Cube Visualization¶

This tutorial shows how to visualize a cube:

[1]:

import cubo
import xarray as xr

Create a cube with an edge size of 64 pixels from Sentinel-2 and apply a cloud coverage filter of 40 percent. Get just the RGB bands:

[2]:

da = cubo.create(
    lat=47.848151988493385,
    lon=13.379491178028564,
    collection="sentinel-2-l2a",
    bands=["B02","B03","B04"],
    start_date="2020-01-01",
    end_date="2021-01-01",
    edge_size=64,
    resolution=10,
    query={"eo:cloud_cover": {"lt": 40}}
)
da

[2]:

<xarray.DataArray 'sentinel-2-l2a' (time: 46, band: 3, y: 64, x: 64)>
dask.array<fetch_raster_window, shape=(46, 3, 64, 64), dtype=float64, chunksize=(1, 1, 64, 64), chunktype=numpy.ndarray>
Coordinates: (12/46)
  * time                                     (time) datetime64[ns] 2020-01-01...
    id                                       (time) <U54 'S2B_MSIL2A_20200101...
  * band                                     (band) <U3 'B02' 'B03' 'B04'
  * x                                        (x) float64 3.784e+05 ... 3.791e+05
  * y                                        (y) float64 5.301e+06 ... 5.3e+06
    s2:cloud_shadow_percentage               (time) float64 6.94 6.743 ... 6.516
    ...                                       ...
    gsd                                      float64 10.0
    proj:bbox                                object {300000.0, 409800.0, 5400...
    common_name                              (band) <U5 'blue' 'green' 'red'
    center_wavelength                        (band) float64 0.49 0.56 0.665
    full_width_half_max                      (band) float64 0.098 0.045 0.038
    epsg                                     <U10 'EPSG:32633'
Attributes:
    collection:           sentinel-2-l2a
    stac:                 https://planetarycomputer.microsoft.com/api/stac/v1
    epsg:                 EPSG:32633
    resolution:           10
    edge_size:            64
    central_lat:          47.848151988493385
    central_lon:          13.379491178028564
    central_y:            5300694.38448788
    central_x:            378764.6058600877
    time_coverage_start:  2020-01-01
    time_coverage_end:    2021-01-01

xarray.DataArray

'sentinel-2-l2a'

time: 46
band: 3
y: 64
x: 64

dask.array<chunksize=(1, 1, 64, 64), meta=np.ndarray>

	Array	Chunk
Bytes	4.31 MiB	32.00 kiB
Shape	(46, 3, 64, 64)	(1, 1, 64, 64)
Count	414 Tasks	138 Chunks
Type	float64	numpy.ndarray

Coordinates: (46)

time

(time)

datetime64[ns]

2020-01-01T10:03:19.024000 ... 2...

array(['2020-01-01T10:03:19.024000000', '2020-01-06T10:04:01.024000000',
       '2020-01-16T10:03:41.024000000', '2020-02-08T10:11:51.024000000',
       '2020-03-16T10:00:21.024000000', '2020-03-19T10:10:21.024000000',
       '2020-03-24T10:06:49.024000000', '2020-04-03T10:05:49.024000000',
       '2020-04-05T10:00:21.024000000', '2020-04-08T10:10:21.024000000',
       '2020-04-10T10:00:29.024000000', '2020-04-23T10:05:49.024000000',
       '2020-04-25T10:00:31.024000000', '2020-04-30T10:00:19.024000000',
       '2020-05-08T10:10:31.024000000', '2020-05-15T10:00:31.024000000',
       '2020-05-18T10:10:31.024000000', '2020-06-02T10:05:59.024000000',
       '2020-06-12T10:05:59.025000000', '2020-06-24T10:00:31.024000000',
       '2020-06-27T10:10:31.024000000', '2020-07-07T10:10:31.024000000',
       '2020-07-09T10:00:29.024000000', '2020-07-12T10:05:59.024000000',
       '2020-07-22T10:05:59.024000000', '2020-07-27T10:10:31.024000000',
       '2020-07-29T10:00:29.024000000', '2020-08-01T10:05:59.024000000',
       '2020-08-06T10:10:31.024000000', '2020-08-08T10:00:29.024000000',
       '2020-08-11T10:05:59.024000000', '2020-08-13T10:00:31.024000000',
       '2020-08-16T10:10:31.024000000', '2020-08-21T10:05:59.024000000',
       '2020-08-26T10:10:31.024000000', '2020-09-05T10:10:31.024000000',
       '2020-09-12T10:00:31.024000000', '2020-09-15T10:10:31.025000000',
       '2020-09-20T10:06:49.024000000', '2020-09-22T10:00:31.024000000',
       '2020-09-27T10:00:29.024000000', '2020-11-06T10:02:19.024000000',
       '2020-11-14T10:13:01.024000000', '2020-11-29T10:13:59.024000000',
       '2020-12-29T10:13:29.024000000', '2020-12-31T10:04:11.024000000'],
      dtype='datetime64[ns]')

id

(time)

<U54

'S2B_MSIL2A_20200101T100319_R122...

