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STAC objects -> data containers

Hi all,

I'm tenataively making a pitch to add convenience methods for converting pystac objects (Asset, Item, ItemCollection, ...) to commonly used data containers (xarray.Dataset, geopandas.GeoDataFrame, pandas.DataFrame, etc.).

I'm opening this in pystac since this is primarily for convenience, so that users can method-chain their way from STAC Catalog to data container, and pystac owns the namespaces I care about. You can already do everything I'm showing today without any changes to pystac but it feels less nice. I really think that pd.read_csv is part of why Python is where it is today for data analytics; I want using STAC from Python to be as easy to use as pd.read_csv. Secondarily, it can elevate the best-practice way to go from STAC to data containers, by providing a top-level method similar to to_dict().

As a couple hypothetical examples, to give an idea:

ds = (
    catalog
        .get_collection("sentinel-2-l2a")
        .get_item("S2B_MSIL2A_20220612T182919_R027_T24XWR_20220613T123251")
        .assets["B03"]
        .to_xarray()
)
ds

Or building a datacube from a pystac-client search (which subclasses pystac).

ds = (
    catalog
        .search(collections="sentinel-2-l2a", bbox=bbox)
        .get_all_items()  # ItemCollection
        .to_xarray()
)
ds

Implementation details

This would be optional. pystac would not add required dependencies on pandas, xarray, etc. It would merely provide the methods Item.to_xarray, Asset.to_xarray, ... Internally those methods would try to import the implementation and raise an ImportError if the optional dependencies aren't met at runtime.

Speaking of the implementations, there's a few things to figure out. Some relatively complicated conversions (like ItemCollection -> xarray) are implemented multiple times (https://stackstac.readthedocs.io/, https://odc-stac.readthedocs.io/en/latest/examples.html). pystac certainly wouldn't want to re-implement that conversion and would dispatch to one or either of those libraries (perhaps letting users decide with an engine argument).

Others conversions, like Asset -> Zarr, are so straightforward they haven't really been codified in a library yet (though I have a prototype at https://github.com/TomAugspurger/staccontainers/blob/086c2a7d46520ca5213d70716726b28ba6f36ba5/staccontainers/_xarray.py#L61-L63). Maybe those could live in pystac; I'd be happy to maintain them.

Problems

A non-exhaustive list of reasons not to do this:

• It's not strictly necessary: You can do all this today, with some effort.
• It's a can of worms: Why to_xarray and not to_numpy(), to_PIL, ...? Why to_pandas() and not to_spark(), to_modin, ...?

Alternatives

Alternatively, we could recommend using intake, along with intake-stac, which would wrap pystac-client and pystac. That would be the primary "user-facing" catalog people actually interface with. It already has a rich ecosystem of drivers that convert from files to data containers. I've hit some issues with trying to use intake-stac, but those could presumably be fixed with some effort.

Examples

A whole bunch of examples, to give some ideas of the various conversions. You'll notice a pattern.

catalog -> collection -> item -> asset -> xarray (raster)

ds = (
    catalog
        .get_collection("sentinel-2-l2a")
        .get_item("S2B_MSIL2A_20220612T182919_R027_T24XWR_20220613T123251")
        .assets["B03"]
        .to_xarray()
)

catalog -> collection -> item -> asset -> xarray (zarr)

ds = (
    catalog
        .get_collection("cil-gdpcir-cc0")
        .get_item("cil-gdpcir-INM-INM-CM5-0-ssp585-r1i1p1f1-day")
        .assets["pr"]
        .to_xarray()
)

catlaog -> collection -> item -> asset -> xarray (references)

ds = (
    catalog
        .get_collection("deltares-floods")
        .get_item("NASADEM-90m-2050-0010")
        .assets["index"]
        .to_xarray()
)

catalog -> collection -> item -> asset -> geodataframe

df = (
    catalog
        .get_collection("us-census")
        .get_item("2020-cb_2020_us_tbg_500k")
        .assets["data"]
        .to_geopandas()
)
df.head()

1 2 3 4

!pip uninstall -y pystac-client staccontainers planetary-computer !pip install -q git+https://github.com/TomAugspurger/pystac-client@feature/sign !pip install -q git+https://github.com/microsoft/planetary-computer-sdk-for-python !pip install -q git+https://github.com/TomAugspurger/staccontainers

Found existing installation: pystac-client 0.4.0
Uninstalling pystac-client-0.4.0:
  Successfully uninstalled pystac-client-0.4.0
Found existing installation: staccontainers 0.1.0
Uninstalling staccontainers-0.1.0:
  Successfully uninstalled staccontainers-0.1.0
Found existing installation: planetary-computer 0.4.7
Uninstalling planetary-computer-0.4.7:
  Successfully uninstalled planetary-computer-0.4.7

1 2 3 4 5 6 7 8 9 10

import pystac_client import planetary_computer from staccontainers import * bbox = [9.4, 0, 9.5, 1] catalog = pystac_client.Client.open( "https://planetarycomputer.microsoft.com/api/stac/v1", sign_function=planetary_computer.sign )

Asset -> xarray (raster)

1 2 3 4 5 6 7 8 9

# catalog -> item -> asset -> xarray (zarr) ds = ( catalog .get_collection("sentinel-2-l2a") .get_item("S2B_MSIL2A_20220612T182919_R027_T24XWR_20220613T123251") .assets["B03"] .to_xarray() ) ds

<xarray.Dataset>
Dimensions:      (band: 1, x: 10980, y: 10980)
Coordinates:
  * band         (band) int64 1
  * x            (x) float64 5e+05 5e+05 5e+05 ... 6.098e+05 6.098e+05 6.098e+05
  * y            (y) float64 9.1e+06 9.1e+06 9.1e+06 ... 8.99e+06 8.99e+06
    spatial_ref  int64 0
Data variables:
    band_data    (band, y, x) float32 ...

xarray.Dataset

• Dimensions:
  • band: 1
  • x: 10980
  • y: 10980
• Coordinates: (4)
  • band
    (band)
    int64
    1

    array([1])

  • x
    (x)
    float64
    5e+05 5e+05 ... 6.098e+05 6.098e+05

    array([499985., 499995., 500005., ..., 609755., 609765., 609775.])

  • y
    (y)
    float64
    9.1e+06 9.1e+06 ... 8.99e+06

    array([9100015., 9100005., 9099995., ..., 8990245., 8990235., 8990225.])

  • spatial_ref
    ()
    int64
    ...

    crs_wkt :

    PROJCS["WGS 84 / UTM zone 24N",GEOGCS["WGS 84",DATUM["WGS_1984",SPHEROID["WGS 84",6378137,298.257223563,AUTHORITY["EPSG","7030"]],AUTHORITY["EPSG","6326"]],PRIMEM["Greenwich",0,AUTHORITY["EPSG","8901"]],UNIT["degree",0.0174532925199433,AUTHORITY["EPSG","9122"]],AUTHORITY["EPSG","4326"]],PROJECTION["Transverse_Mercator"],PARAMETER["latitude_of_origin",0],PARAMETER["central_meridian",-39],PARAMETER["scale_factor",0.9996],PARAMETER["false_easting",500000],PARAMETER["false_northing",0],UNIT["metre",1,AUTHORITY["EPSG","9001"]],AXIS["Easting",EAST],AXIS["Northing",NORTH],AUTHORITY["EPSG","32624"]]

    semi_major_axis :

    6378137.0

    semi_minor_axis :

    6356752.314245179

    inverse_flattening :

    298.257223563

    reference_ellipsoid_name :

    WGS 84

    longitude_of_prime_meridian :

    0.0

    prime_meridian_name :

    Greenwich

    geographic_crs_name :

    WGS 84

    horizontal_datum_name :

    World Geodetic System 1984

    projected_crs_name :

    WGS 84 / UTM zone 24N

    grid_mapping_name :

    transverse_mercator

    latitude_of_projection_origin :

    0.0

    longitude_of_central_meridian :

    -39.0

    false_easting :

    500000.0

    false_northing :

    0.0

    scale_factor_at_central_meridian :

    0.9996

    spatial_ref :

    PROJCS["WGS 84 / UTM zone 24N",GEOGCS["WGS 84",DATUM["WGS_1984",SPHEROID["WGS 84",6378137,298.257223563,AUTHORITY["EPSG","7030"]],AUTHORITY["EPSG","6326"]],PRIMEM["Greenwich",0,AUTHORITY["EPSG","8901"]],UNIT["degree",0.0174532925199433,AUTHORITY["EPSG","9122"]],AUTHORITY["EPSG","4326"]],PROJECTION["Transverse_Mercator"],PARAMETER["latitude_of_origin",0],PARAMETER["central_meridian",-39],PARAMETER["scale_factor",0.9996],PARAMETER["false_easting",500000],PARAMETER["false_northing",0],UNIT["metre",1,AUTHORITY["EPSG","9001"]],AXIS["Easting",EAST],AXIS["Northing",NORTH],AUTHORITY["EPSG","32624"]]

    GeoTransform :

    499980.0 10.0 0.0 9100020.0 0.0 -10.0

    array(0)

• Data variables: (1)
  • band_data
    (band, y, x)
    float32
    ...

    [120560400 values with dtype=float32]

• Attributes: (0)

Asset -> xarray (zarr)

1 2 3 4 5 6 7 8 9

# catalog -> item -> asset -> xarray (zarr) ds = ( catalog .get_collection("cil-gdpcir-cc0") .get_item("cil-gdpcir-INM-INM-CM5-0-ssp585-r1i1p1f1-day") .assets["pr"] .to_xarray() ) ds

<xarray.Dataset>
Dimensions:  (lat: 720, lon: 1440, time: 31390)
Coordinates:
  * lat      (lat) float64 -89.88 -89.62 -89.38 -89.12 ... 89.38 89.62 89.88
  * lon      (lon) float64 -179.9 -179.6 -179.4 -179.1 ... 179.4 179.6 179.9
  * time     (time) object 2015-01-01 12:00:00 ... 2100-12-31 12:00:00
Data variables:
    pr       (time, lat, lon) float64 dask.array<chunksize=(365, 360, 360), meta=np.ndarray>
Attributes: (12/47)
    Conventions:                  CF-1.7 CMIP-6.2
    activity_id:                  ScenarioMIP
    contact:                      climatesci@rhg.com
    creation_date:                2019-07-23T13:02:14Z
    data_specs_version:           01.00.29
    dc6_bias_correction_method:   Quantile Delta Method (QDM)
    ...                           ...
    sub_experiment_id:            none
    table_id:                     day
    tracking_id:                  hdl:21.14100/ba34d30b-fca8-4737-887f-344ec5...
    variable_id:                  pr
    variant_label:                r1i1p1f1
    version_id:                   v20190724

xarray.Dataset

• Dimensions:
  • lat: 720
  • lon: 1440
  • time: 31390
• Coordinates: (3)
  • lat
    (lat)
    float64
    -89.88 -89.62 ... 89.62 89.88

    long_name :

    latitude

    units :

    degrees_north

    array([-89.875, -89.625, -89.375, ...,  89.375,  89.625,  89.875])

  • lon
    (lon)
    float64
    -179.9 -179.6 ... 179.6 179.9

    long_name :

    longitude

    units :

    degrees_east

    array([-179.875, -179.625, -179.375, ...,  179.375,  179.625,  179.875])

  • time
    (time)
    object
    2015-01-01 12:00:00 ... 2100-12-...

    axis :

    T

    bounds :

    time_bnds

    long_name :

    time

    standard_name :

    time

    array([cftime.DatetimeNoLeap(2015, 1, 1, 12, 0, 0, 0, has_year_zero=True),
           cftime.DatetimeNoLeap(2015, 1, 2, 12, 0, 0, 0, has_year_zero=True),
           cftime.DatetimeNoLeap(2015, 1, 3, 12, 0, 0, 0, has_year_zero=True), ...,
           cftime.DatetimeNoLeap(2100, 12, 29, 12, 0, 0, 0, has_year_zero=True),
           cftime.DatetimeNoLeap(2100, 12, 30, 12, 0, 0, 0, has_year_zero=True),
           cftime.DatetimeNoLeap(2100, 12, 31, 12, 0, 0, 0, has_year_zero=True)],
          dtype=object)

• Data variables: (1)
  • pr
    (time, lat, lon)
    float64
    dask.array<chunksize=(365, 360, 360), meta=np.ndarray>

    units :

    mm day-1

    Array Chunk Bytes 242.48 GiB 360.90 MiB Shape (31390, 720, 1440) (365, 360, 360) Count 689 Tasks 688 Chunks Type float64 numpy.ndarray

• Attributes: (47)

  Conventions :

  CF-1.7 CMIP-6.2

  activity_id :

  ScenarioMIP

  contact :

  climatesci@rhg.com

  creation_date :

  2019-07-23T13:02:14Z

  data_specs_version :

  01.00.29

  dc6_bias_correction_method :

  Quantile Delta Method (QDM)

  dc6_citation :

  Please refer to https://github.com/ClimateImpactLab/downscaleCMIP6/blob/master/README.rst for a dataset DOI and references.

  dc6_creation_date :

  2022-02-04

  dc6_data_version :

  v20211231

  dc6_dataset_name :

  Rhodium Group/Climate Impact Lab Global Downscaled Projections for Climate Impacts Research (R/CIL GDPCIR)

  dc6_description :

  The prefix dc6 is the project-specific abbreviation for our R/CIL downscaling CMIP6 project

  dc6_downscaling_method :

  Quantile Preserving Localized Analogs Downscaling (QPLAD)

  dc6_grid :

  0.25 deg x 0.25 deg regular global grid, domain file: https://github.com/ClimateImpactLab/downscaleCMIP6/blob/master/grids/domain.0p25x0p25.nc

  dc6_institution :

  Rhodium Group, New York, NY 10019 and Climate Impact Lab, https://impactlab.org/

  dc6_institution_id :

  Rhodium Group / Climate Impact Lab

  dc6_methods_description_url :

  https://github.com/ClimateImpactLab/downscaleCMIP6/blob/master/README.rst

  dc6_nominal_resolution :

  25 km

  dc6_version_id :

  v20220204071011

  dc6_workflow_name :

  e2e-inm-cm5-0-pr-l9l7r

  dc6_workflow_uid :

  248eb666-b3ba-4a6b-9283-df0e757838bf

  experiment :

  update of RCP8.5 based on SSP5

  experiment_id :

  ssp585

  forcing_index :

  1

  frequency :

  day

  further_info_url :

  https://furtherinfo.es-doc.org/CMIP6.INM.INM-CM5-0.ssp585.none.r1i1p1f1

  grid :

  gs2x1.5

  grid_label :

  gr1

  initialization_index :

  1

  institution :

  Institute for Numerical Mathematics, Russian Academy of Science, Moscow 119991, Russia

  institution_id :

  INM

  license :

  https://github.com/ClimateImpactLab/downscaleCMIP6/tree/master/data_licenses/INM-CM5-0.txt

  mip_era :

  CMIP6

  nominal_resolution :

  100 km

  physics_index :

  1

  product :

  model-output

  realization_index :

  1

  realm :

  atmos

  source :

  INM-CM5-0 (2016): aerosol: INM-AER1 atmos: INM-AM5-0 (2x1.5; 180 x 120 longitude/latitude; 73 levels; top level sigma = 0.0002) atmosChem: none land: INM-LND1 landIce: none ocean: INM-OM5 (North Pole shifted to 60N, 90E. 0.5x0.25; 720 x 720 longitude/latitude; 40 levels; vertical sigma coordinate) ocnBgchem: none seaIce: INM-ICE1

  source_id :

  INM-CM5-0

  source_type :

  AOGCM AER

  sub_experiment :

  none

  sub_experiment_id :

  none

  table_id :

  day

  tracking_id :

  hdl:21.14100/ba34d30b-fca8-4737-887f-344ec571901c hdl:21.14100/5894fdc2-5c6c-45e1-835e-fde701be830a

  variable_id :

  pr

  variant_label :

  r1i1p1f1

  version_id :

  v20190724

Asset -> xarray (references)

1 2 3 4 5 6 7 8 9

# catlaog -> item -> asset -> xarray (references) ds = ( catalog .get_collection("deltares-floods") .get_item("NASADEM-90m-2050-0010") .assets["index"] .to_xarray() ) ds

<xarray.Dataset>
Dimensions:     (time: 1, lat: 216000, lon: 432000)
Coordinates:
  * lat         (lat) float64 -90.0 -90.0 -90.0 -90.0 ... 90.0 90.0 90.0 90.0
  * lon         (lon) float64 -180.0 -180.0 -180.0 -180.0 ... 180.0 180.0 180.0
  * time        (time) datetime64[ns] 2010-01-01
Data variables:
    inun        (time, lat, lon) float32 dask.array<chunksize=(1, 600, 600), meta=np.ndarray>
    projection  object ...
Attributes:
    Conventions:  CF-1.6
    config_file:  /mnt/globalRuns/watermask_post_NASA90m_rest/run_rp0010_slr2...
    institution:  Deltares
    project:      Microsoft Planetary Computer - Global Flood Maps
    references:   https://www.deltares.nl/en/
    source:       Global Tide and Surge Model v3.0 - ERA5
    title:        GFM - NASA DEM 90m - 2050 slr - 0010-year return level

xarray.Dataset

• Dimensions:
  • time: 1
  • lat: 216000
  • lon: 432000
• Coordinates: (3)
  • lat
    (lat)
    float64
    -90.0 -90.0 -90.0 ... 90.0 90.0

    axis :

    Y

    long_name :

    latitude

    standard_name :

    latitude

    units :

    degrees_north

    array([-90.      , -89.999167, -89.998333, ...,  89.9975  ,  89.998333,
            89.999167])

  • lon
    (lon)
    float64
    -180.0 -180.0 ... 180.0 180.0

    axis :

    X

    long_name :

    longitude

    standard_name :

    longitude

    units :

    degrees_east

    array([-180.      , -179.999167, -179.998333, ...,  179.9975  ,  179.998333,
            179.999167])

  • time
    (time)
    datetime64[ns]
    2010-01-01

    axis :

    T

    long_name :

    time

    standard_name :

    time

    array(['2010-01-01T00:00:00.000000000'], dtype='datetime64[ns]')

• Data variables: (2)
  • inun
    (time, lat, lon)
    float32
    dask.array<chunksize=(1, 600, 600), meta=np.ndarray>

    comment :

    water_surface_reference_datum_altitude is given in file /mnt/globalRuns/CopyOfData/NASADEM_90m.tif

    long_name :

    Coastal flooding

    standard_name :

    water_surface_height_above_reference_datum

    units :

    m

    Array Chunk Bytes 347.61 GiB 1.37 MiB Shape (1, 216000, 432000) (1, 600, 600) Count 259201 Tasks 259200 Chunks Type float32 numpy.ndarray

  • projection
    ()
    object
    ...

    EPSG_code :

    EPSG:4326

    grid_mapping_name :

    latitude_longitude

    long_name :

    wgs84

    proj4_params :

    +proj=longlat +ellps=WGS84 +datum=WGS84 +no_defs

    array(nan, dtype=object)

• Attributes: (7)

  Conventions :

  CF-1.6

  config_file :

  /mnt/globalRuns/watermask_post_NASA90m_rest/run_rp0010_slr2050/coastal_inun.ini

  institution :

  Deltares

  project :

  Microsoft Planetary Computer - Global Flood Maps

  references :

  https://www.deltares.nl/en/

  source :

  Global Tide and Surge Model v3.0 - ERA5

  title :

  GFM - NASA DEM 90m - 2050 slr - 0010-year return level

Asset -> geopandas

1 2 3 4 5 6 7 8

df = ( catalog .get_collection("us-census") .get_item("2020-cb_2020_us_tbg_500k") .assets["data"] .to_geopandas() ) df.head()

	AIANNHCE	TTRACTCE	TBLKGPCE	AFFGEOID	GEOID	NAMELSAD	LSAD	ALAND	AWATER	geometry
0	2430	T03700	C	2580000US2430T03700C	2430T03700C	Tribal Block Group C	IB	3945195	0	POLYGON ((-111.26008 36.10715, -111.25910 36.1...
1	20	T00400	B	2580000US0020T00400B	0020T00400B	Tribal Block Group B	IB	1200584	100165	POLYGON ((-116.47052 33.78691, -116.46940 33.7...
2	1150	T00100	C	2580000US1150T00100C	1150T00100C	Tribal Block Group C	IB	654354613	2911122	MULTIPOLYGON (((-108.90981 47.91399, -108.8883...
3	2555	T01000	A	2580000US2555T01000A	2555T01000A	Tribal Block Group A	IB	39634390	4216784	POLYGON ((-75.91155 43.00678, -75.90228 43.006...
4	275	T00100	A	2580000US0275T00100A	0275T00100A	Tribal Block Group A	IB	482651	0	POLYGON ((-122.88954 39.02367, -122.88639 39.0...

