149, 24.42363, 25.80952, 23.797498,
           30.567166, 46.61635, 19.853057, 22.522238, 13.492065, 15.118092,
           19.236591, 39.519855, 37.046246, 13.169393, 17.030643, 18.697968,
           23.762882, 38.294726, 45.964068, 19.968619, 25.822678, 31.229971,
           38.823864, 46.84215, 3.373786, 2.514534, 26.934207, 28.672209,
           43.542319, 7.194714, 10.379995, 26.732709, 23.252083, 33.098901,
           20.8583, 7.879354, 10.726496, 8.352265, 9.216487, 4.837517,
           2.928733, 17.709343, 1.704095, 6.757104, 0.67771, 6.954368,
           6.32541, 12.505874, 28.060476, 38.250858, 16.466745, 18.412351,
           4.073465, 2.857099, 14.242911, 5.674732, 19.649089, 7.09399,
           36.919026, 24.528939, 11.391846, 3.902341, 38.474256, 32.388538,
           42.434923, 24.591762, 17.93394, 10.680875, 4.573463, 20.680956,
           17.612226, 24.117596, 41.138558, 35.529186, 4.520082, 1.078002,
           4.77241, 1.534389, 9.404364, 11.871402, 6.313679, 27.36025,
           44.61342, 26.606328, 2.158201, 17.990307, 7.296045, 7.765829,
           21.818134, 25.100749, 38.186185, 27.968077, 13.582733, 23.302598,
    ...
           26.330325, 40.784469, 2.402994, 15.976843, 0.52725, 4.817105,
           10.5659, 48.122761, 6.449366, 8.086682, 7.355139, 18.183808,
           37.712303, 48.884797, 11.94944, 33.000481, 0.02601, 6.662971,
           2.900379, 19.656011, 41.591963, 44.540852, 44.327056, 6.363313,
           21.48352, 22.684729, 4.892157, 14.121178, 0.054077, 40.748751,
           20.435607, 0.72165, 3.808256, 6.293791, 0.033228, 16.789953,
           48.541638, 29.613996, 43.045977, 48.707432, 4.215643, 4.834266,
           46.519685, 40.540093, 4.372006, 25.240481, 31.735489, 30.210713,
           46.491379, 18.25978, 49.014699, 5.129277, 36.931852, 5.725601,
           16.680434, 22.538827, 27.080336, 43.213615, 1.472099, 30.483916,
           0.146099, 0.14198, 28.498003, 48.432013, 25.710425, 0.906273,
           0.159996, 0.011871, 5.649614, 9.025275, 16.841747, 41.60057,
           25.579396, 22.809632, 25.47338, 15.193404, 39.881942, 23.988649,
           6.604924, 43.671069, 0.388782, 0.494723, 9.984293, 22.207138,
           0.004815, 0.005468, 46.385601, 33.254492, 25.464171, 0.021972,
           0.733797, 0.164781, 46.009505, 42.914566, 17.326953, 0.086967,
           38.950747, 12.565641, 30.155969, 45.86626, 17.328979, 45.116866,
           43.148625, 23.972516, 1.387036, 32.70888, 48.39268, 14.262016,
           24.792239, 23.972522, 36.110991, 18.909839, 31.210771, 21.87788,
           16.663046, 8.426949], dtype=object)

  • s2:snow_ice_percentage
    (time)
    object
    27.784669 24.088357 ... 1.11413

    array([27.784669, 24.088357, 12.01432, 6.756805, 18.257032, 7.929872,
           15.523706, 14.1028, 13.105176, 2.482953, 41.874111, 38.054755,
           29.105544, 46.408647, 49.294683, 42.403331, 44.81712, 33.760557,
           40.94322, 37.729022, 40.871131, 29.619467, 6.226337, 7.181017,
           2.263783, 4.466031, 5.112977, 3.735559, 4.477243, 3.101788,
           2.707154, 2.863852, 1.885674, 1.977386, 2.691312, 2.010621,
           2.335911, 0.853096, 1.786002, 1.566542, 1.549209, 1.413358,
           1.127203, 1.053642, 1.074078, 1.079661, 1.117926, 0.994811,
           0.349802, 0.943333, 3.070256, 2.750362, 2.569779, 2.207145,
           2.843166, 2.103161, 2.245224, 1.899111, 2.143112, 1.110504,
           1.204761, 1.079357, 1.333265, 1.137872, 1.144197, 1.223891,
           1.669789, 0.917607, 5.126894, 2.26436, 1.823938, 1.496849, 2.03434,
           1.174282, 4.306043, 2.49147, 18.432114, 13.220793, 15.616176,
           17.559014, 21.089551, 28.994197, 23.514944, 27.189371, 20.275131,
           17.327371, 16.612405, 24.266791, 28.621924, 31.858984, 29.047713,
           28.926018, 25.505683, 20.894566, 28.837514, 26.360264, 43.431687,
           43.825087, 37.590456, 26.882216, 41.128185, 43.958402, 41.597959,
           38.421527, 45.94672, 40.83612, 35.859022, 37.780914, 20.941679,
           16.406852, 37.887084, 29.257828, 30.404931, 32.947722, 37.115005,
           26.511607, 30.256045, 28.161886, 34.353489, 26.708639, 31.038001,
    ...
           0.490363, 0.676011, 1.743756, 1.994511, 5.051956, 3.813769,
           9.905329, 7.070265, 2.388731, 4.252539, 2.476867, 6.622697,
           4.938019, 3.752794, 4.803896, 17.08249, 20.282902, 22.354606,
           28.452042, 38.293633, 50.632572, 32.254806, 40.644246, 34.415573,
           35.053647, 31.311017, 41.91151, 41.299132, 42.067054, 37.276304,
           40.487778, 23.744838, 29.628363, 41.865122, 39.415351, 37.776324,
           38.428423, 27.669129, 0.004104, 24.537559, 44.146532, 13.274577,
           33.424702, 33.85416, 23.711519, 23.271571, 35.477185, 16.272426,
           10.053248, 7.575592, 4.347549, 8.614716, 5.018317, 7.308058,
           0.900351, 4.086526, 1.831711, 1.599577, 1.116739, 0.70867,
           1.874071, 0.06656, 0.99591, 0.957568, 0.057979, 2.044273, 1.684397,
           1.578652, 1.275221, 6.115932, 2.634674, 1.631853, 1.92525,
           0.166125, 1.446456, 1.020859, 8.751326, 45.747039, 15.162124,
           21.74025, 23.088582, 40.691292, 28.508115, 38.474396, 41.563949,
           27.87376, 33.290187, 30.081186, 23.267132, 37.309411, 32.063851,
           44.248313, 40.702555, 39.542842, 51.092553, 24.112888, 44.003937,
           36.57873, 18.999927, 35.454279, 46.956751, 19.322889, 40.440008,
           20.571445, 29.437009, 45.160949, 41.608524, 33.789584, 9.523747,
           12.056041, 6.472951, 2.658968, 0.932495, 3.03374, 1.676389,
           1.103065, 1.480092, 1.11413], dtype=object)

  • s2:nodata_pixel_percentage
    (time)
    object
    11.344289 7e-05 ... 0.001181

    array([11.344289, 7e-05, 11.747443, 0.001022, 11.865249, 0.002024,
           11.836424, 0.000362, 10.520035, 11.043341, 4.3e-05, 10.245421,
           12.794904, 11.317464, 11.346283, 11.001211, 2.7e-05, 11.111417,
           2e-05, 11.571965, 11.595662, 2.7e-05, 11.066161, 10.928832,
           6.6e-05, 10.795923, 8e-05, 11.048497, 11.23339, 11.096473,
           11.123971, 3e-06, 7e-06, 0, 3e-06, 0.00151, 0, 11.023819, 0.001437,
           11.483508, 11.501435, 10.923424, 11.122103, 10.717951, 10.946921,
           1.3e-05, 0, 11.634035, 11.675496, 0.000587, 4e-05, 3e-06,
           10.717805, 10.919227, 2e-05, 12.038583, 12.075976, 0, 0, 2.7e-05,
           12.22479, 5.3e-05, 0.005796, 10.700449, 10.900345, 0.000242, 0,
           11.405729, 11.032376, 11.439073, 11.349372, 11.473005, 11.499272,
           0.000182, 11.398316, 0.000474, 49.428576, 32.672429, 10.884938,
           10.924758, 10.653226, 11.576372, 0.000249, 10.933898, 0.000239,
           10.632814, 0.005007, 11.328419, 0.00277, 10.635065, 0.000332,
           0.000508, 10.807973, 10.97355, 0.002422, 0.002389, 11.058175,
           0.000508, 0.000445, 10.979612, 0.001121, 10.948487, 0.000491,
           0.000936, 11.038543, 10.811792, 0.000382, 10.160348, 3e-06,
           0.001981, 10.554736, 0.000325, 14.97362, 0.000202, 11.015444,
           3.6e-05, 11.414159, 11.207292, 11.529136, 7e-06, 2e-05, 11.447613,
           0.000514, 2.7e-05, 10.920299, 5.3e-05, 3e-06, 11.247544, 5e-05,
    ...
           12.164177, 0, 12.070776, 12.308115, 7e-06, 12.217597, 3e-06, 1e-05,
           11.877804, 0, 11.661288, 3e-06, 11.927645, 2.3e-05, 11.74023,
           11.697774, 3e-06, 11.320872, 3e-06, 0.001938, 10.702138, 1.3e-05,
           12.294621, 11.665595, 12.059389, 9.6e-05, 11.80233, 11.769152,
           9e-05, 11.412325, 11.32132, 10.794752, 0.004187, 11.296465, 3e-06,
           11.200225, 11.854957, 0.005969, 0.00922, 11.139993, 11.30052,
           11.232989, 3e-05, 11.290652, 0, 11.026503, 11.567543, 0.010876,
           10.651354, 11.111413, 0.001556, 10.736587, 1.3e-05, 11.414697,
           2e-05, 11.467315, 4e-05, 11.033387, 11.512566, 0, 0, 11.311714,
           3e-06, 0, 12.116556, 12.139466, 3e-06, 11.745448, 12.079591, 0, 0,
           11.826679, 0, 11.629215, 11.422481, 11.789437, 0, 11.54175, 0,
           11.803597, 0, 0, 11.684892, 11.896092, 81.468892, 0, 0, 0,
           12.411624, 0, 0, 11.515699, 0, 11.529461, 11.169057, 10.581667,
           3e-06, 11.6096, 7e-06, 11.626706, 11.376157, 0.02068, 10.608511,
           0.001184, 10.757075, 0.000358, 2.3e-05, 11.586886, 5e-05, 0,
           12.101274, 5.6e-05, 10.998826, 0.000129, 11.340328, 9.860992,
           7.3e-05, 11.001251, 0.003563, 0.008464, 10.991682, 11.893152,
           11.02204, 0.001387, 11.268509, 0, 0, 0, 11.891709, 0, 11.99222,
           11.736514, 11.367723, 3e-06, 11.474119, 10.669092, 0, 11.29414,
           0.001181], dtype=object)

  • instruments
    ()
    <U3
    'msi'

    array('msi', dtype='<U3')

  • processing:software
    (time)
    object
    {'sentinel2-to-stac': '0.1.0'} ....

    array([{'sentinel2-to-stac': '0.1.0'}, {'sentinel2-to-stac': '0.1.0'},
           {'sentinel2-to-stac': '0.1.0'}, {'sentinel2-to-stac': '0.1.0'},
           {'sentinel2-to-stac': '0.1.0'}, {'sentinel2-to-stac': '0.1.0'},
           {'sentinel2-to-stac': '0.1.0'}, {'sentinel2-to-stac': '0.1.0'},
           {'sentinel2-to-stac': '0.1.0'}, {'sentinel2-to-stac': '0.1.0'},
           {'sentinel2-to-stac': '0.1.0'}, {'sentinel2-to-stac': '0.1.0'},
           {'sentinel2-to-stac': '0.1.0'}, {'sentinel2-to-stac': '0.1.0'},
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.0'},
           {'sentinel2-to-stac': '0.1.0'}, {'sentinel2-to-stac': '0.1.0'},
           {'sentinel2-to-stac': '0.1.0'}, {'sentinel2-to-stac': '0.1.0'},
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.0'},
           {'sentinel2-to-stac': '0.1.0'}, {'sentinel2-to-stac': '0.1.0'},
           {'sentinel2-to-stac': '0.1.0'}, {'sentinel2-to-stac': '0.1.0'},
           {'sentinel2-to-stac': '0.1.0'}, {'sentinel2-to-stac': '0.1.0'},
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.0'},
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.0'},
           {'sentinel2-to-stac': '0.1.0'}, {'sentinel2-to-stac': '0.1.1'},
           {'sentinel2-to-stac': '0.1.0'}, {'sentinel2-to-stac': '0.1.0'},
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.0'},
           {'sentinel2-to-stac': '0.1.0'}, {'sentinel2-to-stac': '0.1.0'},
    ...
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.1'},
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.1'},
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.1'},
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.1'},
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.1'},
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.1'},
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.1'},
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.1'},
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.1'},
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.1'},
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.1'},
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.1'},
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.1'},
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.1'},
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.1'},
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.1'},
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.1'},
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.1'},
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.1'}],
          dtype=object)

  • mgrs:grid_square
    ()
    <U2
    'PS'

    array('PS', dtype='<U2')

  • s2:saturated_defective_pixel_percentage
    ()
    int64
    0

    array(0)

  • view:sun_elevation
    (time)
    float64
    26.4 24.21 21.65 ... 59.96 58.69

    array([26.39590817, 24.205512  , 21.65441999, 20.23442729, 20.18551916,
           19.22450817, 19.42218358, 18.94706454, 19.40650105, 62.54811902,
           22.5064948 , 37.09649697, 45.09552022, 47.07100484, 47.07084319,
           49.00103354, 50.98806745, 52.69318301, 52.7654197 , 54.42804858,
           54.42790188, 54.44826435, 63.92369553, 64.90966251, 64.07279512,
           64.90532109, 63.98612537, 64.73636857, 64.73624903, 64.41612049,
           64.41599831, 63.35876078, 62.83388744, 62.83374528, 62.16862801,
           61.38682708, 61.38669456, 60.72217298, 59.47145257, 59.62764779,
           59.62754935, 58.41870318, 58.41861182, 55.72254359, 55.72246811,
           54.4356281 , 54.43553891, 54.25188739, 54.25182089, 52.95469901,
           51.41688452, 51.41680955, 49.38517917, 49.38513506, 48.13245301,
           47.65161757, 47.65158072, 46.40315996, 46.40311179, 44.64353877,
           44.04875817, 42.84495484, 42.84492086, 42.20610651, 42.20609028,
           41.03021277, 41.03018631, 40.35318189, 38.49544136, 36.648674  ,
           34.82418768, 33.03725258, 33.0372625 , 32.0127915 , 31.30163135,
           30.3143301 , 24.32695408, 24.32695408, 23.8692546 , 23.86927461,
           21.73979145, 20.90751686, 20.29879525, 20.23896161, 19.68919913,
           19.74889003, 19.25392332, 19.43967864, 19.00613935, 19.32154873,
           18.94167266, 19.38368838, 20.09424264, 22.51456406, 22.45558389,
           23.64231431, 26.36366484, 26.4341079 , 28.01296315, 29.5709547 ,
    ...
           19.48838005, 18.94109845, 19.36153933, 19.03091209, 19.58343827,
           19.9939942 , 21.24787085, 22.30793508, 23.41586666, 23.39662121,
           24.67588915, 24.69972779, 26.07674253, 26.13680522, 27.6020499 ,
           27.69672894, 29.23914735, 32.79691057, 34.87111703, 36.82976964,
           40.60516655, 44.80877197, 46.76673115, 48.54135711, 52.26422667,
           52.34569741, 55.67922874, 63.07377118, 63.23059353, 63.96271418,
           64.89528189, 64.07824429, 64.92826325, 64.79685111, 64.0766522 ,
           62.97937244, 62.78298529, 61.59358397, 61.94207286, 59.73067685,
           56.16023756, 56.07932404, 54.62143531, 53.08636994, 51.80081634,
           50.20554615, 48.54789524, 48.08206183, 46.83736696, 41.47512568,
           40.80450506, 39.64725151, 38.94669311, 37.09555365, 35.26266248,
           34.19717759, 30.02779624, 27.5005283 , 24.16539933, 22.99263798,
           22.26578343, 21.9653671 , 21.28921722, 20.38501605, 19.81983003,
           19.34482232, 19.49941672, 19.04805756, 18.94324787, 19.35725492,
           19.29253712, 20.55266727, 20.3872587 , 21.32148605, 22.25468545,
           22.19250871, 23.36022166, 23.33505279, 24.63199092, 26.00583421,
           29.16237107, 30.8921064 , 38.71117217, 40.51030392, 46.67165713,
           48.59459603, 50.46345016, 55.5993827 , 63.66615398, 64.93282261,
           64.10063185, 63.526646  , 62.37796409, 62.81748362, 61.97996686,
           60.76166497, 59.96049409, 58.68899611])

  • s2:processing_baseline
    (time)
    <U5
    '00.01' '00.01' ... '05.11' '05.11'

    array(['00.01', '00.01', '00.01', '00.01', '00.01', '00.01', '00.01',
           '00.01', '00.01', '00.01', '00.01', '00.01', '02.07', '02.07',
           '05.00', '02.07', '02.07', '02.07', '02.07', '02.07', '05.00',
           '02.07', '02.08', '02.08', '02.08', '02.08', '02.08', '02.08',
           '05.00', '02.08', '05.00', '02.08', '02.08', '05.00', '02.08',
           '02.08', '05.00', '02.08', '02.08', '02.08', '05.00', '02.08',
           '05.00', '02.08', '05.00', '02.08', '05.00', '02.08', '05.00',
           '02.08', '02.08', '05.00', '02.08', '05.00', '02.08', '02.08',
           '05.00', '02.08', '05.00', '02.08', '02.08', '02.08', '05.00',
           '02.08', '05.00', '02.08', '05.00', '02.08', '02.08', '02.09',
           '02.09', '02.09', '05.00', '02.09', '02.09', '02.09', '02.10',
           '02.10', '02.10', '05.00', '02.11', '02.11', '02.11', '02.11',
           '02.11', '02.11', '02.11', '02.11', '02.11', '02.11', '02.11',
           '02.11', '02.11', '02.11', '02.11', '02.11', '02.11', '02.11',
           '02.11', '02.11', '02.11', '02.11', '02.11', '02.11', '05.00',
           '02.11', '02.11', '02.11', '02.11', '02.11', '02.11', '02.11',
           '02.11', '02.11', '02.11', '02.11', '02.11', '02.11', '02.11',
           '02.12', '02.12', '02.12', '02.12', '02.12', '02.12', '02.12',
           '02.12', '02.12', '02.12', '02.12', '02.13', '02.13', '02.13',
           '02.13', '02.13', '02.13', '02.13', '02.13', '05.00', '02.13',
    ...
           '04.00', '04.00', '04.00', '04.00', '04.00', '04.00', '04.00',
           '04.00', '04.00', '04.00', '04.00', '04.00', '04.00', '04.00',
           '04.00', '04.00', '04.00', '04.00', '04.00', '04.00', '04.00',
           '04.00', '04.00', '04.00', '04.00', '04.00', '04.00', '04.00',
           '04.00', '04.00', '04.00', '04.00', '04.00', '04.00', '04.00',
           '04.00', '05.09', '05.09', '05.09', '05.09', '05.09', '05.09',
           '05.09', '05.09', '05.09', '05.09', '05.09', '05.09', '05.09',
           '05.09', '05.09', '05.09', '05.09', '05.09', '05.09', '05.09',
           '05.09', '05.09', '05.09', '05.09', '05.09', '05.09', '05.09',
           '05.09', '05.09', '05.09', '05.09', '05.09', '05.09', '05.09',
           '05.09', '05.09', '05.09', '05.09', '05.09', '05.09', '05.09',
           '05.09', '05.09', '05.09', '05.09', '05.09', '05.09', '05.09',
           '05.09', '05.09', '05.09', '05.09', '05.09', '05.09', '05.09',
           '05.09', '05.09', '05.09', '05.09', '05.09', '05.09', '05.09',
           '05.09', '05.09', '05.09', '05.09', '05.10', '05.10', '05.10',
           '05.10', '05.10', '05.10', '05.10', '05.10', '05.10', '05.10',
           '05.10', '05.10', '05.10', '05.10', '05.10', '05.10', '05.10',
           '05.10', '05.10', '05.10', '05.10', '05.10', '05.10', '05.10',
           '05.10', '05.10', '05.10', '05.10', '05.10', '05.10', '05.10',
           '05.11', '05.11'], dtype='<U5')

  • mgrs:latitude_band
    ()
    <U1
    'T'

    array('T', dtype='<U1')

  • s2:not_vegetated_percentage
    (time)
    object
    1.850666 4.228496 ... 10.899296

    array([1.850666, 4.228496, 7.866596, 11.060949, 10.80196, 11.759213,
           10.898712, 6.529424, 12.187208, 13.651107, 5.272284, 7.655315,
           5.267968, 10.401686, 12.968789, 7.31592, 7.391331, 4.424916,
           8.627239, 7.07835, 9.385534, 5.349944, 2.411655, 8.395863,
           3.896582, 4.001577, 11.015609, 7.485414, 9.71804, 8.355864,
           8.719684, 3.643551, 8.364233, 10.362255, 9.503718, 9.042459,
           9.856208, 3.846677, 3.862919, 7.077086, 8.180296, 6.582968,
           7.424086, 5.27234, 5.134078, 6.961165, 8.391456, 3.755952,
           3.793259, 3.145841, 9.698479, 12.791839, 5.035986, 7.563724,
           3.338026, 9.456579, 10.631576, 11.160331, 15.452218, 6.442651,
           5.584083, 10.042912, 15.553103, 9.956042, 16.239601, 11.685424,
           18.599324, 8.045232, 10.396021, 13.648659, 16.195506, 15.637991,
           21.9164, 13.308746, 7.287064, 15.091103, 8.385492, 8.044619,
           8.486618, 14.866571, 6.014945, 4.558588, 4.700803, 4.546402,
           3.440561, 5.254788, 6.795955, 6.869552, 1.793246, 2.582273,
           1.757581, 5.006273, 8.500122, 10.533302, 9.834492, 5.023607,
           3.017239, 2.287781, 0.820877, 4.444554, 9.232897, 10.284705,
           10.190202, 14.832933, 23.231041, 12.55146, 13.36088, 5.756466,
           9.001599, 13.570227, 17.157021, 14.309764, 17.832597, 16.072802,
           5.503632, 7.353356, 3.605929, 4.067833, 5.825366, 4.843919,
    ...
           18.37686, 23.136681, 17.852755, 20.285834, 20.508453, 15.069558,
           27.239719, 21.57781, 28.793129, 29.626286, 28.098264, 8.571147,
           18.128866, 10.116168, 16.192998, 12.330247, 9.8976, 11.2476,
           5.357644, 8.046271, 5.154646, 16.186079, 10.286433, 13.848531,
           15.178104, 15.966383, 18.953867, 12.597392, 19.574127, 21.29727,
           21.753474, 19.76392, 25.189388, 26.768169, 12.246516, 21.055792,
           8.866422, 17.248513, 18.377571, 18.198106, 6.820399, 9.14625,
           12.917934, 5.726046, 6.347982, 6.160212, 4.302259, 9.980833,
           8.529211, 12.635748, 4.285006, 11.879613, 9.385792, 9.010481,
           7.480057, 8.053344, 13.6323, 5.551677, 14.414392, 13.95905,
           5.679367, 6.713279, 17.538419, 15.492672, 14.695184, 16.349232,
           21.3213, 18.939453, 24.10405, 12.138306, 23.731202, 16.289024,
           9.316306, 7.557344, 9.095255, 10.608844, 13.771431, 7.617597,
           13.815728, 12.283253, 13.0456, 9.993347, 11.02363, 11.625505,
           6.65611, 7.66367, 8.009715, 11.809688, 10.882354, 12.613879,
           1.545668, 8.63302, 10.747389, 15.554348, 13.825415, 16.494243,
           8.880005, 12.378463, 15.76881, 13.849302, 4.752048, 9.900992,
           15.871248, 3.958939, 4.12778, 10.271367, 9.288954, 8.381598,
           4.899881, 10.991374, 6.324165, 7.466637, 12.102448, 10.899296],
          dtype=object)

  • constellation
    ()
    <U10
    'sentinel-2'

    array('sentinel-2', dtype='<U10')

  • mgrs:utm_zone
    ()
    int64
    32

    array(32)

  • view:sun_azimuth
    (time)
    float64
    171.5 168.9 171.0 ... 153.6 149.6

    array([171.5007273 , 168.92490676, 170.96072959, 167.99361455,
           170.15238598, 167.0355798 , 169.09208589, 165.86605548,
           167.87440027, 151.8234341 , 162.06246073, 161.48055258,
           161.03048343, 160.9519171 , 160.95112871, 160.81618265,
           156.78913455, 160.46385391, 156.45750616, 160.2253509 ,
           160.22455127, 156.02263791, 155.27317745, 152.83638728,
           147.65420999, 152.22550532, 147.1117255 , 151.74945113,
           151.74878145, 151.47727705, 151.47658522, 146.60408966,
           146.67333877, 146.67269084, 146.91503921, 147.40016803,
           147.39956026, 152.94487906, 148.88927457, 153.80282295,
           153.80222764, 154.73201122, 154.73144359, 156.9319696 ,
           156.93146092, 153.42354152, 153.42306518, 158.17054056,
           158.17006024, 154.6983214 , 156.08112615, 156.08067921,
           161.84701777, 161.84660492, 158.74477123, 163.09527317,
           163.09488371, 159.99586242, 159.9955005 , 161.26508398,
           165.36443555, 162.42650069, 162.42618386, 166.39968581,
           166.39938157, 163.54732205, 163.54703611, 167.38063227,
           168.25269251, 169.03986194, 169.71734634, 170.29303203,
           170.2928916 , 167.62788748, 170.76211313, 168.11618079,
           168.91007201, 168.91007201, 171.42368365, 171.42370234,
    ...
           158.72418619, 158.50331495, 161.28278774, 157.64356609,
           157.40157412, 160.86292985, 160.52641076, 156.54997454,
           159.96463856, 156.32995594, 150.26051598, 148.55123199,
           153.04007015, 147.83440439, 152.38209278, 151.86139378,
           151.4017494 , 146.655415  , 151.71872688, 147.28757912,
           152.17871704, 148.69340231, 151.88678111, 156.71903071,
           157.90817583, 159.14492352, 155.78183318, 157.13466702,
           158.46481888, 162.8460576 , 159.76827233, 163.32519197,
           167.18709929, 164.35839602, 168.08171234, 168.8822853 ,
           169.57090958, 166.88877653, 171.06207647, 168.72569309,
           171.47568303, 171.3100807 , 168.71631465, 171.06438525,
           168.45493437, 170.31991908, 167.70903612, 167.23481897,
           169.3113159 , 166.67909196, 166.109218  , 168.12467089,
           164.83860768, 166.18572812, 163.52070581, 165.57915495,
           164.95432319, 162.26921514, 164.4182638 , 161.66706566,
           161.12775635, 163.4160526 , 162.61401966, 162.27122184,
           158.24366968, 161.28591764, 157.41184988, 157.16625884,
           156.89116327, 159.9773387 , 149.43187244, 152.42716915,
           151.39758869, 151.4393118 , 146.82715355, 151.6846444 ,
           152.1186457 , 147.85885242, 153.55374566, 149.56242668])

  • s2:datatake_type
    ()
    <U8
    'INS-NOBS'

    array('INS-NOBS', dtype='<U8')

  • s2:reflectance_conversion_factor
    (time)
    float64
    1.018 1.021 1.027 ... 0.9694 0.9698

    array([1.01776269, 1.02115259, 1.02663539, 1.0290544 , 1.02996701,
           1.03177239, 1.03240681, 1.03353809, 1.03387299, 0.96766846,
           1.03275145, 1.01717327, 1.00626263, 1.00339524, 1.00339524,
           1.00051506, 0.99650591, 0.99480151, 0.99368148, 0.99200973,
           0.99200973, 0.99091541, 0.97369611, 0.96966227, 0.96927142,
           0.96874902, 0.96844785, 0.96806233, 0.96806233, 0.96760654,
           0.96760654, 0.96748991, 0.96736157, 0.96736157, 0.96746857,
           0.96781022, 0.96781022, 0.96884013, 0.96918738, 0.96977843,
           0.96977843, 0.97093672, 0.97093672, 0.9738823 , 0.9738823 ,
           0.97456457, 0.97456457, 0.97565056, 0.97565056, 0.97640681,
           0.9784261 , 0.9784261 , 0.98199457, 0.98199457, 0.982941  ,
           0.98440865, 0.98440865, 0.98540622, 0.98540622, 0.98798784,
           0.989589  , 0.99066793, 0.99066793, 0.99231933, 0.99231933,
           0.99342775, 0.99342775, 0.99511768, 0.99796397, 1.0008376 ,
           1.00371742, 1.0065821 , 1.0065821 , 1.00771496, 1.00941007,
           1.01052225, 1.02087116, 1.02087116, 1.02225236, 1.02225236,
           1.0264083 , 1.02820367, 1.02886193, 1.02979035, 1.03036167,
           1.03115518, 1.03163472, 1.03228662, 1.03267037, 1.03317513,
           1.03345984, 1.03427578, 1.03431872, 1.03313449, 1.03280476,
           1.0318056 , 1.0297125 , 1.02910139, 1.02741898, 1.02630891,
    ...
           1.03203565, 1.03329237, 1.03368259, 1.03389044, 1.03412691,
           1.0343128 , 1.03370029, 1.03331482, 1.03247293, 1.03206893,
           1.03138687, 1.03088758, 1.03006521, 1.0294755 , 1.0285198 ,
           1.02784382, 1.02676265, 1.02267481, 1.01941998, 1.01692638,
           1.01269657, 1.00598678, 1.00311747, 1.00138341, 0.99565561,
           0.99452949, 0.99010182, 0.9760076 , 0.97353759, 0.97067736,
           0.96998117, 0.96956438, 0.96900125, 0.96824559, 0.96742684,
           0.96737554, 0.96754629, 0.96768237, 0.96795782, 0.96892094,
           0.97245185, 0.97338675, 0.97509671, 0.97699324, 0.97779824,
           0.97993323, 0.98222178, 0.98366565, 0.98464849, 0.99258715,
           0.9942669 , 0.99539154, 0.99710142, 0.99996892, 1.00284967,
           1.00399623, 1.01135186, 1.01512537, 1.02156673, 1.0237838 ,
           1.0246201 , 1.02582808, 1.02659145, 1.02933466, 1.02993289,
           1.03127534, 1.03197058, 1.03238372, 1.03324812, 1.03364753,
           1.03421885, 1.03425044, 1.0341547 , 1.03393243, 1.03335751,
           1.03305788, 1.03253081, 1.03213239, 1.03096562, 1.03015154,
           1.02687454, 1.02493213, 1.01447551, 1.01286059, 1.00329102,
           1.00041075, 0.99753981, 0.99026514, 0.9720913 , 0.9690535 ,
           0.96743786, 0.96736577, 0.96740262, 0.96752894, 0.96792672,
           0.96814963, 0.96941324, 0.9698166 ])

  • s2:degraded_msi_data_percentage
    (time)
    object
    0 0 0 0 ... 0.0385 0.0256 0.0303

    array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0.1174, 0, 0, 0, 0, 0,
           0.0259, 0, 0, 0, 0, 0, 0, 0, 0.0201, 0, 0.0298, 0, 0, 0.0321, 0, 0,
           0.0317, 0, 0, 0, 0.0343, 0, 0.0342, 0, 0.0186, 0, 0.0361, 0,
           0.0695, 0, 0, 0.0312, 0, 0.0132, 0, 0, 0.0257, 0, 0.0109, 0, 0, 0,
           0.011, 0, 0.0129, 0, 0.0315, 0, 0, 0, 0, 0, 0.0249, 0, 0, 0, 0, 0,
           0, 0.0248, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
           0, 0, 0, 0, 0, 0.0129, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
           0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0.0254, 0,
           0.0307, 0.0037, 0, 0.0249, 0, 0.011, 0, 0, 0.0126, 0.0043, 0,
           0.0108, 0, 0.0126, 0, 0.004, 0, 0.0038, 0, 0, 0.0249, 0.0109, 0,
           0.0108, 0, 0, 0.0036, 0, 0, 0.0036, 0, 0.0038, 0.0246, 0, 0.0107,
           0, 0.0125, 0, 0.004, 0, 0.0108, 0.0107, 0, 0, 0.0125, 0.0043, 0,
           0.0244, 0, 0.0223, 0, 0.0043, 0, 0.0245, 0, 0.0107, 0, 0.0222, 0,
           0.0043, 0, 0.0245, 0, 0.0107, 0, 0, 0.0223, 0.0042, 0, 0, 0.0245,
           0.0108, 0, 0.0223, 0, 0.0046, 0, 0, 0.0246, 0.0108, 0, 0.0221,
           0.0046, 0, 0.0248, 0, 0, 0.0253, 0.0204, 0, 0.044, 0, 0.0257, 0,
           0.0251, 0.0227, 0, 0.0043, 0, 0.0137, 0, 0, 0.0348, 0, 0.0164, 0,
           0.023, 0.0049, 0, 0.0253, 0, 0.0111, 0, 0.0225, 0, 0.004, 0,
           0.0113, 0, 0, 0.0465, 0, 0.1315, 0, 0.0038, 0, 0, 0.0256, 0,
           0.0108, 0.0264, 0, 0, 0.0249, 0.0169, 0, 0, 0.0807, 0, 0.0775, 0,
    ...
           0.0035, 0.0106, 0.0035, 0.0245, 0.0106, 0.0223, 0.0106, 0.0224,
           0.0041, 0.0245, 0.0106, 0.0224, 0.0038, 0.0039, 0.0245, 0.0225,
           0.0246, 0.0105, 0.0228, 0.0035, 0.0247, 0.0229, 0.0034, 0.0247,
           0.0106, 0.0106, 0.0226, 0.0035, 0.0246, 0.0106, 0.0227, 0.0106,
           0.0226, 0.0246, 0.0107, 0.0222, 0.0034, 0.0107, 0.0222, 0.0034,
           0.0247, 0.0225, 0.0246, 0.0106, 0.0226, 0.0226, 0.0036, 0.0246,
           0.0223, 0.0244, 0.0039, 0.0246, 0.0106, 0.0222, 0.0247, 0.0106,
           0.0037, 0.0246, 0.0246, 0.0246, 0.004, 0.0245, 0.0106, 0.0222,
           0.0247, 0.0109, 0.0222, 0.0248, 0.0107, 0.0224, 0.0038, 0.0253,
           0.0107, 0.0226, 0.0039, 0.0249, 0.0263, 0, 0.0149, 0.0248, 0.011,
           0.0422, 0.0278, 0.0817, 0.0651, 0.0632, 0.0374, 0.1128, 0.0486,
           0.1096, 0.0225, 0.023, 0.0261, 0.0533, 0.0216, 0.0277, 0.025,
           0.0266, 0.0216, 0.004, 0.0487, 0.0238, 0.0337, 0.0378, 0.0064,
           0.0214, 0.0237, 0.0037, 0.0214, 0.0228, 0.0037, 0.025, 0.0223,
           0.0248, 0.0213, 0.0228, 0.0216, 0.0227, 0.0248, 0.0213, 0.022,
           0.0043, 0.0222, 0.0041, 0.0212, 0.0226, 0.0039, 0.0212, 0.0229,
           0.0211, 0.0247, 0.0213, 0.0223, 0.0243, 0.0213, 0.0223, 0.0043,
           0.0213, 0.0224, 0.0227, 0.0304, 0.0803, 0.0706, 0.263, 0.0043,
           0.0215, 0.365, 0.0699, 0.0259, 0.0245, 0.0286, 0.0695, 0.024,
           0.1045, 0.0385, 0.0256, 0.0303], dtype=object)

  • proj:epsg
    ()
    int64
    32632

    array(32632)