array(['S2B_MSIL2A_20200101T100319_R122_T33UUP_20201002T214037',
       'S2A_MSIL2A_20200106T100401_R122_T33UUP_20201002T233508',
       'S2A_MSIL2A_20200116T100341_R122_T33UUP_20201002T191948',
       'S2A_MSIL2A_20200208T101151_R022_T33UUP_20201001T084006',
       'S2A_MSIL2A_20200316T100021_R122_T33UUP_20201010T094601',
       'S2A_MSIL2A_20200319T101021_R022_T33UUP_20201012T164319',
       'S2B_MSIL2A_20200324T100649_R022_T33UUP_20201018T203745',
       'S2B_MSIL2A_20200403T100549_R022_T33UUP_20200924T212414',
       'S2A_MSIL2A_20200405T100021_R122_T33UUP_20200925T021631',
       'S2A_MSIL2A_20200408T101021_R022_T33UUP_20200925T120557',
       'S2B_MSIL2A_20200410T100029_R122_T33UUP_20200925T201646',
       'S2B_MSIL2A_20200423T100549_R022_T33UUP_20200921T200025',
       'S2A_MSIL2A_20200425T100031_R122_T33UUP_20200922T004857',
       'S2B_MSIL2A_20200430T100019_R122_T33UUP_20200922T183401',
       'S2A_MSIL2A_20200508T101031_R022_T33UUP_20200921T001025',
       'S2A_MSIL2A_20200515T100031_R122_T33UUP_20200918T065533',
       'S2A_MSIL2A_20200518T101031_R022_T33UUP_20200910T022254',
       'S2B_MSIL2A_20200602T100559_R022_T33UUP_20200825T220006',
       'S2B_MSIL2A_20200612T100559_R022_T33UUP_20200909T150432',
       'S2A_MSIL2A_20200624T100031_R122_T33UUP_20200823T221236',
...
       'S2B_MSIL2A_20200801T100559_R022_T33UUP_20200815T190855',
       'S2A_MSIL2A_20200806T101031_R022_T33UUP_20200815T051443',
       'S2B_MSIL2A_20200808T100029_R122_T33UUP_20200815T123356',
       'S2B_MSIL2A_20200811T100559_R022_T33UUP_20200814T182203',
       'S2A_MSIL2A_20200813T100031_R122_T33UUP_20200815T000738',
       'S2A_MSIL2A_20200816T101031_R022_T33UUP_20200919T022032',
       'S2B_MSIL2A_20200821T100559_R022_T33UUP_20200919T022031',
       'S2A_MSIL2A_20200826T101031_R022_T33UUP_20200909T150432',
       'S2A_MSIL2A_20200905T101031_R022_T33UUP_20200908T034143',
       'S2A_MSIL2A_20200912T100031_R122_T33UUP_20200918T133658',
       'S2A_MSIL2A_20200915T101031_R022_T33UUP_20200918T101612',
       'S2B_MSIL2A_20200920T100649_R022_T33UUP_20200922T235721',
       'S2A_MSIL2A_20200922T100031_R122_T33UUP_20201028T031042',
       'S2B_MSIL2A_20200927T100029_R122_T33UUP_20200929T024741',
       'S2B_MSIL2A_20201106T100219_R122_T33UUP_20201107T150945',
       'S2A_MSIL2A_20201114T101301_R022_T33UUP_20201116T031518',
       'S2B_MSIL2A_20201129T101359_R022_T33UUP_20201130T021404',
       'S2B_MSIL2A_20201229T101329_R022_T33UUP_20201229T175849',
       'S2A_MSIL2A_20201231T100411_R122_T33UUP_20210101T041851'],
      dtype='<U54')

band

(band)

<U3

'B02' 'B03' 'B04'

array(['B02', 'B03', 'B04'], dtype='<U3')

x

(x)

float64

3.784e+05 3.784e+05 ... 3.791e+05

array([378440., 378450., 378460., 378470., 378480., 378490., 378500., 378510.,
       378520., 378530., 378540., 378550., 378560., 378570., 378580., 378590.,
       378600., 378610., 378620., 378630., 378640., 378650., 378660., 378670.,
       378680., 378690., 378700., 378710., 378720., 378730., 378740., 378750.,
       378760., 378770., 378780., 378790., 378800., 378810., 378820., 378830.,
       378840., 378850., 378860., 378870., 378880., 378890., 378900., 378910.,
       378920., 378930., 378940., 378950., 378960., 378970., 378980., 378990.,
       379000., 379010., 379020., 379030., 379040., 379050., 379060., 379070.])

y

(y)

float64

5.301e+06 5.301e+06 ... 5.3e+06

array([5301010., 5301000., 5300990., 5300980., 5300970., 5300960., 5300950.,
       5300940., 5300930., 5300920., 5300910., 5300900., 5300890., 5300880.,
       5300870., 5300860., 5300850., 5300840., 5300830., 5300820., 5300810.,
       5300800., 5300790., 5300780., 5300770., 5300760., 5300750., 5300740.,
       5300730., 5300720., 5300710., 5300700., 5300690., 5300680., 5300670.,
       5300660., 5300650., 5300640., 5300630., 5300620., 5300610., 5300600.,
       5300590., 5300580., 5300570., 5300560., 5300550., 5300540., 5300530.,
       5300520., 5300510., 5300500., 5300490., 5300480., 5300470., 5300460.,
       5300450., 5300440., 5300430., 5300420., 5300410., 5300400., 5300390.,
       5300380.])