Asset -> dask_geopandas

1 2 3 4 5 6 7 8

ddf = ( catalog .get_collection("ms-buildings") .get_item("Germany_2022-06-14") .assets["data"] .to_dask_geopandas() ) ddf

Dask-GeoPandas GeoDataFrame Structure:

	geometry	RegionName
npartitions=13
	geometry	category[known]
	...	...
...	...	...
	...	...
	...	...

Dask Name: read-parquet, 13 tasks

ItemCollection -> xarray

1 2 3 4 5 6 7 8 9

ic = ( catalog.search( collections=["sentinel-2-l2a"], bbox=[9.4, 0, 9.5, 1] ) ) ds = ic.to_xarray(assets=["B02", "B03"], epsg=32732) ds

<xarray.Dataset>
Dimensions:                                  (time: 100, y: 30984, x: 10981,
                                              band: 2)
Coordinates: (12/43)
  * time                                     (time) datetime64[ns] 2022-01-26...
    id                                       (time) <U54 'S2A_MSIL2A_20220126...
  * x                                        (x) float64 5e+05 ... 6.098e+05
  * y                                        (y) float64 1.02e+07 ... 9.89e+06
    s2:unclassified_percentage               (time) float64 4.19 4.19 ... 0.3259
    s2:not_vegetated_percentage              (time) float64 2.283 ... 0.321
    ...                                       ...
    gsd                                      float64 10.0
    proj:shape                               object {10980}
    common_name                              (band) <U5 'blue' 'green'
    center_wavelength                        (band) float64 0.49 0.56
    full_width_half_max                      (band) float64 0.098 0.045
    epsg                                     int64 32732
Dimensions without coordinates: band
Data variables:
    B02                                      (time, y, x) float64 dask.array<chunksize=(1, 1024, 1024), meta=np.ndarray>
    B03                                      (time, y, x) float64 dask.array<chunksize=(1, 1024, 1024), meta=np.ndarray>
Attributes:
    spec:           RasterSpec(epsg=32732, bounds=(499979.99999708973, 989020...
    crs:            epsg:32732
    transform:      | 10.00, 0.00, 499980.00|\n| 0.00,-10.00, 10200040.00|\n|...
    resolution_xy:  (9.999999999941792, 10.0)

xarray.Dataset

• Dimensions:
  • time: 100
  • y: 30984
  • x: 10981
  • band: 2
• Coordinates: (43)
  • time
    (time)
    datetime64[ns]
    2022-01-26T09:32:51.024000 ... 2...

    array(['2022-01-26T09:32:51.024000000', '2022-01-26T09:32:51.024000000',
           '2022-01-31T09:31:19.024000000', '2022-01-31T09:31:19.024000000',
           '2022-01-31T09:31:19.024000000', '2022-02-05T09:32:01.024000000',
           '2022-02-05T09:32:01.024000000', '2022-02-05T09:32:01.024000000',
           '2022-02-10T09:30:29.024000000', '2022-02-10T09:30:29.024000000',
           '2022-02-10T09:30:29.024000000', '2022-02-15T09:31:01.024000000',
           '2022-02-15T09:31:01.024000000', '2022-02-15T09:31:01.024000000',
           '2022-02-20T09:30:29.024000000', '2022-02-20T09:30:29.024000000',
           '2022-02-25T09:30:41.024000000', '2022-02-25T09:30:41.024000000',
           '2022-02-25T09:30:41.024000000', '2022-03-02T09:30:29.024000000',
           '2022-03-02T09:30:29.024000000', '2022-03-02T09:30:29.024000000',
           '2022-03-07T09:30:41.024000000', '2022-03-07T09:30:41.024000000',
           '2022-03-07T09:30:41.024000000', '2022-03-12T09:30:29.024000000',
           '2022-03-12T09:30:29.024000000', '2022-03-12T09:30:29.024000000',
           '2022-03-17T09:30:41.024000000', '2022-03-17T09:30:41.024000000',
           '2022-03-17T09:30:41.024000000', '2022-03-22T09:30:29.024000000',
           '2022-03-22T09:30:29.024000000', '2022-03-22T09:30:29.024000000',
           '2022-03-27T09:30:41.024000000', '2022-03-27T09:30:41.024000000',
           '2022-03-27T09:30:41.024000000', '2022-04-01T09:30:29.026000000',
           '2022-04-01T09:30:29.026000000', '2022-04-01T09:30:29.026000000',
           '2022-04-06T09:30:41.024000000', '2022-04-06T09:30:41.024000000',
           '2022-04-06T09:30:41.024000000', '2022-04-11T09:30:29.024000000',
           '2022-04-11T09:30:29.024000000', '2022-04-11T09:30:29.024000000',
           '2022-04-16T09:30:41.024000000', '2022-04-16T09:30:41.024000000',
           '2022-04-16T09:30:41.024000000', '2022-04-21T09:30:29.024000000',
           '2022-04-21T09:30:29.024000000', '2022-04-21T09:30:29.024000000',
           '2022-04-26T09:30:41.024000000', '2022-04-26T09:30:41.024000000',
           '2022-04-26T09:30:41.024000000', '2022-05-01T09:30:29.024000000',
           '2022-05-01T09:30:29.024000000', '2022-05-01T09:30:29.024000000',
           '2022-05-06T09:30:41.024000000', '2022-05-06T09:30:41.024000000',
           '2022-05-06T09:30:41.024000000', '2022-05-11T09:30:29.024000000',
           '2022-05-11T09:30:29.024000000', '2022-05-11T09:30:29.024000000',
           '2022-05-16T09:30:41.024000000', '2022-05-16T09:30:41.024000000',
           '2022-05-16T09:30:41.024000000', '2022-05-21T09:30:39.024000000',
           '2022-05-21T09:30:39.024000000', '2022-05-21T09:30:39.024000000',
           '2022-05-26T09:30:41.024000000', '2022-05-26T09:30:41.024000000',
           '2022-05-26T09:30:41.024000000', '2022-05-31T09:30:39.024000000',
           '2022-05-31T09:30:39.024000000', '2022-05-31T09:30:39.024000000',
           '2022-06-05T09:30:41.024000000', '2022-06-05T09:30:41.024000000',
           '2022-06-05T09:30:41.024000000', '2022-06-10T09:30:39.024000000',
           '2022-06-10T09:30:39.024000000', '2022-06-10T09:30:39.024000000',
           '2022-06-15T09:30:51.024000000', '2022-06-15T09:30:51.024000000',
           '2022-06-15T09:30:51.024000000', '2022-06-20T09:30:39.024000000',
           '2022-06-20T09:30:39.024000000', '2022-06-20T09:30:39.024000000',
           '2022-06-25T09:30:51.024000000', '2022-06-25T09:30:51.024000000',
           '2022-06-25T09:30:51.024000000', '2022-06-30T09:30:39.025000000',
           '2022-06-30T09:30:39.025000000', '2022-06-30T09:30:39.025000000',
           '2022-07-05T09:30:51.025000000', '2022-07-05T09:30:51.025000000',
           '2022-07-05T09:30:51.025000000', '2022-07-10T09:30:39.024000000',
           '2022-07-10T09:30:39.024000000', '2022-07-10T09:30:39.024000000'],
          dtype='datetime64[ns]')

  • id
    (time)
    <U54
    'S2A_MSIL2A_20220126T093251_R136...

    array(['S2A_MSIL2A_20220126T093251_R136_T32NNG_20220227T203126',
           'S2A_MSIL2A_20220126T093251_R136_T32NNG_20220211T225246',
           'S2B_MSIL2A_20220131T093119_R136_T32NNG_20220216T162709',
           'S2B_MSIL2A_20220131T093119_R136_T32NNF_20220216T170020',
           'S2B_MSIL2A_20220131T093119_R136_T32MNE_20220216T174639',
           'S2A_MSIL2A_20220205T093201_R136_T32NNG_20220219T031238',
           'S2A_MSIL2A_20220205T093201_R136_T32NNF_20220219T032252',
           'S2A_MSIL2A_20220205T093201_R136_T32MNE_20220219T030508',
           'S2B_MSIL2A_20220210T093029_R136_T32NNG_20220221T085320',
           'S2B_MSIL2A_20220210T093029_R136_T32NNF_20220221T083054',
           'S2B_MSIL2A_20220210T093029_R136_T32MNE_20220221T091151',
           'S2A_MSIL2A_20220215T093101_R136_T32NNG_20220223T161845',
           'S2A_MSIL2A_20220215T093101_R136_T32NNF_20220223T163017',
           'S2A_MSIL2A_20220215T093101_R136_T32MNE_20220223T162726',
           'S2B_MSIL2A_20220220T093029_R136_T32NNG_20220225T231822',
           'S2B_MSIL2A_20220220T093029_R136_T32MNE_20220225T220652',
           'S2A_MSIL2A_20220225T093041_R136_T32NNG_20220301T220536',
           'S2A_MSIL2A_20220225T093041_R136_T32NNF_20220301T212050',
           'S2A_MSIL2A_20220225T093041_R136_T32MNE_20220301T212943',
           'S2B_MSIL2A_20220302T093029_R136_T32NNG_20220304T051349',
    ...
           'S2B_MSIL2A_20220610T093039_R136_T32MNE_20220611T043054',
           'S2A_MSIL2A_20220615T093051_R136_T32NNG_20220616T091051',
           'S2A_MSIL2A_20220615T093051_R136_T32NNF_20220616T091856',
           'S2A_MSIL2A_20220615T093051_R136_T32MNE_20220616T090836',
           'S2B_MSIL2A_20220620T093039_R136_T32NNG_20220621T141008',
           'S2B_MSIL2A_20220620T093039_R136_T32NNF_20220621T142153',
           'S2B_MSIL2A_20220620T093039_R136_T32MNE_20220621T135743',
           'S2A_MSIL2A_20220625T093051_R136_T32NNG_20220625T220050',
           'S2A_MSIL2A_20220625T093051_R136_T32NNF_20220625T235736',
           'S2A_MSIL2A_20220625T093051_R136_T32MNE_20220625T225249',
           'S2B_MSIL2A_20220630T093039_R136_T32NNG_20220701T010230',
           'S2B_MSIL2A_20220630T093039_R136_T32NNF_20220701T005051',
           'S2B_MSIL2A_20220630T093039_R136_T32MNE_20220630T213551',
           'S2A_MSIL2A_20220705T093051_R136_T32NNG_20220707T051735',
           'S2A_MSIL2A_20220705T093051_R136_T32NNF_20220707T053020',
           'S2A_MSIL2A_20220705T093051_R136_T32MNE_20220707T050855',
           'S2B_MSIL2A_20220710T093039_R136_T32NNG_20220712T095337',
           'S2B_MSIL2A_20220710T093039_R136_T32NNF_20220712T101012',
           'S2B_MSIL2A_20220710T093039_R136_T32MNE_20220712T111329'],
          dtype='<U54')

  • x
    (x)
    float64
    5e+05 5e+05 ... 6.098e+05 6.098e+05

    array([499979.999997, 499989.999997, 499999.999997, ..., 609759.999996,
           609769.999996, 609779.999996])

  • y
    (y)
    float64
    1.02e+07 1.02e+07 ... 9.89e+06

    array([10200040., 10200030., 10200020., ...,  9890230.,  9890220.,  9890210.])

  • s2:unclassified_percentage
    (time)
    float64
    4.19 4.19 5.362 ... 2.739 0.3259

    array([4.1903780e+00, 4.1903780e+00, 5.3621990e+00, 8.8483000e-02,
           8.8852690e+00, 1.0758800e-01, 9.1909020e+00, 8.1323720e+00,
           0.0000000e+00, 1.2475000e-02, 8.0230000e-03, 4.8916390e+00,
           8.6837340e+00, 4.0291570e+00, 3.1472000e-02, 1.0899100e-01,
           2.6544640e+00, 6.2394220e+00, 6.0719740e+00, 6.7767160e+00,
           8.2441760e+00, 1.4580967e+01, 3.1626000e-02, 4.9140000e-03,
           1.2030580e+00, 0.0000000e+00, 0.0000000e+00, 1.8910000e-03,
           3.9933910e+00, 1.4302180e+00, 4.1774680e+00, 0.0000000e+00,
           1.8278000e-02, 1.2780000e-02, 9.9777000e-02, 4.9842940e+00,
           6.8609490e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,
           1.6386080e+00, 3.2810000e-02, 2.0812340e+00, 1.4714350e+00,
           8.0520000e-03, 3.1291000e-02, 4.8476000e-01, 7.6522600e-01,
           1.1171340e+00, 1.1517940e+00, 1.0931820e+00, 1.6629870e+00,
           7.0700000e-04, 3.3500000e-04, 1.0920000e-03, 2.0961010e+00,
           1.0142570e+00, 1.7169820e+00, 4.0600400e-01, 1.2162040e+00,
           2.2330580e+00, 1.0109000e-02, 2.0504380e+00, 7.3036300e-01,
           9.7043500e-01, 1.4634860e+00, 2.6642280e+00, 0.0000000e+00,
           0.0000000e+00, 0.0000000e+00, 7.5120000e-03, 0.0000000e+00,
           2.9530000e-03, 5.3099000e-02, 6.8580000e-03, 1.2674000e-02,
           0.0000000e+00, 3.1679400e-01, 7.8016360e+00, 1.8510000e-02,
           3.1326340e+00, 4.0637000e-02, 5.5482730e+00, 3.8557540e+00,
           8.6977510e+00, 4.3095000e-02, 0.0000000e+00, 4.7728010e+00,
           1.9471470e+00, 0.0000000e+00, 3.9784210e+00, 8.3554500e-01,
           2.8515200e-01, 3.2827700e-01, 5.0372060e+00, 2.7403760e+00,
           3.5679400e-01, 3.0524780e+00, 2.7389950e+00, 3.2585200e-01])

  • s2:not_vegetated_percentage
    (time)
    float64
    2.283 2.283 2.519 ... 0.7237 0.321

    array([2.282992e+00, 2.282992e+00, 2.518658e+00, 1.192600e-01,
           3.717891e+00, 2.742360e-01, 4.443004e+00, 3.566687e+00,
           0.000000e+00, 0.000000e+00, 0.000000e+00, 1.413496e+00,
           3.150295e+00, 3.568117e+00, 8.235900e-02, 2.268870e-01,
           2.298771e+00, 3.527377e+00, 2.950143e+00, 2.036981e+00,
           2.798829e+00, 3.884131e+00, 4.447200e-02, 1.031500e-02,
           6.187670e-01, 0.000000e+00, 0.000000e+00, 2.820000e-04,
           1.145753e+00, 5.868360e-01, 1.293884e+00, 0.000000e+00,
           1.300000e-05, 0.000000e+00, 5.841400e-02, 1.735575e+00,
           1.686617e+00, 0.000000e+00, 1.000000e-05, 0.000000e+00,
           3.558880e-01, 1.339700e-02, 1.978390e-01, 2.668570e-01,
           2.422400e-02, 7.786300e-02, 3.249960e-01, 4.167520e-01,
           4.610670e-01, 1.752810e-01, 1.094804e+00, 4.652110e-01,
           1.890000e-04, 6.317000e-03, 5.378000e-03, 3.555260e-01,
           9.440180e-01, 5.345740e-01, 2.895010e-01, 1.099625e+00,
           2.496140e-01, 3.007300e-02, 1.080461e+00, 2.857060e-01,
           3.530150e-01, 7.281730e-01, 1.165836e+00, 0.000000e+00,
           0.000000e+00, 0.000000e+00, 9.600000e-05, 0.000000e+00,
           0.000000e+00, 8.830000e-04, 0.000000e+00, 0.000000e+00,
           0.000000e+00, 2.066144e+00, 6.928623e+00, 2.006300e-02,
           2.414551e+00, 1.445120e-01, 9.392770e-01, 2.113998e+00,
           2.494876e+00, 1.246200e-02, 0.000000e+00, 9.012210e-01,
           2.219170e-01, 0.000000e+00, 2.457988e+00, 2.659450e-01,
           5.863520e-01, 2.920200e-01, 2.013971e+00, 1.258801e+00,
           9.151600e-02, 5.457680e-01, 7.236870e-01, 3.209640e-01])

  • s2:vegetation_percentage
    (time)
    float64
    28.49 28.49 3.723 ... 5.547 1.237

    array([2.8494897e+01, 2.8494897e+01, 3.7227780e+00, 6.0230400e-01,
           6.7588600e+00, 2.5230200e-01, 7.2609680e+00, 2.1484430e+00,
           0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 1.9938010e+01,
           1.8040803e+01, 3.5138625e+01, 6.0945500e-01, 1.4497300e-01,
           2.8025207e+01, 7.5333260e+00, 4.0561721e+01, 5.6849650e+00,
           1.3911785e+01, 2.2351953e+01, 3.3847900e-01, 2.3286900e-01,
           1.5599656e+01, 0.0000000e+00, 0.0000000e+00, 3.9091000e-02,
           2.1825106e+01, 5.0247910e+00, 1.0098778e+01, 3.0000000e-06,
           4.4144000e-02, 4.2163000e-02, 8.1311600e-01, 1.5452142e+01,
           2.0508933e+01, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,
           8.9206740e+00, 1.5464800e-01, 4.3568040e+00, 4.3732900e+00,
           3.3949100e-01, 5.3845500e-01, 1.5184489e+01, 1.1475161e+01,
           2.1744528e+01, 1.4091799e+01, 2.4324933e+01, 2.8601906e+01,
           3.9807000e-02, 3.5534000e-02, 5.2372000e-02, 7.5629280e+00,
           1.8114685e+01, 2.5988770e+01, 2.5731888e+01, 1.3495958e+01,
           5.8338560e+00, 8.6977000e-02, 1.3036303e+01, 8.6144040e+00,
           9.0126020e+00, 1.3368921e+01, 1.2800677e+01, 0.0000000e+00,
           0.0000000e+00, 0.0000000e+00, 7.5650000e-03, 0.0000000e+00,
           2.1860000e-03, 3.6927900e-01, 3.9200000e-04, 3.6160000e-03,
           0.0000000e+00, 9.4930000e-02, 7.1329720e+00, 1.6535000e-02,
           4.5728910e+00, 1.3055000e-01, 1.0405012e+01, 7.1835960e+00,
           1.4622837e+01, 6.9118900e-01, 0.0000000e+00, 5.4689030e+00,
           8.6030740e+00, 0.0000000e+00, 1.5147328e+01, 1.6029610e+00,
           9.4359300e-01, 7.1914200e-01, 1.1977798e+01, 4.5419360e+00,
           2.9267000e-01, 7.3530940e+00, 5.5465210e+00, 1.2368210e+00])

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

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

  • eo:cloud_cover
    (time)
    float64
    31.86 31.86 72.23 ... 68.18 78.52

    array([ 31.861645,  31.861645,  72.233349,  84.23242 ,  75.849092,
            71.334112,  36.364982,  71.224791,  99.142045,  99.906605,
            99.837601,  26.79213 ,  25.446066,  38.147709,  92.274898,
            92.695457,  14.417477,  44.045162,  26.504228,  38.089094,
            46.706563,  38.851953,  89.106488,  98.220617,  73.140067,
            99.292749,  99.984759,  99.662882,  25.189388,  75.027752,
            82.056636,  99.995649,  98.107791,  99.765587,  83.436191,
            50.469458,  47.708932, 100.      ,  99.999958,  99.953192,
            82.920182,  86.556649,  82.889229,  65.112549,  90.771818,
            94.627321,  44.364241,  49.611434,  52.90342 ,  39.246562,
            27.289197,  41.145855,  97.073066,  97.473019,  98.807198,
            61.491019,  44.57233 ,  40.932187,  31.051832,  65.588689,
            91.048092,  90.142995,  49.703017,  72.725302,  58.075714,
            57.406908,  59.954602, 100.      , 100.      , 100.      ,
            95.526582,  99.999702,  99.876261,  95.77809 ,  98.130369,
            98.347533,  99.949104,  90.362376,  76.680422,  72.520459,
            70.604146,  78.647184,  58.553779,  61.808556,  56.622493,
            94.910634,  99.999523,  86.967117,  79.077148,  99.991983,
            70.218736,  71.797997,  68.115538,  77.252722,  56.683403,
            80.056298,  90.203667,  58.591008,  68.179029,  78.524631])

  • s2:product_type
    ()
    <U7
    'S2MSI2A'