  • s2:cloud_shadow_percentage
    (time)
    object
    3.020158 4.634248 ... 0.917762

    array([3.020158, 4.634248, 3.726233, 3.048624, 3.395732, 2.698533,
           2.92346, 5.322062, 4.046816, 0.279148, 4.1951, 3.240826, 3.663882,
           4.247827, 0.091881, 5.823573, 2.812845, 5.403935, 2.2592, 2.962893,
           1.764707, 5.058312, 4.130048, 1.552067, 2.00094, 3.79289, 0.344067,
           1.429798, 1.629391, 3.171057, 3.340535, 3.359103, 1.043995,
           0.974337, 2.149216, 2.397009, 2.578206, 5.495783, 1.961362,
           3.17012, 3.421951, 5.638104, 6.043283, 5.288706, 6.030933,
           5.513211, 4.66733, 8.733982, 8.936849, 5.691534, 0.429037, 0.08431,
           3.596708, 2.553816, 8.610032, 5.143658, 6.478773, 0.337866,
           0.012452, 9.073861, 5.543966, 5.169939, 5.023865, 2.615414,
           2.517963, 0.771396, 0.005743, 6.132422, 2.076421, 7.87372,
           1.566458, 3.382032, 2.547641, 3.510178, 4.187078, 5.485499,
           5.838012, 5.473755, 3.752065, 0.882563, 4.278006, 3.689745,
           4.314658, 4.018966, 3.351102, 4.175994, 3.625903, 3.579292,
           1.433287, 3.771368, 2.23133, 7.155477, 3.989879, 3.846741, 3.88036,
           5.11113, 4.605516, 4.313568, 2.190543, 5.307427, 6.188291,
           6.481926, 6.304014, 5.184477, 0.10154, 5.269652, 4.833765,
           8.777347, 4.273178, 4.661606, 2.776483, 4.770232, 2.472405,
           2.27717, 4.407515, 5.935782, 0.960863, 3.212657, 2.592776,
           1.393818, 1.982648, 0.844747, 2.193481, 0.811763, 4.98878,
    ...
           1.484901, 0.454194, 5.900422, 6.693286, 0.6081, 4.086992, 0.889334,
           2.05078, 0.372867, 0.036135, 1.297987, 3.703737, 0.452029,
           11.429302, 0.776875, 0.000601, 0.02605, 3.363676, 0.235007,
           2.230344, 0.026461, 0.252629, 0.093891, 0.664885, 0.239095,
           0.362248, 0.679864, 0.033857, 0.377963, 1.196378, 1.386217,
           1.818363, 0.411447, 0.201648, 0.644584, 0.037246, 0.033432,
           1.959593, 0.032426, 4.789938, 13.211551, 6.670738, 0, 0.444385,
           0.678817, 0.991273, 3.030144, 2.006848, 1.600462, 3.767239,
           5.519527, 4.676219, 3.893123, 3.440151, 0.362684, 0.511077,
           3.217023, 1.038115, 2.110887, 3.679692, 3.799205, 0.673067,
           0.401034, 1.165918, 0.064279, 0.006786, 4.399604, 2.326784,
           1.05417, 0.560179, 0.075275, 0.034788, 0.340021, 3.581246,
           0.810006, 3.681373, 0.106182, 8.064456, 12.426915, 2.145925,
           2.574963, 1.551324, 0.347642, 0.113519, 0.854957, 0.15409,
           0.516656, 0.171645, 0.174416, 0.000531, 0.312185, 0.009565,
           0.643027, 0.003739, 0.005756, 0.211465, 0, 0.075972, 0.05054,
           0.001271, 3.027655, 0.00287, 0.303764, 4.949275, 1.288205,
           4.861534, 2.791401, 1.3e-05, 0.077415, 3.964832, 5.222922,
           0.439895, 2.91411, 3.30345, 5.47743, 2.814212, 4.85434, 3.073112,
           1.713186, 0.917762], dtype=object)

  • s2:mgrs_tile
    (time)
    object
    None None None ... None None None

    array([None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
    ...
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, '32TPS',
           None, None, None, None, None, '32TPS', '32TPS', None, None,
           '32TPS', None, None, None, '32TPS', None, None, None, None,
           '32TPS', None, None, '32TPS', '32TPS', None, None, '32TPS',
           '32TPS', None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None,
           '32TPS', None, None, None, None, '32TPS', None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None], dtype=object)

  • title
    (band)
    <U31
    'Aerosol optical thickness (AOT)...

    array(['Aerosol optical thickness (AOT)', 'Blue (band 2) - 10m',
           'Coastal aerosol (band 1) - 60m', 'Green (band 3) - 10m',
           'NIR 1 (band 8) - 10m', 'NIR 2 (band 8A) - 20m',
           'NIR 3 (band 9) - 60m', 'Red (band 4) - 10m',
           'Red edge 1 (band 5) - 20m', 'Red edge 2 (band 6) - 20m',
           'Red edge 3 (band 7) - 20m', 'Scene classification map (SCL)',
           'SWIR 1 (band 11) - 20m', 'SWIR 2 (band 12) - 20m',
           'True color image', 'Water vapour (WVP)',
           'Aerosol optical thickness (AOT)', 'Blue (band 2) - 10m',
           'Coastal aerosol (band 1) - 60m', 'Green (band 3) - 10m',
           'NIR 1 (band 8) - 10m', 'NIR 2 (band 8A) - 20m',
           'NIR 3 (band 9) - 60m', 'Red (band 4) - 10m',
           'Red edge 1 (band 5) - 20m', 'Red edge 2 (band 6) - 20m',
           'Red edge 3 (band 7) - 20m', 'Scene classification map (SCL)',
           'SWIR 1 (band 11) - 20m', 'SWIR 2 (band 12) - 20m',
           'True color image', 'Water vapour (WVP)'], dtype='<U31')

  • raster:bands
    (band)
    object
    [{'nodata': 0, 'data_type': 'uin...

    array([list([{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.001, 'offset': 0}]),
           None, None, None, None, None, None, None, None, None, None,
           list([{'nodata': 0, 'data_type': 'uint8', 'spatial_resolution': 20}]),
           None, None, None,
           list([{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'unit': 'cm', 'scale': 0.001, 'offset': 0}]),
           list([{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.001, 'offset': 0}]),
           None, None, None, None, None, None, None, None, None, None,
           list([{'nodata': 0, 'data_type': 'uint8', 'spatial_resolution': 20}]),
           None, None, None,
           list([{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'unit': 'cm', 'scale': 0.001, 'offset': 0}])],
          dtype=object)

  • gsd
    (band)
    object
    None 10 60 10 ... 20 20 None None

    array([None, 10, 60, 10, 10, 20, 60, 10, 20, 20, 20, None, 20, 20, None,
           None, None, 10, 60, 10, 10, 20, 60, 10, 20, 20, 20, None, 20, 20,
           None, None], dtype=object)

  • common_name
    (band)
    object
    None 'blue' 'coastal' ... None None

    array([None, 'blue', 'coastal', 'green', 'nir', 'nir08', 'nir09', 'red',
           'rededge', 'rededge', 'rededge', None, 'swir16', 'swir22', None,
           None, None, 'blue', 'coastal', 'green', 'nir', 'nir08', 'nir09',
           'red', 'rededge', 'rededge', 'rededge', None, 'swir16', 'swir22',
           None, None], dtype=object)

  • center_wavelength
    (band)
    object
    None 0.49 0.443 ... 2.19 None None

    array([None, 0.49, 0.443, 0.56, 0.842, 0.865, 0.945, 0.665, 0.704, 0.74,
           0.783, None, 1.61, 2.19, None, None, None, 0.49, 0.443, 0.56,
           0.842, 0.865, 0.945, 0.665, 0.704, 0.74, 0.783, None, 1.61, 2.19,
           None, None], dtype=object)

  • full_width_half_max
    (band)
    object
    None 0.098 0.027 ... None None

    array([None, 0.098, 0.027, 0.045, 0.145, 0.033, 0.026, 0.038, 0.019,
           0.018, 0.028, None, 0.143, 0.242, None, None, None, 0.098, 0.027,
           0.045, 0.145, 0.033, 0.026, 0.038, 0.019, 0.018, 0.028, None,
           0.143, 0.242, None, None], dtype=object)

  • epsg
    ()
    int64
    32632

    array(32632)

• Indexes: (4)
  • time
    PandasIndex

    PandasIndex(DatetimeIndex(['2016-11-08 10:24:25.911000', '2016-11-15 10:13:01.462000',
                   '2016-11-28 10:23:54.458000', '2016-12-05 10:14:12.679000',
                   '2016-12-08 10:24:18.464000', '2016-12-15 10:15:10.357000',
                   '2016-12-18 10:26:06.867000', '2016-12-25 10:16:25.512000',
                   '2016-12-28 10:24:28.463000', '2017-07-16 10:23:24.845000',
                   ...
                   '2024-06-06 10:18:04.689000', '2024-06-19 10:28:00.819000',
                   '2024-07-04 10:27:59.092000', '2024-07-09 10:27:58.724000',
                   '2024-07-11 10:18:01.117000', '2024-07-14 10:27:58.133000',
                   '2024-07-19 10:27:56.200000', '2024-07-21 10:18:02.727000',
                   '2024-07-29 10:27:58.129000', '2024-07-31 10:18:00.089000'],
                  dtype='datetime64[ns]', name='time', length=688, freq=None))

  • band
    PandasIndex

    PandasIndex(Index(['aot', 'blue', 'coastal', 'green', 'nir', 'nir08', 'nir09', 'red',
           'rededge1', 'rededge2', 'rededge3', 'scl', 'swir16', 'swir22', 'visual',
           'wvp', 'aot-jp2', 'blue-jp2', 'coastal-jp2', 'green-jp2', 'nir-jp2',
           'nir08-jp2', 'nir09-jp2', 'red-jp2', 'rededge1-jp2', 'rededge2-jp2',
           'rededge3-jp2', 'scl-jp2', 'swir16-jp2', 'swir22-jp2', 'visual-jp2',
           'wvp-jp2'],
          dtype='object', name='band'))

  • x
    PandasIndex

    PandasIndex(Index([661130.0, 661140.0, 661150.0, 661160.0, 661170.0, 661180.0, 661190.0,
           661200.0, 661210.0, 661220.0,
           ...
           693130.0, 693140.0, 693150.0, 693160.0, 693170.0, 693180.0, 693190.0,
           693200.0, 693210.0, 693220.0],
          dtype='float64', name='x', length=3210))

  • y
    PandasIndex

    PandasIndex(Index([5152650.0, 5152640.0, 5152630.0, 5152620.0, 5152610.0, 5152600.0,
           5152590.0, 5152580.0, 5152570.0, 5152560.0,
           ...
           5107400.0, 5107390.0, 5107380.0, 5107370.0, 5107360.0, 5107350.0,
           5107340.0, 5107330.0, 5107320.0, 5107310.0],
          dtype='float64', name='y', length=4535))

• Attributes: (4)

  spec :

  RasterSpec(epsg=32632, bounds=(661130.0, 5107300.0, 693230.0, 5152650.0), resolutions_xy=(10.0, 10.0))

  crs :

  epsg:32632

  transform :

  | 10.00, 0.00, 661130.00| | 0.00,-10.00, 5152650.00| | 0.00, 0.00, 1.00|

  resolution :

  10.0

After running the previous cell, it is visible that the result has less elements (or labels) in the temporal dimension time.

Additionally, the size of the selected data reduced a lot.

Quiz hint: look carefully at the dimensions of the resulting datacube!

Spatial filter

To slice along the spatial dimensions the data collection with openEO, we can use sel method with a slice.

Let’s get the spatial extent expressed in the Coordinate Reference System of the datacube. We need to project latitudes, longitudes to the data cube CRS.

west = 11.259613; east = 11.406212
south = 46.461019; north = 46.522237
projection = Proj(temporal_slice.attrs["crs"])
x_ws, y_ws = projection(west, south)
x_wn, y_wn = projection(west, north)
x_es, y_es = projection(east, south)
x_en, y_en = projection(east, north)
xmax = max(x_ws, x_wn, x_es, x_en)
xmin = min(x_ws, x_wn, x_es, x_en)
ymax = max(y_ws, y_wn, y_es, y_en)
ymin = min(y_ws, y_wn, y_es, y_en)
print(xmin, xmax, ymin, ymax)

673311.3443826602 684762.3945897217 5147752.717505932 5154887.167103742

The sel method with slice is used with a set of coordinates.

Note: The order of the interval in the slice needs to be expressed in the same order as the corresponding coordinate.

spatial_slice = temporal_slice.sel(x=slice(xmin,xmax), y = slice(ymax,ymin))
spatial_slice

<xarray.DataArray 'stackstac-c597f76de9eadb71259e77f79facceff' (time: 688,
                                                                band: 32,
                                                                y: 490, x: 1145)>
dask.array<getitem, shape=(688, 32, 490, 1145), dtype=float64, chunksize=(1, 1, 490, 829), chunktype=numpy.ndarray>
Coordinates: (12/53)
  * time                                     (time) datetime64[ns] 2016-11-08...
    id                                       (time) <U24 'S2A_32TPS_20161108_...
  * band                                     (band) <U12 'aot' ... 'wvp-jp2'
  * x                                        (x) float64 6.733e+05 ... 6.848e+05
  * y                                        (y) float64 5.153e+06 ... 5.148e+06
    grid:code                                <U10 'MGRS-32TPS'
    ...                                       ...
    raster:bands                             (band) object [{'nodata': 0, 'da...
    gsd                                      (band) object None 10 ... None None
    common_name                              (band) object None 'blue' ... None
    center_wavelength                        (band) object None 0.49 ... None
    full_width_half_max                      (band) object None 0.098 ... None
    epsg                                     int64 32632
Attributes:
    spec:        RasterSpec(epsg=32632, bounds=(661130.0, 5107300.0, 693230.0...
    crs:         epsg:32632
    transform:   | 10.00, 0.00, 661130.00|\n| 0.00,-10.00, 5152650.00|\n| 0.0...
    resolution:  10.0

xarray.DataArray

'stackstac-c597f76de9eadb71259e77f79facceff'

• time: 688
• band: 32
• y: 490
• x: 1145

• dask.array<chunksize=(1, 1, 490, 829), meta=np.ndarray>

  Array Chunk Bytes 92.03 GiB 3.10 MiB Shape (688, 32, 490, 1145) (1, 1, 490, 829) Dask graph 44032 chunks in 8 graph layers Data type float64 numpy.ndarray

• Coordinates: (53)
  • time
    (time)
    datetime64[ns]
    2016-11-08T10:24:25.911000 ... 2...

    array(['2016-11-08T10:24:25.911000000', '2016-11-15T10:13:01.462000000',
           '2016-11-28T10:23:54.458000000', ..., '2024-07-21T10:18:02.727000000',
           '2024-07-29T10:27:58.129000000', '2024-07-31T10:18:00.089000000'],
          dtype='datetime64[ns]')

  • id
    (time)
    <U24
    'S2A_32TPS_20161108_0_L2A' ... '...

    array(['S2A_32TPS_20161108_0_L2A', 'S2A_32TPS_20161115_0_L2A',
           'S2A_32TPS_20161128_0_L2A', 'S2A_32TPS_20161205_0_L2A',
           'S2A_32TPS_20161208_0_L2A', 'S2A_32TPS_20161215_0_L2A',
           'S2A_32TPS_20161218_0_L2A', 'S2A_32TPS_20161225_0_L2A',
           'S2A_32TPS_20161228_0_L2A', 'S2A_32TPS_20170716_0_L2A',
           'S2B_32TPS_20180124_0_L2A', 'S2B_32TPS_20180308_0_L2A',
           'S2B_32TPS_20180328_0_L2A', 'S2A_32TPS_20180402_0_L2A',
           'S2A_32TPS_20180402_1_L2A', 'S2B_32TPS_20180407_0_L2A',
           'S2B_32TPS_20180414_0_L2A', 'S2B_32TPS_20180417_0_L2A',
           'S2A_32TPS_20180419_0_L2A', 'S2A_32TPS_20180422_0_L2A',
           'S2A_32TPS_20180422_1_L2A', 'S2B_32TPS_20180424_0_L2A',
           'S2A_32TPS_20180601_0_L2A', 'S2B_32TPS_20180616_0_L2A',
           'S2A_32TPS_20180618_0_L2A', 'S2A_32TPS_20180621_0_L2A',
           'S2B_32TPS_20180623_0_L2A', 'S2B_32TPS_20180626_0_L2A',
           'S2B_32TPS_20180626_1_L2A', 'S2A_32TPS_20180701_0_L2A',
           'S2A_32TPS_20180701_1_L2A', 'S2B_32TPS_20180703_0_L2A',
           'S2A_32TPS_20180708_0_L2A', 'S2A_32TPS_20180708_3_L2A',
           'S2B_32TPS_20180713_0_L2A', 'S2A_32TPS_20180718_0_L2A',
           'S2A_32TPS_20180718_1_L2A', 'S2B_32TPS_20180726_0_L2A',
           'S2A_32TPS_20180728_0_L2A', 'S2A_32TPS_20180731_0_L2A',
    ...
           'S2B_32TPS_20231124_0_L2A', 'S2B_32TPS_20231127_0_L2A',
           'S2A_32TPS_20231129_0_L2A', 'S2B_32TPS_20231207_0_L2A',
           'S2A_32TPS_20231209_0_L2A', 'S2B_32TPS_20231214_0_L2A',
           'S2B_32TPS_20231217_0_L2A', 'S2A_32TPS_20231219_0_L2A',
           'S2B_32TPS_20231224_0_L2A', 'S2B_32TPS_20231227_0_L2A',
           'S2B_32TPS_20240103_0_L2A', 'S2A_32TPS_20240111_1_L2A',
           'S2B_32TPS_20240113_0_L2A', 'S2B_32TPS_20240116_0_L2A',
           'S2A_32TPS_20240121_0_L2A', 'S2B_32TPS_20240123_0_L2A',
           'S2B_32TPS_20240126_0_L2A', 'S2A_32TPS_20240128_0_L2A',
           'S2B_32TPS_20240202_0_L2A', 'S2B_32TPS_20240205_0_L2A',
           'S2B_32TPS_20240215_0_L2A', 'S2A_32TPS_20240220_0_L2A',
           'S2B_32TPS_20240313_0_L2A', 'S2B_32TPS_20240316_0_L2A',
           'S2B_32TPS_20240402_0_L2A', 'S2A_32TPS_20240407_0_L2A',
           'S2B_32TPS_20240412_0_L2A', 'S2B_32TPS_20240425_0_L2A',
           'S2A_32TPS_20240606_0_L2A', 'S2A_32TPS_20240619_0_L2A',
           'S2B_32TPS_20240704_0_L2A', 'S2A_32TPS_20240709_0_L2A',
           'S2B_32TPS_20240711_0_L2A', 'S2B_32TPS_20240714_0_L2A',
           'S2A_32TPS_20240719_0_L2A', 'S2B_32TPS_20240721_0_L2A',
           'S2A_32TPS_20240729_0_L2A', 'S2B_32TPS_20240731_0_L2A'],
          dtype='<U24')

  • band
    (band)
    <U12
    'aot' 'blue' ... 'wvp-jp2'

    array(['aot', 'blue', 'coastal', 'green', 'nir', 'nir08', 'nir09', 'red',
           'rededge1', 'rededge2', 'rededge3', 'scl', 'swir16', 'swir22', 'visual',
           'wvp', 'aot-jp2', 'blue-jp2', 'coastal-jp2', 'green-jp2', 'nir-jp2',
           'nir08-jp2', 'nir09-jp2', 'red-jp2', 'rededge1-jp2', 'rededge2-jp2',
           'rededge3-jp2', 'scl-jp2', 'swir16-jp2', 'swir22-jp2', 'visual-jp2',
           'wvp-jp2'], dtype='<U12')

  • x
    (x)
    float64
    6.733e+05 6.733e+05 ... 6.848e+05

    array([673320., 673330., 673340., ..., 684740., 684750., 684760.])

  • y
    (y)
    float64
    5.153e+06 5.153e+06 ... 5.148e+06

    array([5152650., 5152640., 5152630., ..., 5147780., 5147770., 5147760.])

  • grid:code
    ()
    <U10
    'MGRS-32TPS'

    array('MGRS-32TPS', dtype='<U10')

  • s2:unclassified_percentage
    (time)
    object
    4.827457 5.253749 ... 0.617149

    array([4.827457, 5.253749, 5.489837, 4.052247, 4.710426, 4.071144,
           5.195199, 6.043316, 4.808655, 1.717609, 5.420588, 9.280977,
           8.551812, 7.303479, 0.303118, 7.539508, 9.475724, 5.456717,
           5.909364, 5.594448, 0.371043, 5.466987, 4.358478, 3.439552,
           3.927159, 4.376997, 2.976867, 4.058516, 1.663498, 4.843621,
           1.244462, 5.249153, 4.255232, 1.372819, 4.26336, 3.965972,
           0.934582, 4.501995, 3.978103, 4.030671, 1.056863, 4.559057,
           1.179022, 6.044776, 1.711439, 5.925489, 1.566066, 5.030606,
           2.001484, 6.699011, 3.317273, 0.482566, 5.468149, 2.296727,
           6.54409, 4.218559, 0.61944, 4.174412, 0.527208, 7.037218, 4.932306,
           5.010351, 0.775832, 5.282624, 0.605305, 4.480391, 0.546329,
           6.014818, 5.313614, 5.417484, 4.914585, 6.086851, 1.247748,
           8.02529, 7.648765, 5.890201, 6.469564, 7.410264, 6.457137,
           0.178379, 5.538655, 5.445273, 6.654172, 5.355078, 5.909139,
           4.854013, 4.751668, 4.762112, 5.336205, 5.429186, 5.347764,
           6.148932, 5.448018, 5.014076, 6.215442, 6.032788, 5.640598,
           4.89477, 3.581112, 4.503651, 5.543773, 6.204186, 5.974628,
           5.612632, 0.043751, 6.777608, 6.077614, 6.867857, 6.43759,
           5.286334, 4.453562, 5.392561, 4.577908, 5.002561, 4.264689,
           3.692116, 8.155444, 4.494771, 4.265018, 3.509952, 3.469744,
    ...
           0.140196, 1.188168, 1.279109, 2.928638, 2.449215, 0.459179,
           0.884276, 0.045817, 0.350719, 1.536059, 4.323839, 2.194175,
           0.778169, 1.460939, 0.744171, 3.456356, 1.661124, 1.11131,
           1.211402, 0.003939, 0.36652, 0.362508, 0.476133, 1.146168,
           1.815482, 1.674535, 0.074076, 0.566254, 0.316326, 0.205658,
           1.212467, 0.001256, 0.122292, 0.276587, 0.005043, 0.00202,
           0.191439, 0.004315, 0.689747, 14.775133, 1.343688, 1.914122,
           0.97785, 0.441651, 0.871344, 2.391583, 1.766776, 0.586556,
           1.244172, 0.524517, 0.419302, 1.364673, 0.681803, 5.680941,
           0.117281, 1.178704, 0.397354, 0.709644, 0.762128, 1.815805,
           4.67599, 0.141778, 1.698304, 0.08823, 0.098509, 2.0907, 5.729188,
           0.902038, 0.153501, 0.077269, 0.000843, 0.806299, 0.746909,
           1.438419, 4.404051, 1.886673, 2.236847, 2.307511, 0.262786,
           0.837335, 0.549131, 0.096277, 1.384116, 0.067768, 0.046409,
           0.905043, 0.202179, 0.001707, 0.001204, 0.233705, 0.857313,
           1.058215, 0.008168, 0.002867, 0.010108, 0.744498, 0.243954,
           1.611277, 0.002097, 2.339961, 0.025567, 0.646518, 1.288781,
           0.426136, 0.916146, 1.713246, 0.540177, 0.331144, 1.228923,
           1.701368, 0.624189, 1.093306, 0.773325, 0.657589, 0.63284,
           1.169072, 0.781952, 0.794875, 0.617149], dtype=object)

  • updated
    (time)
    <U24
    '2022-11-08T12:04:13.289Z' ... '...

    array(['2022-11-08T12:04:13.289Z', '2022-11-08T11:45:57.228Z',
           '2022-11-08T11:45:48.030Z', '2022-11-08T11:48:22.923Z',
           '2022-11-08T11:47:34.155Z', '2022-11-08T12:04:14.741Z',
           '2022-11-08T11:48:22.390Z', '2022-11-08T11:48:23.433Z',
           '2022-11-08T11:48:28.986Z', '2022-11-08T11:50:26.339Z',
           '2022-11-08T11:48:26.509Z', '2022-11-08T12:04:09.409Z',
           '2022-11-08T11:47:56.010Z', '2022-11-08T11:50:14.096Z',
           '2024-03-17T06:22:19.457Z', '2022-11-08T11:47:54.685Z',
           '2022-11-08T11:50:57.906Z', '2022-11-08T11:51:00.574Z',
           '2022-11-08T11:50:12.616Z', '2022-11-08T12:04:54.762Z',
           '2024-03-26T02:21:48.168Z', '2022-11-08T12:04:57.795Z',
           '2022-11-08T11:48:40.574Z', '2022-11-08T11:48:26.439Z',
           '2022-11-08T11:48:26.960Z', '2022-11-08T11:48:26.782Z',
           '2022-11-08T12:04:35.488Z', '2022-11-08T12:04:35.700Z',
           '2024-03-12T12:38:23.467Z', '2022-11-08T12:04:41.256Z',
           '2024-03-10T06:07:13.170Z', '2022-11-08T11:49:29.403Z',
           '2022-11-08T12:04:27.441Z', '2024-03-08T06:01:58.488Z',
           '2022-11-08T12:06:29.998Z', '2022-11-08T11:52:03.565Z',
           '2024-02-12T10:48:56.110Z', '2022-11-08T12:06:15.485Z',
           '2022-11-08T11:49:29.040Z', '2022-11-08T12:05:18.440Z',
    ...
           '2023-11-24T15:56:02.379Z', '2023-11-27T14:13:42.366Z',
           '2023-11-29T16:30:24.817Z', '2023-12-07T15:26:32.799Z',
           '2023-12-09T14:19:59.340Z', '2023-12-14T16:22:43.417Z',
           '2023-12-17T15:17:35.603Z', '2023-12-19T14:08:05.838Z',
           '2023-12-24T15:23:29.840Z', '2023-12-27T14:17:36.693Z',
           '2024-01-03T14:45:19.146Z', '2024-01-11T23:45:21.763Z',
           '2024-01-17T04:16:39.512Z', '2024-01-17T04:41:15.018Z',
           '2024-01-21T16:34:09.765Z', '2024-01-23T14:54:17.939Z',
           '2024-01-26T14:52:08.330Z', '2024-01-28T14:13:23.145Z',
           '2024-02-02T16:12:17.410Z', '2024-02-05T15:56:51.814Z',
           '2024-02-16T15:48:03.739Z', '2024-02-20T16:30:43.356Z',
           '2024-03-13T15:51:38.483Z', '2024-03-16T16:19:52.332Z',
           '2024-04-02T16:28:36.274Z', '2024-04-07T20:56:23.224Z',
           '2024-04-12T14:57:49.780Z', '2024-04-25T16:46:57.431Z',
           '2024-06-06T20:03:50.033Z', '2024-06-19T18:07:01.410Z',
           '2024-07-04T15:16:30.626Z', '2024-07-09T16:29:46.743Z',
           '2024-07-11T16:33:16.560Z', '2024-07-14T14:52:35.959Z',
           '2024-07-19T15:46:26.551Z', '2024-07-21T14:55:37.367Z',
           '2024-07-29T21:34:31.698Z', '2024-07-31T15:07:32.884Z'],
          dtype='<U24')

  • platform
    (time)
    <U11
    'sentinel-2a' ... 'sentinel-2b'

    array(['sentinel-2a', 'sentinel-2a', 'sentinel-2a', 'sentinel-2a',
           'sentinel-2a', 'sentinel-2a', 'sentinel-2a', 'sentinel-2a',
           'sentinel-2a', 'sentinel-2a', 'sentinel-2b', 'sentinel-2b',
           'sentinel-2b', 'sentinel-2a', 'sentinel-2a', 'sentinel-2b',
           'sentinel-2b', 'sentinel-2b', 'sentinel-2a', 'sentinel-2a',
           'sentinel-2a', 'sentinel-2b', 'sentinel-2a', 'sentinel-2b',
           'sentinel-2a', 'sentinel-2a', 'sentinel-2b', 'sentinel-2b',
           'sentinel-2b', 'sentinel-2a', 'sentinel-2a', 'sentinel-2b',
           'sentinel-2a', 'sentinel-2a', 'sentinel-2b', 'sentinel-2a',
           'sentinel-2a', 'sentinel-2b', 'sentinel-2a', 'sentinel-2a',
           'sentinel-2a', 'sentinel-2b', 'sentinel-2b', 'sentinel-2b',
           'sentinel-2b', 'sentinel-2a', 'sentinel-2a', 'sentinel-2a',
           'sentinel-2a', 'sentinel-2b', 'sentinel-2a', 'sentinel-2a',
           'sentinel-2b', 'sentinel-2b', 'sentinel-2a', 'sentinel-2a',
           'sentinel-2a', 'sentinel-2b', 'sentinel-2b', 'sentinel-2a',
           'sentinel-2a', 'sentinel-2b', 'sentinel-2b', 'sentinel-2b',
           'sentinel-2b', 'sentinel-2a', 'sentinel-2a', 'sentinel-2a',
           'sentinel-2b', 'sentinel-2a', 'sentinel-2b', 'sentinel-2a',
           'sentinel-2a', 'sentinel-2b', 'sentinel-2b', 'sentinel-2a',
           'sentinel-2a', 'sentinel-2a', 'sentinel-2a', 'sentinel-2a',
    ...
           'sentinel-2a', 'sentinel-2a', 'sentinel-2a', 'sentinel-2b',
           'sentinel-2a', 'sentinel-2a', 'sentinel-2a', 'sentinel-2a',
           'sentinel-2a', 'sentinel-2b', 'sentinel-2b', 'sentinel-2a',
           'sentinel-2a', 'sentinel-2b', 'sentinel-2a', 'sentinel-2b',
           'sentinel-2b', 'sentinel-2b', 'sentinel-2a', 'sentinel-2a',
           'sentinel-2b', 'sentinel-2a', 'sentinel-2b', 'sentinel-2a',
           'sentinel-2b', 'sentinel-2b', 'sentinel-2a', 'sentinel-2b',
           'sentinel-2b', 'sentinel-2a', 'sentinel-2a', 'sentinel-2b',
           'sentinel-2a', 'sentinel-2b', 'sentinel-2b', 'sentinel-2b',
           'sentinel-2b', 'sentinel-2a', 'sentinel-2b', 'sentinel-2b',
           'sentinel-2a', 'sentinel-2b', 'sentinel-2a', 'sentinel-2b',
           'sentinel-2b', 'sentinel-2a', 'sentinel-2b', 'sentinel-2b',
           'sentinel-2b', 'sentinel-2a', 'sentinel-2b', 'sentinel-2b',
           'sentinel-2a', 'sentinel-2b', 'sentinel-2b', 'sentinel-2a',
           'sentinel-2b', 'sentinel-2b', 'sentinel-2b', 'sentinel-2a',
           'sentinel-2b', 'sentinel-2b', 'sentinel-2b', 'sentinel-2a',
           'sentinel-2b', 'sentinel-2b', 'sentinel-2a', 'sentinel-2a',
           'sentinel-2b', 'sentinel-2a', 'sentinel-2b', 'sentinel-2b',
           'sentinel-2a', 'sentinel-2b', 'sentinel-2a', 'sentinel-2b'],
          dtype='<U11')

  • s2:product_uri
    (time)
    <U65
    'S2A_MSIL2A_20161108T102232_N000...

    array(['S2A_MSIL2A_20161108T102232_N0001_R065_T32TPS_20190504T224514.SAFE',
           'S2A_MSIL2A_20161115T101302_N0001_R022_T32TPS_20190504T225048.SAFE',
           'S2A_MSIL2A_20161128T102352_N0001_R065_T32TPS_20190505T013015.SAFE',
           'S2A_MSIL2A_20161205T101402_N0001_R022_T32TPS_20190505T201824.SAFE',
           'S2A_MSIL2A_20161208T102422_N0001_R065_T32TPS_20190505T185758.SAFE',
           'S2A_MSIL2A_20161215T101422_N0001_R022_T32TPS_20190505T054130.SAFE',
           'S2A_MSIL2A_20161218T102432_N0001_R065_T32TPS_20190505T143719.SAFE',
           'S2A_MSIL2A_20161225T101432_N0001_R022_T32TPS_20190505T122048.SAFE',
           'S2A_MSIL2A_20161228T102432_N0001_R065_T32TPS_20190508T201138.SAFE',
           'S2A_MSIL2A_20170716T102021_N0001_R065_T32TPS_20201008T134006.SAFE',
           'S2B_MSIL2A_20180124T101309_N0001_R022_T32TPS_20200930T170453.SAFE',
           'S2B_MSIL2A_20180308T102019_N0001_R065_T32TPS_20200315T002706.SAFE',
           'S2B_MSIL2A_20180328T102019_N0207_R065_T32TPS_20180328T155221.SAFE',
           'S2A_MSIL2A_20180402T102021_N0207_R065_T32TPS_20180402T155007.SAFE',
           'S2A_MSIL2A_20180402T102021_N0500_R065_T32TPS_20230908T074848.SAFE',
           'S2B_MSIL2A_20180407T102019_N0207_R065_T32TPS_20180407T143030.SAFE',
           'S2B_MSIL2A_20180414T101019_N0207_R022_T32TPS_20180414T122253.SAFE',
           'S2B_MSIL2A_20180417T102019_N0207_R065_T32TPS_20180417T140522.SAFE',
           'S2A_MSIL2A_20180419T101031_N0207_R022_T32TPS_20180419T111252.SAFE',
           'S2A_MSIL2A_20180422T102031_N0207_R065_T32TPS_20180422T141352.SAFE',
    ...
           'S2B_MSIL2A_20240205T102129_N0510_R065_T32TPS_20240205T130705.SAFE',
           'S2B_MSIL2A_20240215T102029_N0510_R065_T32TPS_20240215T144349.SAFE',
           'S2A_MSIL2A_20240220T102051_N0510_R065_T32TPS_20240220T144052.SAFE',
           'S2B_MSIL2A_20240313T100709_N0510_R022_T32TPS_20240313T130248.SAFE',
           'S2B_MSIL2A_20240316T101649_N0510_R065_T32TPS_20240316T134307.SAFE',
           'S2B_MSIL2A_20240402T100549_N0510_R022_T32TPS_20240402T125254.SAFE',
           'S2A_MSIL2A_20240407T100551_N0510_R022_T32TPS_20240407T161451.SAFE',
           'S2B_MSIL2A_20240412T100559_N0510_R022_T32TPS_20240412T125349.SAFE',
           'S2B_MSIL2A_20240425T101559_N0510_R065_T32TPS_20240425T144136.SAFE',
           'S2A_MSIL2A_20240606T100601_N0510_R022_T32TPS_20240606T175100.SAFE',
           'S2A_MSIL2A_20240619T102031_N0510_R065_T32TPS_20240619T161551.SAFE',
           'S2B_MSIL2A_20240704T101559_N0510_R065_T32TPS_20240704T130125.SAFE',
           'S2A_MSIL2A_20240709T102031_N0510_R065_T32TPS_20240709T142949.SAFE',
           'S2B_MSIL2A_20240711T100559_N0510_R022_T32TPS_20240711T142740.SAFE',
           'S2B_MSIL2A_20240714T101559_N0510_R065_T32TPS_20240714T125806.SAFE',
           'S2A_MSIL2A_20240719T102021_N0510_R065_T32TPS_20240719T141151.SAFE',
           'S2B_MSIL2A_20240721T100559_N0510_R022_T32TPS_20240721T125344.SAFE',
           'S2A_MSIL2A_20240729T102021_N0511_R065_T32TPS_20240729T194952.SAFE',
           'S2B_MSIL2A_20240731T100559_N0511_R022_T32TPS_20240731T125141.SAFE'],
          dtype='<U65')

  • s2:product_type
    ()
    <U7
    'S2MSI2A'

    array('S2MSI2A', dtype='<U7')

  • earthsearch:boa_offset_applied
    (time)
    bool
    False False False ... True True

    array([False, False, False, False, False, False, False, False, False,
           False, False, False, False, False,  True, False, False, False,
           False, False,  True, False, False, False, False, False, False,
           False,  True, False,  True, False, False,  True, False, False,
            True, False, False, False,  True, False,  True, False,  True,
           False,  True, False,  True, False, False,  True, False,  True,
           False, False,  True, False,  True, False, False, False,  True,
           False,  True, False,  True, False, False, False, False, False,
            True, False, False, False, False, False, False,  True, False,
           False, False, False, False, False, False, False, False, False,
           False, False, False, False, False, False, False, False, False,
           False, False, False, False, False,  True, False, False, False,
           False, False, False, False, False, False, False, False, False,
           False, False, False, False, False, False, False, False, False,
           False, False, False, False, False, False, False, False, False,
           False, False, False,  True, False,  True,  True, False,  True,
           False,  True, False, False,  True,  True, False,  True, False,
            True, False,  True, False,  True, False, False,  True,  True,
           False,  True, False, False,  True, False, False,  True, False,
            True,  True, False,  True, False,  True, False,  True, False,
    ...
           False, False, False, False, False, False, False, False, False,
           False, False, False, False, False, False,  True,  True,  True,
            True,  True, False,  True,  True,  True,  True,  True,  True,
            True,  True,  True,  True,  True,  True,  True, False,  True,
            True,  True,  True,  True,  True,  True,  True,  True,  True,
            True,  True,  True,  True,  True,  True,  True,  True,  True,
            True, False,  True,  True,  True, False,  True,  True,  True,
            True,  True,  True,  True,  True,  True,  True, False,  True,
            True,  True,  True,  True,  True,  True,  True,  True,  True,
            True,  True,  True,  True,  True,  True,  True,  True,  True,
            True,  True,  True,  True,  True,  True,  True,  True,  True,
            True,  True,  True,  True,  True,  True,  True,  True,  True,
            True,  True,  True,  True,  True,  True,  True,  True,  True,
            True,  True,  True,  True,  True,  True,  True,  True,  True,
            True,  True,  True,  True,  True,  True,  True,  True,  True,
            True,  True,  True,  True,  True,  True,  True,  True,  True,
            True,  True,  True,  True,  True,  True,  True,  True,  True,
            True,  True,  True,  True,  True,  True,  True,  True,  True,
            True,  True,  True,  True,  True,  True,  True,  True,  True,
            True,  True,  True,  True])