s2:cloud_shadow_percentage

(time)

float64

6.94 6.743 9.309 ... 3.882 6.516

array([6.939844, 6.742964, 9.309023, 5.702255, 0.248966, 0.214864,
       1.755885, 2.810102, 0.128549, 0.059861, 1.932328, 0.024509,
       4.540802, 0.252009, 0.020498, 0.      , 0.18142 , 1.71548 ,
       0.036377, 3.142342, 0.816079, 4.952335, 0.114752, 3.784406,
       0.991135, 0.841451, 0.27788 , 0.126078, 0.359651, 0.472239,
       0.515002, 0.297968, 2.62773 , 0.011639, 3.613515, 0.901416,
       3.127011, 0.018099, 0.166981, 0.592789, 2.101472, 4.559065,
       4.034467, 8.645927, 3.882474, 6.516458])

s2:degraded_msi_data_percentage
()
float64
0.0
```
array(0.)
```
constellation
()
<U10
'Sentinel 2'
```
array('Sentinel 2', dtype='<U10')
```

platform

(time)

<U11

'Sentinel-2B' ... 'Sentinel-2A'

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

s2:snow_ice_percentage

(time)

float64

1.587 8.294 1.12 ... 33.35 34.99

array([1.5868940e+00, 8.2943770e+00, 1.1202840e+00, 4.1431110e+00,
       1.0100900e+00, 3.8317200e-01, 6.0811200e-01, 2.7062600e-01,
       8.5732800e-01, 2.8868400e-01, 3.9832700e-01, 1.4063300e-01,
       1.6700800e-01, 2.2690100e-01, 6.7279000e-02, 8.2219869e+01,
       1.5561000e-02, 1.0683000e-02, 5.9400000e-04, 4.5500000e-04,
       1.7450000e-03, 1.8305000e-02, 0.0000000e+00, 7.2654000e-02,
       1.2450900e-01, 1.4300000e-04, 1.1100000e-04, 8.2900000e-04,
       8.1000000e-04, 8.0000000e-05, 4.1800000e-03, 4.7300000e-04,
       3.9910000e-03, 2.7000000e-05, 9.8470000e-03, 1.7680000e-03,
       2.4830000e-03, 7.0000000e-05, 2.7000000e-05, 0.0000000e+00,
       1.0415110e+00, 3.5800000e-04, 4.8400000e-04, 5.0322000e-02,
       3.3351895e+01, 3.4985903e+01])

s2:vegetation_percentage

(time)

float64

49.85 29.0 29.88 ... 5.702 13.18

array([49.84647 , 29.001313, 29.879558, 40.173861, 70.464689, 71.946865,
       66.716135, 59.685481, 76.102859, 73.779017, 69.992983, 77.413136,
       62.880361, 76.853007, 68.713719,  0.      , 79.677594, 71.623808,
       87.713504, 67.747498, 85.728526, 50.354111, 51.42082 , 53.841078,
       51.130122, 79.39133 , 45.265678, 81.940788, 77.73    , 83.630723,
       76.9292  , 57.334226, 62.80731 , 82.821685, 72.638249, 76.277304,
       77.579844, 87.700433, 79.22464 , 71.398818, 79.025686, 48.93046 ,
       52.215046, 34.905052,  5.702438, 13.182932])

s2:mean_solar_azimuth

(time)

float64

164.7 164.0 162.7 ... 167.3 164.7

array([164.65404792, 164.00678757, 162.72470764, 162.73969247,
       157.89577724, 160.92720245, 160.84630926, 160.66445876,
       157.14044608, 160.55707723, 156.9081255 , 159.94637481,
       155.94303915, 155.43661367, 158.81775864, 153.63818232,
       157.61859279, 155.32033408, 153.81366811, 147.81160263,
       152.22514119, 151.93287673, 147.4635802 , 152.04732913,
       152.85826337, 153.53860751, 149.63912801, 154.31819485,
       155.26075031, 151.6255411 , 156.26034515, 152.77796132,
       157.36617721, 158.49115893, 159.67512125, 162.03143876,
       160.22566198, 164.28893229, 165.32868618, 162.51464102,
       163.54335439, 168.36034948, 171.03263293, 170.41837894,
       167.31657801, 164.7073521 ])

s2:medium_proba_clouds_percentage

(time)

float64

0.3489 5.747 13.82 ... 9.511 4.911

array([ 0.348905,  5.747249, 13.820124,  5.14272 ,  0.089794,  0.074748,
        0.618072,  1.500922,  0.073965,  0.043816,  1.270113,  0.056728,
        2.716188,  1.177769,  0.142521, 15.790294,  0.18199 ,  1.40714 ,
        0.098162,  2.706701,  0.535921,  4.012835,  9.326182,  4.50226 ,
        6.191069,  0.599982,  8.968821,  0.133178,  1.198564,  0.289764,
        0.457776,  4.717574,  1.160753,  0.053547,  1.262791,  2.194467,
        1.610077,  0.078832,  1.158529,  0.323638,  1.323876,  3.006202,
        2.746796,  1.432766,  9.510832,  4.911026])

s2:thin_cirrus_percentage

(time)

float64

1.155 0.01303 ... 3.558 0.0128

array([1.1554730e+00, 1.3030000e-02, 6.1543000e-02, 1.0076300e-01,
       5.5506200e+00, 1.3800000e-03, 5.6048700e-01, 2.9287850e+00,
       4.6004900e-01, 4.1800400e-01, 3.0490920e+00, 1.1034200e-01,
       1.6062780e+00, 6.5956650e+00, 1.3314970e+01, 1.2344900e-01,
       3.3656000e-02, 3.3584500e-01, 4.7973000e-02, 5.1106800e-01,
       2.6559800e+00, 2.8088500e-01, 6.2496560e+00, 1.5739570e+00,
       7.9084000e-01, 1.5351880e+00, 2.3447000e+00, 2.4953000e-02,
       1.0485610e+00, 3.8704200e-01, 3.8484590e+00, 1.2826592e+01,
       6.4159680e+00, 1.6620000e-03, 1.3363540e+00, 1.8756920e+00,
       1.2054800e-01, 3.0900000e-04, 5.2859570e+00, 1.6667499e+01,
       2.8220000e-03, 3.9088000e-02, 3.6971560e+00, 7.8700000e-02,
       3.5579230e+00, 1.2803000e-02])