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

  • s2:cloud_shadow_percentage
    (time)
    float64
    0.362 0.362 1.879 ... 0.7559 5.733

    array([3.6199600e-01, 3.6199600e-01, 1.8786730e+00, 5.4776720e+00,
           1.9875320e+00, 4.9367260e+00, 9.1991400e-01, 5.5115900e-01,
           0.0000000e+00, 8.0906000e-02, 6.4635000e-02, 1.3637650e+00,
           2.0395100e-01, 2.3071020e+00, 5.4045400e-01, 5.9719410e+00,
           1.6330900e+00, 1.9142900e-01, 4.6753000e+00, 3.0918510e+00,
           1.7151900e-01, 1.3517810e+00, 4.7555180e+00, 6.0624600e-01,
           5.9106280e+00, 1.2300000e-04, 3.0000000e-06, 5.0199000e-02,
           1.8149970e+00, 1.1523950e+00, 8.2527300e-01, 0.0000000e+00,
           1.2782040e+00, 1.5454800e-01, 6.9917780e+00, 3.0474000e-01,
           6.1477270e+00, 0.0000000e+00, 3.0000000e-05, 3.6742000e-02,
           3.2498900e-01, 4.9434010e+00, 2.3888470e+00, 1.6893810e+00,
           1.8932150e+00, 1.7392380e+00, 4.8706950e+00, 5.4660680e+00,
           1.1514550e+01, 5.3134590e+00, 5.8114170e+00, 1.0032644e+01,
           1.8421000e-02, 6.5975200e-01, 3.0701000e-01, 3.2721760e+00,
           3.8994300e+00, 1.1514056e+01, 1.9676550e+00, 8.6006000e-01,
           4.3550000e-02, 7.5583000e-01, 2.3799690e+00, 3.7290490e+00,
           5.1844690e+00, 6.0858090e+00, 6.7157800e+00, 0.0000000e+00,
           0.0000000e+00, 0.0000000e+00, 1.0632710e+00, 3.0000000e-06,
           1.0369200e-01, 2.0048570e+00, 3.4950100e-01, 1.9062000e-01,
           5.0899000e-02, 4.4489930e+00, 5.6809400e-01, 4.5639300e-01,
           2.2432000e-02, 7.1155040e+00, 2.4405400e-01, 0.0000000e+00,
           3.7747000e-02, 4.2197070e+00, 4.3800000e-04, 1.6119100e-01,
           2.4077200e-01, 1.1610000e-03, 1.7409000e-01, 3.7878900e+00,
           4.0613630e+00, 6.3058880e+00, 2.3990000e-03, 0.0000000e+00,
           4.2030550e+00, 1.7447720e+00, 7.5587300e-01, 5.7326120e+00])

  • s2:mgrs_tile
    (time)
    <U5
    '32NNG' '32NNG' ... '32NNF' '32MNE'

    array(['32NNG', '32NNG', '32NNG', '32NNF', '32MNE', '32NNG', '32NNF',
           '32MNE', '32NNG', '32NNF', '32MNE', '32NNG', '32NNF', '32MNE',
           '32NNG', '32MNE', '32NNG', '32NNF', '32MNE', '32NNG', '32NNF',
           '32MNE', '32NNG', '32NNF', '32MNE', '32NNG', '32NNF', '32MNE',
           '32NNG', '32NNF', '32MNE', '32NNG', '32NNF', '32MNE', '32NNG',
           '32NNF', '32MNE', '32NNG', '32NNF', '32MNE', '32NNG', '32NNF',
           '32MNE', '32NNG', '32NNF', '32MNE', '32NNG', '32NNF', '32MNE',
           '32NNG', '32NNF', '32MNE', '32NNG', '32NNF', '32MNE', '32NNG',
           '32NNF', '32MNE', '32NNG', '32NNF', '32MNE', '32NNG', '32NNF',
           '32MNE', '32NNG', '32NNF', '32MNE', '32NNG', '32NNF', '32MNE',
           '32NNG', '32NNF', '32MNE', '32NNG', '32NNF', '32MNE', '32NNG',
           '32NNF', '32MNE', '32NNG', '32NNF', '32MNE', '32NNG', '32NNF',
           '32MNE', '32NNG', '32NNF', '32MNE', '32NNG', '32NNF', '32MNE',
           '32NNG', '32NNF', '32MNE', '32NNG', '32NNF', '32MNE', '32NNG',
           '32NNF', '32MNE'], dtype='<U5')

  • s2:datastrip_id
    (time)
    <U64
    'S2A_OPER_MSI_L2A_DS_ESRI_202202...

    array(['S2A_OPER_MSI_L2A_DS_ESRI_20220227T203127_S20220126T094615_N04.00',
           'S2A_OPER_MSI_L2A_DS_ESRI_20220211T225247_S20220126T094615_N04.00',
           'S2B_OPER_MSI_L2A_DS_ESRI_20220216T162710_S20220131T094132_N04.00',
           'S2B_OPER_MSI_L2A_DS_ESRI_20220216T170021_S20220131T094132_N04.00',
           'S2B_OPER_MSI_L2A_DS_ESRI_20220216T174641_S20220131T094132_N04.00',
           'S2A_OPER_MSI_L2A_DS_ESRI_20220219T031238_S20220205T094618_N04.00',
           'S2A_OPER_MSI_L2A_DS_ESRI_20220219T032253_S20220205T094618_N04.00',
           'S2A_OPER_MSI_L2A_DS_ESRI_20220219T030509_S20220205T094618_N04.00',
           'S2B_OPER_MSI_L2A_DS_ESRI_20220221T085321_S20220210T094038_N04.00',
           'S2B_OPER_MSI_L2A_DS_ESRI_20220221T083055_S20220210T094038_N04.00',
           'S2B_OPER_MSI_L2A_DS_ESRI_20220221T091153_S20220210T094038_N04.00',
           'S2A_OPER_MSI_L2A_DS_ESRI_20220223T161846_S20220215T094616_N04.00',
           'S2A_OPER_MSI_L2A_DS_ESRI_20220223T163018_S20220215T094616_N04.00',
           'S2A_OPER_MSI_L2A_DS_ESRI_20220223T162727_S20220215T094616_N04.00',
           'S2B_OPER_MSI_L2A_DS_ESRI_20220225T231824_S20220220T093745_N04.00',
           'S2B_OPER_MSI_L2A_DS_ESRI_20220225T220653_S20220220T095019_N04.00',
           'S2A_OPER_MSI_L2A_DS_ESRI_20220301T220537_S20220225T094944_N04.00',
           'S2A_OPER_MSI_L2A_DS_ESRI_20220301T212050_S20220225T094944_N04.00',
           'S2A_OPER_MSI_L2A_DS_ESRI_20220301T212943_S20220225T094944_N04.00',
           'S2B_OPER_MSI_L2A_DS_ESRI_20220304T051349_S20220302T094819_N04.00',
    ...
           'S2B_OPER_MSI_L2A_DS_ESRI_20220611T043055_S20220610T095019_N04.00',
           'S2A_OPER_MSI_L2A_DS_ESRI_20220616T091052_S20220615T094315_N04.00',
           'S2A_OPER_MSI_L2A_DS_ESRI_20220616T091857_S20220615T094315_N04.00',
           'S2A_OPER_MSI_L2A_DS_ESRI_20220616T090837_S20220615T094315_N04.00',
           'S2B_OPER_MSI_L2A_DS_ESRI_20220621T141008_S20220620T094927_N04.00',
           'S2B_OPER_MSI_L2A_DS_ESRI_20220621T142153_S20220620T094927_N04.00',
           'S2B_OPER_MSI_L2A_DS_ESRI_20220621T135743_S20220620T094927_N04.00',
           'S2A_OPER_MSI_L2A_DS_ESRI_20220625T220052_S20220625T094317_N04.00',
           'S2A_OPER_MSI_L2A_DS_ESRI_20220625T235737_S20220625T094317_N04.00',
           'S2A_OPER_MSI_L2A_DS_ESRI_20220625T225250_S20220625T094317_N04.00',
           'S2B_OPER_MSI_L2A_DS_ESRI_20220701T010231_S20220630T094125_N04.00',
           'S2B_OPER_MSI_L2A_DS_ESRI_20220701T005052_S20220630T094125_N04.00',
           'S2B_OPER_MSI_L2A_DS_ESRI_20220630T213552_S20220630T094125_N04.00',
           'S2A_OPER_MSI_L2A_DS_ESRI_20220707T051736_S20220705T094238_N04.00',
           'S2A_OPER_MSI_L2A_DS_ESRI_20220707T053022_S20220705T094238_N04.00',
           'S2A_OPER_MSI_L2A_DS_ESRI_20220707T050857_S20220705T094238_N04.00',
           'S2B_OPER_MSI_L2A_DS_ESRI_20220712T095338_S20220710T094237_N04.00',
           'S2B_OPER_MSI_L2A_DS_ESRI_20220712T101014_S20220710T094237_N04.00',
           'S2B_OPER_MSI_L2A_DS_ESRI_20220712T111330_S20220710T094237_N04.00'],
          dtype='<U64')

  • s2:medium_proba_clouds_percentage
    (time)
    float64
    2.363 2.363 20.26 ... 16.18 10.78

    array([  2.362713,   2.362713,  20.256709,  18.678531,  18.071792,
            14.272928,  14.005518,  19.733107,  52.257973,  56.783301,
            33.732548,   7.836401,  11.867764,  12.108845,  45.137927,
            21.847041,   4.924957,  12.553455,  11.679082,  12.767433,
            14.835037,  17.294733,  19.156234,  14.35255 ,  13.343738,
             8.631478,   3.832167,  20.710227,   7.956483,  17.532553,
            28.592262,  52.385193,  48.743111,  39.71734 ,  19.807462,
            14.594567,  18.778978,  17.687227,  25.936005,  22.958912,
            14.739805,  17.214917,  13.450317,  12.999596,  28.811714,
            34.248084,  12.195566,  15.501006,  16.327991,  10.730598,
             9.682204,  12.568286,  51.750439,  41.838738,  46.003306,
            14.193723,  11.114323,  13.621753,   8.511207,  14.913142,
            28.777891,  20.624447,  18.29455 ,  27.417535,  23.287424,
            19.889215,  18.064801, 100.      ,  99.899417,  44.55148 ,
            18.315029,   4.781285,   1.792293,  56.075662,  12.385251,
             5.231287,  69.804412,  52.588165,  40.740743,   7.494242,
            15.911995,  13.799044,  15.776251,  11.632868,  15.167773,
            25.922105,  10.788627,  19.343492,   7.874609,   0.363635,
             7.303055,  20.910753,  13.672224,  10.325556,  10.363642,
            10.146154,   9.552294,  18.817337,  16.181996,  10.782711])

  • s2:product_uri
    (time)
    <U65
    'S2A_MSIL2A_20220126T093251_N040...

    array(['S2A_MSIL2A_20220126T093251_N0400_R136_T32NNG_20220227T203126.SAFE',
           'S2A_MSIL2A_20220126T093251_N0400_R136_T32NNG_20220211T225246.SAFE',
           'S2B_MSIL2A_20220131T093119_N0400_R136_T32NNG_20220216T162709.SAFE',
           'S2B_MSIL2A_20220131T093119_N0400_R136_T32NNF_20220216T170020.SAFE',
           'S2B_MSIL2A_20220131T093119_N0400_R136_T32MNE_20220216T174639.SAFE',
           'S2A_MSIL2A_20220205T093201_N0400_R136_T32NNG_20220219T031238.SAFE',
           'S2A_MSIL2A_20220205T093201_N0400_R136_T32NNF_20220219T032252.SAFE',
           'S2A_MSIL2A_20220205T093201_N0400_R136_T32MNE_20220219T030508.SAFE',
           'S2B_MSIL2A_20220210T093029_N0400_R136_T32NNG_20220221T085320.SAFE',
           'S2B_MSIL2A_20220210T093029_N0400_R136_T32NNF_20220221T083054.SAFE',
           'S2B_MSIL2A_20220210T093029_N0400_R136_T32MNE_20220221T091151.SAFE',
           'S2A_MSIL2A_20220215T093101_N0400_R136_T32NNG_20220223T161845.SAFE',
           'S2A_MSIL2A_20220215T093101_N0400_R136_T32NNF_20220223T163017.SAFE',
           'S2A_MSIL2A_20220215T093101_N0400_R136_T32MNE_20220223T162726.SAFE',
           'S2B_MSIL2A_20220220T093029_N0400_R136_T32NNG_20220225T231822.SAFE',
           'S2B_MSIL2A_20220220T093029_N0400_R136_T32MNE_20220225T220652.SAFE',
           'S2A_MSIL2A_20220225T093041_N0400_R136_T32NNG_20220301T220536.SAFE',
           'S2A_MSIL2A_20220225T093041_N0400_R136_T32NNF_20220301T212050.SAFE',
           'S2A_MSIL2A_20220225T093041_N0400_R136_T32MNE_20220301T212943.SAFE',
           'S2B_MSIL2A_20220302T093029_N0400_R136_T32NNG_20220304T051349.SAFE',
    ...
           'S2B_MSIL2A_20220610T093039_N0400_R136_T32MNE_20220611T043054.SAFE',
           'S2A_MSIL2A_20220615T093051_N0400_R136_T32NNG_20220616T091051.SAFE',
           'S2A_MSIL2A_20220615T093051_N0400_R136_T32NNF_20220616T091856.SAFE',
           'S2A_MSIL2A_20220615T093051_N0400_R136_T32MNE_20220616T090836.SAFE',
           'S2B_MSIL2A_20220620T093039_N0400_R136_T32NNG_20220621T141008.SAFE',
           'S2B_MSIL2A_20220620T093039_N0400_R136_T32NNF_20220621T142153.SAFE',
           'S2B_MSIL2A_20220620T093039_N0400_R136_T32MNE_20220621T135743.SAFE',
           'S2A_MSIL2A_20220625T093051_N0400_R136_T32NNG_20220625T220050.SAFE',
           'S2A_MSIL2A_20220625T093051_N0400_R136_T32NNF_20220625T235736.SAFE',
           'S2A_MSIL2A_20220625T093051_N0400_R136_T32MNE_20220625T225249.SAFE',
           'S2B_MSIL2A_20220630T093039_N0400_R136_T32NNG_20220701T010230.SAFE',
           'S2B_MSIL2A_20220630T093039_N0400_R136_T32NNF_20220701T005051.SAFE',
           'S2B_MSIL2A_20220630T093039_N0400_R136_T32MNE_20220630T213551.SAFE',
           'S2A_MSIL2A_20220705T093051_N0400_R136_T32NNG_20220707T051735.SAFE',
           'S2A_MSIL2A_20220705T093051_N0400_R136_T32NNF_20220707T053020.SAFE',
           'S2A_MSIL2A_20220705T093051_N0400_R136_T32MNE_20220707T050855.SAFE',
           'S2B_MSIL2A_20220710T093039_N0400_R136_T32NNG_20220712T095337.SAFE',
           'S2B_MSIL2A_20220710T093039_N0400_R136_T32NNF_20220712T101012.SAFE',
           'S2B_MSIL2A_20220710T093039_N0400_R136_T32MNE_20220712T111329.SAFE'],
          dtype='<U65')

  • s2:nodata_pixel_percentage
    (time)
    float64
    0.0 0.0 0.0 0.0 ... 3e-06 0.0 0.0

    array([0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,
           0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,
           0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,
           0.0000000e+00, 0.0000000e+00, 1.6895404e+01, 0.0000000e+00,
           0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,
           0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,
           0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,
           0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,
           0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,
           0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,
           0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,
           0.0000000e+00, 0.0000000e+00, 2.7000000e-05, 3.1900000e-04,
           5.6000000e-05, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,
           0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,
           0.0000000e+00, 0.0000000e+00, 1.3000000e-05, 0.0000000e+00,
           0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,
           0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,
           0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,
           0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,
           0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 2.0539255e+01,
           0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,
           0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,
           0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,
           0.0000000e+00, 0.0000000e+00, 7.0000000e-06, 0.0000000e+00,
           0.0000000e+00, 3.0000000e-06, 0.0000000e+00, 0.0000000e+00])

  • s2:dark_features_percentage
    (time)
    float64
    0.1486 0.1486 ... 0.02359 0.00348

    array([1.48603e-01, 1.48603e-01, 1.78500e-03, 1.26100e-03, 1.03350e-02,
           8.46000e-04, 3.06200e-03, 1.35700e-03, 0.00000e+00, 0.00000e+00,
           0.00000e+00, 3.17580e-02, 9.60050e-02, 6.30090e-02, 1.76100e-03,
           7.53000e-04, 4.82980e-02, 3.10950e-02, 7.07200e-02, 4.49200e-03,
           4.32780e-02, 5.09590e-02, 1.65200e-03, 3.42000e-04, 2.01130e-02,
           0.00000e+00, 0.00000e+00, 0.00000e+00, 3.97100e-03, 1.73000e-04,
           4.89000e-03, 0.00000e+00, 1.70000e-05, 0.00000e+00, 7.30000e-04,
           5.20930e-02, 1.86560e-02, 0.00000e+00, 0.00000e+00, 0.00000e+00,
           1.30890e-02, 8.86000e-04, 2.37900e-03, 3.83900e-03, 9.82000e-04,
           2.45900e-03, 1.40880e-02, 5.12600e-03, 1.64600e-02, 1.82880e-02,
           3.51720e-02, 2.72300e-02, 5.01000e-04, 7.00000e-06, 5.11000e-04,
           1.05610e-02, 1.29860e-02, 2.96520e-02, 4.89780e-02, 1.41770e-02,
           4.79260e-02, 6.74000e-04, 1.65630e-02, 1.66200e-03, 6.31100e-03,
           4.25300e-03, 7.18000e-03, 0.00000e+00, 0.00000e+00, 0.00000e+00,
           0.00000e+00, 0.00000e+00, 0.00000e+00, 2.52800e-03, 0.00000e+00,
           0.00000e+00, 0.00000e+00, 1.22400e-03, 4.48200e-03, 2.00000e-04,
           4.65200e-03, 1.63000e-04, 4.05310e-02, 4.40010e-02, 1.35670e-01,
           9.22000e-04, 0.00000e+00, 3.70700e-02, 9.04800e-03, 0.00000e+00,
           3.90580e-02, 2.14700e-03, 3.46700e-03, 1.71500e-03, 1.53510e-01,
           1.12670e-02, 5.10300e-03, 1.32720e-01, 2.35870e-02, 3.48000e-03])

  • s2:reflectance_conversion_factor
    (time)
    float64
    1.032 1.032 1.031 ... 0.9674 0.9674

    array([1.03242112, 1.03242112, 1.0313223 , 1.0313223 , 1.0313223 ,
           1.02998837, 1.02998837, 1.02998837, 1.02843136, 1.02843136,
           1.02843136, 1.02666334, 1.02666334, 1.02666334, 1.02469969,
           1.02469969, 1.0225561 , 1.0225561 , 1.0225561 , 1.02025036,
           1.02025036, 1.02025036, 1.01780088, 1.01780088, 1.01780088,
           1.0152275 , 1.0152275 , 1.0152275 , 1.01255034, 1.01255034,
           1.01255034, 1.00979064, 1.00979064, 1.00979064, 1.00696946,
           1.00696946, 1.00696946, 1.00410867, 1.00410867, 1.00410867,
           1.00122957, 1.00122957, 1.00122957, 0.99835394, 0.99835394,
           0.99835394, 0.99550262, 0.99550262, 0.99550262, 0.99269664,
           0.99269664, 0.99269664, 0.98995581, 0.98995581, 0.98995581,
           0.98729986, 0.98729986, 0.98729986, 0.98474704, 0.98474704,
           0.98474704, 0.98231527, 0.98231527, 0.98231527, 0.98002088,
           0.98002088, 0.98002088, 0.97787956, 0.97787956, 0.97787956,
           0.9759055 , 0.9759055 , 0.9759055 , 0.97411179, 0.97411179,
           0.97411179, 0.97251013, 0.97251013, 0.97251013, 0.97111096,
           0.97111096, 0.97111096, 0.96992323, 0.96992323, 0.96992323,
           0.96895465, 0.96895465, 0.96895465, 0.96821127, 0.96821127,
           0.96821127, 0.96769789, 0.96769789, 0.96769789, 0.9674177 ,
           0.9674177 , 0.9674177 , 0.96737249, 0.96737249, 0.96737249])