  • created
    (time)
    <U24
    '2022-11-08T12:04:13.289Z' ... '...

    array(['2022-11-08T12:04:13.289Z', '2022-11-08T11:45:57.228Z',
           '2022-11-08T11:45:48.030Z', '2022-11-08T11:48:22.923Z',
           '2022-11-08T11:47:34.155Z', '2022-11-08T12:04:14.741Z',
           '2022-11-08T11:48:22.390Z', '2022-11-08T11:48:23.433Z',
           '2022-11-08T11:48:28.986Z', '2022-11-08T11:50:26.339Z',
           '2022-11-08T11:48:26.509Z', '2022-11-08T12:04:09.409Z',
           '2022-11-03T10:07:12.277Z', '2022-11-03T10:07:58.946Z',
           '2024-03-17T06:22:19.457Z', '2022-11-08T11:47:54.685Z',
           '2022-11-08T11:50:57.906Z', '2022-11-03T10:17:47.910Z',
           '2022-11-03T10:17:37.475Z', '2022-11-08T12:04:54.762Z',
           '2024-03-26T02:21:48.168Z', '2022-11-08T12:04:57.795Z',
           '2022-11-08T11:48:40.574Z', '2022-11-08T11:48:26.439Z',
           '2022-11-03T09:38:13.482Z', '2022-11-08T11:48:26.782Z',
           '2022-11-08T12:04:35.488Z', '2022-11-03T10:06:28.891Z',
           '2024-03-12T12:38:23.467Z', '2022-11-08T12:04:41.256Z',
           '2024-03-10T06:07:13.170Z', '2022-11-08T11:49:29.403Z',
           '2022-11-08T12:04:27.441Z', '2024-03-08T06:01:58.488Z',
           '2022-11-08T12:06:29.998Z', '2022-11-08T11:52:03.565Z',
           '2024-02-12T10:48:56.110Z', '2022-11-08T12:06:15.485Z',
           '2022-11-08T11:49:29.040Z', '2022-11-08T12:05:18.440Z',
    ...
           '2023-11-24T15:56:02.379Z', '2023-11-27T14:13:42.366Z',
           '2023-11-29T16:30:24.817Z', '2023-12-07T15:26:32.799Z',
           '2023-12-09T14:19:59.340Z', '2023-12-14T16:22:43.417Z',
           '2023-12-17T15:17:35.603Z', '2023-12-19T14:08:05.838Z',
           '2023-12-24T15:23:29.840Z', '2023-12-27T14:17:36.693Z',
           '2024-01-03T14:45:19.146Z', '2024-01-11T23:45:21.763Z',
           '2024-01-17T04:16:39.512Z', '2024-01-17T04:41:15.018Z',
           '2024-01-21T16:34:09.765Z', '2024-01-23T14:54:17.939Z',
           '2024-01-26T14:52:08.330Z', '2024-01-28T14:13:23.145Z',
           '2024-02-02T16:12:17.410Z', '2024-02-05T15:56:51.814Z',
           '2024-02-16T15:48:03.739Z', '2024-02-20T16:30:43.356Z',
           '2024-03-13T15:51:38.483Z', '2024-03-16T16:19:52.332Z',
           '2024-04-02T16:28:36.274Z', '2024-04-07T20:56:23.224Z',
           '2024-04-12T14:57:49.780Z', '2024-04-25T16:46:57.431Z',
           '2024-06-06T20:03:50.033Z', '2024-06-19T18:07:01.410Z',
           '2024-07-04T15:16:30.626Z', '2024-07-09T16:29:46.743Z',
           '2024-07-11T16:33:16.560Z', '2024-07-14T14:52:35.959Z',
           '2024-07-19T15:46:26.551Z', '2024-07-21T14:55:37.367Z',
           '2024-07-29T21:34:31.698Z', '2024-07-31T15:07:32.884Z'],
          dtype='<U24')

  • earthsearch:payload_id
    (time)
    <U74
    'roda-sentinel2/workflow-sentine...

    array(['roda-sentinel2/workflow-sentinel2-to-stac/f399a0fb22b847b69d4d5bfe68397e5e',
           'roda-sentinel2/workflow-sentinel2-to-stac/cb2b26e940c89571747a6de3ef8c178c',
           'roda-sentinel2/workflow-sentinel2-to-stac/cfea8d47e929afa085f7cc819cb3509a',
           'roda-sentinel2/workflow-sentinel2-to-stac/3b978306d85aa48d07488b32eaeb0a5c',
           'roda-sentinel2/workflow-sentinel2-to-stac/67ecaba97b0043df3f479b522267756c',
           'roda-sentinel2/workflow-sentinel2-to-stac/836ade8d7a27e7d1c8126836d6382893',
           'roda-sentinel2/workflow-sentinel2-to-stac/cca6df699919ff449cd6f759998038ab',
           'roda-sentinel2/workflow-sentinel2-to-stac/308d9bfadeaf73cbc2b86b568ba11cff',
           'roda-sentinel2/workflow-sentinel2-to-stac/6c1e6272e2f028763ca41bc4dd16a34a',
           'roda-sentinel2/workflow-sentinel2-to-stac/9665a594257d0210dcbbee02641af1e5',
           'roda-sentinel2/workflow-sentinel2-to-stac/13086cf32ad4588d24e1e0f9cd93e3e6',
           'roda-sentinel2/workflow-sentinel2-to-stac/c8395e7cdb1b9124ca20a0987bd843a7',
           'roda-sentinel2/workflow-sentinel2-to-stac/68f29e4e5fd83a2628fe807737219ea0',
           'roda-sentinel2/workflow-sentinel2-to-stac/94f41c1bb92dd28c6049191012a19029',
           'roda-sentinel2/workflow-sentinel2-to-stac/12a70d577323012254fd1bdefb25ffbd',
           'roda-sentinel2/workflow-sentinel2-to-stac/f417276dab2f62c7245d0baffa401d99',
           'roda-sentinel2/workflow-sentinel2-to-stac/8f065e6988ee6c50c493511d5690353e',
           'roda-sentinel2/workflow-sentinel2-to-stac/7d8e23c91286bbdfb5962402699a56d8',
           'roda-sentinel2/workflow-sentinel2-to-stac/2174e8b570a0377c3b72862472b5848a',
           'roda-sentinel2/workflow-sentinel2-to-stac/ce5052ba2f09afbc40c2692e6e20669c',
    ...
           'roda-sentinel2/workflow-sentinel2-to-stac/7e8271d8ec102bde684e4d3a91cab725',
           'roda-sentinel2/workflow-sentinel2-to-stac/3bb8fd4288dab04eda238b2d069c4b28',
           'roda-sentinel2/workflow-sentinel2-to-stac/b78194d45a0d73e7710507dcaf7612b9',
           'roda-sentinel2/workflow-sentinel2-to-stac/ef511596e8833b6e8d9fb045962a52e3',
           'roda-sentinel2/workflow-sentinel2-to-stac/b609e86e5e741000a81e94cbfb9f7259',
           'roda-sentinel2/workflow-sentinel2-to-stac/b9e8446080910d407c5f9053a99b71a4',
           'roda-sentinel2/workflow-sentinel2-to-stac/cec6c6a7497adbd8ec40712e8e19fc48',
           'roda-sentinel2/workflow-sentinel2-to-stac/4ab9324c5e4d298262e2760bd8535233',
           'roda-sentinel2/workflow-sentinel2-to-stac/c6fa0910ea7a031dd66e34988d0753ff',
           'roda-sentinel2/workflow-sentinel2-to-stac/7fd9b02728e3bab08b8496a06f998066',
           'roda-sentinel2/workflow-sentinel2-to-stac/d600c22171698e6dd1ecc8fd7f20b29f',
           'roda-sentinel2/workflow-sentinel2-to-stac/5c956e48102fdd559c6e56c1a1f8d33b',
           'roda-sentinel2/workflow-sentinel2-to-stac/b4b5b84235fe1c292b04d58610a6f6ec',
           'roda-sentinel2/workflow-sentinel2-to-stac/a5dfc119e76464a8f5ba73befae9599a',
           'roda-sentinel2/workflow-sentinel2-to-stac/d735366cbc126f825058b41d78c7345a',
           'roda-sentinel2/workflow-sentinel2-to-stac/b539e9a03efc79028676d170bb4aba96',
           'roda-sentinel2/workflow-sentinel2-to-stac/4ec15e75c1169ff579f8d66fb56a5625',
           'roda-sentinel2/workflow-sentinel2-to-stac/4fd282b7def1fa62da8aa0cfacaa8631',
           'roda-sentinel2/workflow-sentinel2-to-stac/7c0bdbe7cd53530b4d48355490e624dc'],
          dtype='<U74')

  • s2:dark_features_percentage
    (time)
    object
    14.630641 19.814493 ... None None

    array([14.630641, 19.814493, 31.197238, 34.837586, 33.818662, 35.73682,
           35.501686, 18.373249, 8.437745, 1.94334, 28.051034, 16.518265,
           3.76165, 6.121882, 12.049133, 6.423968, 2.896829, 3.136145,
           3.277949, 3.874581, 7.278542, 2.434123, 0.882459, 1.433662,
           0.828302, 1.336161, 0.676073, 1.799984, 2.075599, 2.255403,
           2.266792, 0.721617, 1.23983, 1.487523, 1.540386, 1.881459,
           2.147481, 1.893222, 0.929015, 2.942146, 3.360493, 2.7531, 3.350742,
           3.351847, 3.510491, 2.531372, 3.797224, 2.630224, 3.119748,
           1.360481, 2.213023, 3.817084, 3.27911, 4.891308, 2.631714,
           5.024238, 6.376091, 4.311187, 6.832167, 4.492992, 5.564722,
           6.49466, 4.853905, 5.835064, 4.648668, 6.326275, 6.739775,
           8.517855, 7.354943, 10.136402, 12.968542, 14.16298, 16.405699,
           13.002439, 8.752271, 14.196852, 22.398444, 22.59628, 28.51679,
           34.436545, 26.756844, 27.38758, 20.461848, 27.864736, 15.996771,
           28.2487, 32.954443, 33.036458, 18.607889, 17.334054, 14.816792,
           20.08968, 22.114585, 30.000478, 28.728148, 24.648274, 20.851712,
           15.587787, 12.280087, 19.257888, 20.790145, 20.127527, 18.078911,
           17.116198, 11.81577, 13.002147, 13.593714, 8.990999, 6.460854,
           11.908567, 10.250788, 6.9092, 9.682282, 7.071975, 3.836949,
           3.519545, 2.545508, 1.888499, 2.197189, 0.984025, 1.05573,
    ...
           4.385339, 5.815512, 3.782563, 5.210697, 5.337943, 1.036778,
           2.206743, 2.786325, 4.927758, 6.906566, 6.312703, 3.579601,
           12.65012, 13.228908, 16.434307, 19.28709, 15.484989, 13.237499,
           25.005996, 17.905192, 33.197764, 29.510978, 33.362022, 28.545815,
           9.879566, 9.133012, 11.513504, 33.992314, 23.400706, 16.492075,
           27.092466, 22.77483, 27.490556, 13.872258, 18.294044, 25.559923,
           23.076454, 21.505634, 20.351344, 10.185994, 5.628774, 5.892863,
           0.371636, 1.48545, 10.199724, 13.006918, 3.939089, 3.870336,
           5.753596, 2.545328, 0.851427, 0.694819, 1.903612, 0.808979,
           0.368882, 1.766992, 1.623218, 1.751428, 2.52765, 1.466478,
           3.050825, 0.99998, 3.245902, 2.212808, 5.74053, 3.743115, 3.285002,
           2.812871, 5.675081, 7.984208, 7.004884, 3.256456, 3.452548,
           4.654467, 5.037981, 4.065816, 8.39033, 8.04787, 10.498099,
           10.081559, 12.534356, 18.793963, 29.869774, 5.360182, 33.460999,
           33.388916, 23.676801, 27.301726, 39.933461, 41.991937, 15.832393,
           18.006746, 29.133838, 37.076822, 38.48092, 36.531076, 0.560126,
           17.835252, 18.328083, 33.809707, 15.023425, 26.233354, 6.791917,
           8.323496, 7.393163, 2.970398, 4.87799, 4.871795, 8.619139, 2.76289,
           0.229608, 1.253772, 1.744481, 1.792265, 0.485576, 2.314485,
           2.581117, 1.239445, None, None], dtype=object)

  • s2:granule_id
    (time)
    <U62
    'S2A_OPER_MSI_L2A_TL_SHIT_201905...

    array(['S2A_OPER_MSI_L2A_TL_SHIT_20190504T224516_A007212_T32TPS_N00.01',
           'S2A_OPER_MSI_L2A_TL_SHIT_20190504T225049_A007312_T32TPS_N00.01',
           'S2A_OPER_MSI_L2A_TL_SHIT_20190505T013016_A007498_T32TPS_N00.01',
           'S2A_OPER_MSI_L2A_TL_SHIT_20190505T201826_A007598_T32TPS_N00.01',
           'S2A_OPER_MSI_L2A_TL_SHIT_20190505T185759_A007641_T32TPS_N00.01',
           'S2A_OPER_MSI_L2A_TL_SHIT_20190505T054132_A007741_T32TPS_N00.01',
           'S2A_OPER_MSI_L2A_TL_SHIT_20190505T143721_A007784_T32TPS_N00.01',
           'S2A_OPER_MSI_L2A_TL_SHIT_20190505T122049_A007884_T32TPS_N00.01',
           'S2A_OPER_MSI_L2A_TL_SHIT_20190508T201139_A007927_T32TPS_N00.01',
           'S2A_OPER_MSI_L2A_TL_SHIT_20201008T134008_A010787_T32TPS_N00.01',
           'S2B_OPER_MSI_L2A_TL_SHIT_20200930T170455_A004624_T32TPS_N00.01',
           'S2B_OPER_MSI_L2A_TL_SHIT_20200315T002708_A005239_T32TPS_N00.01',
           'S2B_OPER_MSI_L2A_TL_SGS__20180328T155221_A005525_T32TPS_N02.07',
           'S2A_OPER_MSI_L2A_TL_SGS__20180402T155007_A014505_T32TPS_N02.07',
           'S2A_OPER_MSI_L2A_TL_S2RP_20230908T074848_A014505_T32TPS_N05.00',
           'S2B_OPER_MSI_L2A_TL_SGS__20180407T143030_A005668_T32TPS_N02.07',
           'S2B_OPER_MSI_L2A_TL_MPS__20180414T122253_A005768_T32TPS_N02.07',
           'S2B_OPER_MSI_L2A_TL_SGS__20180417T140522_A005811_T32TPS_N02.07',
           'S2A_OPER_MSI_L2A_TL_EPAE_20180419T111252_A014748_T32TPS_N02.07',
           'S2A_OPER_MSI_L2A_TL_SGS__20180422T141352_A014791_T32TPS_N02.07',
    ...
           'S2B_OPER_MSI_L2A_TL_2BPS_20240205T130705_A036127_T32TPS_N05.10',
           'S2B_OPER_MSI_L2A_TL_2BPS_20240215T144349_A036270_T32TPS_N05.10',
           'S2A_OPER_MSI_L2A_TL_2APS_20240220T144052_A045250_T32TPS_N05.10',
           'S2B_OPER_MSI_L2A_TL_2BPS_20240313T130248_A036656_T32TPS_N05.10',
           'S2B_OPER_MSI_L2A_TL_2BPS_20240316T134307_A036699_T32TPS_N05.10',
           'S2B_OPER_MSI_L2A_TL_2BPS_20240402T125254_A036942_T32TPS_N05.10',
           'S2A_OPER_MSI_L2A_TL_2APS_20240407T161451_A045922_T32TPS_N05.10',
           'S2B_OPER_MSI_L2A_TL_2BPS_20240412T125349_A037085_T32TPS_N05.10',
           'S2B_OPER_MSI_L2A_TL_2BPS_20240425T144136_A037271_T32TPS_N05.10',
           'S2A_OPER_MSI_L2A_TL_2APS_20240606T175100_A046780_T32TPS_N05.10',
           'S2A_OPER_MSI_L2A_TL_2APS_20240619T161551_A046966_T32TPS_N05.10',
           'S2B_OPER_MSI_L2A_TL_2BPS_20240704T130125_A038272_T32TPS_N05.10',
           'S2A_OPER_MSI_L2A_TL_2APS_20240709T142949_A047252_T32TPS_N05.10',
           'S2B_OPER_MSI_L2A_TL_2BPS_20240711T142740_A038372_T32TPS_N05.10',
           'S2B_OPER_MSI_L2A_TL_2BPS_20240714T125806_A038415_T32TPS_N05.10',
           'S2A_OPER_MSI_L2A_TL_2APS_20240719T141151_A047395_T32TPS_N05.10',
           'S2B_OPER_MSI_L2A_TL_2BPS_20240721T125344_A038515_T32TPS_N05.10',
           'S2A_OPER_MSI_L2A_TL_2APS_20240729T194952_A047538_T32TPS_N05.11',
           'S2B_OPER_MSI_L2A_TL_2BPS_20240731T125141_A038658_T32TPS_N05.11'],
          dtype='<U62')

  • earthsearch:s3_path
    (time)
    <U80
    's3://sentinel-cogs/sentinel-s2-...

    array(['s3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2016/11/S2A_32TPS_20161108_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2016/11/S2A_32TPS_20161115_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2016/11/S2A_32TPS_20161128_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2016/12/S2A_32TPS_20161205_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2016/12/S2A_32TPS_20161208_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2016/12/S2A_32TPS_20161215_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2016/12/S2A_32TPS_20161218_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2016/12/S2A_32TPS_20161225_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2016/12/S2A_32TPS_20161228_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2017/7/S2A_32TPS_20170716_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2018/1/S2B_32TPS_20180124_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2018/3/S2B_32TPS_20180308_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2018/3/S2B_32TPS_20180328_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2018/4/S2A_32TPS_20180402_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2018/4/S2A_32TPS_20180402_1_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2018/4/S2B_32TPS_20180407_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2018/4/S2B_32TPS_20180414_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2018/4/S2B_32TPS_20180417_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2018/4/S2A_32TPS_20180419_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2018/4/S2A_32TPS_20180422_0_L2A',
    ...
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2024/2/S2B_32TPS_20240205_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2024/2/S2B_32TPS_20240215_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2024/2/S2A_32TPS_20240220_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2024/3/S2B_32TPS_20240313_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2024/3/S2B_32TPS_20240316_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2024/4/S2B_32TPS_20240402_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2024/4/S2A_32TPS_20240407_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2024/4/S2B_32TPS_20240412_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2024/4/S2B_32TPS_20240425_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2024/6/S2A_32TPS_20240606_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2024/6/S2A_32TPS_20240619_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2024/7/S2B_32TPS_20240704_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2024/7/S2A_32TPS_20240709_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2024/7/S2B_32TPS_20240711_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2024/7/S2B_32TPS_20240714_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2024/7/S2A_32TPS_20240719_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2024/7/S2B_32TPS_20240721_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2024/7/S2A_32TPS_20240729_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2024/7/S2B_32TPS_20240731_0_L2A'],
          dtype='<U80')

  • s2:thin_cirrus_percentage
    (time)
    object
    2.235039 3.950845 ... 0.024204

    array([2.235039, 3.950845, 0.08172, 0.003162, 3.047128, 7e-06, 0.760679,
           10.637713, 1.882233, 0.012506, 0.518369, 0.214922, 11.69931,
           0.000314, 0.633787, 0.002874, 3.034208, 0.282217, 5.6e-05,
           0.028343, 0.016487, 0.33055, 0.933827, 0.06716, 0.356386, 0.276729,
           0.76527, 4.523561, 5.501174, 0.228731, 0.202629, 1.95438, 1.723737,
           2.654188, 0.02789, 0.537677, 0.408599, 0.432907, 0.695771,
           0.016387, 0.016005, 0.197689, 0.151274, 0.557557, 1.162105,
           0.565177, 1.054937, 0.746099, 2.061865, 1.361463, 3.6e-05,
           0.001486, 6.145518, 6.025714, 1.259575, 0.73929, 1.912636,
           20.738943, 20.43535, 0.343539, 1.994864, 0.273407, 0.765951,
           0.295531, 0.20656, 1.414265, 1.844768, 0.085861, 0.000138,
           0.000727, 0.000494, 2.543306, 3.103616, 0.608924, 0.071048,
           0.754649, 5.827548, 8.929567, 0.021806, 0.015439, 3.338836,
           0.020615, 0.26777, 0.027577, 0.951127, 3.209989, 0.049574, 0.00037,
           0.003271, 20.464391, 20.966393, 4.464563, 0.075566, 0.012414,
           0.192565, 0.504735, 1.831257, 1.030075, 11.286602, 16.248183,
           0.068627, 0.011881, 0.002253, 0.009983, 9.140113, 9.359232,
           0.106944, 0.303773, 4.190633, 2.433099, 0.00013, 0.421204,
           0.000457, 2.579917, 0.895554, 0.594219, 5.367009, 1.311102,
           0.969822, 0.775482, 0.103639, 0.19434, 0.052555, 0.376197,
    ...
           0.117158, 4.875722, 3.43629, 0.293493, 1.666058, 0.101952,
           4.513141, 0.120073, 12.731791, 0.194967, 0.044126, 2.168969,
           13.89004, 21.199769, 0.213479, 10.5893, 2.037009, 0.009151,
           5.119149, 0.049087, 1.963179, 18.362674, 4.555297, 2.605093,
           5.992174, 0.141647, 7.22663, 3.098021, 1.325729, 0.023342,
           1.894194, 0.875575, 0.184333, 3.742542, 2.12796, 0.023476,
           0.366326, 3.503167, 0.092153, 28.446352, 3.785223, 1.285885,
           0.545096, 2.042434, 5.75023, 0.56247, 0.459699, 0.62316, 0.102886,
           0.989501, 0.485088, 14.330417, 0.000569, 0.175482, 0.058328,
           0.006414, 0.029257, 0.10575, 2.1628, 0.000358, 0.77265, 0.003864,
           0.001128, 0.847559, 9.055803, 0.000103, 0.000159, 0.074731,
           0.000189, 3.052447, 1.576292, 12.597173, 4.841887, 19.166291,
           4.779649, 2.529981, 3.105836, 2.107543, 0.452258, 0.878211,
           16.93048, 0.062562, 0.05938, 4.542397, 0.413297, 0.000383,
           0.001685, 1.366774, 23.556447, 0.027953, 0.00028, 0.665964,
           0.091711, 9.656004, 4.411319, 11.410227, 0.077196, 0.503455,
           12.513126, 8.425722, 3.039125, 0.603673, 1.773629, 4.222096,
           9.518027, 0.781179, 1.336911, 4.014197, 0.006925, 0.01625,
           0.665621, 0.138878, 1.658641, 0.667123, 0.087996, 0.036718,
           0.024204], dtype=object)

  • s2:generation_time
    (time)
    <U27
    '2019-05-04T22:45:14.389Z' ... '...

    array(['2019-05-04T22:45:14.389Z', '2019-05-04T22:50:48.946Z',
           '2019-05-05T01:30:15.622Z', '2019-05-05T20:18:24.840Z',
           '2019-05-05T18:57:58.223Z', '2019-05-05T05:41:30.679Z',
           '2019-05-05T14:37:19.822Z', '2019-05-05T12:20:48.311Z',
           '2019-05-08T20:11:38.477Z', '2020-10-08T13:40:06.266Z',
           '2020-09-30T17:04:53.517Z', '2020-03-15T00:27:06.419Z',
           '2018-03-28T17:52:18Z', '2018-04-02T17:17:14Z',
           '2023-09-08T07:48:48.000000Z', '2018-04-07T15:23:33Z',
           '2018-04-14T13:33:49Z', '2018-04-17T17:17:27Z',
           '2018-04-19T11:56:06Z', '2018-04-22T15:38:28Z',
           '2023-09-15T16:19:12.000000Z', '2018-04-24T13:08:01Z',
           '2018-06-01T13:29:06.000000Z', '2018-06-16T16:24:10.000000Z',
           '2018-06-18T14:43:41.000000Z', '2018-06-21T14:55:59.000000Z',
           '2018-06-23T13:19:22.000000Z', '2018-06-26T13:39:02.000000Z',
           '2023-08-23T03:00:42.000000Z', '2018-07-01T14:10:38.000000Z',
           '2023-08-11T04:24:58.000000Z', '2018-07-03T14:59:31.000000Z',
           '2018-07-08T12:48:36.000000Z', '2023-07-13T15:33:06.000000Z',
           '2018-07-13T14:41:47.000000Z', '2018-07-18T18:01:46.000000Z',
           '2023-08-17T11:29:49.000000Z', '2018-07-26T15:37:10.000000Z',
           '2018-07-28T13:25:14.000000Z', '2018-07-31T13:38:41.000000Z',
    ...
           '2023-11-24T13:14:20.000000Z', '2023-11-27T11:52:30.000000Z',
           '2023-11-29T14:07:50.000000Z', '2023-12-07T13:20:38.000000Z',
           '2023-12-09T12:18:48.000000Z', '2023-12-14T14:21:27.000000Z',
           '2023-12-17T13:01:28.000000Z', '2023-12-19T12:18:49.000000Z',
           '2023-12-24T13:00:37.000000Z', '2023-12-27T11:40:18.000000Z',
           '2024-01-03T11:38:48.000000Z', '2024-01-11T14:40:54.000000Z',
           '2024-01-13T11:40:07.000000Z', '2024-01-16T11:44:39.000000Z',
           '2024-01-21T14:53:52.000000Z', '2024-01-23T11:33:49.000000Z',
           '2024-01-26T11:36:17.000000Z', '2024-01-28T12:18:56.000000Z',
           '2024-02-02T11:47:27.000000Z', '2024-02-05T13:07:05.000000Z',
           '2024-02-15T14:43:49.000000Z', '2024-02-20T14:40:52.000000Z',
           '2024-03-13T13:02:48.000000Z', '2024-03-16T13:43:07.000000Z',
           '2024-04-02T12:52:54.000000Z', '2024-04-07T16:14:51.000000Z',
           '2024-04-12T12:53:49.000000Z', '2024-04-25T14:41:36.000000Z',
           '2024-06-06T17:51:00.000000Z', '2024-06-19T16:15:51.000000Z',
           '2024-07-04T13:01:25.000000Z', '2024-07-09T14:29:49.000000Z',
           '2024-07-11T14:27:40.000000Z', '2024-07-14T12:58:06.000000Z',
           '2024-07-19T14:11:51.000000Z', '2024-07-21T12:53:44.000000Z',
           '2024-07-29T19:49:52.000000Z', '2024-07-31T12:51:41.000000Z'],
          dtype='<U27')

  • s2:vegetation_percentage
    (time)
    object
    5.312433 18.813984 ... 75.687724

    array([5.312433, 18.813984, 24.356632, 24.984224, 20.961724, 24.303922,
           21.553582, 9.813931, 21.272539, 77.316386, 9.904308, 5.794503,
           1.832371, 21.430971, 18.805209, 13.229795, 23.690403, 16.340066,
           36.04008, 37.290215, 35.563955, 30.829772, 31.973439, 67.18092,
           40.518841, 50.044495, 72.344142, 56.867987, 54.324675, 54.267043,
           50.856161, 37.392727, 63.095343, 61.019069, 65.956104, 65.222985,
           62.599689, 43.681267, 50.20746, 67.310435, 64.919502, 59.485084,
           56.606835, 40.195802, 36.287114, 57.232463, 54.153079, 46.884814,
           42.541674, 34.930125, 77.577263, 77.220213, 52.899241, 51.575267,
           31.988549, 66.34708, 62.885863, 51.224393, 51.601136, 38.383076,
           55.80973, 63.795406, 61.335045, 66.239333, 65.149224, 70.293051,
           69.174981, 52.302611, 67.585486, 53.428906, 61.337316, 51.841867,
           49.235487, 48.053995, 39.348105, 18.181884, 20.791551, 23.719864,
           30.360755, 28.835893, 18.816973, 20.472287, 18.262564, 19.643457,
           11.892302, 11.047281, 17.661136, 17.548417, 1.996475, 4.812962,
           2.593673, 6.002452, 13.428004, 15.225363, 14.033243, 9.057436,
           3.024495, 3.476257, 1.74686, 3.2968, 11.361623, 10.961309,
           12.244289, 16.640516, 9.306215, 9.398247, 19.324329, 3.294571,
           8.106805, 21.30038, 24.982615, 20.921379, 27.42599, 28.619561,
           22.132467, 27.114123, 16.156347, 29.86159, 36.617664, 38.958597,
    ...
           60.977179, 53.945214, 51.332468, 39.831007, 70.292598, 51.126838,
           66.012305, 60.250938, 57.047522, 20.814373, 48.254037, 37.952316,
           39.950755, 28.231052, 10.330552, 7.009578, 22.956447, 12.892278,
           21.637632, 12.075243, 2.199857, 6.714041, 1.002791, 1.317481,
           1.394228, 11.622214, 1.119169, 3.945031, 8.841598, 6.53346,
           12.263674, 8.479402, 10.866567, 10.237914, 11.644808, 12.187961,
           15.692447, 12.791906, 3.793352, 10.668136, 1.645787, 17.724513,
           32.428676, 27.995649, 13.427518, 19.24855, 39.018151, 44.919425,
           44.695824, 49.96807, 37.524217, 57.95306, 30.914021, 72.194427,
           51.578748, 74.805355, 66.37727, 60.568863, 55.303794, 41.505924,
           78.880733, 58.580261, 77.902359, 80.2863, 55.640554, 31.751451,
           47.190481, 72.919327, 76.34626, 73.878592, 65.474343, 61.153042,
           49.601206, 33.701524, 38.632247, 41.290107, 30.820689, 18.774627,
           19.645128, 22.429112, 25.811532, 1.083905, 22.472718, 14.675324,
           10.003968, 11.950899, 15.223809, 15.971774, 7.100896, 2.819838,
           3.347861, 6.508541, 8.890988, 10.618427, 0.046687, 5.986776,
           7.738554, 13.692984, 7.54427, 9.031227, 6.160022, 7.62145,
           17.133489, 11.493275, 13.125995, 15.459056, 31.885147, 21.445656,
           30.633143, 60.794294, 53.396523, 58.820593, 51.203555, 61.003846,
           51.835275, 64.173561, 63.926095, 75.687724], dtype=object)

  • s2:medium_proba_clouds_percentage
    (time)
    object
    16.624644 10.629322 ... 3.136772

    array([16.624644, 10.629322, 8.348283, 9.31251, 0.390948, 6.343114,
           0.879259, 4.337768, 1.463836, 0.802488, 0.655386, 18.340707,
           9.27588, 2.060234, 4.412005, 3.547948, 4.203285, 4.104701,
           2.155776, 1.703789, 2.196538, 3.767255, 6.802138, 2.246625,
           5.163473, 4.568418, 2.513156, 6.498498, 8.035301, 4.439171,
           11.930807, 13.485529, 5.238049, 7.869184, 3.254558, 3.719354,
           8.438505, 5.034408, 5.575592, 2.971979, 7.114807, 3.562229,
           8.775642, 5.945518, 13.063529, 4.806285, 10.476816, 5.405599,
           11.772844, 8.246965, 1.815927, 1.501856, 4.749194, 7.490943,
           7.530119, 2.022887, 4.246994, 5.590075, 2.691232, 5.494582,
           4.267802, 2.420139, 4.921769, 2.606419, 3.716188, 3.042041,
           0.989393, 3.509864, 1.071034, 1.634753, 0.361344, 3.376988,
           2.290696, 3.981922, 4.294206, 3.825381, 9.101842, 7.48162,
           1.396779, 1.107449, 10.10325, 1.217171, 2.655349, 2.322027,
           21.60918, 14.760415, 10.105363, 2.857919, 8.228512, 9.887554,
           20.418023, 7.298941, 2.507514, 9.837232, 3.112928, 15.251969,
           15.376405, 10.061523, 26.855788, 18.935725, 3.927092, 0.638028,
           1.549034, 0.938735, 0.201581, 1.956482, 4.541585, 4.175279,
           27.562839, 23.445642, 1.864669, 2.437614, 6.97479, 4.691971,
           3.58947, 8.048888, 23.797327, 9.077822, 3.753505, 7.373446,
    ...
           8.696896, 1.333262, 3.40194, 0.264601, 0.269916, 4.776012,
           21.547732, 3.804661, 4.169089, 2.985308, 4.280294, 16.21827,
           10.101696, 1.137353, 16.641831, 0.015103, 1.354427, 1.358454,
           12.514667, 19.60398, 14.825077, 9.098282, 0.328664, 8.560816,
           9.865706, 1.598097, 5.972886, 0.02862, 23.567791, 10.282116,
           0.183095, 0.013915, 1.555669, 0.009103, 7.312922, 44.870102,
           13.100411, 13.086507, 29.298112, 1.522371, 1.943076, 14.440465,
           15.04267, 1.964883, 8.875721, 9.545068, 10.012528, 12.267662,
           7.106413, 14.058782, 1.970742, 11.861118, 2.90931, 7.040027,
           9.459249, 10.348258, 14.145842, 0.838959, 7.188246, 0.093295,
           0.102269, 10.24985, 16.80795, 5.172315, 0.549103, 0.059466,
           0.008709, 1.449471, 3.898603, 3.867099, 12.384275, 4.502816,
           8.689889, 11.722875, 8.345809, 29.318431, 9.390125, 4.26385,
           18.064243, 0.221508, 0.33007, 4.54323, 12.727074, 0.004248,
           0.001798, 10.296515, 9.224685, 7.580809, 0.020291, 0.027721,
           0.061709, 30.712008, 20.523725, 5.205192, 0.008925, 15.165752,
           0.048958, 14.335883, 21.227799, 8.330612, 24.333179, 20.672563,
           10.758219, 0.379037, 12.11659, 16.804346, 5.804797, 9.17665,
           9.683589, 11.94877, 7.377144, 11.826942, 8.64311, 7.216818,
           3.136772], dtype=object)