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

s2:product_uri

(time)

<U65

'S2B_MSIL2A_20200101T100319_N021...

array(['S2B_MSIL2A_20200101T100319_N0212_R122_T33UUP_20201002T214037.SAFE',
       'S2A_MSIL2A_20200106T100401_N0212_R122_T33UUP_20201002T233508.SAFE',
       'S2A_MSIL2A_20200116T100341_N0212_R122_T33UUP_20201002T191948.SAFE',
       'S2A_MSIL2A_20200208T101151_N0212_R022_T33UUP_20201001T084006.SAFE',
       'S2A_MSIL2A_20200316T100021_N0212_R122_T33UUP_20201010T094601.SAFE',
       'S2A_MSIL2A_20200319T101021_N0212_R022_T33UUP_20201012T164319.SAFE',
       'S2B_MSIL2A_20200324T100649_N0212_R022_T33UUP_20201018T203745.SAFE',
       'S2B_MSIL2A_20200403T100549_N0212_R022_T33UUP_20200924T212414.SAFE',
       'S2A_MSIL2A_20200405T100021_N0212_R122_T33UUP_20200925T021631.SAFE',
       'S2A_MSIL2A_20200408T101021_N0212_R022_T33UUP_20200925T120557.SAFE',
       'S2B_MSIL2A_20200410T100029_N0212_R122_T33UUP_20200925T201646.SAFE',
       'S2B_MSIL2A_20200423T100549_N0212_R022_T33UUP_20200921T200025.SAFE',
       'S2A_MSIL2A_20200425T100031_N0212_R122_T33UUP_20200922T004857.SAFE',
       'S2B_MSIL2A_20200430T100019_N0212_R122_T33UUP_20200922T183401.SAFE',
       'S2A_MSIL2A_20200508T101031_N0212_R022_T33UUP_20200921T001025.SAFE',
       'S2A_MSIL2A_20200515T100031_N0212_R122_T33UUP_20200918T065533.SAFE',
       'S2A_MSIL2A_20200518T101031_N0212_R022_T33UUP_20200910T022254.SAFE',
       'S2B_MSIL2A_20200602T100559_N0212_R022_T33UUP_20200825T220006.SAFE',
       'S2B_MSIL2A_20200612T100559_N0212_R022_T33UUP_20200909T150432.SAFE',
       'S2A_MSIL2A_20200624T100031_N0212_R122_T33UUP_20200823T221236.SAFE',
...
       'S2B_MSIL2A_20200801T100559_N0212_R022_T33UUP_20200815T190855.SAFE',
       'S2A_MSIL2A_20200806T101031_N0212_R022_T33UUP_20200815T051443.SAFE',
       'S2B_MSIL2A_20200808T100029_N0212_R122_T33UUP_20200815T123356.SAFE',
       'S2B_MSIL2A_20200811T100559_N0212_R022_T33UUP_20200814T182203.SAFE',
       'S2A_MSIL2A_20200813T100031_N0212_R122_T33UUP_20200815T000738.SAFE',
       'S2A_MSIL2A_20200816T101031_N0212_R022_T33UUP_20200919T022032.SAFE',
       'S2B_MSIL2A_20200821T100559_N0212_R022_T33UUP_20200919T022031.SAFE',
       'S2A_MSIL2A_20200826T101031_N0212_R022_T33UUP_20200909T150432.SAFE',
       'S2A_MSIL2A_20200905T101031_N0212_R022_T33UUP_20200908T034143.SAFE',
       'S2A_MSIL2A_20200912T100031_N0212_R122_T33UUP_20200918T133658.SAFE',
       'S2A_MSIL2A_20200915T101031_N0212_R022_T33UUP_20200918T101612.SAFE',
       'S2B_MSIL2A_20200920T100649_N0212_R022_T33UUP_20200922T235721.SAFE',
       'S2A_MSIL2A_20200922T100031_N0212_R122_T33UUP_20201028T031042.SAFE',
       'S2B_MSIL2A_20200927T100029_N0212_R122_T33UUP_20200929T024741.SAFE',
       'S2B_MSIL2A_20201106T100219_N0212_R122_T33UUP_20201107T150945.SAFE',
       'S2A_MSIL2A_20201114T101301_N0212_R022_T33UUP_20201116T031518.SAFE',
       'S2B_MSIL2A_20201129T101359_N0212_R022_T33UUP_20201130T021404.SAFE',
       'S2B_MSIL2A_20201229T101329_N0212_R022_T33UUP_20201229T175849.SAFE',
       'S2A_MSIL2A_20201231T100411_N0212_R122_T33UUP_20210101T041851.SAFE'],
      dtype='<U65')

sat:orbit_state
()
<U10
'descending'
```
array('descending', dtype='<U10')
```
s2:datatake_type
()
<U8
'INS-NOBS'
```
array('INS-NOBS', dtype='<U8')
```