  • s2:high_proba_clouds_percentage
    (time)
    float64
    0.6281 0.6281 40.58 ... 46.11 66.68

    array([ 0.628084,  0.628084, 40.583992, 21.564554, 20.277481, 23.819174,
           22.15472 , 50.136232, 22.694172, 38.791299, 57.244295,  2.616707,
            6.025099,  3.343549, 22.423942, 32.151905,  5.747655, 28.093126,
           11.269747, 21.504687, 28.38442 , 19.218108, 28.740543, 22.348094,
           23.078048, 87.803292, 95.067793, 73.485464,  6.236389, 19.056636,
           26.711217, 38.302299, 22.778571, 28.769973, 50.61751 , 16.737184,
           25.917226, 80.640739, 51.435572, 56.447327, 61.421198, 66.06338 ,
           66.844934, 35.451466, 21.718737, 27.883488, 23.967972, 32.227406,
           36.17101 , 19.800624, 16.662881, 23.739809, 15.794715, 18.56955 ,
           19.349697, 34.496167, 21.052246, 26.063952,  4.180697, 40.643391,
           53.745127, 62.111032, 26.82932 , 40.072662, 26.4833  , 28.999138,
           34.271979,  0.      ,  0.100584, 55.384374, 72.670227, 95.213664,
           98.031819, 31.006062, 83.904022, 92.736441, 30.035052, 26.589301,
           12.403695, 59.205872, 48.565295, 60.514867, 41.342255, 47.601169,
           41.376498, 66.643548, 88.984537, 63.568574, 66.386616, 99.628347,
           56.584328, 40.188289, 53.952378, 63.87139 , 44.027394, 68.633813,
           80.491626, 24.85355 , 46.114162, 66.680747])

  • sat:orbit_state
    ()
    <U10
    'descending'

    array('descending', dtype='<U10')

  • s2:datatake_id
    (time)
    <U34
    'GS2A_20220126T093251_034453_N04...

    array(['GS2A_20220126T093251_034453_N04.00',
           'GS2A_20220126T093251_034453_N04.00',
           'GS2B_20220131T093119_025616_N04.00',
           'GS2B_20220131T093119_025616_N04.00',
           'GS2B_20220131T093119_025616_N04.00',
           'GS2A_20220205T093201_034596_N04.00',
           'GS2A_20220205T093201_034596_N04.00',
           'GS2A_20220205T093201_034596_N04.00',
           'GS2B_20220210T093029_025759_N04.00',
           'GS2B_20220210T093029_025759_N04.00',
           'GS2B_20220210T093029_025759_N04.00',
           'GS2A_20220215T093101_034739_N04.00',
           'GS2A_20220215T093101_034739_N04.00',
           'GS2A_20220215T093101_034739_N04.00',
           'GS2B_20220220T093029_025902_N04.00',
           'GS2B_20220220T093029_025902_N04.00',
           'GS2A_20220225T093041_034882_N04.00',
           'GS2A_20220225T093041_034882_N04.00',
           'GS2A_20220225T093041_034882_N04.00',
           'GS2B_20220302T093029_026045_N04.00',
    ...
           'GS2B_20220610T093039_027475_N04.00',
           'GS2B_20220610T093039_027475_N04.00',
           'GS2A_20220615T093051_036455_N04.00',
           'GS2A_20220615T093051_036455_N04.00',
           'GS2A_20220615T093051_036455_N04.00',
           'GS2B_20220620T093039_027618_N04.00',
           'GS2B_20220620T093039_027618_N04.00',
           'GS2B_20220620T093039_027618_N04.00',
           'GS2A_20220625T093051_036598_N04.00',
           'GS2A_20220625T093051_036598_N04.00',
           'GS2A_20220625T093051_036598_N04.00',
           'GS2B_20220630T093039_027761_N04.00',
           'GS2B_20220630T093039_027761_N04.00',
           'GS2B_20220630T093039_027761_N04.00',
           'GS2A_20220705T093051_036741_N04.00',
           'GS2A_20220705T093051_036741_N04.00',
           'GS2A_20220705T093051_036741_N04.00',
           'GS2B_20220710T093039_027904_N04.00',
           'GS2B_20220710T093039_027904_N04.00',
           'GS2B_20220710T093039_027904_N04.00'], dtype='<U34')

  • s2:mean_solar_azimuth
    (time)
    float64
    129.3 129.3 126.9 ... 45.54 44.46

    array([129.25028437, 129.25028437, 126.92246889, 125.79789101,
           124.62730789, 124.43655976, 123.2403182 , 121.99700095,
           121.69410687, 120.41928919, 119.09683004, 118.77133517,
           117.40907334, 115.99882569, 115.56543398, 112.60964464,
           112.15384967, 110.60039936, 109.00120848, 108.43481552,
           106.78343197, 105.08961627, 104.48744489, 102.73679113,
           100.94873021, 100.25950324,  98.42029778,  96.5510532 ,
            95.82277061,  93.90393539,  91.96450126,  91.18669589,
            89.21126561,  87.22674687,  86.42424138,  84.41254599,
            82.40452848,  81.61700492,  79.60131138,  77.60234272,
            76.8383811 ,  74.84344896,  72.87754814,  72.2134995 ,
            70.26901238,  68.36401399,  67.78151833,  65.90573991,
            64.0776318 ,  63.70193737,  61.91480381,  60.180628  ,
            59.90678944,  58.21259387,  56.57459158,  56.59882188,
            55.00438955,  53.46687169,  53.60476689,  52.10358931,
            50.65914152,  51.1099999 ,  49.69796764,  48.34110292,
            48.95218351,  47.61901156,  46.33907984,  47.24512437,
            45.98151848,  44.76900471,  45.84626613,  44.64093856,
            43.48460349,  44.86974509,  43.71261096,  42.60250151,
            44.13671929,  43.0167377 ,  41.94214154,  43.76926799,
            42.67675617,  41.62824475,  43.60878222,  42.53373689,
            41.50166545,  43.77963155,  42.71330126,  41.68911844,
            44.12643204,  43.05947277,  42.03431834,  44.77803964,
            43.70231983,  42.66816102,  45.57667211,  44.48299229,
            43.43102662,  46.66173483,  45.54207901,  44.46455811])

  • s2:mean_solar_zenith
    (time)
    float64
    32.45 32.45 31.9 ... 32.08 32.68

    array([32.45430587, 32.45430587, 31.90233803, 31.31666645, 30.74487203,
           31.22216884, 30.66750941, 30.12817517, 30.50518169, 29.98602653,
           29.48372341, 29.69130227, 29.21130399, 28.74996472, 28.88932509,
           28.03880811, 28.02361346, 27.63686952, 27.27270411, 27.23019167,
           26.89819573, 26.59087056, 26.4266075 , 26.15424718, 25.90858703,
           25.74333314, 25.53620238, 25.35762714, 25.10525486, 24.9676302 ,
           24.86020255, 24.63363298, 24.56943202, 24.53639085, 24.25599293,
           24.26739898, 24.31049196, 24.07723376, 24.16464166, 24.28352469,
           24.01334256, 24.17553083, 24.36831843, 24.14162044, 24.37482358,
           24.63725434, 24.37391563, 24.67365645, 25.00078068, 24.79918287,
           25.15842104, 25.5429822 , 25.2708987 , 25.68380524, 26.11992813,
           25.90999059, 26.36815414, 26.84742539, 26.53787038, 27.03563795,
           27.55267464, 27.26130107, 27.79101055, 28.33828804, 27.95088304,
           28.5075032 , 29.08018373, 28.66807171, 29.24530894, 29.83744035,
           29.31731249, 29.91114698, 30.51886052, 29.96039494, 30.56549842,
           31.18376639, 30.48864412, 31.10215318, 31.72824755, 30.97165746,
           31.5892335 , 32.21905111, 31.31705945, 31.93641829, 32.56777941,
           31.60019718, 32.21750632, 32.8467487 , 31.73016099, 32.34344697,
           32.96876517, 31.78790729, 32.39359019, 33.01151655, 31.67905084,
           32.27540505, 32.8843324 , 31.49625419, 32.0796653 , 32.67622379])

  • constellation
    ()
    <U10
    'Sentinel 2'

    array('Sentinel 2', dtype='<U10')

  • proj:epsg
    (time)
    int64
    32632 32632 32632 ... 32632 32732

    array([32632, 32632, 32632, 32632, 32732, 32632, 32632, 32732, 32632,
           32632, 32732, 32632, 32632, 32732, 32632, 32732, 32632, 32632,
           32732, 32632, 32632, 32732, 32632, 32632, 32732, 32632, 32632,
           32732, 32632, 32632, 32732, 32632, 32632, 32732, 32632, 32632,
           32732, 32632, 32632, 32732, 32632, 32632, 32732, 32632, 32632,
           32732, 32632, 32632, 32732, 32632, 32632, 32732, 32632, 32632,
           32732, 32632, 32632, 32732, 32632, 32632, 32732, 32632, 32632,
           32732, 32632, 32632, 32732, 32632, 32632, 32732, 32632, 32632,
           32732, 32632, 32632, 32732, 32632, 32632, 32732, 32632, 32632,
           32732, 32632, 32632, 32732, 32632, 32632, 32732, 32632, 32632,
           32732, 32632, 32632, 32732, 32632, 32632, 32732, 32632, 32632,
           32732])

  • s2:thin_cirrus_percentage
    (time)
    float64
    28.87 28.87 11.39 ... 5.883 1.061

    array([2.8870851e+01, 2.8870851e+01, 1.1392650e+01, 4.3989334e+01,
           3.7499818e+01, 3.3242002e+01, 2.0474400e-01, 1.3554530e+00,
           2.4189903e+01, 4.3320030e+00, 8.8607530e+00, 1.6339023e+01,
           7.5532030e+00, 2.2695316e+01, 2.4713036e+01, 3.8696519e+01,
           3.7448650e+00, 3.3985820e+00, 3.5554000e+00, 3.8169750e+00,
           3.4871050e+00, 2.3391100e+00, 4.1209707e+01, 6.1519969e+01,
           3.6718282e+01, 2.8579830e+00, 1.0847970e+00, 5.4671850e+00,
           1.0996516e+01, 3.8438562e+01, 2.6753163e+01, 9.3081580e+00,
           2.6586109e+01, 3.1278270e+01, 1.3011222e+01, 1.9137710e+01,
           3.0127270e+00, 1.6720280e+00, 2.2628382e+01, 2.0546949e+01,
           6.7591820e+00, 3.2783530e+00, 2.5939730e+00, 1.6661488e+01,
           4.0241367e+01, 3.2495752e+01, 8.2007010e+00, 1.8830220e+00,
           4.0442200e-01, 8.7153390e+00, 9.4411100e-01, 4.8377610e+00,
           2.9527915e+01, 3.7064731e+01, 3.3454195e+01, 1.2801129e+01,
           1.2405762e+01, 1.2464820e+00, 1.8359928e+01, 1.0032153e+01,
           8.5250740e+00, 7.4075100e+00, 4.5791450e+00, 5.2351050e+00,
           8.3049890e+00, 8.5185550e+00, 7.6178220e+00, 0.0000000e+00,
           0.0000000e+00, 6.4144000e-02, 4.5413190e+00, 4.7510000e-03,
           5.2146000e-02, 8.6963710e+00, 1.8410990e+00, 3.7980300e-01,
           1.0963100e-01, 1.1184906e+01, 2.3535983e+01, 5.8203440e+00,
           6.1268510e+00, 4.3332670e+00, 1.4352740e+00, 2.5745200e+00,
           7.8225000e-02, 2.3449820e+00, 2.2636000e-01, 4.0550430e+00,
           4.8159260e+00, 0.0000000e+00, 6.3313530e+00, 1.0698953e+01,
           4.9094100e-01, 3.0557790e+00, 2.2923680e+00, 1.2763260e+00,
           1.5975100e-01, 1.4920120e+01, 5.8828740e+00, 1.0611740e+00])

  • s2:snow_ice_percentage
    ()
    float64
    0.0

    array(0.)

  • instruments
    ()
    <U3
    'msi'

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

  • s2:degraded_msi_data_percentage
    (time)
    float64
    0.0 0.0 0.0106 ... 0.0106 0.0066

    array([0.    , 0.    , 0.0106, 0.0106, 0.0075, 0.    , 0.    , 0.    ,
           0.0106, 0.0106, 0.0074, 0.    , 0.    , 0.    , 0.0103, 0.0073,
           0.    , 0.    , 0.    , 0.0106, 0.0106, 0.007 , 0.    , 0.    ,
           0.    , 0.0106, 0.0106, 0.007 , 0.    , 0.    , 0.    , 0.0106,
           0.0106, 0.0071, 0.    , 0.    , 0.    , 0.0106, 0.0106, 0.0073,
           0.    , 0.    , 0.    , 0.0106, 0.0106, 0.0072, 0.    , 0.    ,
           0.    , 0.0106, 0.0106, 0.0074, 0.    , 0.    , 0.    , 0.0106,
           0.0106, 0.0075, 0.    , 0.    , 0.    , 0.0106, 0.0106, 0.0069,
           0.    , 0.    , 0.    , 0.0106, 0.0106, 0.0067, 0.    , 0.    ,
           0.    , 0.0106, 0.0106, 0.0069, 0.    , 0.    , 0.    , 0.0106,
           0.0106, 0.0066, 0.    , 0.    , 0.    , 0.0106, 0.0106, 0.0063,
           0.    , 0.    , 0.    , 0.0106, 0.0106, 0.0064, 0.    , 0.    ,
           0.    , 0.0106, 0.0106, 0.0066])

  • s2:granule_id
    (time)
    <U62
    'S2A_OPER_MSI_L2A_TL_ESRI_202202...

    array(['S2A_OPER_MSI_L2A_TL_ESRI_20220227T203127_A034453_T32NNG_N04.00',
           'S2A_OPER_MSI_L2A_TL_ESRI_20220211T225247_A034453_T32NNG_N04.00',
           'S2B_OPER_MSI_L2A_TL_ESRI_20220216T162710_A025616_T32NNG_N04.00',
           'S2B_OPER_MSI_L2A_TL_ESRI_20220216T170021_A025616_T32NNF_N04.00',
           'S2B_OPER_MSI_L2A_TL_ESRI_20220216T174641_A025616_T32MNE_N04.00',
           'S2A_OPER_MSI_L2A_TL_ESRI_20220219T031238_A034596_T32NNG_N04.00',
           'S2A_OPER_MSI_L2A_TL_ESRI_20220219T032253_A034596_T32NNF_N04.00',
           'S2A_OPER_MSI_L2A_TL_ESRI_20220219T030509_A034596_T32MNE_N04.00',
           'S2B_OPER_MSI_L2A_TL_ESRI_20220221T085321_A025759_T32NNG_N04.00',
           'S2B_OPER_MSI_L2A_TL_ESRI_20220221T083055_A025759_T32NNF_N04.00',
           'S2B_OPER_MSI_L2A_TL_ESRI_20220221T091153_A025759_T32MNE_N04.00',
           'S2A_OPER_MSI_L2A_TL_ESRI_20220223T161846_A034739_T32NNG_N04.00',
           'S2A_OPER_MSI_L2A_TL_ESRI_20220223T163018_A034739_T32NNF_N04.00',
           'S2A_OPER_MSI_L2A_TL_ESRI_20220223T162727_A034739_T32MNE_N04.00',
           'S2B_OPER_MSI_L2A_TL_ESRI_20220225T231824_A025902_T32NNG_N04.00',
           'S2B_OPER_MSI_L2A_TL_ESRI_20220225T220653_A025902_T32MNE_N04.00',
           'S2A_OPER_MSI_L2A_TL_ESRI_20220301T220537_A034882_T32NNG_N04.00',
           'S2A_OPER_MSI_L2A_TL_ESRI_20220301T212050_A034882_T32NNF_N04.00',
           'S2A_OPER_MSI_L2A_TL_ESRI_20220301T212943_A034882_T32MNE_N04.00',
           'S2B_OPER_MSI_L2A_TL_ESRI_20220304T051349_A026045_T32NNG_N04.00',
    ...
           'S2B_OPER_MSI_L2A_TL_ESRI_20220611T043055_A027475_T32MNE_N04.00',
           'S2A_OPER_MSI_L2A_TL_ESRI_20220616T091052_A036455_T32NNG_N04.00',
           'S2A_OPER_MSI_L2A_TL_ESRI_20220616T091857_A036455_T32NNF_N04.00',
           'S2A_OPER_MSI_L2A_TL_ESRI_20220616T090837_A036455_T32MNE_N04.00',
           'S2B_OPER_MSI_L2A_TL_ESRI_20220621T141008_A027618_T32NNG_N04.00',
           'S2B_OPER_MSI_L2A_TL_ESRI_20220621T142153_A027618_T32NNF_N04.00',
           'S2B_OPER_MSI_L2A_TL_ESRI_20220621T135743_A027618_T32MNE_N04.00',
           'S2A_OPER_MSI_L2A_TL_ESRI_20220625T220052_A036598_T32NNG_N04.00',
           'S2A_OPER_MSI_L2A_TL_ESRI_20220625T235737_A036598_T32NNF_N04.00',
           'S2A_OPER_MSI_L2A_TL_ESRI_20220625T225250_A036598_T32MNE_N04.00',
           'S2B_OPER_MSI_L2A_TL_ESRI_20220701T010231_A027761_T32NNG_N04.00',
           'S2B_OPER_MSI_L2A_TL_ESRI_20220701T005052_A027761_T32NNF_N04.00',
           'S2B_OPER_MSI_L2A_TL_ESRI_20220630T213552_A027761_T32MNE_N04.00',
           'S2A_OPER_MSI_L2A_TL_ESRI_20220707T051736_A036741_T32NNG_N04.00',
           'S2A_OPER_MSI_L2A_TL_ESRI_20220707T053022_A036741_T32NNF_N04.00',
           'S2A_OPER_MSI_L2A_TL_ESRI_20220707T050857_A036741_T32MNE_N04.00',
           'S2B_OPER_MSI_L2A_TL_ESRI_20220712T095338_A027904_T32NNG_N04.00',
           'S2B_OPER_MSI_L2A_TL_ESRI_20220712T101014_A027904_T32NNF_N04.00',
           'S2B_OPER_MSI_L2A_TL_ESRI_20220712T111330_A027904_T32MNE_N04.00'],
          dtype='<U62')

  • s2:water_percentage
    (time)
    float64
    32.66 32.66 14.28 ... 22.03 13.86

    array([3.2659486e+01, 3.2659486e+01, 1.4282557e+01, 9.4786020e+00,
           2.7910230e+00, 2.3094197e+01, 4.1817167e+01, 1.4375192e+01,
           8.5795000e-01, 1.7000000e-05, 8.9744000e-02, 4.5569202e+01,
           4.4379145e+01, 1.6746278e+01, 6.4595950e+00, 8.5099300e-01,
           5.0922692e+01, 3.8432190e+01, 1.9165915e+01, 4.4315901e+01,
           2.8123850e+01, 1.8928258e+01, 5.7217690e+00, 9.2470200e-01,
           3.5077090e+00, 7.0712800e-01, 1.5239000e-02, 2.4565900e-01,
           4.6027392e+01, 1.6777837e+01, 1.5430670e+00, 4.3460000e-03,
           5.5155400e-01, 2.4924000e-02, 8.5999910e+00, 2.7001697e+01,
           1.7068185e+01, 0.0000000e+00, 0.0000000e+00, 1.0070000e-02,
           5.8265700e+00, 8.2982110e+00, 8.0836730e+00, 2.7082652e+01,
           6.9622200e+00, 2.9833710e+00, 3.4756732e+01, 3.2260233e+01,
           1.2242836e+01, 4.0002817e+01, 4.0351295e+01, 1.8064167e+01,
           2.8673060e+00, 1.8250340e+00, 8.2644100e-01, 2.5211692e+01,
           3.1442294e+01, 1.9283782e+01, 4.0504140e+01, 1.7725289e+01,
           5.4390300e-01, 8.9733480e+00, 3.1733248e+01, 1.3913517e+01,
           2.6397458e+01, 2.0942453e+01, 1.6691697e+01, 0.0000000e+00,
           0.0000000e+00, 0.0000000e+00, 3.3949760e+00, 2.9500000e-04,
           1.4914000e-02, 1.7912650e+00, 1.5128780e+00, 1.4455630e+00,
           0.0000000e+00, 2.7095400e+00, 8.8376900e-01, 2.6967841e+01,
           1.9248699e+01, 1.3921453e+01, 2.4269073e+01, 2.4994095e+01,
           1.7388622e+01, 1.2199400e-01, 4.3000000e-05, 1.6917000e+00,
           9.9008930e+00, 6.8580000e-03, 7.9843760e+00, 2.1707520e+01,
           2.6004529e+01, 1.5100235e+01, 2.4131709e+01, 1.1391322e+01,
           4.8471940e+00, 2.8580156e+01, 2.2032306e+01, 1.3855641e+01])

  • s2:processing_baseline
    ()
    <U5
    '04.00'

    array('04.00', dtype='<U5')

  • sat:relative_orbit
    ()
    int64
    136

    array(136)

  • s2:generation_time
    (time)
    <U27
    '2022-02-27T20:31:26.387390Z' .....