  • s2:high_proba_clouds_percentage
    (time)
    object
    22.209878 6.867649 ... 5.265974

    array([22.209878, 6.867649, 3.168646, 0.745553, 0.413493, 1.174874,
           1.170849, 24.156788, 1.374512, 1.337166, 0.367491, 0.570044,
           26.703706, 1.773553, 1.234293, 13.401236, 1.490344, 26.342592,
           0.518996, 2.820556, 2.205384, 16.116267, 42.098665, 8.267286,
           40.882567, 26.83138, 3.955723, 13.401571, 12.273046, 19.129595,
           18.43373, 31.176442, 12.891272, 11.998865, 10.209618, 10.861061,
           10.389487, 34.052539, 30.774882, 10.181027, 9.899831, 14.938051,
           14.835966, 31.791651, 31.738433, 14.597157, 14.290924, 25.078273,
           24.989153, 37.233722, 1.557822, 1.011191, 16.039495, 15.155551,
           34.752625, 4.432537, 4.220365, 0.403691, 0.125501, 27.26078,
           14.595634, 5.185808, 5.038776, 5.450315, 5.293739, 0.381211,
           0.094572, 14.113618, 0.632923, 5.121624, 0.315872, 1.034074,
           0.931098, 7.915028, 23.695223, 33.670828, 1.537356, 2.001163,
           2.65488, 1.734211, 0.800826, 4.436946, 16.725969, 4.744386,
           14.358719, 6.558535, 1.236909, 1.044051, 30.242473, 2.036594,
           1.050508, 12.828258, 15.35086, 0.83123, 1.267969, 4.924252,
           0.404564, 13.025998, 2.996168, 0.345278, 0.524364, 0.428093,
           3.221123, 0.58567, 0.062671, 0.555689, 1.66515, 22.881198,
           12.859948, 0.727587, 0.293402, 15.131488, 0.320798, 0.493941,
           17.33311, 16.457643, 9.021848, 17.579152, 8.859406, 15.15367,
    ...
           28.651285, 0.776239, 10.908847, 0.160697, 0.034048, 5.669815,
           13.843238, 2.449738, 3.873467, 2.200863, 0.013474, 0.294265,
           38.569623, 0.222786, 14.321642, 0.001755, 0.189395, 1.492839,
           5.178166, 3.625309, 25.160477, 32.623681, 0.042475, 12.781055,
           5.592394, 0.196039, 6.822561, 0.002115, 15.286766, 9.277917,
           0.354223, 0.051799, 2.610162, 0.000649, 9.110704, 0.168367,
           16.421431, 1.513116, 15.624098, 1.407387, 2.346094, 30.036786,
           19.747195, 1.844653, 15.905061, 21.567261, 20.095298, 33.234215,
           10.668279, 20.6255, 3.157965, 24.895252, 2.757964, 9.633994,
           13.050322, 16.626328, 26.904973, 0.632782, 22.523022, 0.048941,
           0.038583, 17.400596, 22.56826, 20.538008, 0.35701, 0.0258,
           0.002973, 1.147696, 3.55038, 0.377475, 24.374409, 1.91029,
           9.340095, 11.220524, 3.741759, 8.455965, 14.146267, 1.462862,
           8.676344, 0.104712, 0.105272, 0.898666, 9.066767, 0.000184,
           0.001984, 34.722313, 0.473359, 17.855412, 0.001402, 0.040113,
           0.011361, 5.641492, 17.979522, 0.711534, 0.000846, 23.281538,
           0.003556, 7.394365, 21.599336, 8.394694, 19.010057, 18.253967,
           3.696268, 0.226821, 19.25538, 27.574137, 8.450294, 15.599339,
           13.623312, 24.023344, 9.874053, 18.716705, 13.146774, 9.40951,
           5.265974], dtype=object)

  • s2:datatake_id
    (time)
    <U34
    'GS2A_20161108T102232_007212_N00...

    array(['GS2A_20161108T102232_007212_N00.01',
           'GS2A_20161115T101302_007312_N00.01',
           'GS2A_20161128T102352_007498_N00.01',
           'GS2A_20161205T101402_007598_N00.01',
           'GS2A_20161208T102422_007641_N00.01',
           'GS2A_20161215T101422_007741_N00.01',
           'GS2A_20161218T102432_007784_N00.01',
           'GS2A_20161225T101432_007884_N00.01',
           'GS2A_20161228T102432_007927_N00.01',
           'GS2A_20170716T102021_010787_N00.01',
           'GS2B_20180124T101309_004624_N00.01',
           'GS2B_20180308T102019_005239_N00.01',
           'GS2B_20180328T102019_005525_N02.06',
           'GS2A_20180402T102021_014505_N02.06',
           'GS2A_20180402T102021_014505_N05.00',
           'GS2B_20180407T102019_005668_N02.06',
           'GS2B_20180414T101019_005768_N02.06',
           'GS2B_20180417T102019_005811_N02.06',
           'GS2A_20180419T101031_014748_N02.06',
           'GS2A_20180422T102031_014791_N02.06',
    ...
           'GS2B_20240202T101139_036084_N05.10',
           'GS2B_20240205T102129_036127_N05.10',
           'GS2B_20240215T102029_036270_N05.10',
           'GS2A_20240220T102051_045250_N05.10',
           'GS2B_20240313T100709_036656_N05.10',
           'GS2B_20240316T101649_036699_N05.10',
           'GS2B_20240402T100549_036942_N05.10',
           'GS2A_20240407T100551_045922_N05.10',
           'GS2B_20240412T100559_037085_N05.10',
           'GS2B_20240425T101559_037271_N05.10',
           'GS2A_20240606T100601_046780_N05.10',
           'GS2A_20240619T102031_046966_N05.10',
           'GS2B_20240704T101559_038272_N05.10',
           'GS2A_20240709T102031_047252_N05.10',
           'GS2B_20240711T100559_038372_N05.10',
           'GS2B_20240714T101559_038415_N05.10',
           'GS2A_20240719T102021_047395_N05.10',
           'GS2B_20240721T100559_038515_N05.10',
           'GS2A_20240729T102021_047538_N05.11',
           'GS2B_20240731T100559_038658_N05.11'], dtype='<U34')

  • s2:datastrip_id
    (time)
    <U64
    'S2A_OPER_MSI_L2A_DS_SHIT_201905...

    array(['S2A_OPER_MSI_L2A_DS_SHIT_20190504T224516_S20161108T102425_N00.01',
           'S2A_OPER_MSI_L2A_DS_SHIT_20190504T225049_S20161115T101301_N00.01',
           'S2A_OPER_MSI_L2A_DS_SHIT_20190505T013016_S20161128T102354_N00.01',
           'S2A_OPER_MSI_L2A_DS_SHIT_20190505T201826_S20161205T101412_N00.01',
           'S2A_OPER_MSI_L2A_DS_SHIT_20190505T185759_S20161208T102418_N00.01',
           'S2A_OPER_MSI_L2A_DS_SHIT_20190505T054132_S20161215T101510_N00.01',
           'S2A_OPER_MSI_L2A_DS_SHIT_20190505T143721_S20161218T102606_N00.01',
           'S2A_OPER_MSI_L2A_DS_SHIT_20190505T122049_S20161225T101625_N00.01',
           'S2A_OPER_MSI_L2A_DS_SHIT_20190508T201139_S20161228T102428_N00.01',
           'S2A_OPER_MSI_L2A_DS_SHIT_20201008T134008_S20170716T102324_N00.01',
           'S2B_OPER_MSI_L2A_DS_SHIT_20200930T170455_S20180124T101352_N00.01',
           'S2B_OPER_MSI_L2A_DS_SHIT_20200315T002708_S20180308T102241_N00.01',
           'S2B_OPER_MSI_L2A_DS_SGS__20180328T155221_S20180328T102738_N02.07',
           'S2A_OPER_MSI_L2A_DS_SGS__20180402T155007_S20180402T102435_N02.07',
           'S2A_OPER_MSI_L2A_DS_S2RP_20230908T074848_S20180402T102435_N05.00',
           'S2B_OPER_MSI_L2A_DS_SGS__20180407T143030_S20180407T102020_N02.07',
           'S2B_OPER_MSI_L2A_DS_MPS__20180414T122253_S20180414T101536_N02.07',
           'S2B_OPER_MSI_L2A_DS_SGS__20180417T140522_S20180417T102021_N02.07',
           'S2A_OPER_MSI_L2A_DS_EPAE_20180419T111252_S20180419T101457_N02.07',
           'S2A_OPER_MSI_L2A_DS_SGS__20180422T141352_S20180422T102115_N02.07',
    ...
           'S2B_OPER_MSI_L2A_DS_2BPS_20240205T130705_S20240205T102125_N05.10',
           'S2B_OPER_MSI_L2A_DS_2BPS_20240215T144349_S20240215T102728_N05.10',
           'S2A_OPER_MSI_L2A_DS_2APS_20240220T144052_S20240220T102204_N05.10',
           'S2B_OPER_MSI_L2A_DS_2BPS_20240313T130248_S20240313T101407_N05.10',
           'S2B_OPER_MSI_L2A_DS_2BPS_20240316T134307_S20240316T102010_N05.10',
           'S2B_OPER_MSI_L2A_DS_2BPS_20240402T125254_S20240402T101127_N05.10',
           'S2A_OPER_MSI_L2A_DS_2APS_20240407T161451_S20240407T101319_N05.10',
           'S2B_OPER_MSI_L2A_DS_2BPS_20240412T125349_S20240412T100818_N05.10',
           'S2B_OPER_MSI_L2A_DS_2BPS_20240425T144136_S20240425T102113_N05.10',
           'S2A_OPER_MSI_L2A_DS_2APS_20240606T175100_S20240606T101605_N05.10',
           'S2A_OPER_MSI_L2A_DS_2APS_20240619T161551_S20240619T102251_N05.10',
           'S2B_OPER_MSI_L2A_DS_2BPS_20240704T130125_S20240704T102300_N05.10',
           'S2A_OPER_MSI_L2A_DS_2APS_20240709T142949_S20240709T102025_N05.10',
           'S2B_OPER_MSI_L2A_DS_2BPS_20240711T142740_S20240711T100555_N05.10',
           'S2B_OPER_MSI_L2A_DS_2BPS_20240714T125806_S20240714T102202_N05.10',
           'S2A_OPER_MSI_L2A_DS_2APS_20240719T141151_S20240719T102022_N05.10',
           'S2B_OPER_MSI_L2A_DS_2BPS_20240721T125344_S20240721T101252_N05.10',
           'S2A_OPER_MSI_L2A_DS_2APS_20240729T194952_S20240729T102559_N05.11',
           'S2B_OPER_MSI_L2A_DS_2BPS_20240731T125141_S20240731T101303_N05.11'],
          dtype='<U64')

  • s2:sequence
    (time)
    <U1
    '0' '0' '0' '0' ... '0' '0' '0' '0'

    array(['0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0',
           '0', '1', '0', '0', '0', '0', '0', '1', '0', '0', '0', '0', '0',
           '0', '0', '1', '0', '1', '0', '0', '3', '0', '0', '1', '0', '0',
           '0', '1', '0', '1', '0', '1', '0', '1', '0', '1', '0', '0', '1',
           '0', '1', '0', '0', '1', '0', '1', '0', '0', '0', '1', '0', '1',
           '0', '1', '0', '0', '0', '0', '0', '1', '0', '0', '1', '1', '0',
           '0', '1', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0',
           '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0',
           '1', '0', '0', '1', '0', '0', '0', '0', '1', '0', '0', '0', '0',
           '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0',
           '0', '0', '0', '0', '0', '0', '0', '0', '1', '0', '1', '1', '0',
           '1', '0', '1', '0', '0', '1', '1', '0', '1', '0', '1', '0', '1',
           '0', '1', '0', '0', '1', '1', '0', '1', '0', '0', '1', '0', '0',
           '1', '0', '1', '1', '0', '1', '0', '1', '0', '1', '0', '1', '1',
           '0', '0', '1', '1', '0', '1', '0', '1', '0', '1', '0', '1', '0',
           '1', '0', '1', '0', '1', '0', '1', '0', '1', '0', '0', '1', '1',
           '0', '0', '1', '1', '0', '1', '0', '1', '0', '0', '1', '1', '0',
           '1', '1', '0', '1', '0', '0', '1', '1', '0', '1', '0', '1', '0',
           '1', '1', '0', '1', '0', '1', '0', '0', '1', '0', '1', '0', '1',
           '1', '0', '1', '0', '1', '0', '1', '0', '1', '0', '1', '0', '0',
    ...
           '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '1', '0', '1',
           '4', '1', '0', '0', '1', '0', '0', '1', '0', '1', '1', '0', '1',
           '1', '0', '1', '0', '1', '0', '1', '0', '1', '0', '2', '1', '0',
           '1', '0', '0', '0', '3', '0', '1', '0', '0', '1', '0', '1', '0',
           '0', '0', '0', '0', '2', '1', '0', '0', '1', '1', '0', '0', '0',
           '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0',
           '0', '0', '0', '0', '1', '0', '0', '0', '0', '0', '0', '0', '0',
           '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0',
           '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0',
           '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0',
           '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0',
           '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0',
           '0', '0', '0', '0', '0', '1', '0', '0', '0', '0', '0', '0', '0',
           '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0',
           '0', '0', '0', '0', '0', '0', '0', '0', '0', '1', '0', '0', '0',
           '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0',
           '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '1', '0',
           '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0',
           '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0'],
          dtype='<U1')

  • s2:water_percentage
    (time)
    object
    1.504413 1.718854 ... 0.310865

    array([1.504413, 1.718854, 3.750497, 5.19834, 4.202895, 5.982503,
           5.592868, 0.682943, 31.421277, 0.457302, 3.741326, 0.329686,
           0.137873, 0.251412, 0.207097, 0.311848, 0.187913, 0.748155,
           0.268118, 0.917805, 0.346678, 1.027319, 0.182953, 0.235848,
           0.161967, 0.30532, 0.296117, 0.199112, 0.302033, 0.207728,
           0.298044, 0.153642, 0.262637, 0.284372, 0.403837, 0.361408,
           0.311333, 0.208107, 0.228894, 0.733601, 0.481042, 0.870363,
           0.505945, 0.498155, 0.287794, 0.78802, 0.484242, 0.739641,
           0.433322, 0.387519, 0.320885, 0.339086, 0.216817, 0.239804,
           0.502102, 0.512012, 0.38304, 0.15999, 0.179624, 0.360799, 0.502129,
           0.528028, 0.398496, 0.581379, 0.47856, 0.38205, 0.335327, 0.360114,
           0.442522, 0.473364, 0.515944, 0.437068, 0.287278, 0.4192, 0.410198,
           0.412134, 1.218079, 1.122079, 2.736997, 0.383933, 3.262112,
           3.777596, 2.441926, 4.288, 2.21597, 4.562909, 6.20664, 6.035033,
           3.73672, 1.822639, 1.770222, 2.079403, 3.079769, 3.804602,
           3.897338, 3.085545, 1.816523, 1.497153, 0.651507, 0.778276,
           1.235006, 0.903938, 0.837586, 0.65733, 0.150598, 0.293363,
           0.637001, 1.1716, 0.164873, 0.259702, 0.334246, 0.448729, 0.307843,
           0.242375, 0.92161, 0.772722, 0.133682, 0.344684, 0.565763,
           0.298453, 0.597798, 0.398205, 0.621998, 0.363154, 0.480731,
    ...
           0.497321, 0.575055, 0.400311, 0.605421, 0.261001, 0.175836,
           0.320334, 0.22449, 0.355919, 0.282438, 0.342643, 0.133591,
           0.283685, 0.324117, 0.290836, 0.174197, 0.087594, 0.189686,
           0.330035, 0.289531, 0.46315, 0.507778, 0.551168, 0.440705,
           0.138527, 0.369083, 0.202523, 0.417129, 0.854446, 0.217792,
           0.33675, 0.297011, 0.337343, 0.233417, 0.280115, 0.275832,
           0.266206, 0.321339, 0.268428, 0.315168, 1.798932, 0.217226,
           0.009525, 0.137276, 0.233218, 0.248285, 0.160068, 0.149571,
           0.274109, 0.284879, 0.271986, 0.295075, 0.173186, 0.260679,
           0.111241, 0.33715, 0.285097, 0.316011, 0.376616, 0.373957, 0.35324,
           0.169409, 0.352079, 0.240557, 0.648204, 0.80669, 0.348788,
           0.190142, 0.244989, 0.405194, 0.365911, 0.352285, 0.321201,
           0.267756, 0.241345, 0.24223, 0.227511, 0.2412, 0.40577, 0.237315,
           0.268894, 0.338722, 0.409835, 0.078322, 0.430929, 0.482885,
           0.30369, 0.299309, 0.34798, 0.322398, 0.211977, 0.078965, 0.279316,
           0.322754, 0.300769, 0.307423, 0.000961, 0.197571, 0.193269,
           0.273897, 0.288603, 0.192819, 0.105055, 0.249384, 0.22121,
           0.221035, 0.153686, 0.094502, 0.220348, 0.140289, 0.168752,
           0.298428, 0.297432, 0.29728, 0.232478, 0.299669, 0.348877,
           0.284342, 0.341176, 0.310865], dtype=object)

  • eo:cloud_cover
    (time)
    object
    41.069562 21.447816 ... 8.426949

    array([41.069562, 21.447816, 11.598649, 10.061224, 3.851569, 7.517994,
           2.810787, 39.132269, 4.720581, 2.15216, 1.541246, 19.125673,
           47.678897, 3.834101, 6.280085, 16.952058, 8.727837, 30.72951,
           2.674829, 4.552688, 4.418409, 20.214072, 49.83463, 10.581071,
           46.402426, 31.676527, 7.234149, 24.42363, 25.80952, 23.797498,
           30.567166, 46.61635, 19.853057, 22.522238, 13.492065, 15.118092,
           19.236591, 39.519855, 37.046246, 13.169393, 17.030643, 18.697968,
           23.762882, 38.294726, 45.964068, 19.968619, 25.822678, 31.229971,
           38.823864, 46.84215, 3.373786, 2.514534, 26.934207, 28.672209,
           43.542319, 7.194714, 10.379995, 26.732709, 23.252083, 33.098901,
           20.8583, 7.879354, 10.726496, 8.352265, 9.216487, 4.837517,
           2.928733, 17.709343, 1.704095, 6.757104, 0.67771, 6.954368,
           6.32541, 12.505874, 28.060476, 38.250858, 16.466745, 18.412351,
           4.073465, 2.857099, 14.242911, 5.674732, 19.649089, 7.09399,
           36.919026, 24.528939, 11.391846, 3.902341, 38.474256, 32.388538,
           42.434923, 24.591762, 17.93394, 10.680875, 4.573463, 20.680956,
           17.612226, 24.117596, 41.138558, 35.529186, 4.520082, 1.078002,
           4.77241, 1.534389, 9.404364, 11.871402, 6.313679, 27.36025,
           44.61342, 26.606328, 2.158201, 17.990307, 7.296045, 7.765829,
           21.818134, 25.100749, 38.186185, 27.968077, 13.582733, 23.302598,
    ...
           26.330325, 40.784469, 2.402994, 15.976843, 0.52725, 4.817105,
           10.5659, 48.122761, 6.449366, 8.086682, 7.355139, 18.183808,
           37.712303, 48.884797, 11.94944, 33.000481, 0.02601, 6.662971,
           2.900379, 19.656011, 41.591963, 44.540852, 44.327056, 6.363313,
           21.48352, 22.684729, 4.892157, 14.121178, 0.054077, 40.748751,
           20.435607, 0.72165, 3.808256, 6.293791, 0.033228, 16.789953,
           48.541638, 29.613996, 43.045977, 48.707432, 4.215643, 4.834266,
           46.519685, 40.540093, 4.372006, 25.240481, 31.735489, 30.210713,
           46.491379, 18.25978, 49.014699, 5.129277, 36.931852, 5.725601,
           16.680434, 22.538827, 27.080336, 43.213615, 1.472099, 30.483916,
           0.146099, 0.14198, 28.498003, 48.432013, 25.710425, 0.906273,
           0.159996, 0.011871, 5.649614, 9.025275, 16.841747, 41.60057,
           25.579396, 22.809632, 25.47338, 15.193404, 39.881942, 23.988649,
           6.604924, 43.671069, 0.388782, 0.494723, 9.984293, 22.207138,
           0.004815, 0.005468, 46.385601, 33.254492, 25.464171, 0.021972,
           0.733797, 0.164781, 46.009505, 42.914566, 17.326953, 0.086967,
           38.950747, 12.565641, 30.155969, 45.86626, 17.328979, 45.116866,
           43.148625, 23.972516, 1.387036, 32.70888, 48.39268, 14.262016,
           24.792239, 23.972522, 36.110991, 18.909839, 31.210771, 21.87788,
           16.663046, 8.426949], dtype=object)

  • s2:snow_ice_percentage
    (time)
    object
    27.784669 24.088357 ... 1.11413

    array([27.784669, 24.088357, 12.01432, 6.756805, 18.257032, 7.929872,
           15.523706, 14.1028, 13.105176, 2.482953, 41.874111, 38.054755,
           29.105544, 46.408647, 49.294683, 42.403331, 44.81712, 33.760557,
           40.94322, 37.729022, 40.871131, 29.619467, 6.226337, 7.181017,
           2.263783, 4.466031, 5.112977, 3.735559, 4.477243, 3.101788,
           2.707154, 2.863852, 1.885674, 1.977386, 2.691312, 2.010621,
           2.335911, 0.853096, 1.786002, 1.566542, 1.549209, 1.413358,
           1.127203, 1.053642, 1.074078, 1.079661, 1.117926, 0.994811,
           0.349802, 0.943333, 3.070256, 2.750362, 2.569779, 2.207145,
           2.843166, 2.103161, 2.245224, 1.899111, 2.143112, 1.110504,
           1.204761, 1.079357, 1.333265, 1.137872, 1.144197, 1.223891,
           1.669789, 0.917607, 5.126894, 2.26436, 1.823938, 1.496849, 2.03434,
           1.174282, 4.306043, 2.49147, 18.432114, 13.220793, 15.616176,
           17.559014, 21.089551, 28.994197, 23.514944, 27.189371, 20.275131,
           17.327371, 16.612405, 24.266791, 28.621924, 31.858984, 29.047713,
           28.926018, 25.505683, 20.894566, 28.837514, 26.360264, 43.431687,
           43.825087, 37.590456, 26.882216, 41.128185, 43.958402, 41.597959,
           38.421527, 45.94672, 40.83612, 35.859022, 37.780914, 20.941679,
           16.406852, 37.887084, 29.257828, 30.404931, 32.947722, 37.115005,
           26.511607, 30.256045, 28.161886, 34.353489, 26.708639, 31.038001,
    ...
           0.490363, 0.676011, 1.743756, 1.994511, 5.051956, 3.813769,
           9.905329, 7.070265, 2.388731, 4.252539, 2.476867, 6.622697,
           4.938019, 3.752794, 4.803896, 17.08249, 20.282902, 22.354606,
           28.452042, 38.293633, 50.632572, 32.254806, 40.644246, 34.415573,
           35.053647, 31.311017, 41.91151, 41.299132, 42.067054, 37.276304,
           40.487778, 23.744838, 29.628363, 41.865122, 39.415351, 37.776324,
           38.428423, 27.669129, 0.004104, 24.537559, 44.146532, 13.274577,
           33.424702, 33.85416, 23.711519, 23.271571, 35.477185, 16.272426,
           10.053248, 7.575592, 4.347549, 8.614716, 5.018317, 7.308058,
           0.900351, 4.086526, 1.831711, 1.599577, 1.116739, 0.70867,
           1.874071, 0.06656, 0.99591, 0.957568, 0.057979, 2.044273, 1.684397,
           1.578652, 1.275221, 6.115932, 2.634674, 1.631853, 1.92525,
           0.166125, 1.446456, 1.020859, 8.751326, 45.747039, 15.162124,
           21.74025, 23.088582, 40.691292, 28.508115, 38.474396, 41.563949,
           27.87376, 33.290187, 30.081186, 23.267132, 37.309411, 32.063851,
           44.248313, 40.702555, 39.542842, 51.092553, 24.112888, 44.003937,
           36.57873, 18.999927, 35.454279, 46.956751, 19.322889, 40.440008,
           20.571445, 29.437009, 45.160949, 41.608524, 33.789584, 9.523747,
           12.056041, 6.472951, 2.658968, 0.932495, 3.03374, 1.676389,
           1.103065, 1.480092, 1.11413], dtype=object)

  • s2:nodata_pixel_percentage
    (time)
    object
    11.344289 7e-05 ... 0.001181

    array([11.344289, 7e-05, 11.747443, 0.001022, 11.865249, 0.002024,
           11.836424, 0.000362, 10.520035, 11.043341, 4.3e-05, 10.245421,
           12.794904, 11.317464, 11.346283, 11.001211, 2.7e-05, 11.111417,
           2e-05, 11.571965, 11.595662, 2.7e-05, 11.066161, 10.928832,
           6.6e-05, 10.795923, 8e-05, 11.048497, 11.23339, 11.096473,
           11.123971, 3e-06, 7e-06, 0, 3e-06, 0.00151, 0, 11.023819, 0.001437,
           11.483508, 11.501435, 10.923424, 11.122103, 10.717951, 10.946921,
           1.3e-05, 0, 11.634035, 11.675496, 0.000587, 4e-05, 3e-06,
           10.717805, 10.919227, 2e-05, 12.038583, 12.075976, 0, 0, 2.7e-05,
           12.22479, 5.3e-05, 0.005796, 10.700449, 10.900345, 0.000242, 0,
           11.405729, 11.032376, 11.439073, 11.349372, 11.473005, 11.499272,
           0.000182, 11.398316, 0.000474, 49.428576, 32.672429, 10.884938,
           10.924758, 10.653226, 11.576372, 0.000249, 10.933898, 0.000239,
           10.632814, 0.005007, 11.328419, 0.00277, 10.635065, 0.000332,
           0.000508, 10.807973, 10.97355, 0.002422, 0.002389, 11.058175,
           0.000508, 0.000445, 10.979612, 0.001121, 10.948487, 0.000491,
           0.000936, 11.038543, 10.811792, 0.000382, 10.160348, 3e-06,
           0.001981, 10.554736, 0.000325, 14.97362, 0.000202, 11.015444,
           3.6e-05, 11.414159, 11.207292, 11.529136, 7e-06, 2e-05, 11.447613,
           0.000514, 2.7e-05, 10.920299, 5.3e-05, 3e-06, 11.247544, 5e-05,
    ...
           12.164177, 0, 12.070776, 12.308115, 7e-06, 12.217597, 3e-06, 1e-05,
           11.877804, 0, 11.661288, 3e-06, 11.927645, 2.3e-05, 11.74023,
           11.697774, 3e-06, 11.320872, 3e-06, 0.001938, 10.702138, 1.3e-05,
           12.294621, 11.665595, 12.059389, 9.6e-05, 11.80233, 11.769152,
           9e-05, 11.412325, 11.32132, 10.794752, 0.004187, 11.296465, 3e-06,
           11.200225, 11.854957, 0.005969, 0.00922, 11.139993, 11.30052,
           11.232989, 3e-05, 11.290652, 0, 11.026503, 11.567543, 0.010876,
           10.651354, 11.111413, 0.001556, 10.736587, 1.3e-05, 11.414697,
           2e-05, 11.467315, 4e-05, 11.033387, 11.512566, 0, 0, 11.311714,
           3e-06, 0, 12.116556, 12.139466, 3e-06, 11.745448, 12.079591, 0, 0,
           11.826679, 0, 11.629215, 11.422481, 11.789437, 0, 11.54175, 0,
           11.803597, 0, 0, 11.684892, 11.896092, 81.468892, 0, 0, 0,
           12.411624, 0, 0, 11.515699, 0, 11.529461, 11.169057, 10.581667,
           3e-06, 11.6096, 7e-06, 11.626706, 11.376157, 0.02068, 10.608511,
           0.001184, 10.757075, 0.000358, 2.3e-05, 11.586886, 5e-05, 0,
           12.101274, 5.6e-05, 10.998826, 0.000129, 11.340328, 9.860992,
           7.3e-05, 11.001251, 0.003563, 0.008464, 10.991682, 11.893152,
           11.02204, 0.001387, 11.268509, 0, 0, 0, 11.891709, 0, 11.99222,
           11.736514, 11.367723, 3e-06, 11.474119, 10.669092, 0, 11.29414,
           0.001181], dtype=object)

  • instruments
    ()
    <U3
    'msi'

    array('msi', dtype='<U3')

  • processing:software
    (time)
    object
    {'sentinel2-to-stac': '0.1.0'} ....

    array([{'sentinel2-to-stac': '0.1.0'}, {'sentinel2-to-stac': '0.1.0'},
           {'sentinel2-to-stac': '0.1.0'}, {'sentinel2-to-stac': '0.1.0'},
           {'sentinel2-to-stac': '0.1.0'}, {'sentinel2-to-stac': '0.1.0'},
           {'sentinel2-to-stac': '0.1.0'}, {'sentinel2-to-stac': '0.1.0'},
           {'sentinel2-to-stac': '0.1.0'}, {'sentinel2-to-stac': '0.1.0'},
           {'sentinel2-to-stac': '0.1.0'}, {'sentinel2-to-stac': '0.1.0'},
           {'sentinel2-to-stac': '0.1.0'}, {'sentinel2-to-stac': '0.1.0'},
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.0'},
           {'sentinel2-to-stac': '0.1.0'}, {'sentinel2-to-stac': '0.1.0'},
           {'sentinel2-to-stac': '0.1.0'}, {'sentinel2-to-stac': '0.1.0'},
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.0'},
           {'sentinel2-to-stac': '0.1.0'}, {'sentinel2-to-stac': '0.1.0'},
           {'sentinel2-to-stac': '0.1.0'}, {'sentinel2-to-stac': '0.1.0'},
           {'sentinel2-to-stac': '0.1.0'}, {'sentinel2-to-stac': '0.1.0'},
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.0'},
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.0'},
           {'sentinel2-to-stac': '0.1.0'}, {'sentinel2-to-stac': '0.1.1'},
           {'sentinel2-to-stac': '0.1.0'}, {'sentinel2-to-stac': '0.1.0'},
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.0'},
           {'sentinel2-to-stac': '0.1.0'}, {'sentinel2-to-stac': '0.1.0'},
    ...
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.1'},
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.1'},
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.1'},
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.1'},
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.1'},
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.1'},
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.1'},
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.1'},
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.1'},
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.1'},
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.1'},
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.1'},
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.1'},
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.1'},
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.1'},
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.1'},
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.1'},
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.1'},
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.1'}],
          dtype=object)

  • mgrs:grid_square
    ()
    <U2
    'PS'

    array('PS', dtype='<U2')

  • s2:saturated_defective_pixel_percentage
    ()
    int64
    0

    array(0)

  • view:sun_elevation
    (time)
    float64
    26.4 24.21 21.65 ... 59.96 58.69

    array([26.39590817, 24.205512  , 21.65441999, 20.23442729, 20.18551916,
           19.22450817, 19.42218358, 18.94706454, 19.40650105, 62.54811902,
           22.5064948 , 37.09649697, 45.09552022, 47.07100484, 47.07084319,
           49.00103354, 50.98806745, 52.69318301, 52.7654197 , 54.42804858,
           54.42790188, 54.44826435, 63.92369553, 64.90966251, 64.07279512,
           64.90532109, 63.98612537, 64.73636857, 64.73624903, 64.41612049,
           64.41599831, 63.35876078, 62.83388744, 62.83374528, 62.16862801,
           61.38682708, 61.38669456, 60.72217298, 59.47145257, 59.62764779,
           59.62754935, 58.41870318, 58.41861182, 55.72254359, 55.72246811,
           54.4356281 , 54.43553891, 54.25188739, 54.25182089, 52.95469901,
           51.41688452, 51.41680955, 49.38517917, 49.38513506, 48.13245301,
           47.65161757, 47.65158072, 46.40315996, 46.40311179, 44.64353877,
           44.04875817, 42.84495484, 42.84492086, 42.20610651, 42.20609028,
           41.03021277, 41.03018631, 40.35318189, 38.49544136, 36.648674  ,
           34.82418768, 33.03725258, 33.0372625 , 32.0127915 , 31.30163135,
           30.3143301 , 24.32695408, 24.32695408, 23.8692546 , 23.86927461,
           21.73979145, 20.90751686, 20.29879525, 20.23896161, 19.68919913,
           19.74889003, 19.25392332, 19.43967864, 19.00613935, 19.32154873,
           18.94167266, 19.38368838, 20.09424264, 22.51456406, 22.45558389,
           23.64231431, 26.36366484, 26.4341079 , 28.01296315, 29.5709547 ,
    ...
           19.48838005, 18.94109845, 19.36153933, 19.03091209, 19.58343827,
           19.9939942 , 21.24787085, 22.30793508, 23.41586666, 23.39662121,
           24.67588915, 24.69972779, 26.07674253, 26.13680522, 27.6020499 ,
           27.69672894, 29.23914735, 32.79691057, 34.87111703, 36.82976964,
           40.60516655, 44.80877197, 46.76673115, 48.54135711, 52.26422667,
           52.34569741, 55.67922874, 63.07377118, 63.23059353, 63.96271418,
           64.89528189, 64.07824429, 64.92826325, 64.79685111, 64.0766522 ,
           62.97937244, 62.78298529, 61.59358397, 61.94207286, 59.73067685,
           56.16023756, 56.07932404, 54.62143531, 53.08636994, 51.80081634,
           50.20554615, 48.54789524, 48.08206183, 46.83736696, 41.47512568,
           40.80450506, 39.64725151, 38.94669311, 37.09555365, 35.26266248,
           34.19717759, 30.02779624, 27.5005283 , 24.16539933, 22.99263798,
           22.26578343, 21.9653671 , 21.28921722, 20.38501605, 19.81983003,
           19.34482232, 19.49941672, 19.04805756, 18.94324787, 19.35725492,
           19.29253712, 20.55266727, 20.3872587 , 21.32148605, 22.25468545,
           22.19250871, 23.36022166, 23.33505279, 24.63199092, 26.00583421,
           29.16237107, 30.8921064 , 38.71117217, 40.51030392, 46.67165713,
           48.59459603, 50.46345016, 55.5993827 , 63.66615398, 64.93282261,
           64.10063185, 63.526646  , 62.37796409, 62.81748362, 61.97996686,
           60.76166497, 59.96049409, 58.68899611])

  • s2:processing_baseline
    (time)
    <U5
    '00.01' '00.01' ... '05.11' '05.11'

    array(['00.01', '00.01', '00.01', '00.01', '00.01', '00.01', '00.01',
           '00.01', '00.01', '00.01', '00.01', '00.01', '02.07', '02.07',
           '05.00', '02.07', '02.07', '02.07', '02.07', '02.07', '05.00',
           '02.07', '02.08', '02.08', '02.08', '02.08', '02.08', '02.08',
           '05.00', '02.08', '05.00', '02.08', '02.08', '05.00', '02.08',
           '02.08', '05.00', '02.08', '02.08', '02.08', '05.00', '02.08',
           '05.00', '02.08', '05.00', '02.08', '05.00', '02.08', '05.00',
           '02.08', '02.08', '05.00', '02.08', '05.00', '02.08', '02.08',
           '05.00', '02.08', '05.00', '02.08', '02.08', '02.08', '05.00',
           '02.08', '05.00', '02.08', '05.00', '02.08', '02.08', '02.09',
           '02.09', '02.09', '05.00', '02.09', '02.09', '02.09', '02.10',
           '02.10', '02.10', '05.00', '02.11', '02.11', '02.11', '02.11',
           '02.11', '02.11', '02.11', '02.11', '02.11', '02.11', '02.11',
           '02.11', '02.11', '02.11', '02.11', '02.11', '02.11', '02.11',
           '02.11', '02.11', '02.11', '02.11', '02.11', '02.11', '05.00',
           '02.11', '02.11', '02.11', '02.11', '02.11', '02.11', '02.11',
           '02.11', '02.11', '02.11', '02.11', '02.11', '02.11', '02.11',
           '02.12', '02.12', '02.12', '02.12', '02.12', '02.12', '02.12',
           '02.12', '02.12', '02.12', '02.12', '02.13', '02.13', '02.13',
           '02.13', '02.13', '02.13', '02.13', '02.13', '05.00', '02.13',
    ...
           '04.00', '04.00', '04.00', '04.00', '04.00', '04.00', '04.00',
           '04.00', '04.00', '04.00', '04.00', '04.00', '04.00', '04.00',
           '04.00', '04.00', '04.00', '04.00', '04.00', '04.00', '04.00',
           '04.00', '04.00', '04.00', '04.00', '04.00', '04.00', '04.00',
           '04.00', '04.00', '04.00', '04.00', '04.00', '04.00', '04.00',
           '04.00', '05.09', '05.09', '05.09', '05.09', '05.09', '05.09',
           '05.09', '05.09', '05.09', '05.09', '05.09', '05.09', '05.09',
           '05.09', '05.09', '05.09', '05.09', '05.09', '05.09', '05.09',
           '05.09', '05.09', '05.09', '05.09', '05.09', '05.09', '05.09',
           '05.09', '05.09', '05.09', '05.09', '05.09', '05.09', '05.09',
           '05.09', '05.09', '05.09', '05.09', '05.09', '05.09', '05.09',
           '05.09', '05.09', '05.09', '05.09', '05.09', '05.09', '05.09',
           '05.09', '05.09', '05.09', '05.09', '05.09', '05.09', '05.09',
           '05.09', '05.09', '05.09', '05.09', '05.09', '05.09', '05.09',
           '05.09', '05.09', '05.09', '05.09', '05.10', '05.10', '05.10',
           '05.10', '05.10', '05.10', '05.10', '05.10', '05.10', '05.10',
           '05.10', '05.10', '05.10', '05.10', '05.10', '05.10', '05.10',
           '05.10', '05.10', '05.10', '05.10', '05.10', '05.10', '05.10',
           '05.10', '05.10', '05.10', '05.10', '05.10', '05.10', '05.10',
           '05.11', '05.11'], dtype='<U5')

  • mgrs:latitude_band
    ()
    <U1
    'T'

    array('T', dtype='<U1')