s2:unclassified_percentage

(time)

float64

13.4 19.62 19.23 ... 13.52 13.64

array([1.3398579e+01, 1.9620706e+01, 1.9226731e+01, 2.0790266e+01,
       1.3557050e+00, 1.3163020e+00, 2.7911590e+00, 4.3640930e+00,
       7.8404600e-01, 5.9774500e-01, 1.8330050e+00, 3.8313800e-01,
       2.8381810e+00, 4.0385790e+00, 4.5131600e-01, 1.6206000e-02,
       5.2786500e-01, 1.2940310e+00, 3.2969100e-01, 2.4981830e+00,
       8.0791100e-01, 3.6711680e+00, 5.4952380e+00, 4.0077990e+00,
       6.2260530e+00, 9.2681200e-01, 7.2989710e+00, 3.1018500e-01,
       1.8038010e+00, 4.8530500e-01, 9.3544200e-01, 3.7518450e+00,
       3.8370200e+00, 2.8391500e-01, 1.3401760e+00, 2.0601770e+00,
       2.4255220e+00, 4.6462600e-01, 7.6608100e-01, 1.0991810e+00,
       3.3137660e+00, 9.4220130e+00, 1.1757270e+01, 1.0449070e+01,
       1.3516156e+01, 1.3643315e+01])

s2:water_percentage

(time)

float64

3.348 4.125 3.542 ... 3.306 5.248

array([3.348311, 4.125001, 3.542444, 2.320391, 2.399789, 2.188446,
       1.981432, 1.930042, 2.635508, 2.148589, 2.502686, 2.12334 ,
       1.69161 , 1.843053, 1.391579, 0.446137, 2.078313, 1.779514,
       2.070552, 2.219964, 1.712981, 1.424522, 1.927234, 1.619886,
       1.140839, 2.038017, 1.093558, 2.061471, 1.932961, 2.568577,
       1.960395, 1.000326, 1.553496, 2.081237, 1.974617, 1.958246,
       2.447292, 2.074735, 1.514093, 1.70843 , 2.5362  , 1.246992,
       2.040137, 1.018317, 3.30557 , 5.248145])

eo:cloud_cover

(time)

float64

1.894 11.87 21.12 ... 29.34 11.1

array([ 1.894258, 11.867259, 21.115958, 12.389437,  5.683349,  0.144303,
        1.922716,  6.124759,  0.596112,  0.512015,  6.396816,  0.232136,
       14.816669,  8.211584, 13.511101, 17.313125,  0.50471 ,  8.278652,
        0.264495, 18.680318,  4.696458, 34.202556, 33.392081, 30.738499,
       28.846409,  3.295585, 37.134951,  0.383085,  4.063334,  1.545353,
        5.224417, 28.045906, 13.08363 ,  0.122565,  7.569308,  7.786927,
        5.857603,  0.153474,  7.96397 , 17.214372,  3.719689, 23.756503,
       10.189528, 24.718298, 29.341198, 11.103495])

s2:product_type
()
<U7
'S2MSI2A'
```
array('S2MSI2A', dtype='<U7')
```

sat:relative_orbit

(time)

int64

122 122 122 22 122 ... 22 22 22 122

array([122, 122, 122,  22, 122,  22,  22,  22, 122,  22, 122,  22, 122,
       122,  22, 122,  22,  22,  22, 122,  22,  22, 122,  22,  22,  22,
       122,  22,  22, 122,  22, 122,  22,  22,  22,  22, 122,  22,  22,
       122, 122, 122,  22,  22,  22, 122])

s2:mean_solar_zenith

(time)

float64

72.69 72.31 70.99 ... 72.4 72.7

array([72.68846582, 72.30737429, 70.99336747, 64.95362202, 51.92993703,
       50.13887112, 48.13060838, 44.17723842, 44.00530953, 42.25875115,
       42.11373155, 36.90622779, 36.86980473, 35.32149652, 32.41332881,
       31.39263347, 30.06822737, 27.71293747, 26.97363891, 27.79859012,
       27.11853492, 28.00075518, 29.08602922, 28.65847874, 30.35726731,
       31.38151809, 32.61257179, 32.52256351, 33.75854541, 35.02035103,
       35.0970875 , 36.36060023, 36.51962152, 38.02951133, 39.60909305,
       42.9621585 , 45.94523457, 46.51520432, 48.34577153, 49.53290516,
       51.36037522, 65.16193532, 67.09321816, 70.36986912, 72.39853153,
       72.69866425])

s2:processing_baseline
()
<U5
'02.12'
```
array('02.12', dtype='<U5')
```
s2:mgrs_tile
()
<U5
'33UUP'
```
array('33UUP', dtype='<U5')
```

s2:datatake_id

(time)

<U34

'GS2B_20200101T100319_014734_N02...