    array(['2022-02-27T20:31:26.387390Z', '2022-02-11T22:52:46.949506Z',
           '2022-02-16T16:27:09.421645Z', '2022-02-16T17:00:20.266223Z',
           '2022-02-16T17:46:39.796976Z', '2022-02-19T03:12:38.150812Z',
           '2022-02-19T03:22:52.791342Z', '2022-02-19T03:05:08.601173Z',
           '2022-02-21T08:53:20.393536Z', '2022-02-21T08:30:54.268087Z',
           '2022-02-21T09:11:51.907590Z', '2022-02-23T16:18:45.774184Z',
           '2022-02-23T16:30:17.885370Z', '2022-02-23T16:27:26.251543Z',
           '2022-02-25T23:18:22.870312Z', '2022-02-25T22:06:52.589374Z',
           '2022-03-01T22:05:36.847346Z', '2022-03-01T21:20:50.89793Z',
           '2022-03-01T21:29:43.231034Z', '2022-03-04T05:13:49.281750Z',
           '2022-03-04T05:19:30.3257Z', '2022-03-04T05:15:08.803411Z',
           '2022-03-07T21:22:08.443991Z', '2022-03-07T21:03:52.835321Z',
           '2022-03-07T22:13:51.19551Z', '2022-03-13T00:29:48.398372Z',
           '2022-03-13T00:19:51.89785Z', '2022-03-13T00:14:13.393412Z',
           '2022-03-17T20:40:26.306778Z', '2022-03-17T19:12:00.881718Z',
           '2022-03-17T18:40:10.787438Z', '2022-03-23T03:39:10.530806Z',
           '2022-03-23T01:14:23.898113Z', '2022-03-23T00:57:34.511375Z',
           '2022-03-27T23:41:36.444989Z', '2022-03-27T23:55:46.747580Z',
           '2022-03-27T23:25:07.367843Z', '2022-04-01T22:49:27.777511Z',
           '2022-04-01T22:33:46.24989Z', '2022-04-01T22:21:51.528907Z',
    ...
           '2022-05-12T07:54:24.388733Z', '2022-05-12T07:37:02.612655Z',
           '2022-05-18T17:18:22.675621Z', '2022-05-18T17:14:47.634423Z',
           '2022-05-18T16:13:21.969555Z', '2022-05-22T14:55:22.668625Z',
           '2022-05-22T16:23:54.762405Z', '2022-05-22T15:55:17.578182Z',
           '2022-05-27T11:08:32.837162Z', '2022-05-27T10:28:45.567817Z',
           '2022-05-27T11:03:01.660986Z', '2022-06-01T12:35:20.165065Z',
           '2022-06-01T12:18:18.112706Z', '2022-06-01T11:02:33.471378Z',
           '2022-06-05T23:26:46.502772Z', '2022-06-05T22:58:30.772968Z',
           '2022-06-05T22:59:58.6357Z', '2022-06-11T04:22:21.314302Z',
           '2022-06-11T04:12:02.267111Z', '2022-06-11T04:30:54.992494Z',
           '2022-06-16T09:10:51.220782Z', '2022-06-16T09:18:56.484887Z',
           '2022-06-16T09:08:36.183090Z', '2022-06-21T14:10:08.525448Z',
           '2022-06-21T14:21:53.92779Z', '2022-06-21T13:57:43.260489Z',
           '2022-06-25T22:00:50.606797Z', '2022-06-25T23:57:36.116623Z',
           '2022-06-25T22:52:49.683079Z', '2022-07-01T01:02:30.72713Z',
           '2022-07-01T00:50:51.497289Z', '2022-06-30T21:35:51.180680Z',
           '2022-07-07T05:17:35.774817Z', '2022-07-07T05:30:20.998975Z',
           '2022-07-07T05:08:55.892831Z', '2022-07-12T09:53:37.72293Z',
           '2022-07-12T10:10:12.862068Z', '2022-07-12T11:13:29.377724Z'],
          dtype='<U27')

  • platform
    (time)
    <U11
    'Sentinel-2A' ... 'Sentinel-2B'

    array(['Sentinel-2A', 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2B',
           'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2A',
           'Sentinel-2B', 'Sentinel-2B', 'Sentinel-2B', 'Sentinel-2A',
           'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2B',
           'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2B',
           'Sentinel-2B', 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2A',
           'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2B', 'Sentinel-2B',
           'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2B',
           'Sentinel-2B', 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2A',
           'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2B', 'Sentinel-2B',
           'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2B',
           'Sentinel-2B', 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2A',
           'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2B', 'Sentinel-2B',
           'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2B',
           'Sentinel-2B', 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2A',
           'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2B', 'Sentinel-2B',
           'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2B',
           'Sentinel-2B', 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2A',
           'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2B', 'Sentinel-2B',
           'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2B',
           'Sentinel-2B', 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2A',
           'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2B', 'Sentinel-2B',
           'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2B',
           'Sentinel-2B', 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2A',
           'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2B', 'Sentinel-2B'],
          dtype='<U11')

  • s2:saturated_defective_pixel_percentage
    ()
    float64
    0.0

    array(0.)

  • title
    (band)
    <U20
    'Band 2 - Blue - 10m' 'Band 3 - ...

    array(['Band 2 - Blue - 10m', 'Band 3 - Green - 10m'], dtype='<U20')

  • gsd
    ()
    float64
    10.0

    array(10.)

  • proj:shape
    ()
    object
    {10980}

    array({10980}, dtype=object)

  • common_name
    (band)
    <U5
    'blue' 'green'

    array(['blue', 'green'], dtype='<U5')

  • center_wavelength
    (band)
    float64
    0.49 0.56

    array([0.49, 0.56])

  • full_width_half_max
    (band)
    float64
    0.098 0.045

    array([0.098, 0.045])

  • epsg
    ()
    int64
    32732

    array(32732)

• Data variables: (2)
  • B02
    (time, y, x)
    float64
    dask.array<chunksize=(1, 1024, 1024), meta=np.ndarray>

    Array Chunk Bytes 253.50 GiB 8.00 MiB Shape (100, 30984, 10981) (1, 1024, 1024) Count 102700 Tasks 34100 Chunks Type float64 numpy.ndarray

  • B03
    (time, y, x)
    float64
    dask.array<chunksize=(1, 1024, 1024), meta=np.ndarray>

    Array Chunk Bytes 253.50 GiB 8.00 MiB Shape (100, 30984, 10981) (1, 1024, 1024) Count 102700 Tasks 34100 Chunks Type float64 numpy.ndarray

• Attributes: (4)

  spec :

  RasterSpec(epsg=32732, bounds=(499979.99999708973, 9890200.0, 609789.9999964505, 10200040.0), resolutions_xy=(9.999999999941792, 10.0))

  crs :

  epsg:32732

  transform :

  | 10.00, 0.00, 499980.00| | 0.00,-10.00, 10200040.00| | 0.00, 0.00, 1.00|

  resolution_xy :

  (9.999999999941792, 10.0)

Search -> xarray

1 2 3 4 5 6 7

ds = ( catalog.search( collections=["sentinel-2-l2a"], bbox=[9.4, 0, 9.5, 1] ).to_xarray(assets=["B02", "B03"], epsg=32732) ) ds

<xarray.Dataset>
Dimensions:                                  (time: 100, y: 30984, x: 10981,
                                              band: 2)
Coordinates: (12/43)
  * time                                     (time) datetime64[ns] 2022-01-26...
    id                                       (time) <U54 'S2A_MSIL2A_20220126...
  * x                                        (x) float64 5e+05 ... 6.098e+05
  * y                                        (y) float64 1.02e+07 ... 9.89e+06
    s2:unclassified_percentage               (time) float64 4.19 4.19 ... 0.3259
    s2:not_vegetated_percentage              (time) float64 2.283 ... 0.321
    ...                                       ...
    gsd                                      float64 10.0
    proj:shape                               object {10980}
    common_name                              (band) <U5 'blue' 'green'
    center_wavelength                        (band) float64 0.49 0.56
    full_width_half_max                      (band) float64 0.098 0.045
    epsg                                     int64 32732
Dimensions without coordinates: band
Data variables:
    B02                                      (time, y, x) float64 dask.array<chunksize=(1, 1024, 1024), meta=np.ndarray>
    B03                                      (time, y, x) float64 dask.array<chunksize=(1, 1024, 1024), meta=np.ndarray>
Attributes:
    spec:           RasterSpec(epsg=32732, bounds=(499979.99999708973, 989020...
    crs:            epsg:32732
    transform:      | 10.00, 0.00, 499980.00|\n| 0.00,-10.00, 10200040.00|\n|...
    resolution_xy:  (9.999999999941792, 10.0)

xarray.Dataset

• Dimensions:
  • time: 100
  • y: 30984
  • x: 10981
  • band: 2
• Coordinates: (43)
  • time
    (time)
    datetime64[ns]
    2022-01-26T09:32:51.024000 ... 2...

    array(['2022-01-26T09:32:51.024000000', '2022-01-26T09:32:51.024000000',
           '2022-01-31T09:31:19.024000000', '2022-01-31T09:31:19.024000000',
           '2022-01-31T09:31:19.024000000', '2022-02-05T09:32:01.024000000',
           '2022-02-05T09:32:01.024000000', '2022-02-05T09:32:01.024000000',
           '2022-02-10T09:30:29.024000000', '2022-02-10T09:30:29.024000000',
           '2022-02-10T09:30:29.024000000', '2022-02-15T09:31:01.024000000',
           '2022-02-15T09:31:01.024000000', '2022-02-15T09:31:01.024000000',
           '2022-02-20T09:30:29.024000000', '2022-02-20T09:30:29.024000000',
           '2022-02-25T09:30:41.024000000', '2022-02-25T09:30:41.024000000',
           '2022-02-25T09:30:41.024000000', '2022-03-02T09:30:29.024000000',
           '2022-03-02T09:30:29.024000000', '2022-03-02T09:30:29.024000000',
           '2022-03-07T09:30:41.024000000', '2022-03-07T09:30:41.024000000',
           '2022-03-07T09:30:41.024000000', '2022-03-12T09:30:29.024000000',
           '2022-03-12T09:30:29.024000000', '2022-03-12T09:30:29.024000000',
           '2022-03-17T09:30:41.024000000', '2022-03-17T09:30:41.024000000',
           '2022-03-17T09:30:41.024000000', '2022-03-22T09:30:29.024000000',
           '2022-03-22T09:30:29.024000000', '2022-03-22T09:30:29.024000000',
           '2022-03-27T09:30:41.024000000', '2022-03-27T09:30:41.024000000',
           '2022-03-27T09:30:41.024000000', '2022-04-01T09:30:29.026000000',
           '2022-04-01T09:30:29.026000000', '2022-04-01T09:30:29.026000000',
           '2022-04-06T09:30:41.024000000', '2022-04-06T09:30:41.024000000',
           '2022-04-06T09:30:41.024000000', '2022-04-11T09:30:29.024000000',
           '2022-04-11T09:30:29.024000000', '2022-04-11T09:30:29.024000000',
           '2022-04-16T09:30:41.024000000', '2022-04-16T09:30:41.024000000',
           '2022-04-16T09:30:41.024000000', '2022-04-21T09:30:29.024000000',
           '2022-04-21T09:30:29.024000000', '2022-04-21T09:30:29.024000000',
           '2022-04-26T09:30:41.024000000', '2022-04-26T09:30:41.024000000',
           '2022-04-26T09:30:41.024000000', '2022-05-01T09:30:29.024000000',
           '2022-05-01T09:30:29.024000000', '2022-05-01T09:30:29.024000000',
           '2022-05-06T09:30:41.024000000', '2022-05-06T09:30:41.024000000',
           '2022-05-06T09:30:41.024000000', '2022-05-11T09:30:29.024000000',
           '2022-05-11T09:30:29.024000000', '2022-05-11T09:30:29.024000000',
           '2022-05-16T09:30:41.024000000', '2022-05-16T09:30:41.024000000',
           '2022-05-16T09:30:41.024000000', '2022-05-21T09:30:39.024000000',
           '2022-05-21T09:30:39.024000000', '2022-05-21T09:30:39.024000000',
           '2022-05-26T09:30:41.024000000', '2022-05-26T09:30:41.024000000',
           '2022-05-26T09:30:41.024000000', '2022-05-31T09:30:39.024000000',
           '2022-05-31T09:30:39.024000000', '2022-05-31T09:30:39.024000000',
           '2022-06-05T09:30:41.024000000', '2022-06-05T09:30:41.024000000',
           '2022-06-05T09:30:41.024000000', '2022-06-10T09:30:39.024000000',
           '2022-06-10T09:30:39.024000000', '2022-06-10T09:30:39.024000000',
           '2022-06-15T09:30:51.024000000', '2022-06-15T09:30:51.024000000',
           '2022-06-15T09:30:51.024000000', '2022-06-20T09:30:39.024000000',
           '2022-06-20T09:30:39.024000000', '2022-06-20T09:30:39.024000000',
           '2022-06-25T09:30:51.024000000', '2022-06-25T09:30:51.024000000',
           '2022-06-25T09:30:51.024000000', '2022-06-30T09:30:39.025000000',
           '2022-06-30T09:30:39.025000000', '2022-06-30T09:30:39.025000000',
           '2022-07-05T09:30:51.025000000', '2022-07-05T09:30:51.025000000',
           '2022-07-05T09:30:51.025000000', '2022-07-10T09:30:39.024000000',
           '2022-07-10T09:30:39.024000000', '2022-07-10T09:30:39.024000000'],
          dtype='datetime64[ns]')

  • id
    (time)
    <U54
    'S2A_MSIL2A_20220126T093251_R136...

    array(['S2A_MSIL2A_20220126T093251_R136_T32NNG_20220227T203126',
           'S2A_MSIL2A_20220126T093251_R136_T32NNG_20220211T225246',
           'S2B_MSIL2A_20220131T093119_R136_T32NNG_20220216T162709',
           'S2B_MSIL2A_20220131T093119_R136_T32NNF_20220216T170020',
           'S2B_MSIL2A_20220131T093119_R136_T32MNE_20220216T174639',
           'S2A_MSIL2A_20220205T093201_R136_T32NNG_20220219T031238',
           'S2A_MSIL2A_20220205T093201_R136_T32NNF_20220219T032252',
           'S2A_MSIL2A_20220205T093201_R136_T32MNE_20220219T030508',
           'S2B_MSIL2A_20220210T093029_R136_T32NNG_20220221T085320',
           'S2B_MSIL2A_20220210T093029_R136_T32NNF_20220221T083054',
           'S2B_MSIL2A_20220210T093029_R136_T32MNE_20220221T091151',
           'S2A_MSIL2A_20220215T093101_R136_T32NNG_20220223T161845',
           'S2A_MSIL2A_20220215T093101_R136_T32NNF_20220223T163017',
           'S2A_MSIL2A_20220215T093101_R136_T32MNE_20220223T162726',
           'S2B_MSIL2A_20220220T093029_R136_T32NNG_20220225T231822',
           'S2B_MSIL2A_20220220T093029_R136_T32MNE_20220225T220652',
           'S2A_MSIL2A_20220225T093041_R136_T32NNG_20220301T220536',
           'S2A_MSIL2A_20220225T093041_R136_T32NNF_20220301T212050',
           'S2A_MSIL2A_20220225T093041_R136_T32MNE_20220301T212943',
           'S2B_MSIL2A_20220302T093029_R136_T32NNG_20220304T051349',
    ...
           'S2B_MSIL2A_20220610T093039_R136_T32MNE_20220611T043054',
           'S2A_MSIL2A_20220615T093051_R136_T32NNG_20220616T091051',
           'S2A_MSIL2A_20220615T093051_R136_T32NNF_20220616T091856',
           'S2A_MSIL2A_20220615T093051_R136_T32MNE_20220616T090836',
           'S2B_MSIL2A_20220620T093039_R136_T32NNG_20220621T141008',
           'S2B_MSIL2A_20220620T093039_R136_T32NNF_20220621T142153',
           'S2B_MSIL2A_20220620T093039_R136_T32MNE_20220621T135743',
           'S2A_MSIL2A_20220625T093051_R136_T32NNG_20220625T220050',
           'S2A_MSIL2A_20220625T093051_R136_T32NNF_20220625T235736',
           'S2A_MSIL2A_20220625T093051_R136_T32MNE_20220625T225249',
           'S2B_MSIL2A_20220630T093039_R136_T32NNG_20220701T010230',
           'S2B_MSIL2A_20220630T093039_R136_T32NNF_20220701T005051',
           'S2B_MSIL2A_20220630T093039_R136_T32MNE_20220630T213551',
           'S2A_MSIL2A_20220705T093051_R136_T32NNG_20220707T051735',
           'S2A_MSIL2A_20220705T093051_R136_T32NNF_20220707T053020',
           'S2A_MSIL2A_20220705T093051_R136_T32MNE_20220707T050855',
           'S2B_MSIL2A_20220710T093039_R136_T32NNG_20220712T095337',
           'S2B_MSIL2A_20220710T093039_R136_T32NNF_20220712T101012',
           'S2B_MSIL2A_20220710T093039_R136_T32MNE_20220712T111329'],
          dtype='<U54')

  • x
    (x)
    float64
    5e+05 5e+05 ... 6.098e+05 6.098e+05

    array([499979.999997, 499989.999997, 499999.999997, ..., 609759.999996,
           609769.999996, 609779.999996])

  • y
    (y)
    float64
    1.02e+07 1.02e+07 ... 9.89e+06

    array([10200040., 10200030., 10200020., ...,  9890230.,  9890220.,  9890210.])

  • s2:unclassified_percentage
    (time)
    float64
    4.19 4.19 5.362 ... 2.739 0.3259

    array([4.1903780e+00, 4.1903780e+00, 5.3621990e+00, 8.8483000e-02,
           8.8852690e+00, 1.0758800e-01, 9.1909020e+00, 8.1323720e+00,
           0.0000000e+00, 1.2475000e-02, 8.0230000e-03, 4.8916390e+00,
           8.6837340e+00, 4.0291570e+00, 3.1472000e-02, 1.0899100e-01,
           2.6544640e+00, 6.2394220e+00, 6.0719740e+00, 6.7767160e+00,
           8.2441760e+00, 1.4580967e+01, 3.1626000e-02, 4.9140000e-03,
           1.2030580e+00, 0.0000000e+00, 0.0000000e+00, 1.8910000e-03,
           3.9933910e+00, 1.4302180e+00, 4.1774680e+00, 0.0000000e+00,
           1.8278000e-02, 1.2780000e-02, 9.9777000e-02, 4.9842940e+00,
           6.8609490e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,
           1.6386080e+00, 3.2810000e-02, 2.0812340e+00, 1.4714350e+00,
           8.0520000e-03, 3.1291000e-02, 4.8476000e-01, 7.6522600e-01,
           1.1171340e+00, 1.1517940e+00, 1.0931820e+00, 1.6629870e+00,
           7.0700000e-04, 3.3500000e-04, 1.0920000e-03, 2.0961010e+00,
           1.0142570e+00, 1.7169820e+00, 4.0600400e-01, 1.2162040e+00,
           2.2330580e+00, 1.0109000e-02, 2.0504380e+00, 7.3036300e-01,
           9.7043500e-01, 1.4634860e+00, 2.6642280e+00, 0.0000000e+00,
           0.0000000e+00, 0.0000000e+00, 7.5120000e-03, 0.0000000e+00,
           2.9530000e-03, 5.3099000e-02, 6.8580000e-03, 1.2674000e-02,
           0.0000000e+00, 3.1679400e-01, 7.8016360e+00, 1.8510000e-02,
           3.1326340e+00, 4.0637000e-02, 5.5482730e+00, 3.8557540e+00,
           8.6977510e+00, 4.3095000e-02, 0.0000000e+00, 4.7728010e+00,
           1.9471470e+00, 0.0000000e+00, 3.9784210e+00, 8.3554500e-01,
           2.8515200e-01, 3.2827700e-01, 5.0372060e+00, 2.7403760e+00,
           3.5679400e-01, 3.0524780e+00, 2.7389950e+00, 3.2585200e-01])