  • s2:not_vegetated_percentage
    (time)
    object
    1.850666 4.228496 ... 10.899296

    array([1.850666, 4.228496, 7.866596, 11.060949, 10.80196, 11.759213,
           10.898712, 6.529424, 12.187208, 13.651107, 5.272284, 7.655315,
           5.267968, 10.401686, 12.968789, 7.31592, 7.391331, 4.424916,
           8.627239, 7.07835, 9.385534, 5.349944, 2.411655, 8.395863,
           3.896582, 4.001577, 11.015609, 7.485414, 9.71804, 8.355864,
           8.719684, 3.643551, 8.364233, 10.362255, 9.503718, 9.042459,
           9.856208, 3.846677, 3.862919, 7.077086, 8.180296, 6.582968,
           7.424086, 5.27234, 5.134078, 6.961165, 8.391456, 3.755952,
           3.793259, 3.145841, 9.698479, 12.791839, 5.035986, 7.563724,
           3.338026, 9.456579, 10.631576, 11.160331, 15.452218, 6.442651,
           5.584083, 10.042912, 15.553103, 9.956042, 16.239601, 11.685424,
           18.599324, 8.045232, 10.396021, 13.648659, 16.195506, 15.637991,
           21.9164, 13.308746, 7.287064, 15.091103, 8.385492, 8.044619,
           8.486618, 14.866571, 6.014945, 4.558588, 4.700803, 4.546402,
           3.440561, 5.254788, 6.795955, 6.869552, 1.793246, 2.582273,
           1.757581, 5.006273, 8.500122, 10.533302, 9.834492, 5.023607,
           3.017239, 2.287781, 0.820877, 4.444554, 9.232897, 10.284705,
           10.190202, 14.832933, 23.231041, 12.55146, 13.36088, 5.756466,
           9.001599, 13.570227, 17.157021, 14.309764, 17.832597, 16.072802,
           5.503632, 7.353356, 3.605929, 4.067833, 5.825366, 4.843919,
    ...
           18.37686, 23.136681, 17.852755, 20.285834, 20.508453, 15.069558,
           27.239719, 21.57781, 28.793129, 29.626286, 28.098264, 8.571147,
           18.128866, 10.116168, 16.192998, 12.330247, 9.8976, 11.2476,
           5.357644, 8.046271, 5.154646, 16.186079, 10.286433, 13.848531,
           15.178104, 15.966383, 18.953867, 12.597392, 19.574127, 21.29727,
           21.753474, 19.76392, 25.189388, 26.768169, 12.246516, 21.055792,
           8.866422, 17.248513, 18.377571, 18.198106, 6.820399, 9.14625,
           12.917934, 5.726046, 6.347982, 6.160212, 4.302259, 9.980833,
           8.529211, 12.635748, 4.285006, 11.879613, 9.385792, 9.010481,
           7.480057, 8.053344, 13.6323, 5.551677, 14.414392, 13.95905,
           5.679367, 6.713279, 17.538419, 15.492672, 14.695184, 16.349232,
           21.3213, 18.939453, 24.10405, 12.138306, 23.731202, 16.289024,
           9.316306, 7.557344, 9.095255, 10.608844, 13.771431, 7.617597,
           13.815728, 12.283253, 13.0456, 9.993347, 11.02363, 11.625505,
           6.65611, 7.66367, 8.009715, 11.809688, 10.882354, 12.613879,
           1.545668, 8.63302, 10.747389, 15.554348, 13.825415, 16.494243,
           8.880005, 12.378463, 15.76881, 13.849302, 4.752048, 9.900992,
           15.871248, 3.958939, 4.12778, 10.271367, 9.288954, 8.381598,
           4.899881, 10.991374, 6.324165, 7.466637, 12.102448, 10.899296],
          dtype=object)

  • constellation
    ()
    <U10
    'sentinel-2'

    array('sentinel-2', dtype='<U10')

  • mgrs:utm_zone
    ()
    int64
    32

    array(32)

  • view:sun_azimuth
    (time)
    float64
    171.5 168.9 171.0 ... 153.6 149.6

    array([171.5007273 , 168.92490676, 170.96072959, 167.99361455,
           170.15238598, 167.0355798 , 169.09208589, 165.86605548,
           167.87440027, 151.8234341 , 162.06246073, 161.48055258,
           161.03048343, 160.9519171 , 160.95112871, 160.81618265,
           156.78913455, 160.46385391, 156.45750616, 160.2253509 ,
           160.22455127, 156.02263791, 155.27317745, 152.83638728,
           147.65420999, 152.22550532, 147.1117255 , 151.74945113,
           151.74878145, 151.47727705, 151.47658522, 146.60408966,
           146.67333877, 146.67269084, 146.91503921, 147.40016803,
           147.39956026, 152.94487906, 148.88927457, 153.80282295,
           153.80222764, 154.73201122, 154.73144359, 156.9319696 ,
           156.93146092, 153.42354152, 153.42306518, 158.17054056,
           158.17006024, 154.6983214 , 156.08112615, 156.08067921,
           161.84701777, 161.84660492, 158.74477123, 163.09527317,
           163.09488371, 159.99586242, 159.9955005 , 161.26508398,
           165.36443555, 162.42650069, 162.42618386, 166.39968581,
           166.39938157, 163.54732205, 163.54703611, 167.38063227,
           168.25269251, 169.03986194, 169.71734634, 170.29303203,
           170.2928916 , 167.62788748, 170.76211313, 168.11618079,
           168.91007201, 168.91007201, 171.42368365, 171.42370234,
    ...
           158.72418619, 158.50331495, 161.28278774, 157.64356609,
           157.40157412, 160.86292985, 160.52641076, 156.54997454,
           159.96463856, 156.32995594, 150.26051598, 148.55123199,
           153.04007015, 147.83440439, 152.38209278, 151.86139378,
           151.4017494 , 146.655415  , 151.71872688, 147.28757912,
           152.17871704, 148.69340231, 151.88678111, 156.71903071,
           157.90817583, 159.14492352, 155.78183318, 157.13466702,
           158.46481888, 162.8460576 , 159.76827233, 163.32519197,
           167.18709929, 164.35839602, 168.08171234, 168.8822853 ,
           169.57090958, 166.88877653, 171.06207647, 168.72569309,
           171.47568303, 171.3100807 , 168.71631465, 171.06438525,
           168.45493437, 170.31991908, 167.70903612, 167.23481897,
           169.3113159 , 166.67909196, 166.109218  , 168.12467089,
           164.83860768, 166.18572812, 163.52070581, 165.57915495,
           164.95432319, 162.26921514, 164.4182638 , 161.66706566,
           161.12775635, 163.4160526 , 162.61401966, 162.27122184,
           158.24366968, 161.28591764, 157.41184988, 157.16625884,
           156.89116327, 159.9773387 , 149.43187244, 152.42716915,
           151.39758869, 151.4393118 , 146.82715355, 151.6846444 ,
           152.1186457 , 147.85885242, 153.55374566, 149.56242668])

  • s2:datatake_type
    ()
    <U8
    'INS-NOBS'

    array('INS-NOBS', dtype='<U8')

  • s2:reflectance_conversion_factor
    (time)
    float64
    1.018 1.021 1.027 ... 0.9694 0.9698

    array([1.01776269, 1.02115259, 1.02663539, 1.0290544 , 1.02996701,
           1.03177239, 1.03240681, 1.03353809, 1.03387299, 0.96766846,
           1.03275145, 1.01717327, 1.00626263, 1.00339524, 1.00339524,
           1.00051506, 0.99650591, 0.99480151, 0.99368148, 0.99200973,
           0.99200973, 0.99091541, 0.97369611, 0.96966227, 0.96927142,
           0.96874902, 0.96844785, 0.96806233, 0.96806233, 0.96760654,
           0.96760654, 0.96748991, 0.96736157, 0.96736157, 0.96746857,
           0.96781022, 0.96781022, 0.96884013, 0.96918738, 0.96977843,
           0.96977843, 0.97093672, 0.97093672, 0.9738823 , 0.9738823 ,
           0.97456457, 0.97456457, 0.97565056, 0.97565056, 0.97640681,
           0.9784261 , 0.9784261 , 0.98199457, 0.98199457, 0.982941  ,
           0.98440865, 0.98440865, 0.98540622, 0.98540622, 0.98798784,
           0.989589  , 0.99066793, 0.99066793, 0.99231933, 0.99231933,
           0.99342775, 0.99342775, 0.99511768, 0.99796397, 1.0008376 ,
           1.00371742, 1.0065821 , 1.0065821 , 1.00771496, 1.00941007,
           1.01052225, 1.02087116, 1.02087116, 1.02225236, 1.02225236,
           1.0264083 , 1.02820367, 1.02886193, 1.02979035, 1.03036167,
           1.03115518, 1.03163472, 1.03228662, 1.03267037, 1.03317513,
           1.03345984, 1.03427578, 1.03431872, 1.03313449, 1.03280476,
           1.0318056 , 1.0297125 , 1.02910139, 1.02741898, 1.02630891,
    ...
           1.03203565, 1.03329237, 1.03368259, 1.03389044, 1.03412691,
           1.0343128 , 1.03370029, 1.03331482, 1.03247293, 1.03206893,
           1.03138687, 1.03088758, 1.03006521, 1.0294755 , 1.0285198 ,
           1.02784382, 1.02676265, 1.02267481, 1.01941998, 1.01692638,
           1.01269657, 1.00598678, 1.00311747, 1.00138341, 0.99565561,
           0.99452949, 0.99010182, 0.9760076 , 0.97353759, 0.97067736,
           0.96998117, 0.96956438, 0.96900125, 0.96824559, 0.96742684,
           0.96737554, 0.96754629, 0.96768237, 0.96795782, 0.96892094,
           0.97245185, 0.97338675, 0.97509671, 0.97699324, 0.97779824,
           0.97993323, 0.98222178, 0.98366565, 0.98464849, 0.99258715,
           0.9942669 , 0.99539154, 0.99710142, 0.99996892, 1.00284967,
           1.00399623, 1.01135186, 1.01512537, 1.02156673, 1.0237838 ,
           1.0246201 , 1.02582808, 1.02659145, 1.02933466, 1.02993289,
           1.03127534, 1.03197058, 1.03238372, 1.03324812, 1.03364753,
           1.03421885, 1.03425044, 1.0341547 , 1.03393243, 1.03335751,
           1.03305788, 1.03253081, 1.03213239, 1.03096562, 1.03015154,
           1.02687454, 1.02493213, 1.01447551, 1.01286059, 1.00329102,
           1.00041075, 0.99753981, 0.99026514, 0.9720913 , 0.9690535 ,
           0.96743786, 0.96736577, 0.96740262, 0.96752894, 0.96792672,
           0.96814963, 0.96941324, 0.9698166 ])

  • s2:degraded_msi_data_percentage
    (time)
    object
    0 0 0 0 ... 0.0385 0.0256 0.0303

    array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0.1174, 0, 0, 0, 0, 0,
           0.0259, 0, 0, 0, 0, 0, 0, 0, 0.0201, 0, 0.0298, 0, 0, 0.0321, 0, 0,
           0.0317, 0, 0, 0, 0.0343, 0, 0.0342, 0, 0.0186, 0, 0.0361, 0,
           0.0695, 0, 0, 0.0312, 0, 0.0132, 0, 0, 0.0257, 0, 0.0109, 0, 0, 0,
           0.011, 0, 0.0129, 0, 0.0315, 0, 0, 0, 0, 0, 0.0249, 0, 0, 0, 0, 0,
           0, 0.0248, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
           0, 0, 0, 0, 0, 0.0129, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
           0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0.0254, 0,
           0.0307, 0.0037, 0, 0.0249, 0, 0.011, 0, 0, 0.0126, 0.0043, 0,
           0.0108, 0, 0.0126, 0, 0.004, 0, 0.0038, 0, 0, 0.0249, 0.0109, 0,
           0.0108, 0, 0, 0.0036, 0, 0, 0.0036, 0, 0.0038, 0.0246, 0, 0.0107,
           0, 0.0125, 0, 0.004, 0, 0.0108, 0.0107, 0, 0, 0.0125, 0.0043, 0,
           0.0244, 0, 0.0223, 0, 0.0043, 0, 0.0245, 0, 0.0107, 0, 0.0222, 0,
           0.0043, 0, 0.0245, 0, 0.0107, 0, 0, 0.0223, 0.0042, 0, 0, 0.0245,
           0.0108, 0, 0.0223, 0, 0.0046, 0, 0, 0.0246, 0.0108, 0, 0.0221,
           0.0046, 0, 0.0248, 0, 0, 0.0253, 0.0204, 0, 0.044, 0, 0.0257, 0,
           0.0251, 0.0227, 0, 0.0043, 0, 0.0137, 0, 0, 0.0348, 0, 0.0164, 0,
           0.023, 0.0049, 0, 0.0253, 0, 0.0111, 0, 0.0225, 0, 0.004, 0,
           0.0113, 0, 0, 0.0465, 0, 0.1315, 0, 0.0038, 0, 0, 0.0256, 0,
           0.0108, 0.0264, 0, 0, 0.0249, 0.0169, 0, 0, 0.0807, 0, 0.0775, 0,
    ...
           0.0035, 0.0106, 0.0035, 0.0245, 0.0106, 0.0223, 0.0106, 0.0224,
           0.0041, 0.0245, 0.0106, 0.0224, 0.0038, 0.0039, 0.0245, 0.0225,
           0.0246, 0.0105, 0.0228, 0.0035, 0.0247, 0.0229, 0.0034, 0.0247,
           0.0106, 0.0106, 0.0226, 0.0035, 0.0246, 0.0106, 0.0227, 0.0106,
           0.0226, 0.0246, 0.0107, 0.0222, 0.0034, 0.0107, 0.0222, 0.0034,
           0.0247, 0.0225, 0.0246, 0.0106, 0.0226, 0.0226, 0.0036, 0.0246,
           0.0223, 0.0244, 0.0039, 0.0246, 0.0106, 0.0222, 0.0247, 0.0106,
           0.0037, 0.0246, 0.0246, 0.0246, 0.004, 0.0245, 0.0106, 0.0222,
           0.0247, 0.0109, 0.0222, 0.0248, 0.0107, 0.0224, 0.0038, 0.0253,
           0.0107, 0.0226, 0.0039, 0.0249, 0.0263, 0, 0.0149, 0.0248, 0.011,
           0.0422, 0.0278, 0.0817, 0.0651, 0.0632, 0.0374, 0.1128, 0.0486,
           0.1096, 0.0225, 0.023, 0.0261, 0.0533, 0.0216, 0.0277, 0.025,
           0.0266, 0.0216, 0.004, 0.0487, 0.0238, 0.0337, 0.0378, 0.0064,
           0.0214, 0.0237, 0.0037, 0.0214, 0.0228, 0.0037, 0.025, 0.0223,
           0.0248, 0.0213, 0.0228, 0.0216, 0.0227, 0.0248, 0.0213, 0.022,
           0.0043, 0.0222, 0.0041, 0.0212, 0.0226, 0.0039, 0.0212, 0.0229,
           0.0211, 0.0247, 0.0213, 0.0223, 0.0243, 0.0213, 0.0223, 0.0043,
           0.0213, 0.0224, 0.0227, 0.0304, 0.0803, 0.0706, 0.263, 0.0043,
           0.0215, 0.365, 0.0699, 0.0259, 0.0245, 0.0286, 0.0695, 0.024,
           0.1045, 0.0385, 0.0256, 0.0303], dtype=object)

  • proj:epsg
    ()
    int64
    32632

    array(32632)

  • s2:cloud_shadow_percentage
    (time)
    object
    3.020158 4.634248 ... 0.917762

    array([3.020158, 4.634248, 3.726233, 3.048624, 3.395732, 2.698533,
           2.92346, 5.322062, 4.046816, 0.279148, 4.1951, 3.240826, 3.663882,
           4.247827, 0.091881, 5.823573, 2.812845, 5.403935, 2.2592, 2.962893,
           1.764707, 5.058312, 4.130048, 1.552067, 2.00094, 3.79289, 0.344067,
           1.429798, 1.629391, 3.171057, 3.340535, 3.359103, 1.043995,
           0.974337, 2.149216, 2.397009, 2.578206, 5.495783, 1.961362,
           3.17012, 3.421951, 5.638104, 6.043283, 5.288706, 6.030933,
           5.513211, 4.66733, 8.733982, 8.936849, 5.691534, 0.429037, 0.08431,
           3.596708, 2.553816, 8.610032, 5.143658, 6.478773, 0.337866,
           0.012452, 9.073861, 5.543966, 5.169939, 5.023865, 2.615414,
           2.517963, 0.771396, 0.005743, 6.132422, 2.076421, 7.87372,
           1.566458, 3.382032, 2.547641, 3.510178, 4.187078, 5.485499,
           5.838012, 5.473755, 3.752065, 0.882563, 4.278006, 3.689745,
           4.314658, 4.018966, 3.351102, 4.175994, 3.625903, 3.579292,
           1.433287, 3.771368, 2.23133, 7.155477, 3.989879, 3.846741, 3.88036,
           5.11113, 4.605516, 4.313568, 2.190543, 5.307427, 6.188291,
           6.481926, 6.304014, 5.184477, 0.10154, 5.269652, 4.833765,
           8.777347, 4.273178, 4.661606, 2.776483, 4.770232, 2.472405,
           2.27717, 4.407515, 5.935782, 0.960863, 3.212657, 2.592776,
           1.393818, 1.982648, 0.844747, 2.193481, 0.811763, 4.98878,
    ...
           1.484901, 0.454194, 5.900422, 6.693286, 0.6081, 4.086992, 0.889334,
           2.05078, 0.372867, 0.036135, 1.297987, 3.703737, 0.452029,
           11.429302, 0.776875, 0.000601, 0.02605, 3.363676, 0.235007,
           2.230344, 0.026461, 0.252629, 0.093891, 0.664885, 0.239095,
           0.362248, 0.679864, 0.033857, 0.377963, 1.196378, 1.386217,
           1.818363, 0.411447, 0.201648, 0.644584, 0.037246, 0.033432,
           1.959593, 0.032426, 4.789938, 13.211551, 6.670738, 0, 0.444385,
           0.678817, 0.991273, 3.030144, 2.006848, 1.600462, 3.767239,
           5.519527, 4.676219, 3.893123, 3.440151, 0.362684, 0.511077,
           3.217023, 1.038115, 2.110887, 3.679692, 3.799205, 0.673067,
           0.401034, 1.165918, 0.064279, 0.006786, 4.399604, 2.326784,
           1.05417, 0.560179, 0.075275, 0.034788, 0.340021, 3.581246,
           0.810006, 3.681373, 0.106182, 8.064456, 12.426915, 2.145925,
           2.574963, 1.551324, 0.347642, 0.113519, 0.854957, 0.15409,
           0.516656, 0.171645, 0.174416, 0.000531, 0.312185, 0.009565,
           0.643027, 0.003739, 0.005756, 0.211465, 0, 0.075972, 0.05054,
           0.001271, 3.027655, 0.00287, 0.303764, 4.949275, 1.288205,
           4.861534, 2.791401, 1.3e-05, 0.077415, 3.964832, 5.222922,
           0.439895, 2.91411, 3.30345, 5.47743, 2.814212, 4.85434, 3.073112,
           1.713186, 0.917762], dtype=object)

  • s2:mgrs_tile
    (time)
    object
    None None None ... None None None

    array([None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
    ...
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, '32TPS',
           None, None, None, None, None, '32TPS', '32TPS', None, None,
           '32TPS', None, None, None, '32TPS', None, None, None, None,
           '32TPS', None, None, '32TPS', '32TPS', None, None, '32TPS',
           '32TPS', None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None,
           '32TPS', None, None, None, None, '32TPS', None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None], dtype=object)

  • title
    (band)
    <U31
    'Aerosol optical thickness (AOT)...

    array(['Aerosol optical thickness (AOT)', 'Blue (band 2) - 10m',
           'Coastal aerosol (band 1) - 60m', 'Green (band 3) - 10m',
           'NIR 1 (band 8) - 10m', 'NIR 2 (band 8A) - 20m',
           'NIR 3 (band 9) - 60m', 'Red (band 4) - 10m',
           'Red edge 1 (band 5) - 20m', 'Red edge 2 (band 6) - 20m',
           'Red edge 3 (band 7) - 20m', 'Scene classification map (SCL)',
           'SWIR 1 (band 11) - 20m', 'SWIR 2 (band 12) - 20m',
           'True color image', 'Water vapour (WVP)',
           'Aerosol optical thickness (AOT)', 'Blue (band 2) - 10m',
           'Coastal aerosol (band 1) - 60m', 'Green (band 3) - 10m',
           'NIR 1 (band 8) - 10m', 'NIR 2 (band 8A) - 20m',
           'NIR 3 (band 9) - 60m', 'Red (band 4) - 10m',
           'Red edge 1 (band 5) - 20m', 'Red edge 2 (band 6) - 20m',
           'Red edge 3 (band 7) - 20m', 'Scene classification map (SCL)',
           'SWIR 1 (band 11) - 20m', 'SWIR 2 (band 12) - 20m',
           'True color image', 'Water vapour (WVP)'], dtype='<U31')

  • raster:bands
    (band)
    object
    [{'nodata': 0, 'data_type': 'uin...

    array([list([{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.001, 'offset': 0}]),
           None, None, None, None, None, None, None, None, None, None,
           list([{'nodata': 0, 'data_type': 'uint8', 'spatial_resolution': 20}]),
           None, None, None,
           list([{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'unit': 'cm', 'scale': 0.001, 'offset': 0}]),
           list([{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.001, 'offset': 0}]),
           None, None, None, None, None, None, None, None, None, None,
           list([{'nodata': 0, 'data_type': 'uint8', 'spatial_resolution': 20}]),
           None, None, None,
           list([{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'unit': 'cm', 'scale': 0.001, 'offset': 0}])],
          dtype=object)

  • gsd
    (band)
    object
    None 10 60 10 ... 20 20 None None

    array([None, 10, 60, 10, 10, 20, 60, 10, 20, 20, 20, None, 20, 20, None,
           None, None, 10, 60, 10, 10, 20, 60, 10, 20, 20, 20, None, 20, 20,
           None, None], dtype=object)

  • common_name
    (band)
    object
    None 'blue' 'coastal' ... None None

    array([None, 'blue', 'coastal', 'green', 'nir', 'nir08', 'nir09', 'red',
           'rededge', 'rededge', 'rededge', None, 'swir16', 'swir22', None,
           None, None, 'blue', 'coastal', 'green', 'nir', 'nir08', 'nir09',
           'red', 'rededge', 'rededge', 'rededge', None, 'swir16', 'swir22',
           None, None], dtype=object)

  • center_wavelength
    (band)
    object
    None 0.49 0.443 ... 2.19 None None

    array([None, 0.49, 0.443, 0.56, 0.842, 0.865, 0.945, 0.665, 0.704, 0.74,
           0.783, None, 1.61, 2.19, None, None, None, 0.49, 0.443, 0.56,
           0.842, 0.865, 0.945, 0.665, 0.704, 0.74, 0.783, None, 1.61, 2.19,
           None, None], dtype=object)

  • full_width_half_max
    (band)
    object
    None 0.098 0.027 ... None None

    array([None, 0.098, 0.027, 0.045, 0.145, 0.033, 0.026, 0.038, 0.019,
           0.018, 0.028, None, 0.143, 0.242, None, None, None, 0.098, 0.027,
           0.045, 0.145, 0.033, 0.026, 0.038, 0.019, 0.018, 0.028, None,
           0.143, 0.242, None, None], dtype=object)

  • epsg
    ()
    int64
    32632

    array(32632)

• Indexes: (4)
  • time
    PandasIndex

    PandasIndex(DatetimeIndex(['2016-11-08 10:24:25.911000', '2016-11-15 10:13:01.462000',
                   '2016-11-28 10:23:54.458000', '2016-12-05 10:14:12.679000',
                   '2016-12-08 10:24:18.464000', '2016-12-15 10:15:10.357000',
                   '2016-12-18 10:26:06.867000', '2016-12-25 10:16:25.512000',
                   '2016-12-28 10:24:28.463000', '2017-07-16 10:23:24.845000',
                   ...
                   '2024-06-06 10:18:04.689000', '2024-06-19 10:28:00.819000',
                   '2024-07-04 10:27:59.092000', '2024-07-09 10:27:58.724000',
                   '2024-07-11 10:18:01.117000', '2024-07-14 10:27:58.133000',
                   '2024-07-19 10:27:56.200000', '2024-07-21 10:18:02.727000',
                   '2024-07-29 10:27:58.129000', '2024-07-31 10:18:00.089000'],
                  dtype='datetime64[ns]', name='time', length=688, freq=None))

  • band
    PandasIndex

    PandasIndex(Index(['aot', 'blue', 'coastal', 'green', 'nir', 'nir08', 'nir09', 'red',
           'rededge1', 'rededge2', 'rededge3', 'scl', 'swir16', 'swir22', 'visual',
           'wvp', 'aot-jp2', 'blue-jp2', 'coastal-jp2', 'green-jp2', 'nir-jp2',
           'nir08-jp2', 'nir09-jp2', 'red-jp2', 'rededge1-jp2', 'rededge2-jp2',
           'rededge3-jp2', 'scl-jp2', 'swir16-jp2', 'swir22-jp2', 'visual-jp2',
           'wvp-jp2'],
          dtype='object', name='band'))

  • x
    PandasIndex

    PandasIndex(Index([673320.0, 673330.0, 673340.0, 673350.0, 673360.0, 673370.0, 673380.0,
           673390.0, 673400.0, 673410.0,
           ...
           684670.0, 684680.0, 684690.0, 684700.0, 684710.0, 684720.0, 684730.0,
           684740.0, 684750.0, 684760.0],
          dtype='float64', name='x', length=1145))

  • y
    PandasIndex

    PandasIndex(Index([5152650.0, 5152640.0, 5152630.0, 5152620.0, 5152610.0, 5152600.0,
           5152590.0, 5152580.0, 5152570.0, 5152560.0,
           ...
           5147850.0, 5147840.0, 5147830.0, 5147820.0, 5147810.0, 5147800.0,
           5147790.0, 5147780.0, 5147770.0, 5147760.0],
          dtype='float64', name='y', length=490))

• Attributes: (4)

  spec :

  RasterSpec(epsg=32632, bounds=(661130.0, 5107300.0, 693230.0, 5152650.0), resolutions_xy=(10.0, 10.0))

  crs :

  epsg:32632

  transform :

  | 10.00, 0.00, 661130.00| | 0.00,-10.00, 5152650.00| | 0.00, 0.00, 1.00|

  resolution :

  10.0

Quiz hint: look carefully at the dimensions of the loaded datacube!

Bands filter

To slice along the bands dimension, keeping only the necessary bands, we can use the sel method and isin.

bands = ["red","green","blue"]
bands_slice = spatial_slice.sel(band=spatial_slice.band.isin(bands))
bands_slice

<xarray.DataArray 'stackstac-c597f76de9eadb71259e77f79facceff' (time: 688,
                                                                band: 3,
                                                                y: 490, x: 1145)>
dask.array<getitem, shape=(688, 3, 490, 1145), dtype=float64, chunksize=(1, 1, 490, 829), chunktype=numpy.ndarray>
Coordinates: (12/53)
  * time                                     (time) datetime64[ns] 2016-11-08...
    id                                       (time) <U24 'S2A_32TPS_20161108_...
  * band                                     (band) <U12 'blue' 'green' 'red'
  * x                                        (x) float64 6.733e+05 ... 6.848e+05
  * y                                        (y) float64 5.153e+06 ... 5.148e+06
    grid:code                                <U10 'MGRS-32TPS'
    ...                                       ...
    raster:bands                             (band) object None None None
    gsd                                      (band) object 10 10 10
    common_name                              (band) object 'blue' 'green' 'red'
    center_wavelength                        (band) object 0.49 0.56 0.665
    full_width_half_max                      (band) object 0.098 0.045 0.038
    epsg                                     int64 32632
Attributes:
    spec:        RasterSpec(epsg=32632, bounds=(661130.0, 5107300.0, 693230.0...
    crs:         epsg:32632
    transform:   | 10.00, 0.00, 661130.00|\n| 0.00,-10.00, 5152650.00|\n| 0.0...
    resolution:  10.0

xarray.DataArray

'stackstac-c597f76de9eadb71259e77f79facceff'

• time: 688
• band: 3
• y: 490
• x: 1145

• dask.array<chunksize=(1, 1, 490, 829), meta=np.ndarray>

  Array Chunk Bytes 8.63 GiB 3.10 MiB Shape (688, 3, 490, 1145) (1, 1, 490, 829) Dask graph 4128 chunks in 9 graph layers Data type float64 numpy.ndarray

• Coordinates: (53)
  • time
    (time)
    datetime64[ns]
    2016-11-08T10:24:25.911000 ... 2...

    array(['2016-11-08T10:24:25.911000000', '2016-11-15T10:13:01.462000000',
           '2016-11-28T10:23:54.458000000', ..., '2024-07-21T10:18:02.727000000',
           '2024-07-29T10:27:58.129000000', '2024-07-31T10:18:00.089000000'],
          dtype='datetime64[ns]')

  • id
    (time)
    <U24
    'S2A_32TPS_20161108_0_L2A' ... '...

    array(['S2A_32TPS_20161108_0_L2A', 'S2A_32TPS_20161115_0_L2A',
           'S2A_32TPS_20161128_0_L2A', 'S2A_32TPS_20161205_0_L2A',
           'S2A_32TPS_20161208_0_L2A', 'S2A_32TPS_20161215_0_L2A',
           'S2A_32TPS_20161218_0_L2A', 'S2A_32TPS_20161225_0_L2A',
           'S2A_32TPS_20161228_0_L2A', 'S2A_32TPS_20170716_0_L2A',
           'S2B_32TPS_20180124_0_L2A', 'S2B_32TPS_20180308_0_L2A',
           'S2B_32TPS_20180328_0_L2A', 'S2A_32TPS_20180402_0_L2A',
           'S2A_32TPS_20180402_1_L2A', 'S2B_32TPS_20180407_0_L2A',
           'S2B_32TPS_20180414_0_L2A', 'S2B_32TPS_20180417_0_L2A',
           'S2A_32TPS_20180419_0_L2A', 'S2A_32TPS_20180422_0_L2A',
           'S2A_32TPS_20180422_1_L2A', 'S2B_32TPS_20180424_0_L2A',
           'S2A_32TPS_20180601_0_L2A', 'S2B_32TPS_20180616_0_L2A',
           'S2A_32TPS_20180618_0_L2A', 'S2A_32TPS_20180621_0_L2A',
           'S2B_32TPS_20180623_0_L2A', 'S2B_32TPS_20180626_0_L2A',
           'S2B_32TPS_20180626_1_L2A', 'S2A_32TPS_20180701_0_L2A',
           'S2A_32TPS_20180701_1_L2A', 'S2B_32TPS_20180703_0_L2A',
           'S2A_32TPS_20180708_0_L2A', 'S2A_32TPS_20180708_3_L2A',
           'S2B_32TPS_20180713_0_L2A', 'S2A_32TPS_20180718_0_L2A',
           'S2A_32TPS_20180718_1_L2A', 'S2B_32TPS_20180726_0_L2A',
           'S2A_32TPS_20180728_0_L2A', 'S2A_32TPS_20180731_0_L2A',
    ...
           'S2B_32TPS_20231124_0_L2A', 'S2B_32TPS_20231127_0_L2A',
           'S2A_32TPS_20231129_0_L2A', 'S2B_32TPS_20231207_0_L2A',
           'S2A_32TPS_20231209_0_L2A', 'S2B_32TPS_20231214_0_L2A',
           'S2B_32TPS_20231217_0_L2A', 'S2A_32TPS_20231219_0_L2A',
           'S2B_32TPS_20231224_0_L2A', 'S2B_32TPS_20231227_0_L2A',
           'S2B_32TPS_20240103_0_L2A', 'S2A_32TPS_20240111_1_L2A',
           'S2B_32TPS_20240113_0_L2A', 'S2B_32TPS_20240116_0_L2A',
           'S2A_32TPS_20240121_0_L2A', 'S2B_32TPS_20240123_0_L2A',
           'S2B_32TPS_20240126_0_L2A', 'S2A_32TPS_20240128_0_L2A',
           'S2B_32TPS_20240202_0_L2A', 'S2B_32TPS_20240205_0_L2A',
           'S2B_32TPS_20240215_0_L2A', 'S2A_32TPS_20240220_0_L2A',
           'S2B_32TPS_20240313_0_L2A', 'S2B_32TPS_20240316_0_L2A',
           'S2B_32TPS_20240402_0_L2A', 'S2A_32TPS_20240407_0_L2A',
           'S2B_32TPS_20240412_0_L2A', 'S2B_32TPS_20240425_0_L2A',
           'S2A_32TPS_20240606_0_L2A', 'S2A_32TPS_20240619_0_L2A',
           'S2B_32TPS_20240704_0_L2A', 'S2A_32TPS_20240709_0_L2A',
           'S2B_32TPS_20240711_0_L2A', 'S2B_32TPS_20240714_0_L2A',
           'S2A_32TPS_20240719_0_L2A', 'S2B_32TPS_20240721_0_L2A',
           'S2A_32TPS_20240729_0_L2A', 'S2B_32TPS_20240731_0_L2A'],
          dtype='<U24')

  • band
    (band)
    <U12
    'blue' 'green' 'red'

    array(['blue', 'green', 'red'], dtype='<U12')

  • x
    (x)
    float64
    6.733e+05 6.733e+05 ... 6.848e+05

    array([673320., 673330., 673340., ..., 684740., 684750., 684760.])

  • y
    (y)
    float64
    5.153e+06 5.153e+06 ... 5.148e+06

    array([5152650., 5152640., 5152630., ..., 5147780., 5147770., 5147760.])