array(['GS2B_20200101T100319_014734_N02.12',
       'GS2A_20200106T100401_023714_N02.12',
       'GS2A_20200116T100341_023857_N02.12',
       'GS2A_20200208T101151_024186_N02.12',
       'GS2A_20200316T100021_024715_N02.12',
       'GS2A_20200319T101021_024758_N02.12',
       'GS2B_20200324T100649_015921_N02.12',
       'GS2B_20200403T100549_016064_N02.12',
       'GS2A_20200405T100021_025001_N02.12',
       'GS2A_20200408T101021_025044_N02.12',
       'GS2B_20200410T100029_016164_N02.12',
       'GS2B_20200423T100549_016350_N02.12',
       'GS2A_20200425T100031_025287_N02.12',
       'GS2B_20200430T100019_016450_N02.12',
       'GS2A_20200508T101031_025473_N02.12',
       'GS2A_20200515T100031_025573_N02.12',
       'GS2A_20200518T101031_025616_N02.12',
       'GS2B_20200602T100559_016922_N02.12',
       'GS2B_20200612T100559_017065_N02.12',
       'GS2A_20200624T100031_026145_N02.12',
...
       'GS2B_20200729T100029_017737_N02.12',
       'GS2B_20200801T100559_017780_N02.12',
       'GS2A_20200806T101031_026760_N02.12',
       'GS2B_20200808T100029_017880_N02.12',
       'GS2B_20200811T100559_017923_N02.12',
       'GS2A_20200813T100031_026860_N02.12',
       'GS2A_20200816T101031_026903_N02.12',
       'GS2B_20200821T100559_018066_N02.12',
       'GS2A_20200826T101031_027046_N02.12',
       'GS2A_20200905T101031_027189_N02.12',
       'GS2A_20200912T100031_027289_N02.12',
       'GS2A_20200915T101031_027332_N02.12',
       'GS2B_20200920T100649_018495_N02.12',
       'GS2A_20200922T100031_027432_N02.12',
       'GS2B_20200927T100029_018595_N02.12',
       'GS2B_20201106T100219_019167_N02.12',
       'GS2A_20201114T101301_028190_N02.12',
       'GS2B_20201129T101359_019496_N02.12',
       'GS2B_20201229T101329_019925_N02.12',
       'GS2A_20201231T100411_028862_N02.12'], dtype='<U34')

s2:not_vegetated_percentage

(time)

float64

3.024 3.666 2.68 ... 0.9309 2.462

array([3.0242560e+00, 3.6661150e+00, 2.6798300e+00, 5.3357070e+00,
       1.6670902e+01, 2.1897355e+01, 2.1881831e+01, 2.2901011e+01,
       1.7846738e+01, 2.1858473e+01, 1.5705639e+01, 1.9339529e+01,
       1.2415855e+01, 7.6775680e+00, 1.5625195e+01, 4.1350000e-03,
       1.6801845e+01, 1.4923954e+01, 9.4453770e+00, 5.3476180e+00,
       5.9903960e+00, 4.8525410e+00, 7.5244430e+00, 5.4380880e+00,
       1.1228569e+01, 1.3165224e+01, 8.7488520e+00, 1.5012625e+01,
       1.3823596e+01, 1.1099990e+01, 1.4204031e+01, 9.4592900e+00,
       1.5175778e+01, 1.4513494e+01, 1.1931441e+01, 1.0168816e+01,
       7.9591580e+00, 9.2610830e+00, 9.5820040e+00, 7.3155570e+00,
       6.5301690e+00, 3.9399740e+00, 6.5835910e+00, 2.7686030e+00,
       9.3090600e-01, 2.4622510e+00])

s2:generation_time

(time)

<U24

'2020-10-02T21:40:37.293Z' ... '...

array(['2020-10-02T21:40:37.293Z', '2020-10-02T23:35:08.890Z',
       '2020-10-02T19:19:48.809Z', '2020-10-01T08:40:06.184Z',
       '2020-10-10T09:46:01.503Z', '2020-10-12T16:43:19.535Z',
       '2020-10-18T20:37:45.281Z', '2020-09-24T21:24:14.371Z',
       '2020-09-25T02:16:31.228Z', '2020-09-25T12:05:57.620Z',
       '2020-09-25T20:16:46.575Z', '2020-09-21T20:00:25.768Z',
       '2020-09-22T00:48:57.405Z', '2020-09-22T18:34:01.776Z',
       '2020-09-21T00:10:25.132Z', '2020-09-18T06:55:33.939Z',
       '2020-09-10T02:22:54.467Z', '2020-08-25T22:00:06.646Z',
       '2020-09-09T15:04:32.673Z', '2020-08-23T22:12:36.581Z',
       '2020-08-24T07:20:03.524Z', '2020-09-12T08:05:21.683Z',
       '2020-09-12T15:19:41.632Z', '2020-09-12T23:17:29.206Z',
       '2020-08-17T04:03:12.763Z', '2020-09-19T02:20:31.487Z',
       '2020-08-18T01:42:00.927Z', '2020-08-15T19:08:55.275Z',
       '2020-08-15T05:14:43.319Z', '2020-08-15T12:33:56.384Z',
       '2020-08-14T18:22:03.891Z', '2020-08-15T00:07:38.485Z',
       '2020-09-19T02:20:32.503Z', '2020-09-19T02:20:31.465Z',
       '2020-09-09T15:04:32.414Z', '2020-09-08T03:41:43.684Z',
       '2020-09-18T13:36:58.538Z', '2020-09-18T10:16:12.962Z',
       '2020-09-22T23:57:21.752Z', '2020-10-28T03:10:42.397Z',
       '2020-09-29T02:47:41.100Z', '2020-11-07T15:09:45.763Z',
       '2020-11-16T03:15:18.617Z', '2020-11-30T02:14:04.702Z',
       '2020-12-29T17:58:49.182Z', '2021-01-01T04:18:51.292Z'],
      dtype='<U24')