  • s2:not_vegetated_percentage
    (time)
    float64
    2.283 2.283 2.519 ... 0.7237 0.321

    array([2.282992e+00, 2.282992e+00, 2.518658e+00, 1.192600e-01,
           3.717891e+00, 2.742360e-01, 4.443004e+00, 3.566687e+00,
           0.000000e+00, 0.000000e+00, 0.000000e+00, 1.413496e+00,
           3.150295e+00, 3.568117e+00, 8.235900e-02, 2.268870e-01,
           2.298771e+00, 3.527377e+00, 2.950143e+00, 2.036981e+00,
           2.798829e+00, 3.884131e+00, 4.447200e-02, 1.031500e-02,
           6.187670e-01, 0.000000e+00, 0.000000e+00, 2.820000e-04,
           1.145753e+00, 5.868360e-01, 1.293884e+00, 0.000000e+00,
           1.300000e-05, 0.000000e+00, 5.841400e-02, 1.735575e+00,
           1.686617e+00, 0.000000e+00, 1.000000e-05, 0.000000e+00,
           3.558880e-01, 1.339700e-02, 1.978390e-01, 2.668570e-01,
           2.422400e-02, 7.786300e-02, 3.249960e-01, 4.167520e-01,
           4.610670e-01, 1.752810e-01, 1.094804e+00, 4.652110e-01,
           1.890000e-04, 6.317000e-03, 5.378000e-03, 3.555260e-01,
           9.440180e-01, 5.345740e-01, 2.895010e-01, 1.099625e+00,
           2.496140e-01, 3.007300e-02, 1.080461e+00, 2.857060e-01,
           3.530150e-01, 7.281730e-01, 1.165836e+00, 0.000000e+00,
           0.000000e+00, 0.000000e+00, 9.600000e-05, 0.000000e+00,
           0.000000e+00, 8.830000e-04, 0.000000e+00, 0.000000e+00,
           0.000000e+00, 2.066144e+00, 6.928623e+00, 2.006300e-02,
           2.414551e+00, 1.445120e-01, 9.392770e-01, 2.113998e+00,
           2.494876e+00, 1.246200e-02, 0.000000e+00, 9.012210e-01,
           2.219170e-01, 0.000000e+00, 2.457988e+00, 2.659450e-01,
           5.863520e-01, 2.920200e-01, 2.013971e+00, 1.258801e+00,
           9.151600e-02, 5.457680e-01, 7.236870e-01, 3.209640e-01])

  • s2:vegetation_percentage
    (time)
    float64
    28.49 28.49 3.723 ... 5.547 1.237

    array([2.8494897e+01, 2.8494897e+01, 3.7227780e+00, 6.0230400e-01,
           6.7588600e+00, 2.5230200e-01, 7.2609680e+00, 2.1484430e+00,
           0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 1.9938010e+01,
           1.8040803e+01, 3.5138625e+01, 6.0945500e-01, 1.4497300e-01,
           2.8025207e+01, 7.5333260e+00, 4.0561721e+01, 5.6849650e+00,
           1.3911785e+01, 2.2351953e+01, 3.3847900e-01, 2.3286900e-01,
           1.5599656e+01, 0.0000000e+00, 0.0000000e+00, 3.9091000e-02,
           2.1825106e+01, 5.0247910e+00, 1.0098778e+01, 3.0000000e-06,
           4.4144000e-02, 4.2163000e-02, 8.1311600e-01, 1.5452142e+01,
           2.0508933e+01, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,
           8.9206740e+00, 1.5464800e-01, 4.3568040e+00, 4.3732900e+00,
           3.3949100e-01, 5.3845500e-01, 1.5184489e+01, 1.1475161e+01,
           2.1744528e+01, 1.4091799e+01, 2.4324933e+01, 2.8601906e+01,
           3.9807000e-02, 3.5534000e-02, 5.2372000e-02, 7.5629280e+00,
           1.8114685e+01, 2.5988770e+01, 2.5731888e+01, 1.3495958e+01,
           5.8338560e+00, 8.6977000e-02, 1.3036303e+01, 8.6144040e+00,
           9.0126020e+00, 1.3368921e+01, 1.2800677e+01, 0.0000000e+00,
           0.0000000e+00, 0.0000000e+00, 7.5650000e-03, 0.0000000e+00,
           2.1860000e-03, 3.6927900e-01, 3.9200000e-04, 3.6160000e-03,
           0.0000000e+00, 9.4930000e-02, 7.1329720e+00, 1.6535000e-02,
           4.5728910e+00, 1.3055000e-01, 1.0405012e+01, 7.1835960e+00,
           1.4622837e+01, 6.9118900e-01, 0.0000000e+00, 5.4689030e+00,
           8.6030740e+00, 0.0000000e+00, 1.5147328e+01, 1.6029610e+00,
           9.4359300e-01, 7.1914200e-01, 1.1977798e+01, 4.5419360e+00,
           2.9267000e-01, 7.3530940e+00, 5.5465210e+00, 1.2368210e+00])

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

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

  • eo:cloud_cover
    (time)
    float64
    31.86 31.86 72.23 ... 68.18 78.52

    array([ 31.861645,  31.861645,  72.233349,  84.23242 ,  75.849092,
            71.334112,  36.364982,  71.224791,  99.142045,  99.906605,
            99.837601,  26.79213 ,  25.446066,  38.147709,  92.274898,
            92.695457,  14.417477,  44.045162,  26.504228,  38.089094,
            46.706563,  38.851953,  89.106488,  98.220617,  73.140067,
            99.292749,  99.984759,  99.662882,  25.189388,  75.027752,
            82.056636,  99.995649,  98.107791,  99.765587,  83.436191,
            50.469458,  47.708932, 100.      ,  99.999958,  99.953192,
            82.920182,  86.556649,  82.889229,  65.112549,  90.771818,
            94.627321,  44.364241,  49.611434,  52.90342 ,  39.246562,
            27.289197,  41.145855,  97.073066,  97.473019,  98.807198,
            61.491019,  44.57233 ,  40.932187,  31.051832,  65.588689,
            91.048092,  90.142995,  49.703017,  72.725302,  58.075714,
            57.406908,  59.954602, 100.      , 100.      , 100.      ,
            95.526582,  99.999702,  99.876261,  95.77809 ,  98.130369,
            98.347533,  99.949104,  90.362376,  76.680422,  72.520459,
            70.604146,  78.647184,  58.553779,  61.808556,  56.622493,
            94.910634,  99.999523,  86.967117,  79.077148,  99.991983,
            70.218736,  71.797997,  68.115538,  77.252722,  56.683403,
            80.056298,  90.203667,  58.591008,  68.179029,  78.524631])

  • s2:product_type
    ()
    <U7
    'S2MSI2A'

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

  • s2:cloud_shadow_percentage
    (time)
    float64
    0.362 0.362 1.879 ... 0.7559 5.733

    array([3.6199600e-01, 3.6199600e-01, 1.8786730e+00, 5.4776720e+00,
           1.9875320e+00, 4.9367260e+00, 9.1991400e-01, 5.5115900e-01,
           0.0000000e+00, 8.0906000e-02, 6.4635000e-02, 1.3637650e+00,
           2.0395100e-01, 2.3071020e+00, 5.4045400e-01, 5.9719410e+00,
           1.6330900e+00, 1.9142900e-01, 4.6753000e+00, 3.0918510e+00,
           1.7151900e-01, 1.3517810e+00, 4.7555180e+00, 6.0624600e-01,
           5.9106280e+00, 1.2300000e-04, 3.0000000e-06, 5.0199000e-02,
           1.8149970e+00, 1.1523950e+00, 8.2527300e-01, 0.0000000e+00,
           1.2782040e+00, 1.5454800e-01, 6.9917780e+00, 3.0474000e-01,
           6.1477270e+00, 0.0000000e+00, 3.0000000e-05, 3.6742000e-02,
           3.2498900e-01, 4.9434010e+00, 2.3888470e+00, 1.6893810e+00,
           1.8932150e+00, 1.7392380e+00, 4.8706950e+00, 5.4660680e+00,
           1.1514550e+01, 5.3134590e+00, 5.8114170e+00, 1.0032644e+01,
           1.8421000e-02, 6.5975200e-01, 3.0701000e-01, 3.2721760e+00,
           3.8994300e+00, 1.1514056e+01, 1.9676550e+00, 8.6006000e-01,
           4.3550000e-02, 7.5583000e-01, 2.3799690e+00, 3.7290490e+00,
           5.1844690e+00, 6.0858090e+00, 6.7157800e+00, 0.0000000e+00,
           0.0000000e+00, 0.0000000e+00, 1.0632710e+00, 3.0000000e-06,
           1.0369200e-01, 2.0048570e+00, 3.4950100e-01, 1.9062000e-01,
           5.0899000e-02, 4.4489930e+00, 5.6809400e-01, 4.5639300e-01,
           2.2432000e-02, 7.1155040e+00, 2.4405400e-01, 0.0000000e+00,
           3.7747000e-02, 4.2197070e+00, 4.3800000e-04, 1.6119100e-01,
           2.4077200e-01, 1.1610000e-03, 1.7409000e-01, 3.7878900e+00,
           4.0613630e+00, 6.3058880e+00, 2.3990000e-03, 0.0000000e+00,
           4.2030550e+00, 1.7447720e+00, 7.5587300e-01, 5.7326120e+00])

  • s2:mgrs_tile
    (time)
    <U5
    '32NNG' '32NNG' ... '32NNF' '32MNE'

    array(['32NNG', '32NNG', '32NNG', '32NNF', '32MNE', '32NNG', '32NNF',
           '32MNE', '32NNG', '32NNF', '32MNE', '32NNG', '32NNF', '32MNE',
           '32NNG', '32MNE', '32NNG', '32NNF', '32MNE', '32NNG', '32NNF',
           '32MNE', '32NNG', '32NNF', '32MNE', '32NNG', '32NNF', '32MNE',
           '32NNG', '32NNF', '32MNE', '32NNG', '32NNF', '32MNE', '32NNG',
           '32NNF', '32MNE', '32NNG', '32NNF', '32MNE', '32NNG', '32NNF',
           '32MNE', '32NNG', '32NNF', '32MNE', '32NNG', '32NNF', '32MNE',
           '32NNG', '32NNF', '32MNE', '32NNG', '32NNF', '32MNE', '32NNG',
           '32NNF', '32MNE', '32NNG', '32NNF', '32MNE', '32NNG', '32NNF',
           '32MNE', '32NNG', '32NNF', '32MNE', '32NNG', '32NNF', '32MNE',
           '32NNG', '32NNF', '32MNE', '32NNG', '32NNF', '32MNE', '32NNG',
           '32NNF', '32MNE', '32NNG', '32NNF', '32MNE', '32NNG', '32NNF',
           '32MNE', '32NNG', '32NNF', '32MNE', '32NNG', '32NNF', '32MNE',
           '32NNG', '32NNF', '32MNE', '32NNG', '32NNF', '32MNE', '32NNG',
           '32NNF', '32MNE'], dtype='<U5')

  • s2:datastrip_id
    (time)
    <U64
    'S2A_OPER_MSI_L2A_DS_ESRI_202202...

    array(['S2A_OPER_MSI_L2A_DS_ESRI_20220227T203127_S20220126T094615_N04.00',
           'S2A_OPER_MSI_L2A_DS_ESRI_20220211T225247_S20220126T094615_N04.00',
           'S2B_OPER_MSI_L2A_DS_ESRI_20220216T162710_S20220131T094132_N04.00',
           'S2B_OPER_MSI_L2A_DS_ESRI_20220216T170021_S20220131T094132_N04.00',
           'S2B_OPER_MSI_L2A_DS_ESRI_20220216T174641_S20220131T094132_N04.00',
           'S2A_OPER_MSI_L2A_DS_ESRI_20220219T031238_S20220205T094618_N04.00',
           'S2A_OPER_MSI_L2A_DS_ESRI_20220219T032253_S20220205T094618_N04.00',
           'S2A_OPER_MSI_L2A_DS_ESRI_20220219T030509_S20220205T094618_N04.00',
           'S2B_OPER_MSI_L2A_DS_ESRI_20220221T085321_S20220210T094038_N04.00',
           'S2B_OPER_MSI_L2A_DS_ESRI_20220221T083055_S20220210T094038_N04.00',
           'S2B_OPER_MSI_L2A_DS_ESRI_20220221T091153_S20220210T094038_N04.00',
           'S2A_OPER_MSI_L2A_DS_ESRI_20220223T161846_S20220215T094616_N04.00',
           'S2A_OPER_MSI_L2A_DS_ESRI_20220223T163018_S20220215T094616_N04.00',
           'S2A_OPER_MSI_L2A_DS_ESRI_20220223T162727_S20220215T094616_N04.00',
           'S2B_OPER_MSI_L2A_DS_ESRI_20220225T231824_S20220220T093745_N04.00',
           'S2B_OPER_MSI_L2A_DS_ESRI_20220225T220653_S20220220T095019_N04.00',
           'S2A_OPER_MSI_L2A_DS_ESRI_20220301T220537_S20220225T094944_N04.00',
           'S2A_OPER_MSI_L2A_DS_ESRI_20220301T212050_S20220225T094944_N04.00',
           'S2A_OPER_MSI_L2A_DS_ESRI_20220301T212943_S20220225T094944_N04.00',
           'S2B_OPER_MSI_L2A_DS_ESRI_20220304T051349_S20220302T094819_N04.00',
    ...
           'S2B_OPER_MSI_L2A_DS_ESRI_20220611T043055_S20220610T095019_N04.00',
           'S2A_OPER_MSI_L2A_DS_ESRI_20220616T091052_S20220615T094315_N04.00',
           'S2A_OPER_MSI_L2A_DS_ESRI_20220616T091857_S20220615T094315_N04.00',
           'S2A_OPER_MSI_L2A_DS_ESRI_20220616T090837_S20220615T094315_N04.00',
           'S2B_OPER_MSI_L2A_DS_ESRI_20220621T141008_S20220620T094927_N04.00',
           'S2B_OPER_MSI_L2A_DS_ESRI_20220621T142153_S20220620T094927_N04.00',
           'S2B_OPER_MSI_L2A_DS_ESRI_20220621T135743_S20220620T094927_N04.00',
           'S2A_OPER_MSI_L2A_DS_ESRI_20220625T220052_S20220625T094317_N04.00',
           'S2A_OPER_MSI_L2A_DS_ESRI_20220625T235737_S20220625T094317_N04.00',
           'S2A_OPER_MSI_L2A_DS_ESRI_20220625T225250_S20220625T094317_N04.00',
           'S2B_OPER_MSI_L2A_DS_ESRI_20220701T010231_S20220630T094125_N04.00',
           'S2B_OPER_MSI_L2A_DS_ESRI_20220701T005052_S20220630T094125_N04.00',
           'S2B_OPER_MSI_L2A_DS_ESRI_20220630T213552_S20220630T094125_N04.00',
           'S2A_OPER_MSI_L2A_DS_ESRI_20220707T051736_S20220705T094238_N04.00',
           'S2A_OPER_MSI_L2A_DS_ESRI_20220707T053022_S20220705T094238_N04.00',
           'S2A_OPER_MSI_L2A_DS_ESRI_20220707T050857_S20220705T094238_N04.00',
           'S2B_OPER_MSI_L2A_DS_ESRI_20220712T095338_S20220710T094237_N04.00',
           'S2B_OPER_MSI_L2A_DS_ESRI_20220712T101014_S20220710T094237_N04.00',
           'S2B_OPER_MSI_L2A_DS_ESRI_20220712T111330_S20220710T094237_N04.00'],
          dtype='<U64')

  • s2:medium_proba_clouds_percentage
    (time)
    float64
    2.363 2.363 20.26 ... 16.18 10.78

    array([  2.362713,   2.362713,  20.256709,  18.678531,  18.071792,
            14.272928,  14.005518,  19.733107,  52.257973,  56.783301,
            33.732548,   7.836401,  11.867764,  12.108845,  45.137927,
            21.847041,   4.924957,  12.553455,  11.679082,  12.767433,
            14.835037,  17.294733,  19.156234,  14.35255 ,  13.343738,
             8.631478,   3.832167,  20.710227,   7.956483,  17.532553,
            28.592262,  52.385193,  48.743111,  39.71734 ,  19.807462,
            14.594567,  18.778978,  17.687227,  25.936005,  22.958912,
            14.739805,  17.214917,  13.450317,  12.999596,  28.811714,
            34.248084,  12.195566,  15.501006,  16.327991,  10.730598,
             9.682204,  12.568286,  51.750439,  41.838738,  46.003306,
            14.193723,  11.114323,  13.621753,   8.511207,  14.913142,
            28.777891,  20.624447,  18.29455 ,  27.417535,  23.287424,
            19.889215,  18.064801, 100.      ,  99.899417,  44.55148 ,
            18.315029,   4.781285,   1.792293,  56.075662,  12.385251,
             5.231287,  69.804412,  52.588165,  40.740743,   7.494242,
            15.911995,  13.799044,  15.776251,  11.632868,  15.167773,
            25.922105,  10.788627,  19.343492,   7.874609,   0.363635,
             7.303055,  20.910753,  13.672224,  10.325556,  10.363642,
            10.146154,   9.552294,  18.817337,  16.181996,  10.782711])

  • s2:product_uri
    (time)
    <U65
    'S2A_MSIL2A_20220126T093251_N040...

    array(['S2A_MSIL2A_20220126T093251_N0400_R136_T32NNG_20220227T203126.SAFE',
           'S2A_MSIL2A_20220126T093251_N0400_R136_T32NNG_20220211T225246.SAFE',
           'S2B_MSIL2A_20220131T093119_N0400_R136_T32NNG_20220216T162709.SAFE',
           'S2B_MSIL2A_20220131T093119_N0400_R136_T32NNF_20220216T170020.SAFE',
           'S2B_MSIL2A_20220131T093119_N0400_R136_T32MNE_20220216T174639.SAFE',
           'S2A_MSIL2A_20220205T093201_N0400_R136_T32NNG_20220219T031238.SAFE',
           'S2A_MSIL2A_20220205T093201_N0400_R136_T32NNF_20220219T032252.SAFE',
           'S2A_MSIL2A_20220205T093201_N0400_R136_T32MNE_20220219T030508.SAFE',
           'S2B_MSIL2A_20220210T093029_N0400_R136_T32NNG_20220221T085320.SAFE',
           'S2B_MSIL2A_20220210T093029_N0400_R136_T32NNF_20220221T083054.SAFE',
           'S2B_MSIL2A_20220210T093029_N0400_R136_T32MNE_20220221T091151.SAFE',
           'S2A_MSIL2A_20220215T093101_N0400_R136_T32NNG_20220223T161845.SAFE',
           'S2A_MSIL2A_20220215T093101_N0400_R136_T32NNF_20220223T163017.SAFE',
           'S2A_MSIL2A_20220215T093101_N0400_R136_T32MNE_20220223T162726.SAFE',
           'S2B_MSIL2A_20220220T093029_N0400_R136_T32NNG_20220225T231822.SAFE',
           'S2B_MSIL2A_20220220T093029_N0400_R136_T32MNE_20220225T220652.SAFE',
           'S2A_MSIL2A_20220225T093041_N0400_R136_T32NNG_20220301T220536.SAFE',
           'S2A_MSIL2A_20220225T093041_N0400_R136_T32NNF_20220301T212050.SAFE',
           'S2A_MSIL2A_20220225T093041_N0400_R136_T32MNE_20220301T212943.SAFE',
           'S2B_MSIL2A_20220302T093029_N0400_R136_T32NNG_20220304T051349.SAFE',
    ...
           'S2B_MSIL2A_20220610T093039_N0400_R136_T32MNE_20220611T043054.SAFE',
           'S2A_MSIL2A_20220615T093051_N0400_R136_T32NNG_20220616T091051.SAFE',
           'S2A_MSIL2A_20220615T093051_N0400_R136_T32NNF_20220616T091856.SAFE',
           'S2A_MSIL2A_20220615T093051_N0400_R136_T32MNE_20220616T090836.SAFE',
           'S2B_MSIL2A_20220620T093039_N0400_R136_T32NNG_20220621T141008.SAFE',
           'S2B_MSIL2A_20220620T093039_N0400_R136_T32NNF_20220621T142153.SAFE',
           'S2B_MSIL2A_20220620T093039_N0400_R136_T32MNE_20220621T135743.SAFE',
           'S2A_MSIL2A_20220625T093051_N0400_R136_T32NNG_20220625T220050.SAFE',
           'S2A_MSIL2A_20220625T093051_N0400_R136_T32NNF_20220625T235736.SAFE',
           'S2A_MSIL2A_20220625T093051_N0400_R136_T32MNE_20220625T225249.SAFE',
           'S2B_MSIL2A_20220630T093039_N0400_R136_T32NNG_20220701T010230.SAFE',
           'S2B_MSIL2A_20220630T093039_N0400_R136_T32NNF_20220701T005051.SAFE',
           'S2B_MSIL2A_20220630T093039_N0400_R136_T32MNE_20220630T213551.SAFE',
           'S2A_MSIL2A_20220705T093051_N0400_R136_T32NNG_20220707T051735.SAFE',
           'S2A_MSIL2A_20220705T093051_N0400_R136_T32NNF_20220707T053020.SAFE',
           'S2A_MSIL2A_20220705T093051_N0400_R136_T32MNE_20220707T050855.SAFE',
           'S2B_MSIL2A_20220710T093039_N0400_R136_T32NNG_20220712T095337.SAFE',
           'S2B_MSIL2A_20220710T093039_N0400_R136_T32NNF_20220712T101012.SAFE',
           'S2B_MSIL2A_20220710T093039_N0400_R136_T32MNE_20220712T111329.SAFE'],
          dtype='<U65')