  • grid:code
    ()
    <U10
    'MGRS-32TPS'

    array('MGRS-32TPS', dtype='<U10')

  • s2:unclassified_percentage
    (time)
    object
    4.827457 5.253749 ... 0.617149

    array([4.827457, 5.253749, 5.489837, 4.052247, 4.710426, 4.071144,
           5.195199, 6.043316, 4.808655, 1.717609, 5.420588, 9.280977,
           8.551812, 7.303479, 0.303118, 7.539508, 9.475724, 5.456717,
           5.909364, 5.594448, 0.371043, 5.466987, 4.358478, 3.439552,
           3.927159, 4.376997, 2.976867, 4.058516, 1.663498, 4.843621,
           1.244462, 5.249153, 4.255232, 1.372819, 4.26336, 3.965972,
           0.934582, 4.501995, 3.978103, 4.030671, 1.056863, 4.559057,
           1.179022, 6.044776, 1.711439, 5.925489, 1.566066, 5.030606,
           2.001484, 6.699011, 3.317273, 0.482566, 5.468149, 2.296727,
           6.54409, 4.218559, 0.61944, 4.174412, 0.527208, 7.037218, 4.932306,
           5.010351, 0.775832, 5.282624, 0.605305, 4.480391, 0.546329,
           6.014818, 5.313614, 5.417484, 4.914585, 6.086851, 1.247748,
           8.02529, 7.648765, 5.890201, 6.469564, 7.410264, 6.457137,
           0.178379, 5.538655, 5.445273, 6.654172, 5.355078, 5.909139,
           4.854013, 4.751668, 4.762112, 5.336205, 5.429186, 5.347764,
           6.148932, 5.448018, 5.014076, 6.215442, 6.032788, 5.640598,
           4.89477, 3.581112, 4.503651, 5.543773, 6.204186, 5.974628,
           5.612632, 0.043751, 6.777608, 6.077614, 6.867857, 6.43759,
           5.286334, 4.453562, 5.392561, 4.577908, 5.002561, 4.264689,
           3.692116, 8.155444, 4.494771, 4.265018, 3.509952, 3.469744,
    ...
           0.140196, 1.188168, 1.279109, 2.928638, 2.449215, 0.459179,
           0.884276, 0.045817, 0.350719, 1.536059, 4.323839, 2.194175,
           0.778169, 1.460939, 0.744171, 3.456356, 1.661124, 1.11131,
           1.211402, 0.003939, 0.36652, 0.362508, 0.476133, 1.146168,
           1.815482, 1.674535, 0.074076, 0.566254, 0.316326, 0.205658,
           1.212467, 0.001256, 0.122292, 0.276587, 0.005043, 0.00202,
           0.191439, 0.004315, 0.689747, 14.775133, 1.343688, 1.914122,
           0.97785, 0.441651, 0.871344, 2.391583, 1.766776, 0.586556,
           1.244172, 0.524517, 0.419302, 1.364673, 0.681803, 5.680941,
           0.117281, 1.178704, 0.397354, 0.709644, 0.762128, 1.815805,
           4.67599, 0.141778, 1.698304, 0.08823, 0.098509, 2.0907, 5.729188,
           0.902038, 0.153501, 0.077269, 0.000843, 0.806299, 0.746909,
           1.438419, 4.404051, 1.886673, 2.236847, 2.307511, 0.262786,
           0.837335, 0.549131, 0.096277, 1.384116, 0.067768, 0.046409,
           0.905043, 0.202179, 0.001707, 0.001204, 0.233705, 0.857313,
           1.058215, 0.008168, 0.002867, 0.010108, 0.744498, 0.243954,
           1.611277, 0.002097, 2.339961, 0.025567, 0.646518, 1.288781,
           0.426136, 0.916146, 1.713246, 0.540177, 0.331144, 1.228923,
           1.701368, 0.624189, 1.093306, 0.773325, 0.657589, 0.63284,
           1.169072, 0.781952, 0.794875, 0.617149], dtype=object)

  • updated
    (time)
    <U24
    '2022-11-08T12:04:13.289Z' ... '...

    array(['2022-11-08T12:04:13.289Z', '2022-11-08T11:45:57.228Z',
           '2022-11-08T11:45:48.030Z', '2022-11-08T11:48:22.923Z',
           '2022-11-08T11:47:34.155Z', '2022-11-08T12:04:14.741Z',
           '2022-11-08T11:48:22.390Z', '2022-11-08T11:48:23.433Z',
           '2022-11-08T11:48:28.986Z', '2022-11-08T11:50:26.339Z',
           '2022-11-08T11:48:26.509Z', '2022-11-08T12:04:09.409Z',
           '2022-11-08T11:47:56.010Z', '2022-11-08T11:50:14.096Z',
           '2024-03-17T06:22:19.457Z', '2022-11-08T11:47:54.685Z',
           '2022-11-08T11:50:57.906Z', '2022-11-08T11:51:00.574Z',
           '2022-11-08T11:50:12.616Z', '2022-11-08T12:04:54.762Z',
           '2024-03-26T02:21:48.168Z', '2022-11-08T12:04:57.795Z',
           '2022-11-08T11:48:40.574Z', '2022-11-08T11:48:26.439Z',
           '2022-11-08T11:48:26.960Z', '2022-11-08T11:48:26.782Z',
           '2022-11-08T12:04:35.488Z', '2022-11-08T12:04:35.700Z',
           '2024-03-12T12:38:23.467Z', '2022-11-08T12:04:41.256Z',
           '2024-03-10T06:07:13.170Z', '2022-11-08T11:49:29.403Z',
           '2022-11-08T12:04:27.441Z', '2024-03-08T06:01:58.488Z',
           '2022-11-08T12:06:29.998Z', '2022-11-08T11:52:03.565Z',
           '2024-02-12T10:48:56.110Z', '2022-11-08T12:06:15.485Z',
           '2022-11-08T11:49:29.040Z', '2022-11-08T12:05:18.440Z',
    ...
           '2023-11-24T15:56:02.379Z', '2023-11-27T14:13:42.366Z',
           '2023-11-29T16:30:24.817Z', '2023-12-07T15:26:32.799Z',
           '2023-12-09T14:19:59.340Z', '2023-12-14T16:22:43.417Z',
           '2023-12-17T15:17:35.603Z', '2023-12-19T14:08:05.838Z',
           '2023-12-24T15:23:29.840Z', '2023-12-27T14:17:36.693Z',
           '2024-01-03T14:45:19.146Z', '2024-01-11T23:45:21.763Z',
           '2024-01-17T04:16:39.512Z', '2024-01-17T04:41:15.018Z',
           '2024-01-21T16:34:09.765Z', '2024-01-23T14:54:17.939Z',
           '2024-01-26T14:52:08.330Z', '2024-01-28T14:13:23.145Z',
           '2024-02-02T16:12:17.410Z', '2024-02-05T15:56:51.814Z',
           '2024-02-16T15:48:03.739Z', '2024-02-20T16:30:43.356Z',
           '2024-03-13T15:51:38.483Z', '2024-03-16T16:19:52.332Z',
           '2024-04-02T16:28:36.274Z', '2024-04-07T20:56:23.224Z',
           '2024-04-12T14:57:49.780Z', '2024-04-25T16:46:57.431Z',
           '2024-06-06T20:03:50.033Z', '2024-06-19T18:07:01.410Z',
           '2024-07-04T15:16:30.626Z', '2024-07-09T16:29:46.743Z',
           '2024-07-11T16:33:16.560Z', '2024-07-14T14:52:35.959Z',
           '2024-07-19T15:46:26.551Z', '2024-07-21T14:55:37.367Z',
           '2024-07-29T21:34:31.698Z', '2024-07-31T15:07:32.884Z'],
          dtype='<U24')

  • platform
    (time)
    <U11
    'sentinel-2a' ... 'sentinel-2b'

    array(['sentinel-2a', 'sentinel-2a', 'sentinel-2a', 'sentinel-2a',
           'sentinel-2a', 'sentinel-2a', 'sentinel-2a', 'sentinel-2a',
           'sentinel-2a', 'sentinel-2a', 'sentinel-2b', 'sentinel-2b',
           'sentinel-2b', 'sentinel-2a', 'sentinel-2a', 'sentinel-2b',
           'sentinel-2b', 'sentinel-2b', 'sentinel-2a', 'sentinel-2a',
           'sentinel-2a', 'sentinel-2b', 'sentinel-2a', 'sentinel-2b',
           'sentinel-2a', 'sentinel-2a', 'sentinel-2b', 'sentinel-2b',
           'sentinel-2b', 'sentinel-2a', 'sentinel-2a', 'sentinel-2b',
           'sentinel-2a', 'sentinel-2a', 'sentinel-2b', 'sentinel-2a',
           'sentinel-2a', 'sentinel-2b', 'sentinel-2a', 'sentinel-2a',
           'sentinel-2a', 'sentinel-2b', 'sentinel-2b', 'sentinel-2b',
           'sentinel-2b', 'sentinel-2a', 'sentinel-2a', 'sentinel-2a',
           'sentinel-2a', 'sentinel-2b', 'sentinel-2a', 'sentinel-2a',
           'sentinel-2b', 'sentinel-2b', 'sentinel-2a', 'sentinel-2a',
           'sentinel-2a', 'sentinel-2b', 'sentinel-2b', 'sentinel-2a',
           'sentinel-2a', 'sentinel-2b', 'sentinel-2b', 'sentinel-2b',
           'sentinel-2b', 'sentinel-2a', 'sentinel-2a', 'sentinel-2a',
           'sentinel-2b', 'sentinel-2a', 'sentinel-2b', 'sentinel-2a',
           'sentinel-2a', 'sentinel-2b', 'sentinel-2b', 'sentinel-2a',
           'sentinel-2a', 'sentinel-2a', 'sentinel-2a', 'sentinel-2a',
    ...
           'sentinel-2a', 'sentinel-2a', 'sentinel-2a', 'sentinel-2b',
           'sentinel-2a', 'sentinel-2a', 'sentinel-2a', 'sentinel-2a',
           'sentinel-2a', 'sentinel-2b', 'sentinel-2b', 'sentinel-2a',
           'sentinel-2a', 'sentinel-2b', 'sentinel-2a', 'sentinel-2b',
           'sentinel-2b', 'sentinel-2b', 'sentinel-2a', 'sentinel-2a',
           'sentinel-2b', 'sentinel-2a', 'sentinel-2b', 'sentinel-2a',
           'sentinel-2b', 'sentinel-2b', 'sentinel-2a', 'sentinel-2b',
           'sentinel-2b', 'sentinel-2a', 'sentinel-2a', 'sentinel-2b',
           'sentinel-2a', 'sentinel-2b', 'sentinel-2b', 'sentinel-2b',
           'sentinel-2b', 'sentinel-2a', 'sentinel-2b', 'sentinel-2b',
           'sentinel-2a', 'sentinel-2b', 'sentinel-2a', 'sentinel-2b',
           'sentinel-2b', 'sentinel-2a', 'sentinel-2b', 'sentinel-2b',
           'sentinel-2b', 'sentinel-2a', 'sentinel-2b', 'sentinel-2b',
           'sentinel-2a', 'sentinel-2b', 'sentinel-2b', 'sentinel-2a',
           'sentinel-2b', 'sentinel-2b', 'sentinel-2b', 'sentinel-2a',
           'sentinel-2b', 'sentinel-2b', 'sentinel-2b', 'sentinel-2a',
           'sentinel-2b', 'sentinel-2b', 'sentinel-2a', 'sentinel-2a',
           'sentinel-2b', 'sentinel-2a', 'sentinel-2b', 'sentinel-2b',
           'sentinel-2a', 'sentinel-2b', 'sentinel-2a', 'sentinel-2b'],
          dtype='<U11')

  • s2:product_uri
    (time)
    <U65
    'S2A_MSIL2A_20161108T102232_N000...

    array(['S2A_MSIL2A_20161108T102232_N0001_R065_T32TPS_20190504T224514.SAFE',
           'S2A_MSIL2A_20161115T101302_N0001_R022_T32TPS_20190504T225048.SAFE',
           'S2A_MSIL2A_20161128T102352_N0001_R065_T32TPS_20190505T013015.SAFE',
           'S2A_MSIL2A_20161205T101402_N0001_R022_T32TPS_20190505T201824.SAFE',
           'S2A_MSIL2A_20161208T102422_N0001_R065_T32TPS_20190505T185758.SAFE',
           'S2A_MSIL2A_20161215T101422_N0001_R022_T32TPS_20190505T054130.SAFE',
           'S2A_MSIL2A_20161218T102432_N0001_R065_T32TPS_20190505T143719.SAFE',
           'S2A_MSIL2A_20161225T101432_N0001_R022_T32TPS_20190505T122048.SAFE',
           'S2A_MSIL2A_20161228T102432_N0001_R065_T32TPS_20190508T201138.SAFE',
           'S2A_MSIL2A_20170716T102021_N0001_R065_T32TPS_20201008T134006.SAFE',
           'S2B_MSIL2A_20180124T101309_N0001_R022_T32TPS_20200930T170453.SAFE',
           'S2B_MSIL2A_20180308T102019_N0001_R065_T32TPS_20200315T002706.SAFE',
           'S2B_MSIL2A_20180328T102019_N0207_R065_T32TPS_20180328T155221.SAFE',
           'S2A_MSIL2A_20180402T102021_N0207_R065_T32TPS_20180402T155007.SAFE',
           'S2A_MSIL2A_20180402T102021_N0500_R065_T32TPS_20230908T074848.SAFE',
           'S2B_MSIL2A_20180407T102019_N0207_R065_T32TPS_20180407T143030.SAFE',
           'S2B_MSIL2A_20180414T101019_N0207_R022_T32TPS_20180414T122253.SAFE',
           'S2B_MSIL2A_20180417T102019_N0207_R065_T32TPS_20180417T140522.SAFE',
           'S2A_MSIL2A_20180419T101031_N0207_R022_T32TPS_20180419T111252.SAFE',
           'S2A_MSIL2A_20180422T102031_N0207_R065_T32TPS_20180422T141352.SAFE',
    ...
           'S2B_MSIL2A_20240205T102129_N0510_R065_T32TPS_20240205T130705.SAFE',
           'S2B_MSIL2A_20240215T102029_N0510_R065_T32TPS_20240215T144349.SAFE',
           'S2A_MSIL2A_20240220T102051_N0510_R065_T32TPS_20240220T144052.SAFE',
           'S2B_MSIL2A_20240313T100709_N0510_R022_T32TPS_20240313T130248.SAFE',
           'S2B_MSIL2A_20240316T101649_N0510_R065_T32TPS_20240316T134307.SAFE',
           'S2B_MSIL2A_20240402T100549_N0510_R022_T32TPS_20240402T125254.SAFE',
           'S2A_MSIL2A_20240407T100551_N0510_R022_T32TPS_20240407T161451.SAFE',
           'S2B_MSIL2A_20240412T100559_N0510_R022_T32TPS_20240412T125349.SAFE',
           'S2B_MSIL2A_20240425T101559_N0510_R065_T32TPS_20240425T144136.SAFE',
           'S2A_MSIL2A_20240606T100601_N0510_R022_T32TPS_20240606T175100.SAFE',
           'S2A_MSIL2A_20240619T102031_N0510_R065_T32TPS_20240619T161551.SAFE',
           'S2B_MSIL2A_20240704T101559_N0510_R065_T32TPS_20240704T130125.SAFE',
           'S2A_MSIL2A_20240709T102031_N0510_R065_T32TPS_20240709T142949.SAFE',
           'S2B_MSIL2A_20240711T100559_N0510_R022_T32TPS_20240711T142740.SAFE',
           'S2B_MSIL2A_20240714T101559_N0510_R065_T32TPS_20240714T125806.SAFE',
           'S2A_MSIL2A_20240719T102021_N0510_R065_T32TPS_20240719T141151.SAFE',
           'S2B_MSIL2A_20240721T100559_N0510_R022_T32TPS_20240721T125344.SAFE',
           'S2A_MSIL2A_20240729T102021_N0511_R065_T32TPS_20240729T194952.SAFE',
           'S2B_MSIL2A_20240731T100559_N0511_R022_T32TPS_20240731T125141.SAFE'],
          dtype='<U65')

  • s2:product_type
    ()
    <U7
    'S2MSI2A'

    array('S2MSI2A', dtype='<U7')

  • earthsearch:boa_offset_applied
    (time)
    bool
    False False False ... True True

    array([False, False, False, False, False, False, False, False, False,
           False, False, False, False, False,  True, False, False, False,
           False, False,  True, False, False, False, False, False, False,
           False,  True, False,  True, False, False,  True, False, False,
            True, False, False, False,  True, False,  True, False,  True,
           False,  True, False,  True, False, False,  True, False,  True,
           False, False,  True, False,  True, False, False, False,  True,
           False,  True, False,  True, False, False, False, False, False,
            True, False, False, False, False, False, False,  True, False,
           False, False, False, False, False, False, False, False, False,
           False, False, False, False, False, False, False, False, False,
           False, False, False, False, False,  True, False, False, False,
           False, False, False, False, False, False, False, False, False,
           False, False, False, False, False, False, False, False, False,
           False, False, False, False, False, False, False, False, False,
           False, False, False,  True, False,  True,  True, False,  True,
           False,  True, False, False,  True,  True, False,  True, False,
            True, False,  True, False,  True, False, False,  True,  True,
           False,  True, False, False,  True, False, False,  True, False,
            True,  True, False,  True, False,  True, False,  True, False,
    ...
           False, False, False, False, False, False, False, False, False,
           False, False, False, False, False, False,  True,  True,  True,
            True,  True, False,  True,  True,  True,  True,  True,  True,
            True,  True,  True,  True,  True,  True,  True, False,  True,
            True,  True,  True,  True,  True,  True,  True,  True,  True,
            True,  True,  True,  True,  True,  True,  True,  True,  True,
            True, False,  True,  True,  True, False,  True,  True,  True,
            True,  True,  True,  True,  True,  True,  True, False,  True,
            True,  True,  True,  True,  True,  True,  True,  True,  True,
            True,  True,  True,  True,  True,  True,  True,  True,  True,
            True,  True,  True,  True,  True,  True,  True,  True,  True,
            True,  True,  True,  True,  True,  True,  True,  True,  True,
            True,  True,  True,  True,  True,  True,  True,  True,  True,
            True,  True,  True,  True,  True,  True,  True,  True,  True,
            True,  True,  True,  True,  True,  True,  True,  True,  True,
            True,  True,  True,  True,  True,  True,  True,  True,  True,
            True,  True,  True,  True,  True,  True,  True,  True,  True,
            True,  True,  True,  True,  True,  True,  True,  True,  True,
            True,  True,  True,  True,  True,  True,  True,  True,  True,
            True,  True,  True,  True])

  • created
    (time)
    <U24
    '2022-11-08T12:04:13.289Z' ... '...

    array(['2022-11-08T12:04:13.289Z', '2022-11-08T11:45:57.228Z',
           '2022-11-08T11:45:48.030Z', '2022-11-08T11:48:22.923Z',
           '2022-11-08T11:47:34.155Z', '2022-11-08T12:04:14.741Z',
           '2022-11-08T11:48:22.390Z', '2022-11-08T11:48:23.433Z',
           '2022-11-08T11:48:28.986Z', '2022-11-08T11:50:26.339Z',
           '2022-11-08T11:48:26.509Z', '2022-11-08T12:04:09.409Z',
           '2022-11-03T10:07:12.277Z', '2022-11-03T10:07:58.946Z',
           '2024-03-17T06:22:19.457Z', '2022-11-08T11:47:54.685Z',
           '2022-11-08T11:50:57.906Z', '2022-11-03T10:17:47.910Z',
           '2022-11-03T10:17:37.475Z', '2022-11-08T12:04:54.762Z',
           '2024-03-26T02:21:48.168Z', '2022-11-08T12:04:57.795Z',
           '2022-11-08T11:48:40.574Z', '2022-11-08T11:48:26.439Z',
           '2022-11-03T09:38:13.482Z', '2022-11-08T11:48:26.782Z',
           '2022-11-08T12:04:35.488Z', '2022-11-03T10:06:28.891Z',
           '2024-03-12T12:38:23.467Z', '2022-11-08T12:04:41.256Z',
           '2024-03-10T06:07:13.170Z', '2022-11-08T11:49:29.403Z',
           '2022-11-08T12:04:27.441Z', '2024-03-08T06:01:58.488Z',
           '2022-11-08T12:06:29.998Z', '2022-11-08T11:52:03.565Z',
           '2024-02-12T10:48:56.110Z', '2022-11-08T12:06:15.485Z',
           '2022-11-08T11:49:29.040Z', '2022-11-08T12:05:18.440Z',
    ...
           '2023-11-24T15:56:02.379Z', '2023-11-27T14:13:42.366Z',
           '2023-11-29T16:30:24.817Z', '2023-12-07T15:26:32.799Z',
           '2023-12-09T14:19:59.340Z', '2023-12-14T16:22:43.417Z',
           '2023-12-17T15:17:35.603Z', '2023-12-19T14:08:05.838Z',
           '2023-12-24T15:23:29.840Z', '2023-12-27T14:17:36.693Z',
           '2024-01-03T14:45:19.146Z', '2024-01-11T23:45:21.763Z',
           '2024-01-17T04:16:39.512Z', '2024-01-17T04:41:15.018Z',
           '2024-01-21T16:34:09.765Z', '2024-01-23T14:54:17.939Z',
           '2024-01-26T14:52:08.330Z', '2024-01-28T14:13:23.145Z',
           '2024-02-02T16:12:17.410Z', '2024-02-05T15:56:51.814Z',
           '2024-02-16T15:48:03.739Z', '2024-02-20T16:30:43.356Z',
           '2024-03-13T15:51:38.483Z', '2024-03-16T16:19:52.332Z',
           '2024-04-02T16:28:36.274Z', '2024-04-07T20:56:23.224Z',
           '2024-04-12T14:57:49.780Z', '2024-04-25T16:46:57.431Z',
           '2024-06-06T20:03:50.033Z', '2024-06-19T18:07:01.410Z',
           '2024-07-04T15:16:30.626Z', '2024-07-09T16:29:46.743Z',
           '2024-07-11T16:33:16.560Z', '2024-07-14T14:52:35.959Z',
           '2024-07-19T15:46:26.551Z', '2024-07-21T14:55:37.367Z',
           '2024-07-29T21:34:31.698Z', '2024-07-31T15:07:32.884Z'],
          dtype='<U24')

  • earthsearch:payload_id
    (time)
    <U74
    'roda-sentinel2/workflow-sentine...

    array(['roda-sentinel2/workflow-sentinel2-to-stac/f399a0fb22b847b69d4d5bfe68397e5e',
           'roda-sentinel2/workflow-sentinel2-to-stac/cb2b26e940c89571747a6de3ef8c178c',
           'roda-sentinel2/workflow-sentinel2-to-stac/cfea8d47e929afa085f7cc819cb3509a',
           'roda-sentinel2/workflow-sentinel2-to-stac/3b978306d85aa48d07488b32eaeb0a5c',
           'roda-sentinel2/workflow-sentinel2-to-stac/67ecaba97b0043df3f479b522267756c',
           'roda-sentinel2/workflow-sentinel2-to-stac/836ade8d7a27e7d1c8126836d6382893',
           'roda-sentinel2/workflow-sentinel2-to-stac/cca6df699919ff449cd6f759998038ab',
           'roda-sentinel2/workflow-sentinel2-to-stac/308d9bfadeaf73cbc2b86b568ba11cff',
           'roda-sentinel2/workflow-sentinel2-to-stac/6c1e6272e2f028763ca41bc4dd16a34a',
           'roda-sentinel2/workflow-sentinel2-to-stac/9665a594257d0210dcbbee02641af1e5',
           'roda-sentinel2/workflow-sentinel2-to-stac/13086cf32ad4588d24e1e0f9cd93e3e6',
           'roda-sentinel2/workflow-sentinel2-to-stac/c8395e7cdb1b9124ca20a0987bd843a7',
           'roda-sentinel2/workflow-sentinel2-to-stac/68f29e4e5fd83a2628fe807737219ea0',
           'roda-sentinel2/workflow-sentinel2-to-stac/94f41c1bb92dd28c6049191012a19029',
           'roda-sentinel2/workflow-sentinel2-to-stac/12a70d577323012254fd1bdefb25ffbd',
           'roda-sentinel2/workflow-sentinel2-to-stac/f417276dab2f62c7245d0baffa401d99',
           'roda-sentinel2/workflow-sentinel2-to-stac/8f065e6988ee6c50c493511d5690353e',
           'roda-sentinel2/workflow-sentinel2-to-stac/7d8e23c91286bbdfb5962402699a56d8',
           'roda-sentinel2/workflow-sentinel2-to-stac/2174e8b570a0377c3b72862472b5848a',
           'roda-sentinel2/workflow-sentinel2-to-stac/ce5052ba2f09afbc40c2692e6e20669c',
    ...
           'roda-sentinel2/workflow-sentinel2-to-stac/7e8271d8ec102bde684e4d3a91cab725',
           'roda-sentinel2/workflow-sentinel2-to-stac/3bb8fd4288dab04eda238b2d069c4b28',
           'roda-sentinel2/workflow-sentinel2-to-stac/b78194d45a0d73e7710507dcaf7612b9',
           'roda-sentinel2/workflow-sentinel2-to-stac/ef511596e8833b6e8d9fb045962a52e3',
           'roda-sentinel2/workflow-sentinel2-to-stac/b609e86e5e741000a81e94cbfb9f7259',
           'roda-sentinel2/workflow-sentinel2-to-stac/b9e8446080910d407c5f9053a99b71a4',
           'roda-sentinel2/workflow-sentinel2-to-stac/cec6c6a7497adbd8ec40712e8e19fc48',
           'roda-sentinel2/workflow-sentinel2-to-stac/4ab9324c5e4d298262e2760bd8535233',
           'roda-sentinel2/workflow-sentinel2-to-stac/c6fa0910ea7a031dd66e34988d0753ff',
           'roda-sentinel2/workflow-sentinel2-to-stac/7fd9b02728e3bab08b8496a06f998066',
           'roda-sentinel2/workflow-sentinel2-to-stac/d600c22171698e6dd1ecc8fd7f20b29f',
           'roda-sentinel2/workflow-sentinel2-to-stac/5c956e48102fdd559c6e56c1a1f8d33b',
           'roda-sentinel2/workflow-sentinel2-to-stac/b4b5b84235fe1c292b04d58610a6f6ec',
           'roda-sentinel2/workflow-sentinel2-to-stac/a5dfc119e76464a8f5ba73befae9599a',
           'roda-sentinel2/workflow-sentinel2-to-stac/d735366cbc126f825058b41d78c7345a',
           'roda-sentinel2/workflow-sentinel2-to-stac/b539e9a03efc79028676d170bb4aba96',
           'roda-sentinel2/workflow-sentinel2-to-stac/4ec15e75c1169ff579f8d66fb56a5625',
           'roda-sentinel2/workflow-sentinel2-to-stac/4fd282b7def1fa62da8aa0cfacaa8631',
           'roda-sentinel2/workflow-sentinel2-to-stac/7c0bdbe7cd53530b4d48355490e624dc'],
          dtype='<U74')

  • s2:dark_features_percentage
    (time)
    object
    14.630641 19.814493 ... None None

    array([14.630641, 19.814493, 31.197238, 34.837586, 33.818662, 35.73682,
           35.501686, 18.373249, 8.437745, 1.94334, 28.051034, 16.518265,
           3.76165, 6.121882, 12.049133, 6.423968, 2.896829, 3.136145,
           3.277949, 3.874581, 7.278542, 2.434123, 0.882459, 1.433662,
           0.828302, 1.336161, 0.676073, 1.799984, 2.075599, 2.255403,
           2.266792, 0.721617, 1.23983, 1.487523, 1.540386, 1.881459,
           2.147481, 1.893222, 0.929015, 2.942146, 3.360493, 2.7531, 3.350742,
           3.351847, 3.510491, 2.531372, 3.797224, 2.630224, 3.119748,
           1.360481, 2.213023, 3.817084, 3.27911, 4.891308, 2.631714,
           5.024238, 6.376091, 4.311187, 6.832167, 4.492992, 5.564722,
           6.49466, 4.853905, 5.835064, 4.648668, 6.326275, 6.739775,
           8.517855, 7.354943, 10.136402, 12.968542, 14.16298, 16.405699,
           13.002439, 8.752271, 14.196852, 22.398444, 22.59628, 28.51679,
           34.436545, 26.756844, 27.38758, 20.461848, 27.864736, 15.996771,
           28.2487, 32.954443, 33.036458, 18.607889, 17.334054, 14.816792,
           20.08968, 22.114585, 30.000478, 28.728148, 24.648274, 20.851712,
           15.587787, 12.280087, 19.257888, 20.790145, 20.127527, 18.078911,
           17.116198, 11.81577, 13.002147, 13.593714, 8.990999, 6.460854,
           11.908567, 10.250788, 6.9092, 9.682282, 7.071975, 3.836949,
           3.519545, 2.545508, 1.888499, 2.197189, 0.984025, 1.05573,
    ...
           4.385339, 5.815512, 3.782563, 5.210697, 5.337943, 1.036778,
           2.206743, 2.786325, 4.927758, 6.906566, 6.312703, 3.579601,
           12.65012, 13.228908, 16.434307, 19.28709, 15.484989, 13.237499,
           25.005996, 17.905192, 33.197764, 29.510978, 33.362022, 28.545815,
           9.879566, 9.133012, 11.513504, 33.992314, 23.400706, 16.492075,
           27.092466, 22.77483, 27.490556, 13.872258, 18.294044, 25.559923,
           23.076454, 21.505634, 20.351344, 10.185994, 5.628774, 5.892863,
           0.371636, 1.48545, 10.199724, 13.006918, 3.939089, 3.870336,
           5.753596, 2.545328, 0.851427, 0.694819, 1.903612, 0.808979,
           0.368882, 1.766992, 1.623218, 1.751428, 2.52765, 1.466478,
           3.050825, 0.99998, 3.245902, 2.212808, 5.74053, 3.743115, 3.285002,
           2.812871, 5.675081, 7.984208, 7.004884, 3.256456, 3.452548,
           4.654467, 5.037981, 4.065816, 8.39033, 8.04787, 10.498099,
           10.081559, 12.534356, 18.793963, 29.869774, 5.360182, 33.460999,
           33.388916, 23.676801, 27.301726, 39.933461, 41.991937, 15.832393,
           18.006746, 29.133838, 37.076822, 38.48092, 36.531076, 0.560126,
           17.835252, 18.328083, 33.809707, 15.023425, 26.233354, 6.791917,
           8.323496, 7.393163, 2.970398, 4.87799, 4.871795, 8.619139, 2.76289,
           0.229608, 1.253772, 1.744481, 1.792265, 0.485576, 2.314485,
           2.581117, 1.239445, None, None], dtype=object)

  • s2:granule_id
    (time)
    <U62
    'S2A_OPER_MSI_L2A_TL_SHIT_201905...

    array(['S2A_OPER_MSI_L2A_TL_SHIT_20190504T224516_A007212_T32TPS_N00.01',
           'S2A_OPER_MSI_L2A_TL_SHIT_20190504T225049_A007312_T32TPS_N00.01',
           'S2A_OPER_MSI_L2A_TL_SHIT_20190505T013016_A007498_T32TPS_N00.01',
           'S2A_OPER_MSI_L2A_TL_SHIT_20190505T201826_A007598_T32TPS_N00.01',
           'S2A_OPER_MSI_L2A_TL_SHIT_20190505T185759_A007641_T32TPS_N00.01',
           'S2A_OPER_MSI_L2A_TL_SHIT_20190505T054132_A007741_T32TPS_N00.01',
           'S2A_OPER_MSI_L2A_TL_SHIT_20190505T143721_A007784_T32TPS_N00.01',
           'S2A_OPER_MSI_L2A_TL_SHIT_20190505T122049_A007884_T32TPS_N00.01',
           'S2A_OPER_MSI_L2A_TL_SHIT_20190508T201139_A007927_T32TPS_N00.01',
           'S2A_OPER_MSI_L2A_TL_SHIT_20201008T134008_A010787_T32TPS_N00.01',
           'S2B_OPER_MSI_L2A_TL_SHIT_20200930T170455_A004624_T32TPS_N00.01',
           'S2B_OPER_MSI_L2A_TL_SHIT_20200315T002708_A005239_T32TPS_N00.01',
           'S2B_OPER_MSI_L2A_TL_SGS__20180328T155221_A005525_T32TPS_N02.07',
           'S2A_OPER_MSI_L2A_TL_SGS__20180402T155007_A014505_T32TPS_N02.07',
           'S2A_OPER_MSI_L2A_TL_S2RP_20230908T074848_A014505_T32TPS_N05.00',
           'S2B_OPER_MSI_L2A_TL_SGS__20180407T143030_A005668_T32TPS_N02.07',
           'S2B_OPER_MSI_L2A_TL_MPS__20180414T122253_A005768_T32TPS_N02.07',
           'S2B_OPER_MSI_L2A_TL_SGS__20180417T140522_A005811_T32TPS_N02.07',
           'S2A_OPER_MSI_L2A_TL_EPAE_20180419T111252_A014748_T32TPS_N02.07',
           'S2A_OPER_MSI_L2A_TL_SGS__20180422T141352_A014791_T32TPS_N02.07',
    ...
           'S2B_OPER_MSI_L2A_TL_2BPS_20240205T130705_A036127_T32TPS_N05.10',
           'S2B_OPER_MSI_L2A_TL_2BPS_20240215T144349_A036270_T32TPS_N05.10',
           'S2A_OPER_MSI_L2A_TL_2APS_20240220T144052_A045250_T32TPS_N05.10',
           'S2B_OPER_MSI_L2A_TL_2BPS_20240313T130248_A036656_T32TPS_N05.10',
           'S2B_OPER_MSI_L2A_TL_2BPS_20240316T134307_A036699_T32TPS_N05.10',
           'S2B_OPER_MSI_L2A_TL_2BPS_20240402T125254_A036942_T32TPS_N05.10',
           'S2A_OPER_MSI_L2A_TL_2APS_20240407T161451_A045922_T32TPS_N05.10',
           'S2B_OPER_MSI_L2A_TL_2BPS_20240412T125349_A037085_T32TPS_N05.10',
           'S2B_OPER_MSI_L2A_TL_2BPS_20240425T144136_A037271_T32TPS_N05.10',
           'S2A_OPER_MSI_L2A_TL_2APS_20240606T175100_A046780_T32TPS_N05.10',
           'S2A_OPER_MSI_L2A_TL_2APS_20240619T161551_A046966_T32TPS_N05.10',
           'S2B_OPER_MSI_L2A_TL_2BPS_20240704T130125_A038272_T32TPS_N05.10',
           'S2A_OPER_MSI_L2A_TL_2APS_20240709T142949_A047252_T32TPS_N05.10',
           'S2B_OPER_MSI_L2A_TL_2BPS_20240711T142740_A038372_T32TPS_N05.10',
           'S2B_OPER_MSI_L2A_TL_2BPS_20240714T125806_A038415_T32TPS_N05.10',
           'S2A_OPER_MSI_L2A_TL_2APS_20240719T141151_A047395_T32TPS_N05.10',
           'S2B_OPER_MSI_L2A_TL_2BPS_20240721T125344_A038515_T32TPS_N05.10',
           'S2A_OPER_MSI_L2A_TL_2APS_20240729T194952_A047538_T32TPS_N05.11',
           'S2B_OPER_MSI_L2A_TL_2BPS_20240731T125141_A038658_T32TPS_N05.11'],
          dtype='<U62')

  • earthsearch:s3_path
    (time)
    <U80
    's3://sentinel-cogs/sentinel-s2-...

    array(['s3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2016/11/S2A_32TPS_20161108_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2016/11/S2A_32TPS_20161115_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2016/11/S2A_32TPS_20161128_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2016/12/S2A_32TPS_20161205_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2016/12/S2A_32TPS_20161208_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2016/12/S2A_32TPS_20161215_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2016/12/S2A_32TPS_20161218_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2016/12/S2A_32TPS_20161225_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2016/12/S2A_32TPS_20161228_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2017/7/S2A_32TPS_20170716_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2018/1/S2B_32TPS_20180124_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2018/3/S2B_32TPS_20180308_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2018/3/S2B_32TPS_20180328_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2018/4/S2A_32TPS_20180402_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2018/4/S2A_32TPS_20180402_1_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2018/4/S2B_32TPS_20180407_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2018/4/S2B_32TPS_20180414_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2018/4/S2B_32TPS_20180417_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2018/4/S2A_32TPS_20180419_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2018/4/S2A_32TPS_20180422_0_L2A',
    ...
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2024/2/S2B_32TPS_20240205_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2024/2/S2B_32TPS_20240215_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2024/2/S2A_32TPS_20240220_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2024/3/S2B_32TPS_20240313_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2024/3/S2B_32TPS_20240316_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2024/4/S2B_32TPS_20240402_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2024/4/S2A_32TPS_20240407_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2024/4/S2B_32TPS_20240412_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2024/4/S2B_32TPS_20240425_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2024/6/S2A_32TPS_20240606_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2024/6/S2A_32TPS_20240619_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2024/7/S2B_32TPS_20240704_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2024/7/S2A_32TPS_20240709_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2024/7/S2B_32TPS_20240711_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2024/7/S2B_32TPS_20240714_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2024/7/S2A_32TPS_20240719_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2024/7/S2B_32TPS_20240721_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2024/7/S2A_32TPS_20240729_0_L2A',
           's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/PS/2024/7/S2B_32TPS_20240731_0_L2A'],
          dtype='<U80')

  • s2:thin_cirrus_percentage
    (time)
    object
    2.235039 3.950845 ... 0.024204

    array([2.235039, 3.950845, 0.08172, 0.003162, 3.047128, 7e-06, 0.760679,
           10.637713, 1.882233, 0.012506, 0.518369, 0.214922, 11.69931,
           0.000314, 0.633787, 0.002874, 3.034208, 0.282217, 5.6e-05,
           0.028343, 0.016487, 0.33055, 0.933827, 0.06716, 0.356386, 0.276729,
           0.76527, 4.523561, 5.501174, 0.228731, 0.202629, 1.95438, 1.723737,
           2.654188, 0.02789, 0.537677, 0.408599, 0.432907, 0.695771,
           0.016387, 0.016005, 0.197689, 0.151274, 0.557557, 1.162105,
           0.565177, 1.054937, 0.746099, 2.061865, 1.361463, 3.6e-05,
           0.001486, 6.145518, 6.025714, 1.259575, 0.73929, 1.912636,
           20.738943, 20.43535, 0.343539, 1.994864, 0.273407, 0.765951,
           0.295531, 0.20656, 1.414265, 1.844768, 0.085861, 0.000138,
           0.000727, 0.000494, 2.543306, 3.103616, 0.608924, 0.071048,
           0.754649, 5.827548, 8.929567, 0.021806, 0.015439, 3.338836,
           0.020615, 0.26777, 0.027577, 0.951127, 3.209989, 0.049574, 0.00037,
           0.003271, 20.464391, 20.966393, 4.464563, 0.075566, 0.012414,
           0.192565, 0.504735, 1.831257, 1.030075, 11.286602, 16.248183,
           0.068627, 0.011881, 0.002253, 0.009983, 9.140113, 9.359232,
           0.106944, 0.303773, 4.190633, 2.433099, 0.00013, 0.421204,
           0.000457, 2.579917, 0.895554, 0.594219, 5.367009, 1.311102,
           0.969822, 0.775482, 0.103639, 0.19434, 0.052555, 0.376197,
    ...
           0.117158, 4.875722, 3.43629, 0.293493, 1.666058, 0.101952,
           4.513141, 0.120073, 12.731791, 0.194967, 0.044126, 2.168969,
           13.89004, 21.199769, 0.213479, 10.5893, 2.037009, 0.009151,
           5.119149, 0.049087, 1.963179, 18.362674, 4.555297, 2.605093,
           5.992174, 0.141647, 7.22663, 3.098021, 1.325729, 0.023342,
           1.894194, 0.875575, 0.184333, 3.742542, 2.12796, 0.023476,
           0.366326, 3.503167, 0.092153, 28.446352, 3.785223, 1.285885,
           0.545096, 2.042434, 5.75023, 0.56247, 0.459699, 0.62316, 0.102886,
           0.989501, 0.485088, 14.330417, 0.000569, 0.175482, 0.058328,
           0.006414, 0.029257, 0.10575, 2.1628, 0.000358, 0.77265, 0.003864,
           0.001128, 0.847559, 9.055803, 0.000103, 0.000159, 0.074731,
           0.000189, 3.052447, 1.576292, 12.597173, 4.841887, 19.166291,
           4.779649, 2.529981, 3.105836, 2.107543, 0.452258, 0.878211,
           16.93048, 0.062562, 0.05938, 4.542397, 0.413297, 0.000383,
           0.001685, 1.366774, 23.556447, 0.027953, 0.00028, 0.665964,
           0.091711, 9.656004, 4.411319, 11.410227, 0.077196, 0.503455,
           12.513126, 8.425722, 3.039125, 0.603673, 1.773629, 4.222096,
           9.518027, 0.781179, 1.336911, 4.014197, 0.006925, 0.01625,
           0.665621, 0.138878, 1.658641, 0.667123, 0.087996, 0.036718,
           0.024204], dtype=object)