s2:high_proba_clouds_percentage

(time)

float64

0.3899 6.107 7.234 ... 16.27 6.18

array([ 0.389881,  6.10698 ,  7.234291,  7.145953,  0.042936,  0.068175,
        0.744157,  1.695052,  0.062098,  0.050196,  2.077611,  0.065066,
       10.494203,  0.438149,  0.05361 ,  1.399382,  0.289064,  6.535667,
        0.118361, 15.462549,  1.504557, 29.908836, 17.816244, 24.662282,
       21.864499,  1.160415, 25.821429,  0.224953,  1.81621 ,  0.868548,
        0.918182, 10.50174 ,  5.506909,  0.067356,  4.970164,  3.716768,
        4.126978,  0.074333,  1.519484,  0.223235,  2.392992, 20.711213,
        3.745577, 23.206833, 16.272444,  6.179666])

proj:epsg
()
int64
32633
```
array(32633)
```
s2:saturated_defective_pixel_percentage
()
float64
0.0
```
array(0.)
```

s2:nodata_pixel_percentage

(time)

float64

67.1 67.56 67.36 ... 0.000315 66.44

array([6.7101651e+01, 6.7559499e+01, 6.7357200e+01, 7.2000000e-04,
       6.7088974e+01, 4.3100000e-04, 2.6200000e-04, 7.6000000e-05,
       6.7456198e+01, 5.8100000e-04, 6.6893011e+01, 1.3900000e-04,
       6.6523296e+01, 6.7440212e+01, 5.6000000e-05, 6.6055375e+01,
       9.0000000e-05, 8.3000000e-05, 6.6000000e-05, 6.6455352e+01,
       1.3000000e-05, 5.6000000e-05, 6.7293382e+01, 6.0000000e-05,
       2.7000000e-05, 7.0000000e-05, 6.7228723e+01, 4.6000000e-05,
       7.0000000e-05, 6.6988075e+01, 2.3000000e-05, 6.6329265e+01,
       5.6000000e-05, 4.5500000e-04, 9.0000000e-05, 2.4200000e-04,
       6.6730261e+01, 5.2400000e-04, 2.2900000e-04, 6.6479045e+01,
       6.6839790e+01, 6.6633016e+01, 8.4900000e-04, 9.2200000e-04,
       3.1500000e-04, 6.6440547e+01])

s2:dark_features_percentage

(time)

float64

19.96 16.68 13.13 ... 9.969 12.86

array([1.9961390e+01, 1.6682266e+01, 1.3126172e+01, 9.1449690e+00,
       2.1665090e+00, 1.9086880e+00, 2.3427320e+00, 1.9138870e+00,
       1.0488610e+00, 7.5562200e-01, 1.2382150e+00, 3.4358300e-01,
       6.4951000e-01, 8.9730000e-01, 2.1930900e-01, 5.2800000e-04,
       2.1270000e-01, 3.7387400e-01, 1.3941600e-01, 3.6362600e-01,
       2.4590800e-01, 5.2445800e-01, 1.2543400e-01, 4.9758700e-01,
       3.1236500e-01, 3.4143600e-01, 1.7999900e-01, 1.6494300e-01,
       2.8584500e-01, 1.9773200e-01, 2.2733500e-01, 1.0996800e-01,
       9.1103900e-01, 1.6543500e-01, 9.2285100e-01, 8.4534800e-01,
       6.0108500e-01, 3.2747600e-01, 7.8220200e-01, 6.7085300e-01,
       1.7315090e+00, 8.1446340e+00, 1.3179474e+01, 1.7444409e+01,
       9.9693650e+00, 1.2857500e+01])

s2:granule_id

(time)

<U62

'S2B_OPER_MSI_L2A_TL_ESRI_202010...