  • s2:nodata_pixel_percentage
    (time)
    float64
    0.0 0.0 0.0 0.0 ... 3e-06 0.0 0.0

    array([0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,
           0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,
           0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,
           0.0000000e+00, 0.0000000e+00, 1.6895404e+01, 0.0000000e+00,
           0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,
           0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,
           0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,
           0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,
           0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,
           0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,
           0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,
           0.0000000e+00, 0.0000000e+00, 2.7000000e-05, 3.1900000e-04,
           5.6000000e-05, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,
           0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,
           0.0000000e+00, 0.0000000e+00, 1.3000000e-05, 0.0000000e+00,
           0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,
           0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,
           0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,
           0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,
           0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 2.0539255e+01,
           0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,
           0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,
           0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,
           0.0000000e+00, 0.0000000e+00, 7.0000000e-06, 0.0000000e+00,
           0.0000000e+00, 3.0000000e-06, 0.0000000e+00, 0.0000000e+00])

  • s2:dark_features_percentage
    (time)
    float64
    0.1486 0.1486 ... 0.02359 0.00348

    array([1.48603e-01, 1.48603e-01, 1.78500e-03, 1.26100e-03, 1.03350e-02,
           8.46000e-04, 3.06200e-03, 1.35700e-03, 0.00000e+00, 0.00000e+00,
           0.00000e+00, 3.17580e-02, 9.60050e-02, 6.30090e-02, 1.76100e-03,
           7.53000e-04, 4.82980e-02, 3.10950e-02, 7.07200e-02, 4.49200e-03,
           4.32780e-02, 5.09590e-02, 1.65200e-03, 3.42000e-04, 2.01130e-02,
           0.00000e+00, 0.00000e+00, 0.00000e+00, 3.97100e-03, 1.73000e-04,
           4.89000e-03, 0.00000e+00, 1.70000e-05, 0.00000e+00, 7.30000e-04,
           5.20930e-02, 1.86560e-02, 0.00000e+00, 0.00000e+00, 0.00000e+00,
           1.30890e-02, 8.86000e-04, 2.37900e-03, 3.83900e-03, 9.82000e-04,
           2.45900e-03, 1.40880e-02, 5.12600e-03, 1.64600e-02, 1.82880e-02,
           3.51720e-02, 2.72300e-02, 5.01000e-04, 7.00000e-06, 5.11000e-04,
           1.05610e-02, 1.29860e-02, 2.96520e-02, 4.89780e-02, 1.41770e-02,
           4.79260e-02, 6.74000e-04, 1.65630e-02, 1.66200e-03, 6.31100e-03,
           4.25300e-03, 7.18000e-03, 0.00000e+00, 0.00000e+00, 0.00000e+00,
           0.00000e+00, 0.00000e+00, 0.00000e+00, 2.52800e-03, 0.00000e+00,
           0.00000e+00, 0.00000e+00, 1.22400e-03, 4.48200e-03, 2.00000e-04,
           4.65200e-03, 1.63000e-04, 4.05310e-02, 4.40010e-02, 1.35670e-01,
           9.22000e-04, 0.00000e+00, 3.70700e-02, 9.04800e-03, 0.00000e+00,
           3.90580e-02, 2.14700e-03, 3.46700e-03, 1.71500e-03, 1.53510e-01,
           1.12670e-02, 5.10300e-03, 1.32720e-01, 2.35870e-02, 3.48000e-03])

  • s2:reflectance_conversion_factor
    (time)
    float64
    1.032 1.032 1.031 ... 0.9674 0.9674

    array([1.03242112, 1.03242112, 1.0313223 , 1.0313223 , 1.0313223 ,
           1.02998837, 1.02998837, 1.02998837, 1.02843136, 1.02843136,
           1.02843136, 1.02666334, 1.02666334, 1.02666334, 1.02469969,
           1.02469969, 1.0225561 , 1.0225561 , 1.0225561 , 1.02025036,
           1.02025036, 1.02025036, 1.01780088, 1.01780088, 1.01780088,
           1.0152275 , 1.0152275 , 1.0152275 , 1.01255034, 1.01255034,
           1.01255034, 1.00979064, 1.00979064, 1.00979064, 1.00696946,
           1.00696946, 1.00696946, 1.00410867, 1.00410867, 1.00410867,
           1.00122957, 1.00122957, 1.00122957, 0.99835394, 0.99835394,
           0.99835394, 0.99550262, 0.99550262, 0.99550262, 0.99269664,
           0.99269664, 0.99269664, 0.98995581, 0.98995581, 0.98995581,
           0.98729986, 0.98729986, 0.98729986, 0.98474704, 0.98474704,
           0.98474704, 0.98231527, 0.98231527, 0.98231527, 0.98002088,
           0.98002088, 0.98002088, 0.97787956, 0.97787956, 0.97787956,
           0.9759055 , 0.9759055 , 0.9759055 , 0.97411179, 0.97411179,
           0.97411179, 0.97251013, 0.97251013, 0.97251013, 0.97111096,
           0.97111096, 0.97111096, 0.96992323, 0.96992323, 0.96992323,
           0.96895465, 0.96895465, 0.96895465, 0.96821127, 0.96821127,
           0.96821127, 0.96769789, 0.96769789, 0.96769789, 0.9674177 ,
           0.9674177 , 0.9674177 , 0.96737249, 0.96737249, 0.96737249])

  • s2:high_proba_clouds_percentage
    (time)
    float64
    0.6281 0.6281 40.58 ... 46.11 66.68

    array([ 0.628084,  0.628084, 40.583992, 21.564554, 20.277481, 23.819174,
           22.15472 , 50.136232, 22.694172, 38.791299, 57.244295,  2.616707,
            6.025099,  3.343549, 22.423942, 32.151905,  5.747655, 28.093126,
           11.269747, 21.504687, 28.38442 , 19.218108, 28.740543, 22.348094,
           23.078048, 87.803292, 95.067793, 73.485464,  6.236389, 19.056636,
           26.711217, 38.302299, 22.778571, 28.769973, 50.61751 , 16.737184,
           25.917226, 80.640739, 51.435572, 56.447327, 61.421198, 66.06338 ,
           66.844934, 35.451466, 21.718737, 27.883488, 23.967972, 32.227406,
           36.17101 , 19.800624, 16.662881, 23.739809, 15.794715, 18.56955 ,
           19.349697, 34.496167, 21.052246, 26.063952,  4.180697, 40.643391,
           53.745127, 62.111032, 26.82932 , 40.072662, 26.4833  , 28.999138,
           34.271979,  0.      ,  0.100584, 55.384374, 72.670227, 95.213664,
           98.031819, 31.006062, 83.904022, 92.736441, 30.035052, 26.589301,
           12.403695, 59.205872, 48.565295, 60.514867, 41.342255, 47.601169,
           41.376498, 66.643548, 88.984537, 63.568574, 66.386616, 99.628347,
           56.584328, 40.188289, 53.952378, 63.87139 , 44.027394, 68.633813,
           80.491626, 24.85355 , 46.114162, 66.680747])

  • sat:orbit_state
    ()
    <U10
    'descending'

    array('descending', dtype='<U10')

  • s2:datatake_id
    (time)
    <U34
    'GS2A_20220126T093251_034453_N04...

    array(['GS2A_20220126T093251_034453_N04.00',
           'GS2A_20220126T093251_034453_N04.00',
           'GS2B_20220131T093119_025616_N04.00',
           'GS2B_20220131T093119_025616_N04.00',
           'GS2B_20220131T093119_025616_N04.00',
           'GS2A_20220205T093201_034596_N04.00',
           'GS2A_20220205T093201_034596_N04.00',
           'GS2A_20220205T093201_034596_N04.00',
           'GS2B_20220210T093029_025759_N04.00',
           'GS2B_20220210T093029_025759_N04.00',
           'GS2B_20220210T093029_025759_N04.00',
           'GS2A_20220215T093101_034739_N04.00',
           'GS2A_20220215T093101_034739_N04.00',
           'GS2A_20220215T093101_034739_N04.00',
           'GS2B_20220220T093029_025902_N04.00',
           'GS2B_20220220T093029_025902_N04.00',
           'GS2A_20220225T093041_034882_N04.00',
           'GS2A_20220225T093041_034882_N04.00',
           'GS2A_20220225T093041_034882_N04.00',
           'GS2B_20220302T093029_026045_N04.00',
    ...
           'GS2B_20220610T093039_027475_N04.00',
           'GS2B_20220610T093039_027475_N04.00',
           'GS2A_20220615T093051_036455_N04.00',
           'GS2A_20220615T093051_036455_N04.00',
           'GS2A_20220615T093051_036455_N04.00',
           'GS2B_20220620T093039_027618_N04.00',
           'GS2B_20220620T093039_027618_N04.00',
           'GS2B_20220620T093039_027618_N04.00',
           'GS2A_20220625T093051_036598_N04.00',
           'GS2A_20220625T093051_036598_N04.00',
           'GS2A_20220625T093051_036598_N04.00',
           'GS2B_20220630T093039_027761_N04.00',
           'GS2B_20220630T093039_027761_N04.00',
           'GS2B_20220630T093039_027761_N04.00',
           'GS2A_20220705T093051_036741_N04.00',
           'GS2A_20220705T093051_036741_N04.00',
           'GS2A_20220705T093051_036741_N04.00',
           'GS2B_20220710T093039_027904_N04.00',
           'GS2B_20220710T093039_027904_N04.00',
           'GS2B_20220710T093039_027904_N04.00'], dtype='<U34')

  • s2:mean_solar_azimuth
    (time)
    float64
    129.3 129.3 126.9 ... 45.54 44.46

    array([129.25028437, 129.25028437, 126.92246889, 125.79789101,
           124.62730789, 124.43655976, 123.2403182 , 121.99700095,
           121.69410687, 120.41928919, 119.09683004, 118.77133517,
           117.40907334, 115.99882569, 115.56543398, 112.60964464,
           112.15384967, 110.60039936, 109.00120848, 108.43481552,
           106.78343197, 105.08961627, 104.48744489, 102.73679113,
           100.94873021, 100.25950324,  98.42029778,  96.5510532 ,
            95.82277061,  93.90393539,  91.96450126,  91.18669589,
            89.21126561,  87.22674687,  86.42424138,  84.41254599,
            82.40452848,  81.61700492,  79.60131138,  77.60234272,
            76.8383811 ,  74.84344896,  72.87754814,  72.2134995 ,
            70.26901238,  68.36401399,  67.78151833,  65.90573991,
            64.0776318 ,  63.70193737,  61.91480381,  60.180628  ,
            59.90678944,  58.21259387,  56.57459158,  56.59882188,
            55.00438955,  53.46687169,  53.60476689,  52.10358931,
            50.65914152,  51.1099999 ,  49.69796764,  48.34110292,
            48.95218351,  47.61901156,  46.33907984,  47.24512437,
            45.98151848,  44.76900471,  45.84626613,  44.64093856,
            43.48460349,  44.86974509,  43.71261096,  42.60250151,
            44.13671929,  43.0167377 ,  41.94214154,  43.76926799,
            42.67675617,  41.62824475,  43.60878222,  42.53373689,
            41.50166545,  43.77963155,  42.71330126,  41.68911844,
            44.12643204,  43.05947277,  42.03431834,  44.77803964,
            43.70231983,  42.66816102,  45.57667211,  44.48299229,
            43.43102662,  46.66173483,  45.54207901,  44.46455811])

  • s2:mean_solar_zenith
    (time)
    float64
    32.45 32.45 31.9 ... 32.08 32.68

    array([32.45430587, 32.45430587, 31.90233803, 31.31666645, 30.74487203,
           31.22216884, 30.66750941, 30.12817517, 30.50518169, 29.98602653,
           29.48372341, 29.69130227, 29.21130399, 28.74996472, 28.88932509,
           28.03880811, 28.02361346, 27.63686952, 27.27270411, 27.23019167,
           26.89819573, 26.59087056, 26.4266075 , 26.15424718, 25.90858703,
           25.74333314, 25.53620238, 25.35762714, 25.10525486, 24.9676302 ,
           24.86020255, 24.63363298, 24.56943202, 24.53639085, 24.25599293,
           24.26739898, 24.31049196, 24.07723376, 24.16464166, 24.28352469,
           24.01334256, 24.17553083, 24.36831843, 24.14162044, 24.37482358,
           24.63725434, 24.37391563, 24.67365645, 25.00078068, 24.79918287,
           25.15842104, 25.5429822 , 25.2708987 , 25.68380524, 26.11992813,
           25.90999059, 26.36815414, 26.84742539, 26.53787038, 27.03563795,
           27.55267464, 27.26130107, 27.79101055, 28.33828804, 27.95088304,
           28.5075032 , 29.08018373, 28.66807171, 29.24530894, 29.83744035,
           29.31731249, 29.91114698, 30.51886052, 29.96039494, 30.56549842,
           31.18376639, 30.48864412, 31.10215318, 31.72824755, 30.97165746,
           31.5892335 , 32.21905111, 31.31705945, 31.93641829, 32.56777941,
           31.60019718, 32.21750632, 32.8467487 , 31.73016099, 32.34344697,
           32.96876517, 31.78790729, 32.39359019, 33.01151655, 31.67905084,
           32.27540505, 32.8843324 , 31.49625419, 32.0796653 , 32.67622379])

  • constellation
    ()
    <U10
    'Sentinel 2'

    array('Sentinel 2', dtype='<U10')

  • proj:epsg
    (time)
    int64
    32632 32632 32632 ... 32632 32732

    array([32632, 32632, 32632, 32632, 32732, 32632, 32632, 32732, 32632,
           32632, 32732, 32632, 32632, 32732, 32632, 32732, 32632, 32632,
           32732, 32632, 32632, 32732, 32632, 32632, 32732, 32632, 32632,
           32732, 32632, 32632, 32732, 32632, 32632, 32732, 32632, 32632,
           32732, 32632, 32632, 32732, 32632, 32632, 32732, 32632, 32632,
           32732, 32632, 32632, 32732, 32632, 32632, 32732, 32632, 32632,
           32732, 32632, 32632, 32732, 32632, 32632, 32732, 32632, 32632,
           32732, 32632, 32632, 32732, 32632, 32632, 32732, 32632, 32632,
           32732, 32632, 32632, 32732, 32632, 32632, 32732, 32632, 32632,
           32732, 32632, 32632, 32732, 32632, 32632, 32732, 32632, 32632,
           32732, 32632, 32632, 32732, 32632, 32632, 32732, 32632, 32632,
           32732])

  • s2:thin_cirrus_percentage
    (time)
    float64
    28.87 28.87 11.39 ... 5.883 1.061

    array([2.8870851e+01, 2.8870851e+01, 1.1392650e+01, 4.3989334e+01,
           3.7499818e+01, 3.3242002e+01, 2.0474400e-01, 1.3554530e+00,
           2.4189903e+01, 4.3320030e+00, 8.8607530e+00, 1.6339023e+01,
           7.5532030e+00, 2.2695316e+01, 2.4713036e+01, 3.8696519e+01,
           3.7448650e+00, 3.3985820e+00, 3.5554000e+00, 3.8169750e+00,
           3.4871050e+00, 2.3391100e+00, 4.1209707e+01, 6.1519969e+01,
           3.6718282e+01, 2.8579830e+00, 1.0847970e+00, 5.4671850e+00,
           1.0996516e+01, 3.8438562e+01, 2.6753163e+01, 9.3081580e+00,
           2.6586109e+01, 3.1278270e+01, 1.3011222e+01, 1.9137710e+01,
           3.0127270e+00, 1.6720280e+00, 2.2628382e+01, 2.0546949e+01,
           6.7591820e+00, 3.2783530e+00, 2.5939730e+00, 1.6661488e+01,
           4.0241367e+01, 3.2495752e+01, 8.2007010e+00, 1.8830220e+00,
           4.0442200e-01, 8.7153390e+00, 9.4411100e-01, 4.8377610e+00,
           2.9527915e+01, 3.7064731e+01, 3.3454195e+01, 1.2801129e+01,
           1.2405762e+01, 1.2464820e+00, 1.8359928e+01, 1.0032153e+01,
           8.5250740e+00, 7.4075100e+00, 4.5791450e+00, 5.2351050e+00,
           8.3049890e+00, 8.5185550e+00, 7.6178220e+00, 0.0000000e+00,
           0.0000000e+00, 6.4144000e-02, 4.5413190e+00, 4.7510000e-03,
           5.2146000e-02, 8.6963710e+00, 1.8410990e+00, 3.7980300e-01,
           1.0963100e-01, 1.1184906e+01, 2.3535983e+01, 5.8203440e+00,
           6.1268510e+00, 4.3332670e+00, 1.4352740e+00, 2.5745200e+00,
           7.8225000e-02, 2.3449820e+00, 2.2636000e-01, 4.0550430e+00,
           4.8159260e+00, 0.0000000e+00, 6.3313530e+00, 1.0698953e+01,
           4.9094100e-01, 3.0557790e+00, 2.2923680e+00, 1.2763260e+00,
           1.5975100e-01, 1.4920120e+01, 5.8828740e+00, 1.0611740e+00])

  • s2:snow_ice_percentage
    ()
    float64
    0.0

    array(0.)