  • s2:generation_time
    (time)
    <U27
    '2019-05-04T22:45:14.389Z' ... '...

    array(['2019-05-04T22:45:14.389Z', '2019-05-04T22:50:48.946Z',
           '2019-05-05T01:30:15.622Z', '2019-05-05T20:18:24.840Z',
           '2019-05-05T18:57:58.223Z', '2019-05-05T05:41:30.679Z',
           '2019-05-05T14:37:19.822Z', '2019-05-05T12:20:48.311Z',
           '2019-05-08T20:11:38.477Z', '2020-10-08T13:40:06.266Z',
           '2020-09-30T17:04:53.517Z', '2020-03-15T00:27:06.419Z',
           '2018-03-28T17:52:18Z', '2018-04-02T17:17:14Z',
           '2023-09-08T07:48:48.000000Z', '2018-04-07T15:23:33Z',
           '2018-04-14T13:33:49Z', '2018-04-17T17:17:27Z',
           '2018-04-19T11:56:06Z', '2018-04-22T15:38:28Z',
           '2023-09-15T16:19:12.000000Z', '2018-04-24T13:08:01Z',
           '2018-06-01T13:29:06.000000Z', '2018-06-16T16:24:10.000000Z',
           '2018-06-18T14:43:41.000000Z', '2018-06-21T14:55:59.000000Z',
           '2018-06-23T13:19:22.000000Z', '2018-06-26T13:39:02.000000Z',
           '2023-08-23T03:00:42.000000Z', '2018-07-01T14:10:38.000000Z',
           '2023-08-11T04:24:58.000000Z', '2018-07-03T14:59:31.000000Z',
           '2018-07-08T12:48:36.000000Z', '2023-07-13T15:33:06.000000Z',
           '2018-07-13T14:41:47.000000Z', '2018-07-18T18:01:46.000000Z',
           '2023-08-17T11:29:49.000000Z', '2018-07-26T15:37:10.000000Z',
           '2018-07-28T13:25:14.000000Z', '2018-07-31T13:38:41.000000Z',
    ...
           '2023-11-24T13:14:20.000000Z', '2023-11-27T11:52:30.000000Z',
           '2023-11-29T14:07:50.000000Z', '2023-12-07T13:20:38.000000Z',
           '2023-12-09T12:18:48.000000Z', '2023-12-14T14:21:27.000000Z',
           '2023-12-17T13:01:28.000000Z', '2023-12-19T12:18:49.000000Z',
           '2023-12-24T13:00:37.000000Z', '2023-12-27T11:40:18.000000Z',
           '2024-01-03T11:38:48.000000Z', '2024-01-11T14:40:54.000000Z',
           '2024-01-13T11:40:07.000000Z', '2024-01-16T11:44:39.000000Z',
           '2024-01-21T14:53:52.000000Z', '2024-01-23T11:33:49.000000Z',
           '2024-01-26T11:36:17.000000Z', '2024-01-28T12:18:56.000000Z',
           '2024-02-02T11:47:27.000000Z', '2024-02-05T13:07:05.000000Z',
           '2024-02-15T14:43:49.000000Z', '2024-02-20T14:40:52.000000Z',
           '2024-03-13T13:02:48.000000Z', '2024-03-16T13:43:07.000000Z',
           '2024-04-02T12:52:54.000000Z', '2024-04-07T16:14:51.000000Z',
           '2024-04-12T12:53:49.000000Z', '2024-04-25T14:41:36.000000Z',
           '2024-06-06T17:51:00.000000Z', '2024-06-19T16:15:51.000000Z',
           '2024-07-04T13:01:25.000000Z', '2024-07-09T14:29:49.000000Z',
           '2024-07-11T14:27:40.000000Z', '2024-07-14T12:58:06.000000Z',
           '2024-07-19T14:11:51.000000Z', '2024-07-21T12:53:44.000000Z',
           '2024-07-29T19:49:52.000000Z', '2024-07-31T12:51:41.000000Z'],
          dtype='<U27')

  • s2:vegetation_percentage
    (time)
    object
    5.312433 18.813984 ... 75.687724

    array([5.312433, 18.813984, 24.356632, 24.984224, 20.961724, 24.303922,
           21.553582, 9.813931, 21.272539, 77.316386, 9.904308, 5.794503,
           1.832371, 21.430971, 18.805209, 13.229795, 23.690403, 16.340066,
           36.04008, 37.290215, 35.563955, 30.829772, 31.973439, 67.18092,
           40.518841, 50.044495, 72.344142, 56.867987, 54.324675, 54.267043,
           50.856161, 37.392727, 63.095343, 61.019069, 65.956104, 65.222985,
           62.599689, 43.681267, 50.20746, 67.310435, 64.919502, 59.485084,
           56.606835, 40.195802, 36.287114, 57.232463, 54.153079, 46.884814,
           42.541674, 34.930125, 77.577263, 77.220213, 52.899241, 51.575267,
           31.988549, 66.34708, 62.885863, 51.224393, 51.601136, 38.383076,
           55.80973, 63.795406, 61.335045, 66.239333, 65.149224, 70.293051,
           69.174981, 52.302611, 67.585486, 53.428906, 61.337316, 51.841867,
           49.235487, 48.053995, 39.348105, 18.181884, 20.791551, 23.719864,
           30.360755, 28.835893, 18.816973, 20.472287, 18.262564, 19.643457,
           11.892302, 11.047281, 17.661136, 17.548417, 1.996475, 4.812962,
           2.593673, 6.002452, 13.428004, 15.225363, 14.033243, 9.057436,
           3.024495, 3.476257, 1.74686, 3.2968, 11.361623, 10.961309,
           12.244289, 16.640516, 9.306215, 9.398247, 19.324329, 3.294571,
           8.106805, 21.30038, 24.982615, 20.921379, 27.42599, 28.619561,
           22.132467, 27.114123, 16.156347, 29.86159, 36.617664, 38.958597,
    ...
           60.977179, 53.945214, 51.332468, 39.831007, 70.292598, 51.126838,
           66.012305, 60.250938, 57.047522, 20.814373, 48.254037, 37.952316,
           39.950755, 28.231052, 10.330552, 7.009578, 22.956447, 12.892278,
           21.637632, 12.075243, 2.199857, 6.714041, 1.002791, 1.317481,
           1.394228, 11.622214, 1.119169, 3.945031, 8.841598, 6.53346,
           12.263674, 8.479402, 10.866567, 10.237914, 11.644808, 12.187961,
           15.692447, 12.791906, 3.793352, 10.668136, 1.645787, 17.724513,
           32.428676, 27.995649, 13.427518, 19.24855, 39.018151, 44.919425,
           44.695824, 49.96807, 37.524217, 57.95306, 30.914021, 72.194427,
           51.578748, 74.805355, 66.37727, 60.568863, 55.303794, 41.505924,
           78.880733, 58.580261, 77.902359, 80.2863, 55.640554, 31.751451,
           47.190481, 72.919327, 76.34626, 73.878592, 65.474343, 61.153042,
           49.601206, 33.701524, 38.632247, 41.290107, 30.820689, 18.774627,
           19.645128, 22.429112, 25.811532, 1.083905, 22.472718, 14.675324,
           10.003968, 11.950899, 15.223809, 15.971774, 7.100896, 2.819838,
           3.347861, 6.508541, 8.890988, 10.618427, 0.046687, 5.986776,
           7.738554, 13.692984, 7.54427, 9.031227, 6.160022, 7.62145,
           17.133489, 11.493275, 13.125995, 15.459056, 31.885147, 21.445656,
           30.633143, 60.794294, 53.396523, 58.820593, 51.203555, 61.003846,
           51.835275, 64.173561, 63.926095, 75.687724], dtype=object)

  • s2:medium_proba_clouds_percentage
    (time)
    object
    16.624644 10.629322 ... 3.136772

    array([16.624644, 10.629322, 8.348283, 9.31251, 0.390948, 6.343114,
           0.879259, 4.337768, 1.463836, 0.802488, 0.655386, 18.340707,
           9.27588, 2.060234, 4.412005, 3.547948, 4.203285, 4.104701,
           2.155776, 1.703789, 2.196538, 3.767255, 6.802138, 2.246625,
           5.163473, 4.568418, 2.513156, 6.498498, 8.035301, 4.439171,
           11.930807, 13.485529, 5.238049, 7.869184, 3.254558, 3.719354,
           8.438505, 5.034408, 5.575592, 2.971979, 7.114807, 3.562229,
           8.775642, 5.945518, 13.063529, 4.806285, 10.476816, 5.405599,
           11.772844, 8.246965, 1.815927, 1.501856, 4.749194, 7.490943,
           7.530119, 2.022887, 4.246994, 5.590075, 2.691232, 5.494582,
           4.267802, 2.420139, 4.921769, 2.606419, 3.716188, 3.042041,
           0.989393, 3.509864, 1.071034, 1.634753, 0.361344, 3.376988,
           2.290696, 3.981922, 4.294206, 3.825381, 9.101842, 7.48162,
           1.396779, 1.107449, 10.10325, 1.217171, 2.655349, 2.322027,
           21.60918, 14.760415, 10.105363, 2.857919, 8.228512, 9.887554,
           20.418023, 7.298941, 2.507514, 9.837232, 3.112928, 15.251969,
           15.376405, 10.061523, 26.855788, 18.935725, 3.927092, 0.638028,
           1.549034, 0.938735, 0.201581, 1.956482, 4.541585, 4.175279,
           27.562839, 23.445642, 1.864669, 2.437614, 6.97479, 4.691971,
           3.58947, 8.048888, 23.797327, 9.077822, 3.753505, 7.373446,
    ...
           8.696896, 1.333262, 3.40194, 0.264601, 0.269916, 4.776012,
           21.547732, 3.804661, 4.169089, 2.985308, 4.280294, 16.21827,
           10.101696, 1.137353, 16.641831, 0.015103, 1.354427, 1.358454,
           12.514667, 19.60398, 14.825077, 9.098282, 0.328664, 8.560816,
           9.865706, 1.598097, 5.972886, 0.02862, 23.567791, 10.282116,
           0.183095, 0.013915, 1.555669, 0.009103, 7.312922, 44.870102,
           13.100411, 13.086507, 29.298112, 1.522371, 1.943076, 14.440465,
           15.04267, 1.964883, 8.875721, 9.545068, 10.012528, 12.267662,
           7.106413, 14.058782, 1.970742, 11.861118, 2.90931, 7.040027,
           9.459249, 10.348258, 14.145842, 0.838959, 7.188246, 0.093295,
           0.102269, 10.24985, 16.80795, 5.172315, 0.549103, 0.059466,
           0.008709, 1.449471, 3.898603, 3.867099, 12.384275, 4.502816,
           8.689889, 11.722875, 8.345809, 29.318431, 9.390125, 4.26385,
           18.064243, 0.221508, 0.33007, 4.54323, 12.727074, 0.004248,
           0.001798, 10.296515, 9.224685, 7.580809, 0.020291, 0.027721,
           0.061709, 30.712008, 20.523725, 5.205192, 0.008925, 15.165752,
           0.048958, 14.335883, 21.227799, 8.330612, 24.333179, 20.672563,
           10.758219, 0.379037, 12.11659, 16.804346, 5.804797, 9.17665,
           9.683589, 11.94877, 7.377144, 11.826942, 8.64311, 7.216818,
           3.136772], dtype=object)

  • s2:high_proba_clouds_percentage
    (time)
    object
    22.209878 6.867649 ... 5.265974

    array([22.209878, 6.867649, 3.168646, 0.745553, 0.413493, 1.174874,
           1.170849, 24.156788, 1.374512, 1.337166, 0.367491, 0.570044,
           26.703706, 1.773553, 1.234293, 13.401236, 1.490344, 26.342592,
           0.518996, 2.820556, 2.205384, 16.116267, 42.098665, 8.267286,
           40.882567, 26.83138, 3.955723, 13.401571, 12.273046, 19.129595,
           18.43373, 31.176442, 12.891272, 11.998865, 10.209618, 10.861061,
           10.389487, 34.052539, 30.774882, 10.181027, 9.899831, 14.938051,
           14.835966, 31.791651, 31.738433, 14.597157, 14.290924, 25.078273,
           24.989153, 37.233722, 1.557822, 1.011191, 16.039495, 15.155551,
           34.752625, 4.432537, 4.220365, 0.403691, 0.125501, 27.26078,
           14.595634, 5.185808, 5.038776, 5.450315, 5.293739, 0.381211,
           0.094572, 14.113618, 0.632923, 5.121624, 0.315872, 1.034074,
           0.931098, 7.915028, 23.695223, 33.670828, 1.537356, 2.001163,
           2.65488, 1.734211, 0.800826, 4.436946, 16.725969, 4.744386,
           14.358719, 6.558535, 1.236909, 1.044051, 30.242473, 2.036594,
           1.050508, 12.828258, 15.35086, 0.83123, 1.267969, 4.924252,
           0.404564, 13.025998, 2.996168, 0.345278, 0.524364, 0.428093,
           3.221123, 0.58567, 0.062671, 0.555689, 1.66515, 22.881198,
           12.859948, 0.727587, 0.293402, 15.131488, 0.320798, 0.493941,
           17.33311, 16.457643, 9.021848, 17.579152, 8.859406, 15.15367,
    ...
           28.651285, 0.776239, 10.908847, 0.160697, 0.034048, 5.669815,
           13.843238, 2.449738, 3.873467, 2.200863, 0.013474, 0.294265,
           38.569623, 0.222786, 14.321642, 0.001755, 0.189395, 1.492839,
           5.178166, 3.625309, 25.160477, 32.623681, 0.042475, 12.781055,
           5.592394, 0.196039, 6.822561, 0.002115, 15.286766, 9.277917,
           0.354223, 0.051799, 2.610162, 0.000649, 9.110704, 0.168367,
           16.421431, 1.513116, 15.624098, 1.407387, 2.346094, 30.036786,
           19.747195, 1.844653, 15.905061, 21.567261, 20.095298, 33.234215,
           10.668279, 20.6255, 3.157965, 24.895252, 2.757964, 9.633994,
           13.050322, 16.626328, 26.904973, 0.632782, 22.523022, 0.048941,
           0.038583, 17.400596, 22.56826, 20.538008, 0.35701, 0.0258,
           0.002973, 1.147696, 3.55038, 0.377475, 24.374409, 1.91029,
           9.340095, 11.220524, 3.741759, 8.455965, 14.146267, 1.462862,
           8.676344, 0.104712, 0.105272, 0.898666, 9.066767, 0.000184,
           0.001984, 34.722313, 0.473359, 17.855412, 0.001402, 0.040113,
           0.011361, 5.641492, 17.979522, 0.711534, 0.000846, 23.281538,
           0.003556, 7.394365, 21.599336, 8.394694, 19.010057, 18.253967,
           3.696268, 0.226821, 19.25538, 27.574137, 8.450294, 15.599339,
           13.623312, 24.023344, 9.874053, 18.716705, 13.146774, 9.40951,
           5.265974], dtype=object)

  • s2:datatake_id
    (time)
    <U34
    'GS2A_20161108T102232_007212_N00...

    array(['GS2A_20161108T102232_007212_N00.01',
           'GS2A_20161115T101302_007312_N00.01',
           'GS2A_20161128T102352_007498_N00.01',
           'GS2A_20161205T101402_007598_N00.01',
           'GS2A_20161208T102422_007641_N00.01',
           'GS2A_20161215T101422_007741_N00.01',
           'GS2A_20161218T102432_007784_N00.01',
           'GS2A_20161225T101432_007884_N00.01',
           'GS2A_20161228T102432_007927_N00.01',
           'GS2A_20170716T102021_010787_N00.01',
           'GS2B_20180124T101309_004624_N00.01',
           'GS2B_20180308T102019_005239_N00.01',
           'GS2B_20180328T102019_005525_N02.06',
           'GS2A_20180402T102021_014505_N02.06',
           'GS2A_20180402T102021_014505_N05.00',
           'GS2B_20180407T102019_005668_N02.06',
           'GS2B_20180414T101019_005768_N02.06',
           'GS2B_20180417T102019_005811_N02.06',
           'GS2A_20180419T101031_014748_N02.06',
           'GS2A_20180422T102031_014791_N02.06',
    ...
           'GS2B_20240202T101139_036084_N05.10',
           'GS2B_20240205T102129_036127_N05.10',
           'GS2B_20240215T102029_036270_N05.10',
           'GS2A_20240220T102051_045250_N05.10',
           'GS2B_20240313T100709_036656_N05.10',
           'GS2B_20240316T101649_036699_N05.10',
           'GS2B_20240402T100549_036942_N05.10',
           'GS2A_20240407T100551_045922_N05.10',
           'GS2B_20240412T100559_037085_N05.10',
           'GS2B_20240425T101559_037271_N05.10',
           'GS2A_20240606T100601_046780_N05.10',
           'GS2A_20240619T102031_046966_N05.10',
           'GS2B_20240704T101559_038272_N05.10',
           'GS2A_20240709T102031_047252_N05.10',
           'GS2B_20240711T100559_038372_N05.10',
           'GS2B_20240714T101559_038415_N05.10',
           'GS2A_20240719T102021_047395_N05.10',
           'GS2B_20240721T100559_038515_N05.10',
           'GS2A_20240729T102021_047538_N05.11',
           'GS2B_20240731T100559_038658_N05.11'], dtype='<U34')

  • s2:datastrip_id
    (time)
    <U64
    'S2A_OPER_MSI_L2A_DS_SHIT_201905...

    array(['S2A_OPER_MSI_L2A_DS_SHIT_20190504T224516_S20161108T102425_N00.01',
           'S2A_OPER_MSI_L2A_DS_SHIT_20190504T225049_S20161115T101301_N00.01',
           'S2A_OPER_MSI_L2A_DS_SHIT_20190505T013016_S20161128T102354_N00.01',
           'S2A_OPER_MSI_L2A_DS_SHIT_20190505T201826_S20161205T101412_N00.01',
           'S2A_OPER_MSI_L2A_DS_SHIT_20190505T185759_S20161208T102418_N00.01',
           'S2A_OPER_MSI_L2A_DS_SHIT_20190505T054132_S20161215T101510_N00.01',
           'S2A_OPER_MSI_L2A_DS_SHIT_20190505T143721_S20161218T102606_N00.01',
           'S2A_OPER_MSI_L2A_DS_SHIT_20190505T122049_S20161225T101625_N00.01',
           'S2A_OPER_MSI_L2A_DS_SHIT_20190508T201139_S20161228T102428_N00.01',
           'S2A_OPER_MSI_L2A_DS_SHIT_20201008T134008_S20170716T102324_N00.01',
           'S2B_OPER_MSI_L2A_DS_SHIT_20200930T170455_S20180124T101352_N00.01',
           'S2B_OPER_MSI_L2A_DS_SHIT_20200315T002708_S20180308T102241_N00.01',
           'S2B_OPER_MSI_L2A_DS_SGS__20180328T155221_S20180328T102738_N02.07',
           'S2A_OPER_MSI_L2A_DS_SGS__20180402T155007_S20180402T102435_N02.07',
           'S2A_OPER_MSI_L2A_DS_S2RP_20230908T074848_S20180402T102435_N05.00',
           'S2B_OPER_MSI_L2A_DS_SGS__20180407T143030_S20180407T102020_N02.07',
           'S2B_OPER_MSI_L2A_DS_MPS__20180414T122253_S20180414T101536_N02.07',
           'S2B_OPER_MSI_L2A_DS_SGS__20180417T140522_S20180417T102021_N02.07',
           'S2A_OPER_MSI_L2A_DS_EPAE_20180419T111252_S20180419T101457_N02.07',
           'S2A_OPER_MSI_L2A_DS_SGS__20180422T141352_S20180422T102115_N02.07',
    ...
           'S2B_OPER_MSI_L2A_DS_2BPS_20240205T130705_S20240205T102125_N05.10',
           'S2B_OPER_MSI_L2A_DS_2BPS_20240215T144349_S20240215T102728_N05.10',
           'S2A_OPER_MSI_L2A_DS_2APS_20240220T144052_S20240220T102204_N05.10',
           'S2B_OPER_MSI_L2A_DS_2BPS_20240313T130248_S20240313T101407_N05.10',
           'S2B_OPER_MSI_L2A_DS_2BPS_20240316T134307_S20240316T102010_N05.10',
           'S2B_OPER_MSI_L2A_DS_2BPS_20240402T125254_S20240402T101127_N05.10',
           'S2A_OPER_MSI_L2A_DS_2APS_20240407T161451_S20240407T101319_N05.10',
           'S2B_OPER_MSI_L2A_DS_2BPS_20240412T125349_S20240412T100818_N05.10',
           'S2B_OPER_MSI_L2A_DS_2BPS_20240425T144136_S20240425T102113_N05.10',
           'S2A_OPER_MSI_L2A_DS_2APS_20240606T175100_S20240606T101605_N05.10',
           'S2A_OPER_MSI_L2A_DS_2APS_20240619T161551_S20240619T102251_N05.10',
           'S2B_OPER_MSI_L2A_DS_2BPS_20240704T130125_S20240704T102300_N05.10',
           'S2A_OPER_MSI_L2A_DS_2APS_20240709T142949_S20240709T102025_N05.10',
           'S2B_OPER_MSI_L2A_DS_2BPS_20240711T142740_S20240711T100555_N05.10',
           'S2B_OPER_MSI_L2A_DS_2BPS_20240714T125806_S20240714T102202_N05.10',
           'S2A_OPER_MSI_L2A_DS_2APS_20240719T141151_S20240719T102022_N05.10',
           'S2B_OPER_MSI_L2A_DS_2BPS_20240721T125344_S20240721T101252_N05.10',
           'S2A_OPER_MSI_L2A_DS_2APS_20240729T194952_S20240729T102559_N05.11',
           'S2B_OPER_MSI_L2A_DS_2BPS_20240731T125141_S20240731T101303_N05.11'],
          dtype='<U64')

  • s2:sequence
    (time)
    <U1
    '0' '0' '0' '0' ... '0' '0' '0' '0'

    array(['0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0',
           '0', '1', '0', '0', '0', '0', '0', '1', '0', '0', '0', '0', '0',
           '0', '0', '1', '0', '1', '0', '0', '3', '0', '0', '1', '0', '0',
           '0', '1', '0', '1', '0', '1', '0', '1', '0', '1', '0', '0', '1',
           '0', '1', '0', '0', '1', '0', '1', '0', '0', '0', '1', '0', '1',
           '0', '1', '0', '0', '0', '0', '0', '1', '0', '0', '1', '1', '0',
           '0', '1', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0',
           '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0',
           '1', '0', '0', '1', '0', '0', '0', '0', '1', '0', '0', '0', '0',
           '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0',
           '0', '0', '0', '0', '0', '0', '0', '0', '1', '0', '1', '1', '0',
           '1', '0', '1', '0', '0', '1', '1', '0', '1', '0', '1', '0', '1',
           '0', '1', '0', '0', '1', '1', '0', '1', '0', '0', '1', '0', '0',
           '1', '0', '1', '1', '0', '1', '0', '1', '0', '1', '0', '1', '1',
           '0', '0', '1', '1', '0', '1', '0', '1', '0', '1', '0', '1', '0',
           '1', '0', '1', '0', '1', '0', '1', '0', '1', '0', '0', '1', '1',
           '0', '0', '1', '1', '0', '1', '0', '1', '0', '0', '1', '1', '0',
           '1', '1', '0', '1', '0', '0', '1', '1', '0', '1', '0', '1', '0',
           '1', '1', '0', '1', '0', '1', '0', '0', '1', '0', '1', '0', '1',
           '1', '0', '1', '0', '1', '0', '1', '0', '1', '0', '1', '0', '0',
    ...
           '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '1', '0', '1',
           '4', '1', '0', '0', '1', '0', '0', '1', '0', '1', '1', '0', '1',
           '1', '0', '1', '0', '1', '0', '1', '0', '1', '0', '2', '1', '0',
           '1', '0', '0', '0', '3', '0', '1', '0', '0', '1', '0', '1', '0',
           '0', '0', '0', '0', '2', '1', '0', '0', '1', '1', '0', '0', '0',
           '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0',
           '0', '0', '0', '0', '1', '0', '0', '0', '0', '0', '0', '0', '0',
           '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0',
           '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0',
           '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0',
           '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0',
           '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0',
           '0', '0', '0', '0', '0', '1', '0', '0', '0', '0', '0', '0', '0',
           '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0',
           '0', '0', '0', '0', '0', '0', '0', '0', '0', '1', '0', '0', '0',
           '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0',
           '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '1', '0',
           '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0',
           '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0', '0'],
          dtype='<U1')

  • s2:water_percentage
    (time)
    object
    1.504413 1.718854 ... 0.310865

    array([1.504413, 1.718854, 3.750497, 5.19834, 4.202895, 5.982503,
           5.592868, 0.682943, 31.421277, 0.457302, 3.741326, 0.329686,
           0.137873, 0.251412, 0.207097, 0.311848, 0.187913, 0.748155,
           0.268118, 0.917805, 0.346678, 1.027319, 0.182953, 0.235848,
           0.161967, 0.30532, 0.296117, 0.199112, 0.302033, 0.207728,
           0.298044, 0.153642, 0.262637, 0.284372, 0.403837, 0.361408,
           0.311333, 0.208107, 0.228894, 0.733601, 0.481042, 0.870363,
           0.505945, 0.498155, 0.287794, 0.78802, 0.484242, 0.739641,
           0.433322, 0.387519, 0.320885, 0.339086, 0.216817, 0.239804,
           0.502102, 0.512012, 0.38304, 0.15999, 0.179624, 0.360799, 0.502129,
           0.528028, 0.398496, 0.581379, 0.47856, 0.38205, 0.335327, 0.360114,
           0.442522, 0.473364, 0.515944, 0.437068, 0.287278, 0.4192, 0.410198,
           0.412134, 1.218079, 1.122079, 2.736997, 0.383933, 3.262112,
           3.777596, 2.441926, 4.288, 2.21597, 4.562909, 6.20664, 6.035033,
           3.73672, 1.822639, 1.770222, 2.079403, 3.079769, 3.804602,
           3.897338, 3.085545, 1.816523, 1.497153, 0.651507, 0.778276,
           1.235006, 0.903938, 0.837586, 0.65733, 0.150598, 0.293363,
           0.637001, 1.1716, 0.164873, 0.259702, 0.334246, 0.448729, 0.307843,
           0.242375, 0.92161, 0.772722, 0.133682, 0.344684, 0.565763,
           0.298453, 0.597798, 0.398205, 0.621998, 0.363154, 0.480731,
    ...
           0.497321, 0.575055, 0.400311, 0.605421, 0.261001, 0.175836,
           0.320334, 0.22449, 0.355919, 0.282438, 0.342643, 0.133591,
           0.283685, 0.324117, 0.290836, 0.174197, 0.087594, 0.189686,
           0.330035, 0.289531, 0.46315, 0.507778, 0.551168, 0.440705,
           0.138527, 0.369083, 0.202523, 0.417129, 0.854446, 0.217792,
           0.33675, 0.297011, 0.337343, 0.233417, 0.280115, 0.275832,
           0.266206, 0.321339, 0.268428, 0.315168, 1.798932, 0.217226,
           0.009525, 0.137276, 0.233218, 0.248285, 0.160068, 0.149571,
           0.274109, 0.284879, 0.271986, 0.295075, 0.173186, 0.260679,
           0.111241, 0.33715, 0.285097, 0.316011, 0.376616, 0.373957, 0.35324,
           0.169409, 0.352079, 0.240557, 0.648204, 0.80669, 0.348788,
           0.190142, 0.244989, 0.405194, 0.365911, 0.352285, 0.321201,
           0.267756, 0.241345, 0.24223, 0.227511, 0.2412, 0.40577, 0.237315,
           0.268894, 0.338722, 0.409835, 0.078322, 0.430929, 0.482885,
           0.30369, 0.299309, 0.34798, 0.322398, 0.211977, 0.078965, 0.279316,
           0.322754, 0.300769, 0.307423, 0.000961, 0.197571, 0.193269,
           0.273897, 0.288603, 0.192819, 0.105055, 0.249384, 0.22121,
           0.221035, 0.153686, 0.094502, 0.220348, 0.140289, 0.168752,
           0.298428, 0.297432, 0.29728, 0.232478, 0.299669, 0.348877,
           0.284342, 0.341176, 0.310865], dtype=object)

  • eo:cloud_cover
    (time)
    object
    41.069562 21.447816 ... 8.426949

    array([41.069562, 21.447816, 11.598649, 10.061224, 3.851569, 7.517994,
           2.810787, 39.132269, 4.720581, 2.15216, 1.541246, 19.125673,
           47.678897, 3.834101, 6.280085, 16.952058, 8.727837, 30.72951,
           2.674829, 4.552688, 4.418409, 20.214072, 49.83463, 10.581071,
           46.402426, 31.676527, 7.234149, 24.42363, 25.80952, 23.797498,
           30.567166, 46.61635, 19.853057, 22.522238, 13.492065, 15.118092,
           19.236591, 39.519855, 37.046246, 13.169393, 17.030643, 18.697968,
           23.762882, 38.294726, 45.964068, 19.968619, 25.822678, 31.229971,
           38.823864, 46.84215, 3.373786, 2.514534, 26.934207, 28.672209,
           43.542319, 7.194714, 10.379995, 26.732709, 23.252083, 33.098901,
           20.8583, 7.879354, 10.726496, 8.352265, 9.216487, 4.837517,
           2.928733, 17.709343, 1.704095, 6.757104, 0.67771, 6.954368,
           6.32541, 12.505874, 28.060476, 38.250858, 16.466745, 18.412351,
           4.073465, 2.857099, 14.242911, 5.674732, 19.649089, 7.09399,
           36.919026, 24.528939, 11.391846, 3.902341, 38.474256, 32.388538,
           42.434923, 24.591762, 17.93394, 10.680875, 4.573463, 20.680956,
           17.612226, 24.117596, 41.138558, 35.529186, 4.520082, 1.078002,
           4.77241, 1.534389, 9.404364, 11.871402, 6.313679, 27.36025,
           44.61342, 26.606328, 2.158201, 17.990307, 7.296045, 7.765829,
           21.818134, 25.100749, 38.186185, 27.968077, 13.582733, 23.302598,
    ...
           26.330325, 40.784469, 2.402994, 15.976843, 0.52725, 4.817105,
           10.5659, 48.122761, 6.449366, 8.086682, 7.355139, 18.183808,
           37.712303, 48.884797, 11.94944, 33.000481, 0.02601, 6.662971,
           2.900379, 19.656011, 41.591963, 44.540852, 44.327056, 6.363313,
           21.48352, 22.684729, 4.892157, 14.121178, 0.054077, 40.748751,
           20.435607, 0.72165, 3.808256, 6.293791, 0.033228, 16.789953,
           48.541638, 29.613996, 43.045977, 48.707432, 4.215643, 4.834266,
           46.519685, 40.540093, 4.372006, 25.240481, 31.735489, 30.210713,
           46.491379, 18.25978, 49.014699, 5.129277, 36.931852, 5.725601,
           16.680434, 22.538827, 27.080336, 43.213615, 1.472099, 30.483916,
           0.146099, 0.14198, 28.498003, 48.432013, 25.710425, 0.906273,
           0.159996, 0.011871, 5.649614, 9.025275, 16.841747, 41.60057,
           25.579396, 22.809632, 25.47338, 15.193404, 39.881942, 23.988649,
           6.604924, 43.671069, 0.388782, 0.494723, 9.984293, 22.207138,
           0.004815, 0.005468, 46.385601, 33.254492, 25.464171, 0.021972,
           0.733797, 0.164781, 46.009505, 42.914566, 17.326953, 0.086967,
           38.950747, 12.565641, 30.155969, 45.86626, 17.328979, 45.116866,
           43.148625, 23.972516, 1.387036, 32.70888, 48.39268, 14.262016,
           24.792239, 23.972522, 36.110991, 18.909839, 31.210771, 21.87788,
           16.663046, 8.426949], dtype=object)

  • s2:snow_ice_percentage
    (time)
    object
    27.784669 24.088357 ... 1.11413

    array([27.784669, 24.088357, 12.01432, 6.756805, 18.257032, 7.929872,
           15.523706, 14.1028, 13.105176, 2.482953, 41.874111, 38.054755,
           29.105544, 46.408647, 49.294683, 42.403331, 44.81712, 33.760557,
           40.94322, 37.729022, 40.871131, 29.619467, 6.226337, 7.181017,
           2.263783, 4.466031, 5.112977, 3.735559, 4.477243, 3.101788,
           2.707154, 2.863852, 1.885674, 1.977386, 2.691312, 2.010621,
           2.335911, 0.853096, 1.786002, 1.566542, 1.549209, 1.413358,
           1.127203, 1.053642, 1.074078, 1.079661, 1.117926, 0.994811,
           0.349802, 0.943333, 3.070256, 2.750362, 2.569779, 2.207145,
           2.843166, 2.103161, 2.245224, 1.899111, 2.143112, 1.110504,
           1.204761, 1.079357, 1.333265, 1.137872, 1.144197, 1.223891,
           1.669789, 0.917607, 5.126894, 2.26436, 1.823938, 1.496849, 2.03434,
           1.174282, 4.306043, 2.49147, 18.432114, 13.220793, 15.616176,
           17.559014, 21.089551, 28.994197, 23.514944, 27.189371, 20.275131,
           17.327371, 16.612405, 24.266791, 28.621924, 31.858984, 29.047713,
           28.926018, 25.505683, 20.894566, 28.837514, 26.360264, 43.431687,
           43.825087, 37.590456, 26.882216, 41.128185, 43.958402, 41.597959,
           38.421527, 45.94672, 40.83612, 35.859022, 37.780914, 20.941679,
           16.406852, 37.887084, 29.257828, 30.404931, 32.947722, 37.115005,
           26.511607, 30.256045, 28.161886, 34.353489, 26.708639, 31.038001,
    ...
           0.490363, 0.676011, 1.743756, 1.994511, 5.051956, 3.813769,
           9.905329, 7.070265, 2.388731, 4.252539, 2.476867, 6.622697,
           4.938019, 3.752794, 4.803896, 17.08249, 20.282902, 22.354606,
           28.452042, 38.293633, 50.632572, 32.254806, 40.644246, 34.415573,
           35.053647, 31.311017, 41.91151, 41.299132, 42.067054, 37.276304,
           40.487778, 23.744838, 29.628363, 41.865122, 39.415351, 37.776324,
           38.428423, 27.669129, 0.004104, 24.537559, 44.146532, 13.274577,
           33.424702, 33.85416, 23.711519, 23.271571, 35.477185, 16.272426,
           10.053248, 7.575592, 4.347549, 8.614716, 5.018317, 7.308058,
           0.900351, 4.086526, 1.831711, 1.599577, 1.116739, 0.70867,
           1.874071, 0.06656, 0.99591, 0.957568, 0.057979, 2.044273, 1.684397,
           1.578652, 1.275221, 6.115932, 2.634674, 1.631853, 1.92525,
           0.166125, 1.446456, 1.020859, 8.751326, 45.747039, 15.162124,
           21.74025, 23.088582, 40.691292, 28.508115, 38.474396, 41.563949,
           27.87376, 33.290187, 30.081186, 23.267132, 37.309411, 32.063851,
           44.248313, 40.702555, 39.542842, 51.092553, 24.112888, 44.003937,
           36.57873, 18.999927, 35.454279, 46.956751, 19.322889, 40.440008,
           20.571445, 29.437009, 45.160949, 41.608524, 33.789584, 9.523747,
           12.056041, 6.472951, 2.658968, 0.932495, 3.03374, 1.676389,
           1.103065, 1.480092, 1.11413], dtype=object)

  • s2:nodata_pixel_percentage
    (time)
    object
    11.344289 7e-05 ... 0.001181

    array([11.344289, 7e-05, 11.747443, 0.001022, 11.865249, 0.002024,
           11.836424, 0.000362, 10.520035, 11.043341, 4.3e-05, 10.245421,
           12.794904, 11.317464, 11.346283, 11.001211, 2.7e-05, 11.111417,
           2e-05, 11.571965, 11.595662, 2.7e-05, 11.066161, 10.928832,
           6.6e-05, 10.795923, 8e-05, 11.048497, 11.23339, 11.096473,
           11.123971, 3e-06, 7e-06, 0, 3e-06, 0.00151, 0, 11.023819, 0.001437,
           11.483508, 11.501435, 10.923424, 11.122103, 10.717951, 10.946921,
           1.3e-05, 0, 11.634035, 11.675496, 0.000587, 4e-05, 3e-06,
           10.717805, 10.919227, 2e-05, 12.038583, 12.075976, 0, 0, 2.7e-05,
           12.22479, 5.3e-05, 0.005796, 10.700449, 10.900345, 0.000242, 0,
           11.405729, 11.032376, 11.439073, 11.349372, 11.473005, 11.499272,
           0.000182, 11.398316, 0.000474, 49.428576, 32.672429, 10.884938,
           10.924758, 10.653226, 11.576372, 0.000249, 10.933898, 0.000239,
           10.632814, 0.005007, 11.328419, 0.00277, 10.635065, 0.000332,
           0.000508, 10.807973, 10.97355, 0.002422, 0.002389, 11.058175,
           0.000508, 0.000445, 10.979612, 0.001121, 10.948487, 0.000491,
           0.000936, 11.038543, 10.811792, 0.000382, 10.160348, 3e-06,
           0.001981, 10.554736, 0.000325, 14.97362, 0.000202, 11.015444,
           3.6e-05, 11.414159, 11.207292, 11.529136, 7e-06, 2e-05, 11.447613,
           0.000514, 2.7e-05, 10.920299, 5.3e-05, 3e-06, 11.247544, 5e-05,
    ...
           12.164177, 0, 12.070776, 12.308115, 7e-06, 12.217597, 3e-06, 1e-05,
           11.877804, 0, 11.661288, 3e-06, 11.927645, 2.3e-05, 11.74023,
           11.697774, 3e-06, 11.320872, 3e-06, 0.001938, 10.702138, 1.3e-05,
           12.294621, 11.665595, 12.059389, 9.6e-05, 11.80233, 11.769152,
           9e-05, 11.412325, 11.32132, 10.794752, 0.004187, 11.296465, 3e-06,
           11.200225, 11.854957, 0.005969, 0.00922, 11.139993, 11.30052,
           11.232989, 3e-05, 11.290652, 0, 11.026503, 11.567543, 0.010876,
           10.651354, 11.111413, 0.001556, 10.736587, 1.3e-05, 11.414697,
           2e-05, 11.467315, 4e-05, 11.033387, 11.512566, 0, 0, 11.311714,
           3e-06, 0, 12.116556, 12.139466, 3e-06, 11.745448, 12.079591, 0, 0,
           11.826679, 0, 11.629215, 11.422481, 11.789437, 0, 11.54175, 0,
           11.803597, 0, 0, 11.684892, 11.896092, 81.468892, 0, 0, 0,
           12.411624, 0, 0, 11.515699, 0, 11.529461, 11.169057, 10.581667,
           3e-06, 11.6096, 7e-06, 11.626706, 11.376157, 0.02068, 10.608511,
           0.001184, 10.757075, 0.000358, 2.3e-05, 11.586886, 5e-05, 0,
           12.101274, 5.6e-05, 10.998826, 0.000129, 11.340328, 9.860992,
           7.3e-05, 11.001251, 0.003563, 0.008464, 10.991682, 11.893152,
           11.02204, 0.001387, 11.268509, 0, 0, 0, 11.891709, 0, 11.99222,
           11.736514, 11.367723, 3e-06, 11.474119, 10.669092, 0, 11.29414,
           0.001181], dtype=object)

  • instruments
    ()
    <U3
    'msi'

    array('msi', dtype='<U3')

  • processing:software
    (time)
    object
    {'sentinel2-to-stac': '0.1.0'} ....

    array([{'sentinel2-to-stac': '0.1.0'}, {'sentinel2-to-stac': '0.1.0'},
           {'sentinel2-to-stac': '0.1.0'}, {'sentinel2-to-stac': '0.1.0'},
           {'sentinel2-to-stac': '0.1.0'}, {'sentinel2-to-stac': '0.1.0'},
           {'sentinel2-to-stac': '0.1.0'}, {'sentinel2-to-stac': '0.1.0'},
           {'sentinel2-to-stac': '0.1.0'}, {'sentinel2-to-stac': '0.1.0'},
           {'sentinel2-to-stac': '0.1.0'}, {'sentinel2-to-stac': '0.1.0'},
           {'sentinel2-to-stac': '0.1.0'}, {'sentinel2-to-stac': '0.1.0'},
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.0'},
           {'sentinel2-to-stac': '0.1.0'}, {'sentinel2-to-stac': '0.1.0'},
           {'sentinel2-to-stac': '0.1.0'}, {'sentinel2-to-stac': '0.1.0'},
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.0'},
           {'sentinel2-to-stac': '0.1.0'}, {'sentinel2-to-stac': '0.1.0'},
           {'sentinel2-to-stac': '0.1.0'}, {'sentinel2-to-stac': '0.1.0'},
           {'sentinel2-to-stac': '0.1.0'}, {'sentinel2-to-stac': '0.1.0'},
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.0'},
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.0'},
           {'sentinel2-to-stac': '0.1.0'}, {'sentinel2-to-stac': '0.1.1'},
           {'sentinel2-to-stac': '0.1.0'}, {'sentinel2-to-stac': '0.1.0'},
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.0'},
           {'sentinel2-to-stac': '0.1.0'}, {'sentinel2-to-stac': '0.1.0'},
    ...
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.1'},
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.1'},
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.1'},
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.1'},
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.1'},
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.1'},
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.1'},
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.1'},
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.1'},
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.1'},
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.1'},
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.1'},
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.1'},
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.1'},
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.1'},
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.1'},
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.1'},
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.1'},
           {'sentinel2-to-stac': '0.1.1'}, {'sentinel2-to-stac': '0.1.1'}],
          dtype=object)

  • mgrs:grid_square
    ()
    <U2
    'PS'

    array('PS', dtype='<U2')

  • s2:saturated_defective_pixel_percentage
    ()
    int64
    0

    array(0)

  • view:sun_elevation
    (time)
    float64
    26.4 24.21 21.65 ... 59.96 58.69

    array([26.39590817, 24.205512  , 21.65441999, 20.23442729, 20.18551916,
           19.22450817, 19.42218358, 18.94706454, 19.40650105, 62.54811902,
           22.5064948 , 37.09649697, 45.09552022, 47.07100484, 47.07084319,
           49.00103354, 50.98806745, 52.69318301, 52.7654197 , 54.42804858,
           54.42790188, 54.44826435, 63.92369553, 64.90966251, 64.07279512,
           64.90532109, 63.98612537, 64.73636857, 64.73624903, 64.41612049,
           64.41599831, 63.35876078, 62.83388744, 62.83374528, 62.16862801,
           61.38682708, 61.38669456, 60.72217298, 59.47145257, 59.62764779,
           59.62754935, 58.41870318, 58.41861182, 55.72254359, 55.72246811,
           54.4356281 , 54.43553891, 54.25188739, 54.25182089, 52.95469901,
           51.41688452, 51.41680955, 49.38517917, 49.38513506, 48.13245301,
           47.65161757, 47.65158072, 46.40315996, 46.40311179, 44.64353877,
           44.04875817, 42.84495484, 42.84492086, 42.20610651, 42.20609028,
           41.03021277, 41.03018631, 40.35318189, 38.49544136, 36.648674  ,
           34.82418768, 33.03725258, 33.0372625 , 32.0127915 , 31.30163135,
           30.3143301 , 24.32695408, 24.32695408, 23.8692546 , 23.86927461,
           21.73979145, 20.90751686, 20.29879525, 20.23896161, 19.68919913,
           19.74889003, 19.25392332, 19.43967864, 19.00613935, 19.32154873,
           18.94167266, 19.38368838, 20.09424264, 22.51456406, 22.45558389,
           23.64231431, 26.36366484, 26.4341079 , 28.01296315, 29.5709547 ,
    ...
           19.48838005, 18.94109845, 19.36153933, 19.03091209, 19.58343827,
           19.9939942 , 21.24787085, 22.30793508, 23.41586666, 23.39662121,
           24.67588915, 24.69972779, 26.07674253, 26.13680522, 27.6020499 ,
           27.69672894, 29.23914735, 32.79691057, 34.87111703, 36.82976964,
           40.60516655, 44.80877197, 46.76673115, 48.54135711, 52.26422667,
           52.34569741, 55.67922874, 63.07377118, 63.23059353, 63.96271418,
           64.89528189, 64.07824429, 64.92826325, 64.79685111, 64.0766522 ,
           62.97937244, 62.78298529, 61.59358397, 61.94207286, 59.73067685,
           56.16023756, 56.07932404, 54.62143531, 53.08636994, 51.80081634,
           50.20554615, 48.54789524, 48.08206183, 46.83736696, 41.47512568,
           40.80450506, 39.64725151, 38.94669311, 37.09555365, 35.26266248,
           34.19717759, 30.02779624, 27.5005283 , 24.16539933, 22.99263798,
           22.26578343, 21.9653671 , 21.28921722, 20.38501605, 19.81983003,
           19.34482232, 19.49941672, 19.04805756, 18.94324787, 19.35725492,
           19.29253712, 20.55266727, 20.3872587 , 21.32148605, 22.25468545,
           22.19250871, 23.36022166, 23.33505279, 24.63199092, 26.00583421,
           29.16237107, 30.8921064 , 38.71117217, 40.51030392, 46.67165713,
           48.59459603, 50.46345016, 55.5993827 , 63.66615398, 64.93282261,
           64.10063185, 63.526646  , 62.37796409, 62.81748362, 61.97996686,
           60.76166497, 59.96049409, 58.68899611])

  • s2:processing_baseline
    (time)
    <U5
    '00.01' '00.01' ... '05.11' '05.11'

    array(['00.01', '00.01', '00.01', '00.01', '00.01', '00.01', '00.01',
           '00.01', '00.01', '00.01', '00.01', '00.01', '02.07', '02.07',
           '05.00', '02.07', '02.07', '02.07', '02.07', '02.07', '05.00',
           '02.07', '02.08', '02.08', '02.08', '02.08', '02.08', '02.08',
           '05.00', '02.08', '05.00', '02.08', '02.08', '05.00', '02.08',
           '02.08', '05.00', '02.08', '02.08', '02.08', '05.00', '02.08',
           '05.00', '02.08', '05.00', '02.08', '05.00', '02.08', '05.00',
           '02.08', '02.08', '05.00', '02.08', '05.00', '02.08', '02.08',
           '05.00', '02.08', '05.00', '02.08', '02.08', '02.08', '05.00',
           '02.08', '05.00', '02.08', '05.00', '02.08', '02.08', '02.09',
           '02.09', '02.09', '05.00', '02.09', '02.09', '02.09', '02.10',
           '02.10', '02.10', '05.00', '02.11', '02.11', '02.11', '02.11',
           '02.11', '02.11', '02.11', '02.11', '02.11', '02.11', '02.11',
           '02.11', '02.11', '02.11', '02.11', '02.11', '02.11', '02.11',
           '02.11', '02.11', '02.11', '02.11', '02.11', '02.11', '05.00',
           '02.11', '02.11', '02.11', '02.11', '02.11', '02.11', '02.11',
           '02.11', '02.11', '02.11', '02.11', '02.11', '02.11', '02.11',
           '02.12', '02.12', '02.12', '02.12', '02.12', '02.12', '02.12',
           '02.12', '02.12', '02.12', '02.12', '02.13', '02.13', '02.13',
           '02.13', '02.13', '02.13', '02.13', '02.13', '05.00', '02.13',
    ...
           '04.00', '04.00', '04.00', '04.00', '04.00', '04.00', '04.00',
           '04.00', '04.00', '04.00', '04.00', '04.00', '04.00', '04.00',
           '04.00', '04.00', '04.00', '04.00', '04.00', '04.00', '04.00',
           '04.00', '04.00', '04.00', '04.00', '04.00', '04.00', '04.00',
           '04.00', '04.00', '04.00', '04.00', '04.00', '04.00', '04.00',
           '04.00', '05.09', '05.09', '05.09', '05.09', '05.09', '05.09',
           '05.09', '05.09', '05.09', '05.09', '05.09', '05.09', '05.09',
           '05.09', '05.09', '05.09', '05.09', '05.09', '05.09', '05.09',
           '05.09', '05.09', '05.09', '05.09', '05.09', '05.09', '05.09',
           '05.09', '05.09', '05.09', '05.09', '05.09', '05.09', '05.09',
           '05.09', '05.09', '05.09', '05.09', '05.09', '05.09', '05.09',
           '05.09', '05.09', '05.09', '05.09', '05.09', '05.09', '05.09',
           '05.09', '05.09', '05.09', '05.09', '05.09', '05.09', '05.09',
           '05.09', '05.09', '05.09', '05.09', '05.09', '05.09', '05.09',
           '05.09', '05.09', '05.09', '05.09', '05.10', '05.10', '05.10',
           '05.10', '05.10', '05.10', '05.10', '05.10', '05.10', '05.10',
           '05.10', '05.10', '05.10', '05.10', '05.10', '05.10', '05.10',
           '05.10', '05.10', '05.10', '05.10', '05.10', '05.10', '05.10',
           '05.10', '05.10', '05.10', '05.10', '05.10', '05.10', '05.10',
           '05.11', '05.11'], dtype='<U5')

  • mgrs:latitude_band
    ()
    <U1
    'T'

    array('T', dtype='<U1')

  • s2:not_vegetated_percentage
    (time)
    object
    1.850666 4.228496 ... 10.899296

    array([1.850666, 4.228496, 7.866596, 11.060949, 10.80196, 11.759213,
           10.898712, 6.529424, 12.187208, 13.651107, 5.272284, 7.655315,
           5.267968, 10.401686, 12.968789, 7.31592, 7.391331, 4.424916,
           8.627239, 7.07835, 9.385534, 5.349944, 2.411655, 8.395863,
           3.896582, 4.001577, 11.015609, 7.485414, 9.71804, 8.355864,
           8.719684, 3.643551, 8.364233, 10.362255, 9.503718, 9.042459,
           9.856208, 3.846677, 3.862919, 7.077086, 8.180296, 6.582968,
           7.424086, 5.27234, 5.134078, 6.961165, 8.391456, 3.755952,
           3.793259, 3.145841, 9.698479, 12.791839, 5.035986, 7.563724,
           3.338026, 9.456579, 10.631576, 11.160331, 15.452218, 6.442651,
           5.584083, 10.042912, 15.553103, 9.956042, 16.239601, 11.685424,
           18.599324, 8.045232, 10.396021, 13.648659, 16.195506, 15.637991,
           21.9164, 13.308746, 7.287064, 15.091103, 8.385492, 8.044619,
           8.486618, 14.866571, 6.014945, 4.558588, 4.700803, 4.546402,
           3.440561, 5.254788, 6.795955, 6.869552, 1.793246, 2.582273,
           1.757581, 5.006273, 8.500122, 10.533302, 9.834492, 5.023607,
           3.017239, 2.287781, 0.820877, 4.444554, 9.232897, 10.284705,
           10.190202, 14.832933, 23.231041, 12.55146, 13.36088, 5.756466,
           9.001599, 13.570227, 17.157021, 14.309764, 17.832597, 16.072802,
           5.503632, 7.353356, 3.605929, 4.067833, 5.825366, 4.843919,
    ...
           18.37686, 23.136681, 17.852755, 20.285834, 20.508453, 15.069558,
           27.239719, 21.57781, 28.793129, 29.626286, 28.098264, 8.571147,
           18.128866, 10.116168, 16.192998, 12.330247, 9.8976, 11.2476,
           5.357644, 8.046271, 5.154646, 16.186079, 10.286433, 13.848531,
           15.178104, 15.966383, 18.953867, 12.597392, 19.574127, 21.29727,
           21.753474, 19.76392, 25.189388, 26.768169, 12.246516, 21.055792,
           8.866422, 17.248513, 18.377571, 18.198106, 6.820399, 9.14625,
           12.917934, 5.726046, 6.347982, 6.160212, 4.302259, 9.980833,
           8.529211, 12.635748, 4.285006, 11.879613, 9.385792, 9.010481,
           7.480057, 8.053344, 13.6323, 5.551677, 14.414392, 13.95905,
           5.679367, 6.713279, 17.538419, 15.492672, 14.695184, 16.349232,
           21.3213, 18.939453, 24.10405, 12.138306, 23.731202, 16.289024,
           9.316306, 7.557344, 9.095255, 10.608844, 13.771431, 7.617597,
           13.815728, 12.283253, 13.0456, 9.993347, 11.02363, 11.625505,
           6.65611, 7.66367, 8.009715, 11.809688, 10.882354, 12.613879,
           1.545668, 8.63302, 10.747389, 15.554348, 13.825415, 16.494243,
           8.880005, 12.378463, 15.76881, 13.849302, 4.752048, 9.900992,
           15.871248, 3.958939, 4.12778, 10.271367, 9.288954, 8.381598,
           4.899881, 10.991374, 6.324165, 7.466637, 12.102448, 10.899296],
          dtype=object)

  • constellation
    ()
    <U10
    'sentinel-2'

    array('sentinel-2', dtype='<U10')

  • mgrs:utm_zone
    ()
    int64
    32

    array(32)

  • view:sun_azimuth
    (time)
    float64
    171.5 168.9 171.0 ... 153.6 149.6

    array([171.5007273 , 168.92490676, 170.96072959, 167.99361455,
           170.15238598, 167.0355798 , 169.09208589, 165.86605548,
           167.87440027, 151.8234341 , 162.06246073, 161.48055258,
           161.03048343, 160.9519171 , 160.95112871, 160.81618265,
           156.78913455, 160.46385391, 156.45750616, 160.2253509 ,
           160.22455127, 156.02263791, 155.27317745, 152.83638728,
           147.65420999, 152.22550532, 147.1117255 , 151.74945113,
           151.74878145, 151.47727705, 151.47658522, 146.60408966,
           146.67333877, 146.67269084, 146.91503921, 147.40016803,
           147.39956026, 152.94487906, 148.88927457, 153.80282295,
           153.80222764, 154.73201122, 154.73144359, 156.9319696 ,
           156.93146092, 153.42354152, 153.42306518, 158.17054056,
           158.17006024, 154.6983214 , 156.08112615, 156.08067921,
           161.84701777, 161.84660492, 158.74477123, 163.09527317,
           163.09488371, 159.99586242, 159.9955005 , 161.26508398,
           165.36443555, 162.42650069, 162.42618386, 166.39968581,
           166.39938157, 163.54732205, 163.54703611, 167.38063227,
           168.25269251, 169.03986194, 169.71734634, 170.29303203,
           170.2928916 , 167.62788748, 170.76211313, 168.11618079,
           168.91007201, 168.91007201, 171.42368365, 171.42370234,
    ...
           158.72418619, 158.50331495, 161.28278774, 157.64356609,
           157.40157412, 160.86292985, 160.52641076, 156.54997454,
           159.96463856, 156.32995594, 150.26051598, 148.55123199,
           153.04007015, 147.83440439, 152.38209278, 151.86139378,
           151.4017494 , 146.655415  , 151.71872688, 147.28757912,
           152.17871704, 148.69340231, 151.88678111, 156.71903071,
           157.90817583, 159.14492352, 155.78183318, 157.13466702,
           158.46481888, 162.8460576 , 159.76827233, 163.32519197,
           167.18709929, 164.35839602, 168.08171234, 168.8822853 ,
           169.57090958, 166.88877653, 171.06207647, 168.72569309,
           171.47568303, 171.3100807 , 168.71631465, 171.06438525,
           168.45493437, 170.31991908, 167.70903612, 167.23481897,
           169.3113159 , 166.67909196, 166.109218  , 168.12467089,
           164.83860768, 166.18572812, 163.52070581, 165.57915495,
           164.95432319, 162.26921514, 164.4182638 , 161.66706566,
           161.12775635, 163.4160526 , 162.61401966, 162.27122184,
           158.24366968, 161.28591764, 157.41184988, 157.16625884,
           156.89116327, 159.9773387 , 149.43187244, 152.42716915,
           151.39758869, 151.4393118 , 146.82715355, 151.6846444 ,
           152.1186457 , 147.85885242, 153.55374566, 149.56242668])

  • s2:datatake_type
    ()
    <U8
    'INS-NOBS'

    array('INS-NOBS', dtype='<U8')

  • s2:reflectance_conversion_factor
    (time)
    float64
    1.018 1.021 1.027 ... 0.9694 0.9698

    array([1.01776269, 1.02115259, 1.02663539, 1.0290544 , 1.02996701,
           1.03177239, 1.03240681, 1.03353809, 1.03387299, 0.96766846,
           1.03275145, 1.01717327, 1.00626263, 1.00339524, 1.00339524,
           1.00051506, 0.99650591, 0.99480151, 0.99368148, 0.99200973,
           0.99200973, 0.99091541, 0.97369611, 0.96966227, 0.96927142,
           0.96874902, 0.96844785, 0.96806233, 0.96806233, 0.96760654,
           0.96760654, 0.96748991, 0.96736157, 0.96736157, 0.96746857,
           0.96781022, 0.96781022, 0.96884013, 0.96918738, 0.96977843,
           0.96977843, 0.97093672, 0.97093672, 0.9738823 , 0.9738823 ,
           0.97456457, 0.97456457, 0.97565056, 0.97565056, 0.97640681,
           0.9784261 , 0.9784261 , 0.98199457, 0.98199457, 0.982941  ,
           0.98440865, 0.98440865, 0.98540622, 0.98540622, 0.98798784,
           0.989589  , 0.99066793, 0.99066793, 0.99231933, 0.99231933,
           0.99342775, 0.99342775, 0.99511768, 0.99796397, 1.0008376 ,
           1.00371742, 1.0065821 , 1.0065821 , 1.00771496, 1.00941007,
           1.01052225, 1.02087116, 1.02087116, 1.02225236, 1.02225236,
           1.0264083 , 1.02820367, 1.02886193, 1.02979035, 1.03036167,
           1.03115518, 1.03163472, 1.03228662, 1.03267037, 1.03317513,
           1.03345984, 1.03427578, 1.03431872, 1.03313449, 1.03280476,
           1.0318056 , 1.0297125 , 1.02910139, 1.02741898, 1.02630891,
    ...
           1.03203565, 1.03329237, 1.03368259, 1.03389044, 1.03412691,
           1.0343128 , 1.03370029, 1.03331482, 1.03247293, 1.03206893,
           1.03138687, 1.03088758, 1.03006521, 1.0294755 , 1.0285198 ,
           1.02784382, 1.02676265, 1.02267481, 1.01941998, 1.01692638,
           1.01269657, 1.00598678, 1.00311747, 1.00138341, 0.99565561,
           0.99452949, 0.99010182, 0.9760076 , 0.97353759, 0.97067736,
           0.96998117, 0.96956438, 0.96900125, 0.96824559, 0.96742684,
           0.96737554, 0.96754629, 0.96768237, 0.96795782, 0.96892094,
           0.97245185, 0.97338675, 0.97509671, 0.97699324, 0.97779824,
           0.97993323, 0.98222178, 0.98366565, 0.98464849, 0.99258715,
           0.9942669 , 0.99539154, 0.99710142, 0.99996892, 1.00284967,
           1.00399623, 1.01135186, 1.01512537, 1.02156673, 1.0237838 ,
           1.0246201 , 1.02582808, 1.02659145, 1.02933466, 1.02993289,
           1.03127534, 1.03197058, 1.03238372, 1.03324812, 1.03364753,
           1.03421885, 1.03425044, 1.0341547 , 1.03393243, 1.03335751,
           1.03305788, 1.03253081, 1.03213239, 1.03096562, 1.03015154,
           1.02687454, 1.02493213, 1.01447551, 1.01286059, 1.00329102,
           1.00041075, 0.99753981, 0.99026514, 0.9720913 , 0.9690535 ,
           0.96743786, 0.96736577, 0.96740262, 0.96752894, 0.96792672,
           0.96814963, 0.96941324, 0.9698166 ])

  • s2:degraded_msi_data_percentage
    (time)
    object
    0 0 0 0 ... 0.0385 0.0256 0.0303

    array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0.1174, 0, 0, 0, 0, 0,
           0.0259, 0, 0, 0, 0, 0, 0, 0, 0.0201, 0, 0.0298, 0, 0, 0.0321, 0, 0,
           0.0317, 0, 0, 0, 0.0343, 0, 0.0342, 0, 0.0186, 0, 0.0361, 0,
           0.0695, 0, 0, 0.0312, 0, 0.0132, 0, 0, 0.0257, 0, 0.0109, 0, 0, 0,
           0.011, 0, 0.0129, 0, 0.0315, 0, 0, 0, 0, 0, 0.0249, 0, 0, 0, 0, 0,
           0, 0.0248, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
           0, 0, 0, 0, 0, 0.0129, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
           0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0.0254, 0,
           0.0307, 0.0037, 0, 0.0249, 0, 0.011, 0, 0, 0.0126, 0.0043, 0,
           0.0108, 0, 0.0126, 0, 0.004, 0, 0.0038, 0, 0, 0.0249, 0.0109, 0,
           0.0108, 0, 0, 0.0036, 0, 0, 0.0036, 0, 0.0038, 0.0246, 0, 0.0107,
           0, 0.0125, 0, 0.004, 0, 0.0108, 0.0107, 0, 0, 0.0125, 0.0043, 0,
           0.0244, 0, 0.0223, 0, 0.0043, 0, 0.0245, 0, 0.0107, 0, 0.0222, 0,
           0.0043, 0, 0.0245, 0, 0.0107, 0, 0, 0.0223, 0.0042, 0, 0, 0.0245,
           0.0108, 0, 0.0223, 0, 0.0046, 0, 0, 0.0246, 0.0108, 0, 0.0221,
           0.0046, 0, 0.0248, 0, 0, 0.0253, 0.0204, 0, 0.044, 0, 0.0257, 0,
           0.0251, 0.0227, 0, 0.0043, 0, 0.0137, 0, 0, 0.0348, 0, 0.0164, 0,
           0.023, 0.0049, 0, 0.0253, 0, 0.0111, 0, 0.0225, 0, 0.004, 0,
           0.0113, 0, 0, 0.0465, 0, 0.1315, 0, 0.0038, 0, 0, 0.0256, 0,
           0.0108, 0.0264, 0, 0, 0.0249, 0.0169, 0, 0, 0.0807, 0, 0.0775, 0,
    ...
           0.0035, 0.0106, 0.0035, 0.0245, 0.0106, 0.0223, 0.0106, 0.0224,
           0.0041, 0.0245, 0.0106, 0.0224, 0.0038, 0.0039, 0.0245, 0.0225,
           0.0246, 0.0105, 0.0228, 0.0035, 0.0247, 0.0229, 0.0034, 0.0247,
           0.0106, 0.0106, 0.0226, 0.0035, 0.0246, 0.0106, 0.0227, 0.0106,
           0.0226, 0.0246, 0.0107, 0.0222, 0.0034, 0.0107, 0.0222, 0.0034,
           0.0247, 0.0225, 0.0246, 0.0106, 0.0226, 0.0226, 0.0036, 0.0246,
           0.0223, 0.0244, 0.0039, 0.0246, 0.0106, 0.0222, 0.0247, 0.0106,
           0.0037, 0.0246, 0.0246, 0.0246, 0.004, 0.0245, 0.0106, 0.0222,
           0.0247, 0.0109, 0.0222, 0.0248, 0.0107, 0.0224, 0.0038, 0.0253,
           0.0107, 0.0226, 0.0039, 0.0249, 0.0263, 0, 0.0149, 0.0248, 0.011,
           0.0422, 0.0278, 0.0817, 0.0651, 0.0632, 0.0374, 0.1128, 0.0486,
           0.1096, 0.0225, 0.023, 0.0261, 0.0533, 0.0216, 0.0277, 0.025,
           0.0266, 0.0216, 0.004, 0.0487, 0.0238, 0.0337, 0.0378, 0.0064,
           0.0214, 0.0237, 0.0037, 0.0214, 0.0228, 0.0037, 0.025, 0.0223,
           0.0248, 0.0213, 0.0228, 0.0216, 0.0227, 0.0248, 0.0213, 0.022,
           0.0043, 0.0222, 0.0041, 0.0212, 0.0226, 0.0039, 0.0212, 0.0229,
           0.0211, 0.0247, 0.0213, 0.0223, 0.0243, 0.0213, 0.0223, 0.0043,
           0.0213, 0.0224, 0.0227, 0.0304, 0.0803, 0.0706, 0.263, 0.0043,
           0.0215, 0.365, 0.0699, 0.0259, 0.0245, 0.0286, 0.0695, 0.024,
           0.1045, 0.0385, 0.0256, 0.0303], dtype=object)

  • proj:epsg
    ()
    int64
    32632

    array(32632)

  • s2:cloud_shadow_percentage
    (time)
    object
    3.020158 4.634248 ... 0.917762

    array([3.020158, 4.634248, 3.726233, 3.048624, 3.395732, 2.698533,
           2.92346, 5.322062, 4.046816, 0.279148, 4.1951, 3.240826, 3.663882,
           4.247827, 0.091881, 5.823573, 2.812845, 5.403935, 2.2592, 2.962893,
           1.764707, 5.058312, 4.130048, 1.552067, 2.00094, 3.79289, 0.344067,
           1.429798, 1.629391, 3.171057, 3.340535, 3.359103, 1.043995,
           0.974337, 2.149216, 2.397009, 2.578206, 5.495783, 1.961362,
           3.17012, 3.421951, 5.638104, 6.043283, 5.288706, 6.030933,
           5.513211, 4.66733, 8.733982, 8.936849, 5.691534, 0.429037, 0.08431,
           3.596708, 2.553816, 8.610032, 5.143658, 6.478773, 0.337866,
           0.012452, 9.073861, 5.543966, 5.169939, 5.023865, 2.615414,
           2.517963, 0.771396, 0.005743, 6.132422, 2.076421, 7.87372,
           1.566458, 3.382032, 2.547641, 3.510178, 4.187078, 5.485499,
           5.838012, 5.473755, 3.752065, 0.882563, 4.278006, 3.689745,
           4.314658, 4.018966, 3.351102, 4.175994, 3.625903, 3.579292,
           1.433287, 3.771368, 2.23133, 7.155477, 3.989879, 3.846741, 3.88036,
           5.11113, 4.605516, 4.313568, 2.190543, 5.307427, 6.188291,
           6.481926, 6.304014, 5.184477, 0.10154, 5.269652, 4.833765,
           8.777347, 4.273178, 4.661606, 2.776483, 4.770232, 2.472405,
           2.27717, 4.407515, 5.935782, 0.960863, 3.212657, 2.592776,
           1.393818, 1.982648, 0.844747, 2.193481, 0.811763, 4.98878,
    ...
           1.484901, 0.454194, 5.900422, 6.693286, 0.6081, 4.086992, 0.889334,
           2.05078, 0.372867, 0.036135, 1.297987, 3.703737, 0.452029,
           11.429302, 0.776875, 0.000601, 0.02605, 3.363676, 0.235007,
           2.230344, 0.026461, 0.252629, 0.093891, 0.664885, 0.239095,
           0.362248, 0.679864, 0.033857, 0.377963, 1.196378, 1.386217,
           1.818363, 0.411447, 0.201648, 0.644584, 0.037246, 0.033432,
           1.959593, 0.032426, 4.789938, 13.211551, 6.670738, 0, 0.444385,
           0.678817, 0.991273, 3.030144, 2.006848, 1.600462, 3.767239,
           5.519527, 4.676219, 3.893123, 3.440151, 0.362684, 0.511077,
           3.217023, 1.038115, 2.110887, 3.679692, 3.799205, 0.673067,
           0.401034, 1.165918, 0.064279, 0.006786, 4.399604, 2.326784,
           1.05417, 0.560179, 0.075275, 0.034788, 0.340021, 3.581246,
           0.810006, 3.681373, 0.106182, 8.064456, 12.426915, 2.145925,
           2.574963, 1.551324, 0.347642, 0.113519, 0.854957, 0.15409,
           0.516656, 0.171645, 0.174416, 0.000531, 0.312185, 0.009565,
           0.643027, 0.003739, 0.005756, 0.211465, 0, 0.075972, 0.05054,
           0.001271, 3.027655, 0.00287, 0.303764, 4.949275, 1.288205,
           4.861534, 2.791401, 1.3e-05, 0.077415, 3.964832, 5.222922,
           0.439895, 2.91411, 3.30345, 5.47743, 2.814212, 4.85434, 3.073112,
           1.713186, 0.917762], dtype=object)

  • s2:mgrs_tile
    (time)
    object
    None None None ... None None None

    array([None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
    ...
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, '32TPS',
           None, None, None, None, None, '32TPS', '32TPS', None, None,
           '32TPS', None, None, None, '32TPS', None, None, None, None,
           '32TPS', None, None, '32TPS', '32TPS', None, None, '32TPS',
           '32TPS', None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None,
           '32TPS', None, None, None, None, '32TPS', None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None, None, None, None, None, None,
           None, None, None, None, None, None], dtype=object)

  • title
    (band)
    <U31
    'Blue (band 2) - 10m' ... 'Red (...

    array(['Blue (band 2) - 10m', 'Green (band 3) - 10m',
           'Red (band 4) - 10m'], dtype='<U31')

  • raster:bands
    (band)
    object
    None None None

    array([None, None, None], dtype=object)

  • gsd
    (band)
    object
    10 10 10

    array([10, 10, 10], dtype=object)

  • common_name
    (band)
    object
    'blue' 'green' 'red'

    array(['blue', 'green', 'red'], dtype=object)

  • center_wavelength
    (band)
    object
    0.49 0.56 0.665

    array([0.49, 0.56, 0.665], dtype=object)

  • full_width_half_max
    (band)
    object
    0.098 0.045 0.038

    array([0.098, 0.045, 0.038], dtype=object)

  • epsg
    ()
    int64
    32632

    array(32632)

• Indexes: (4)
  • time
    PandasIndex

    PandasIndex(DatetimeIndex(['2016-11-08 10:24:25.911000', '2016-11-15 10:13:01.462000',
                   '2016-11-28 10:23:54.458000', '2016-12-05 10:14:12.679000',
                   '2016-12-08 10:24:18.464000', '2016-12-15 10:15:10.357000',
                   '2016-12-18 10:26:06.867000', '2016-12-25 10:16:25.512000',
                   '2016-12-28 10:24:28.463000', '2017-07-16 10:23:24.845000',
                   ...
                   '2024-06-06 10:18:04.689000', '2024-06-19 10:28:00.819000',
                   '2024-07-04 10:27:59.092000', '2024-07-09 10:27:58.724000',
                   '2024-07-11 10:18:01.117000', '2024-07-14 10:27:58.133000',
                   '2024-07-19 10:27:56.200000', '2024-07-21 10:18:02.727000',
                   '2024-07-29 10:27:58.129000', '2024-07-31 10:18:00.089000'],
                  dtype='datetime64[ns]', name='time', length=688, freq=None))

  • band
    PandasIndex

    PandasIndex(Index(['blue', 'green', 'red'], dtype='object', name='band'))

  • x
    PandasIndex

    PandasIndex(Index([673320.0, 673330.0, 673340.0, 673350.0, 673360.0, 673370.0, 673380.0,
           673390.0, 673400.0, 673410.0,
           ...
           684670.0, 684680.0, 684690.0, 684700.0, 684710.0, 684720.0, 684730.0,
           684740.0, 684750.0, 684760.0],
          dtype='float64', name='x', length=1145))

  • y
    PandasIndex

    PandasIndex(Index([5152650.0, 5152640.0, 5152630.0, 5152620.0, 5152610.0, 5152600.0,
           5152590.0, 5152580.0, 5152570.0, 5152560.0,
           ...
           5147850.0, 5147840.0, 5147830.0, 5147820.0, 5147810.0, 5147800.0,
           5147790.0, 5147780.0, 5147770.0, 5147760.0],
          dtype='float64', name='y', length=490))

• Attributes: (4)

  spec :

  RasterSpec(epsg=32632, bounds=(661130.0, 5107300.0, 693230.0, 5152650.0), resolutions_xy=(10.0, 10.0))

  crs :

  epsg:32632

  transform :

  | 10.00, 0.00, 661130.00| | 0.00,-10.00, 5152650.00| | 0.00, 0.00, 1.00|

  resolution :

  10.0