  • instruments
    ()
    <U3
    'msi'

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

  • s2:degraded_msi_data_percentage
    (time)
    float64
    0.0 0.0 0.0106 ... 0.0106 0.0066

    array([0.    , 0.    , 0.0106, 0.0106, 0.0075, 0.    , 0.    , 0.    ,
           0.0106, 0.0106, 0.0074, 0.    , 0.    , 0.    , 0.0103, 0.0073,
           0.    , 0.    , 0.    , 0.0106, 0.0106, 0.007 , 0.    , 0.    ,
           0.    , 0.0106, 0.0106, 0.007 , 0.    , 0.    , 0.    , 0.0106,
           0.0106, 0.0071, 0.    , 0.    , 0.    , 0.0106, 0.0106, 0.0073,
           0.    , 0.    , 0.    , 0.0106, 0.0106, 0.0072, 0.    , 0.    ,
           0.    , 0.0106, 0.0106, 0.0074, 0.    , 0.    , 0.    , 0.0106,
           0.0106, 0.0075, 0.    , 0.    , 0.    , 0.0106, 0.0106, 0.0069,
           0.    , 0.    , 0.    , 0.0106, 0.0106, 0.0067, 0.    , 0.    ,
           0.    , 0.0106, 0.0106, 0.0069, 0.    , 0.    , 0.    , 0.0106,
           0.0106, 0.0066, 0.    , 0.    , 0.    , 0.0106, 0.0106, 0.0063,
           0.    , 0.    , 0.    , 0.0106, 0.0106, 0.0064, 0.    , 0.    ,
           0.    , 0.0106, 0.0106, 0.0066])

  • s2:granule_id
    (time)
    <U62
    'S2A_OPER_MSI_L2A_TL_ESRI_202202...

    array(['S2A_OPER_MSI_L2A_TL_ESRI_20220227T203127_A034453_T32NNG_N04.00',
           'S2A_OPER_MSI_L2A_TL_ESRI_20220211T225247_A034453_T32NNG_N04.00',
           'S2B_OPER_MSI_L2A_TL_ESRI_20220216T162710_A025616_T32NNG_N04.00',
           'S2B_OPER_MSI_L2A_TL_ESRI_20220216T170021_A025616_T32NNF_N04.00',
           'S2B_OPER_MSI_L2A_TL_ESRI_20220216T174641_A025616_T32MNE_N04.00',
           'S2A_OPER_MSI_L2A_TL_ESRI_20220219T031238_A034596_T32NNG_N04.00',
           'S2A_OPER_MSI_L2A_TL_ESRI_20220219T032253_A034596_T32NNF_N04.00',
           'S2A_OPER_MSI_L2A_TL_ESRI_20220219T030509_A034596_T32MNE_N04.00',
           'S2B_OPER_MSI_L2A_TL_ESRI_20220221T085321_A025759_T32NNG_N04.00',
           'S2B_OPER_MSI_L2A_TL_ESRI_20220221T083055_A025759_T32NNF_N04.00',
           'S2B_OPER_MSI_L2A_TL_ESRI_20220221T091153_A025759_T32MNE_N04.00',
           'S2A_OPER_MSI_L2A_TL_ESRI_20220223T161846_A034739_T32NNG_N04.00',
           'S2A_OPER_MSI_L2A_TL_ESRI_20220223T163018_A034739_T32NNF_N04.00',
           'S2A_OPER_MSI_L2A_TL_ESRI_20220223T162727_A034739_T32MNE_N04.00',
           'S2B_OPER_MSI_L2A_TL_ESRI_20220225T231824_A025902_T32NNG_N04.00',
           'S2B_OPER_MSI_L2A_TL_ESRI_20220225T220653_A025902_T32MNE_N04.00',
           'S2A_OPER_MSI_L2A_TL_ESRI_20220301T220537_A034882_T32NNG_N04.00',
           'S2A_OPER_MSI_L2A_TL_ESRI_20220301T212050_A034882_T32NNF_N04.00',
           'S2A_OPER_MSI_L2A_TL_ESRI_20220301T212943_A034882_T32MNE_N04.00',
           'S2B_OPER_MSI_L2A_TL_ESRI_20220304T051349_A026045_T32NNG_N04.00',
    ...
           'S2B_OPER_MSI_L2A_TL_ESRI_20220611T043055_A027475_T32MNE_N04.00',
           'S2A_OPER_MSI_L2A_TL_ESRI_20220616T091052_A036455_T32NNG_N04.00',
           'S2A_OPER_MSI_L2A_TL_ESRI_20220616T091857_A036455_T32NNF_N04.00',
           'S2A_OPER_MSI_L2A_TL_ESRI_20220616T090837_A036455_T32MNE_N04.00',
           'S2B_OPER_MSI_L2A_TL_ESRI_20220621T141008_A027618_T32NNG_N04.00',
           'S2B_OPER_MSI_L2A_TL_ESRI_20220621T142153_A027618_T32NNF_N04.00',
           'S2B_OPER_MSI_L2A_TL_ESRI_20220621T135743_A027618_T32MNE_N04.00',
           'S2A_OPER_MSI_L2A_TL_ESRI_20220625T220052_A036598_T32NNG_N04.00',
           'S2A_OPER_MSI_L2A_TL_ESRI_20220625T235737_A036598_T32NNF_N04.00',
           'S2A_OPER_MSI_L2A_TL_ESRI_20220625T225250_A036598_T32MNE_N04.00',
           'S2B_OPER_MSI_L2A_TL_ESRI_20220701T010231_A027761_T32NNG_N04.00',
           'S2B_OPER_MSI_L2A_TL_ESRI_20220701T005052_A027761_T32NNF_N04.00',
           'S2B_OPER_MSI_L2A_TL_ESRI_20220630T213552_A027761_T32MNE_N04.00',
           'S2A_OPER_MSI_L2A_TL_ESRI_20220707T051736_A036741_T32NNG_N04.00',
           'S2A_OPER_MSI_L2A_TL_ESRI_20220707T053022_A036741_T32NNF_N04.00',
           'S2A_OPER_MSI_L2A_TL_ESRI_20220707T050857_A036741_T32MNE_N04.00',
           'S2B_OPER_MSI_L2A_TL_ESRI_20220712T095338_A027904_T32NNG_N04.00',
           'S2B_OPER_MSI_L2A_TL_ESRI_20220712T101014_A027904_T32NNF_N04.00',
           'S2B_OPER_MSI_L2A_TL_ESRI_20220712T111330_A027904_T32MNE_N04.00'],
          dtype='<U62')

  • s2:water_percentage
    (time)
    float64
    32.66 32.66 14.28 ... 22.03 13.86

    array([3.2659486e+01, 3.2659486e+01, 1.4282557e+01, 9.4786020e+00,
           2.7910230e+00, 2.3094197e+01, 4.1817167e+01, 1.4375192e+01,
           8.5795000e-01, 1.7000000e-05, 8.9744000e-02, 4.5569202e+01,
           4.4379145e+01, 1.6746278e+01, 6.4595950e+00, 8.5099300e-01,
           5.0922692e+01, 3.8432190e+01, 1.9165915e+01, 4.4315901e+01,
           2.8123850e+01, 1.8928258e+01, 5.7217690e+00, 9.2470200e-01,
           3.5077090e+00, 7.0712800e-01, 1.5239000e-02, 2.4565900e-01,
           4.6027392e+01, 1.6777837e+01, 1.5430670e+00, 4.3460000e-03,
           5.5155400e-01, 2.4924000e-02, 8.5999910e+00, 2.7001697e+01,
           1.7068185e+01, 0.0000000e+00, 0.0000000e+00, 1.0070000e-02,
           5.8265700e+00, 8.2982110e+00, 8.0836730e+00, 2.7082652e+01,
           6.9622200e+00, 2.9833710e+00, 3.4756732e+01, 3.2260233e+01,
           1.2242836e+01, 4.0002817e+01, 4.0351295e+01, 1.8064167e+01,
           2.8673060e+00, 1.8250340e+00, 8.2644100e-01, 2.5211692e+01,
           3.1442294e+01, 1.9283782e+01, 4.0504140e+01, 1.7725289e+01,
           5.4390300e-01, 8.9733480e+00, 3.1733248e+01, 1.3913517e+01,
           2.6397458e+01, 2.0942453e+01, 1.6691697e+01, 0.0000000e+00,
           0.0000000e+00, 0.0000000e+00, 3.3949760e+00, 2.9500000e-04,
           1.4914000e-02, 1.7912650e+00, 1.5128780e+00, 1.4455630e+00,
           0.0000000e+00, 2.7095400e+00, 8.8376900e-01, 2.6967841e+01,
           1.9248699e+01, 1.3921453e+01, 2.4269073e+01, 2.4994095e+01,
           1.7388622e+01, 1.2199400e-01, 4.3000000e-05, 1.6917000e+00,
           9.9008930e+00, 6.8580000e-03, 7.9843760e+00, 2.1707520e+01,
           2.6004529e+01, 1.5100235e+01, 2.4131709e+01, 1.1391322e+01,
           4.8471940e+00, 2.8580156e+01, 2.2032306e+01, 1.3855641e+01])

  • s2:processing_baseline
    ()
    <U5
    '04.00'

    array('04.00', dtype='<U5')

  • sat:relative_orbit
    ()
    int64
    136

    array(136)

  • s2:generation_time
    (time)
    <U27
    '2022-02-27T20:31:26.387390Z' .....

    array(['2022-02-27T20:31:26.387390Z', '2022-02-11T22:52:46.949506Z',
           '2022-02-16T16:27:09.421645Z', '2022-02-16T17:00:20.266223Z',
           '2022-02-16T17:46:39.796976Z', '2022-02-19T03:12:38.150812Z',
           '2022-02-19T03:22:52.791342Z', '2022-02-19T03:05:08.601173Z',
           '2022-02-21T08:53:20.393536Z', '2022-02-21T08:30:54.268087Z',
           '2022-02-21T09:11:51.907590Z', '2022-02-23T16:18:45.774184Z',
           '2022-02-23T16:30:17.885370Z', '2022-02-23T16:27:26.251543Z',
           '2022-02-25T23:18:22.870312Z', '2022-02-25T22:06:52.589374Z',
           '2022-03-01T22:05:36.847346Z', '2022-03-01T21:20:50.89793Z',
           '2022-03-01T21:29:43.231034Z', '2022-03-04T05:13:49.281750Z',
           '2022-03-04T05:19:30.3257Z', '2022-03-04T05:15:08.803411Z',
           '2022-03-07T21:22:08.443991Z', '2022-03-07T21:03:52.835321Z',
           '2022-03-07T22:13:51.19551Z', '2022-03-13T00:29:48.398372Z',
           '2022-03-13T00:19:51.89785Z', '2022-03-13T00:14:13.393412Z',
           '2022-03-17T20:40:26.306778Z', '2022-03-17T19:12:00.881718Z',
           '2022-03-17T18:40:10.787438Z', '2022-03-23T03:39:10.530806Z',
           '2022-03-23T01:14:23.898113Z', '2022-03-23T00:57:34.511375Z',
           '2022-03-27T23:41:36.444989Z', '2022-03-27T23:55:46.747580Z',
           '2022-03-27T23:25:07.367843Z', '2022-04-01T22:49:27.777511Z',
           '2022-04-01T22:33:46.24989Z', '2022-04-01T22:21:51.528907Z',
    ...
           '2022-05-12T07:54:24.388733Z', '2022-05-12T07:37:02.612655Z',
           '2022-05-18T17:18:22.675621Z', '2022-05-18T17:14:47.634423Z',
           '2022-05-18T16:13:21.969555Z', '2022-05-22T14:55:22.668625Z',
           '2022-05-22T16:23:54.762405Z', '2022-05-22T15:55:17.578182Z',
           '2022-05-27T11:08:32.837162Z', '2022-05-27T10:28:45.567817Z',
           '2022-05-27T11:03:01.660986Z', '2022-06-01T12:35:20.165065Z',
           '2022-06-01T12:18:18.112706Z', '2022-06-01T11:02:33.471378Z',
           '2022-06-05T23:26:46.502772Z', '2022-06-05T22:58:30.772968Z',
           '2022-06-05T22:59:58.6357Z', '2022-06-11T04:22:21.314302Z',
           '2022-06-11T04:12:02.267111Z', '2022-06-11T04:30:54.992494Z',
           '2022-06-16T09:10:51.220782Z', '2022-06-16T09:18:56.484887Z',
           '2022-06-16T09:08:36.183090Z', '2022-06-21T14:10:08.525448Z',
           '2022-06-21T14:21:53.92779Z', '2022-06-21T13:57:43.260489Z',
           '2022-06-25T22:00:50.606797Z', '2022-06-25T23:57:36.116623Z',
           '2022-06-25T22:52:49.683079Z', '2022-07-01T01:02:30.72713Z',
           '2022-07-01T00:50:51.497289Z', '2022-06-30T21:35:51.180680Z',
           '2022-07-07T05:17:35.774817Z', '2022-07-07T05:30:20.998975Z',
           '2022-07-07T05:08:55.892831Z', '2022-07-12T09:53:37.72293Z',
           '2022-07-12T10:10:12.862068Z', '2022-07-12T11:13:29.377724Z'],
          dtype='<U27')

  • platform
    (time)
    <U11
    'Sentinel-2A' ... 'Sentinel-2B'

    array(['Sentinel-2A', 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2B',
           'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2A',
           'Sentinel-2B', 'Sentinel-2B', 'Sentinel-2B', 'Sentinel-2A',
           'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2B',
           'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2B',
           'Sentinel-2B', 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2A',
           'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2B', 'Sentinel-2B',
           'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2B',
           'Sentinel-2B', 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2A',
           'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2B', 'Sentinel-2B',
           'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2B',
           'Sentinel-2B', 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2A',
           'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2B', 'Sentinel-2B',
           'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2B',
           'Sentinel-2B', 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2A',
           'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2B', 'Sentinel-2B',
           'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2B',
           'Sentinel-2B', 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2A',
           'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2B', 'Sentinel-2B',
           'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2B',
           'Sentinel-2B', 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2A',
           'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2B', 'Sentinel-2B',
           'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2A', 'Sentinel-2B',
           'Sentinel-2B', 'Sentinel-2B', 'Sentinel-2A', 'Sentinel-2A',
           'Sentinel-2A', 'Sentinel-2B', 'Sentinel-2B', 'Sentinel-2B'],
          dtype='<U11')

  • s2:saturated_defective_pixel_percentage
    ()
    float64
    0.0

    array(0.)

  • title
    (band)
    <U20
    'Band 2 - Blue - 10m' 'Band 3 - ...

    array(['Band 2 - Blue - 10m', 'Band 3 - Green - 10m'], dtype='<U20')

  • gsd
    ()
    float64
    10.0

    array(10.)

  • proj:shape
    ()
    object
    {10980}

    array({10980}, dtype=object)

  • common_name
    (band)
    <U5
    'blue' 'green'

    array(['blue', 'green'], dtype='<U5')

  • center_wavelength
    (band)
    float64
    0.49 0.56

    array([0.49, 0.56])

  • full_width_half_max
    (band)
    float64
    0.098 0.045

    array([0.098, 0.045])

  • epsg
    ()
    int64
    32732

    array(32732)

• Data variables: (2)
  • B02
    (time, y, x)
    float64
    dask.array<chunksize=(1, 1024, 1024), meta=np.ndarray>

    Array Chunk Bytes 253.50 GiB 8.00 MiB Shape (100, 30984, 10981) (1, 1024, 1024) Count 102700 Tasks 34100 Chunks Type float64 numpy.ndarray

  • B03
    (time, y, x)
    float64
    dask.array<chunksize=(1, 1024, 1024), meta=np.ndarray>

    Array Chunk Bytes 253.50 GiB 8.00 MiB Shape (100, 30984, 10981) (1, 1024, 1024) Count 102700 Tasks 34100 Chunks Type float64 numpy.ndarray

• Attributes: (4)

  spec :

  RasterSpec(epsg=32732, bounds=(499979.99999708973, 9890200.0, 609789.9999964505, 10200040.0), resolutions_xy=(9.999999999941792, 10.0))

  crs :

  epsg:32732

  transform :

  | 10.00, 0.00, 499980.00| | 0.00,-10.00, 10200040.00| | 0.00, 0.00, 1.00|

  resolution_xy :

  (9.999999999941792, 10.0)

Search / ItemCollection -> geopandas

1 2	df = catalog.search(collections=["sentinel-2-l2a"], bbox=[9.4, 0, 9.5, 1]).to_geopandas() df

	type	stac_version	id	geometry	links	bbox	stac_extensions	collection	datetime	platform	...	assets.datastrip-metadata.roles	assets.tilejson.href	assets.tilejson.type	assets.tilejson.title	assets.tilejson.roles	assets.rendered_preview.href	assets.rendered_preview.type	assets.rendered_preview.title	assets.rendered_preview.rel	assets.rendered_preview.roles
0	Feature	1.0.0	S2B_MSIL2A_20220710T093039_R136_T32NNG_2022071...	POLYGON ((8.99982 1.80982, 9.98700 1.80955, 9....	[{'rel': 'collection', 'href': 'https://planet...	[8.99982018, 0.81630719, 9.98700503, 1.80981859]	[https://stac-extensions.github.io/eo/v1.0.0/s...	sentinel-2-l2a	2022-07-10T09:30:39.024000Z	Sentinel-2B	...	[metadata]	https://planetarycomputer.microsoft.com/api/da...	application/json	TileJSON with default rendering	[tiles]	https://planetarycomputer.microsoft.com/api/da...	image/png	Rendered preview	preview	[overview]
1	Feature	1.0.0	S2B_MSIL2A_20220710T093039_R136_T32NNF_2022071...	POLYGON ((8.99982 0.90491, 9.98664 0.90478, 9....	[{'rel': 'collection', 'href': 'https://planet...	[8.99982024, -0.08848273, 9.98663827, 0.90491156]	[https://stac-extensions.github.io/eo/v1.0.0/s...	sentinel-2-l2a	2022-07-10T09:30:39.024000Z	Sentinel-2B	...	[metadata]	https://planetarycomputer.microsoft.com/api/da...	application/json	TileJSON with default rendering	[tiles]	https://planetarycomputer.microsoft.com/api/da...	image/png	Rendered preview	preview	[overview]
2	Feature	1.0.0	S2B_MSIL2A_20220710T093039_R136_T32MNE_2022071...	POLYGON ((8.99982 0.00000, 9.98652 0.00000, 9....	[{'rel': 'collection', 'href': 'https://planet...	[8.99982024, -0.99339404, 9.98666334, 0.0]	[https://stac-extensions.github.io/eo/v1.0.0/s...	sentinel-2-l2a	2022-07-10T09:30:39.024000Z	Sentinel-2B	...	[metadata]	https://planetarycomputer.microsoft.com/api/da...	application/json	TileJSON with default rendering	[tiles]	https://planetarycomputer.microsoft.com/api/da...	image/png	Rendered preview	preview	[overview]
3	Feature	1.0.0	S2A_MSIL2A_20220705T093051_R136_T32NNG_2022070...	POLYGON ((8.99982 1.80982, 9.98700 1.80955, 9....	[{'rel': 'collection', 'href': 'https://planet...	[8.99982018, 0.81630719, 9.98700503, 1.80981859]	[https://stac-extensions.github.io/eo/v1.0.0/s...	sentinel-2-l2a	2022-07-05T09:30:51.025000Z	Sentinel-2A	...	[metadata]	https://planetarycomputer.microsoft.com/api/da...	application/json	TileJSON with default rendering	[tiles]	https://planetarycomputer.microsoft.com/api/da...	image/png	Rendered preview	preview	[overview]
4	Feature	1.0.0	S2A_MSIL2A_20220705T093051_R136_T32NNF_2022070...	POLYGON ((8.99982 0.90491, 9.98664 0.90478, 9....	[{'rel': 'collection', 'href': 'https://planet...	[8.99982024, -0.08848273, 9.98663827, 0.90491156]	[https://stac-extensions.github.io/eo/v1.0.0/s...	sentinel-2-l2a	2022-07-05T09:30:51.025000Z	Sentinel-2A	...	[metadata]	https://planetarycomputer.microsoft.com/api/da...	application/json	TileJSON with default rendering	[tiles]	https://planetarycomputer.microsoft.com/api/da...	image/png	Rendered preview	preview	[overview]
...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...
95	Feature	1.0.0	S2B_MSIL2A_20220131T093119_R136_T32NNG_2022021...	POLYGON ((8.99982 1.80982, 9.98700 1.80955, 9....	[{'rel': 'collection', 'href': 'https://planet...	[8.99982018, 0.81630719, 9.98700503, 1.80981859]	[https://stac-extensions.github.io/eo/v1.0.0/s...	sentinel-2-l2a	2022-01-31T09:31:19.024000Z	Sentinel-2B	...	[metadata]	https://planetarycomputer.microsoft.com/api/da...	application/json	TileJSON with default rendering	[tiles]	https://planetarycomputer.microsoft.com/api/da...	image/png	Rendered preview	preview	[overview]
96	Feature	1.0.0	S2B_MSIL2A_20220131T093119_R136_T32NNF_2022021...	POLYGON ((8.99982 0.90491, 9.98664 0.90478, 9....	[{'rel': 'collection', 'href': 'https://planet...	[8.99982024, -0.08848273, 9.98663827, 0.90491156]	[https://stac-extensions.github.io/eo/v1.0.0/s...	sentinel-2-l2a	2022-01-31T09:31:19.024000Z	Sentinel-2B	...	[metadata]	https://planetarycomputer.microsoft.com/api/da...	application/json	TileJSON with default rendering	[tiles]	https://planetarycomputer.microsoft.com/api/da...	image/png	Rendered preview	preview	[overview]
97	Feature	1.0.0	S2B_MSIL2A_20220131T093119_R136_T32MNE_2022021...	POLYGON ((8.99982 0.00000, 9.98652 0.00000, 9....	[{'rel': 'collection', 'href': 'https://planet...	[8.99982024, -0.99339404, 9.98666334, 0.0]	[https://stac-extensions.github.io/eo/v1.0.0/s...	sentinel-2-l2a	2022-01-31T09:31:19.024000Z	Sentinel-2B	...	[metadata]	https://planetarycomputer.microsoft.com/api/da...	application/json	TileJSON with default rendering	[tiles]	https://planetarycomputer.microsoft.com/api/da...	image/png	Rendered preview	preview	[overview]
98	Feature	1.0.0	S2A_MSIL2A_20220126T093251_R136_T32NNG_2022022...	POLYGON ((8.99982 1.80982, 9.98700 1.80955, 9....	[{'rel': 'collection', 'href': 'https://planet...	[8.99982018, 0.81630719, 9.98700503, 1.80981859]	[https://stac-extensions.github.io/eo/v1.0.0/s...	sentinel-2-l2a	2022-01-26T09:32:51.024000Z	Sentinel-2A	...	[metadata]	https://planetarycomputer.microsoft.com/api/da...	application/json	TileJSON with default rendering	[tiles]	https://planetarycomputer.microsoft.com/api/da...	image/png	Rendered preview	preview	[overview]
99	Feature	1.0.0	S2A_MSIL2A_20220126T093251_R136_T32NNG_2022021...	POLYGON ((8.99982 1.80982, 9.98700 1.80955, 9....	[{'rel': 'collection', 'href': 'https://planet...	NaN	[https://stac-extensions.github.io/eo/v1.0.0/s...	sentinel-2-l2a	2022-01-26T09:32:51.024000Z	Sentinel-2A	...	[metadata]	https://planetarycomputer.microsoft.com/api/da...	application/json	TileJSON with default rendering	[tiles]	https://planetarycomputer.microsoft.com/api/da...	image/png	Rendered preview	preview	[overview]

100 rows × 215 columns

1