array(['S2B_OPER_MSI_L2A_TL_ESRI_20201002T214043_A014734_T33UUP_N02.12',
       'S2A_OPER_MSI_L2A_TL_ESRI_20201002T233511_A023714_T33UUP_N02.12',
       'S2A_OPER_MSI_L2A_TL_ESRI_20201002T191950_A023857_T33UUP_N02.12',
       'S2A_OPER_MSI_L2A_TL_ESRI_20201001T084007_A024186_T33UUP_N02.12',
       'S2A_OPER_MSI_L2A_TL_ESRI_20201010T094603_A024715_T33UUP_N02.12',
       'S2A_OPER_MSI_L2A_TL_ESRI_20201012T164322_A024758_T33UUP_N02.12',
       'S2B_OPER_MSI_L2A_TL_ESRI_20201018T203746_A015921_T33UUP_N02.12',
       'S2B_OPER_MSI_L2A_TL_ESRI_20200924T212416_A016064_T33UUP_N02.12',
       'S2A_OPER_MSI_L2A_TL_ESRI_20200925T021633_A025001_T33UUP_N02.12',
       'S2A_OPER_MSI_L2A_TL_ESRI_20200925T120603_A025044_T33UUP_N02.12',
       'S2B_OPER_MSI_L2A_TL_ESRI_20200925T201652_A016164_T33UUP_N02.12',
       'S2B_OPER_MSI_L2A_TL_ESRI_20200921T200028_A016350_T33UUP_N02.12',
       'S2A_OPER_MSI_L2A_TL_ESRI_20200922T004900_A025287_T33UUP_N02.12',
       'S2B_OPER_MSI_L2A_TL_ESRI_20200922T183405_A016450_T33UUP_N02.12',
       'S2A_OPER_MSI_L2A_TL_ESRI_20200921T001027_A025473_T33UUP_N02.12',
       'S2A_OPER_MSI_L2A_TL_ESRI_20200918T065537_A025573_T33UUP_N02.12',
       'S2A_OPER_MSI_L2A_TL_ESRI_20200910T022256_A025616_T33UUP_N02.12',
       'S2B_OPER_MSI_L2A_TL_ESRI_20200825T220008_A016922_T33UUP_N02.12',
       'S2B_OPER_MSI_L2A_TL_ESRI_20200909T150433_A017065_T33UUP_N02.12',
       'S2A_OPER_MSI_L2A_TL_ESRI_20200823T221241_A026145_T33UUP_N02.12',
...
       'S2B_OPER_MSI_L2A_TL_ESRI_20200815T190857_A017780_T33UUP_N02.12',
       'S2A_OPER_MSI_L2A_TL_ESRI_20200815T051447_A026760_T33UUP_N02.12',
       'S2B_OPER_MSI_L2A_TL_ESRI_20200815T123359_A017880_T33UUP_N02.12',
       'S2B_OPER_MSI_L2A_TL_ESRI_20200814T182206_A017923_T33UUP_N02.12',
       'S2A_OPER_MSI_L2A_TL_ESRI_20200815T000739_A026860_T33UUP_N02.12',
       'S2A_OPER_MSI_L2A_TL_ESRI_20200919T022035_A026903_T33UUP_N02.12',
       'S2B_OPER_MSI_L2A_TL_ESRI_20200919T022033_A018066_T33UUP_N02.12',
       'S2A_OPER_MSI_L2A_TL_ESRI_20200909T150434_A027046_T33UUP_N02.12',
       'S2A_OPER_MSI_L2A_TL_ESRI_20200908T034145_A027189_T33UUP_N02.12',
       'S2A_OPER_MSI_L2A_TL_ESRI_20200918T133659_A027289_T33UUP_N02.12',
       'S2A_OPER_MSI_L2A_TL_ESRI_20200918T101615_A027332_T33UUP_N02.12',
       'S2B_OPER_MSI_L2A_TL_ESRI_20200922T235723_A018495_T33UUP_N02.12',
       'S2A_OPER_MSI_L2A_TL_ESRI_20201028T031044_A027432_T33UUP_N02.12',
       'S2B_OPER_MSI_L2A_TL_ESRI_20200929T024746_A018595_T33UUP_N02.12',
       'S2B_OPER_MSI_L2A_TL_ESRI_20201107T150950_A019167_T33UUP_N02.12',
       'S2A_OPER_MSI_L2A_TL_ESRI_20201116T031519_A028190_T33UUP_N02.12',
       'S2B_OPER_MSI_L2A_TL_ESRI_20201130T021405_A019496_T33UUP_N02.12',
       'S2B_OPER_MSI_L2A_TL_ESRI_20201229T175850_A019925_T33UUP_N02.12',
       'S2A_OPER_MSI_L2A_TL_ESRI_20210101T041852_A028862_T33UUP_N02.12'],
      dtype='<U62')

s2:datastrip_id

(time)

<U64

'S2B_OPER_MSI_L2A_DS_ESRI_202010...

array(['S2B_OPER_MSI_L2A_DS_ESRI_20201002T214043_S20200101T100321_N02.12',
       'S2A_OPER_MSI_L2A_DS_ESRI_20201002T233511_S20200106T100404_N02.12',
       'S2A_OPER_MSI_L2A_DS_ESRI_20201002T191950_S20200116T100341_N02.12',
       'S2A_OPER_MSI_L2A_DS_ESRI_20201001T084007_S20200208T101153_N02.12',
       'S2A_OPER_MSI_L2A_DS_ESRI_20201010T094603_S20200316T100023_N02.12',
       'S2A_OPER_MSI_L2A_DS_ESRI_20201012T164322_S20200319T101336_N02.12',
       'S2B_OPER_MSI_L2A_DS_ESRI_20201018T203746_S20200324T101650_N02.12',
       'S2B_OPER_MSI_L2A_DS_ESRI_20200924T212416_S20200403T100808_N02.12',
       'S2A_OPER_MSI_L2A_DS_ESRI_20200925T021633_S20200405T100236_N02.12',
       'S2A_OPER_MSI_L2A_DS_ESRI_20200925T120603_S20200408T101022_N02.12',
       'S2B_OPER_MSI_L2A_DS_ESRI_20200925T201652_S20200410T100407_N02.12',
       'S2B_OPER_MSI_L2A_DS_ESRI_20200921T200028_S20200423T100736_N02.12',
       'S2A_OPER_MSI_L2A_DS_ESRI_20200922T004900_S20200425T100202_N02.12',
       'S2B_OPER_MSI_L2A_DS_ESRI_20200922T183405_S20200430T100456_N02.12',
       'S2A_OPER_MSI_L2A_DS_ESRI_20200921T001027_S20200508T101648_N02.12',
       'S2A_OPER_MSI_L2A_DS_ESRI_20200918T065537_S20200515T100644_N02.12',
       'S2A_OPER_MSI_L2A_DS_ESRI_20200910T022256_S20200518T101258_N02.12',
       'S2B_OPER_MSI_L2A_DS_ESRI_20200825T220008_S20200602T101204_N02.12',
       'S2B_OPER_MSI_L2A_DS_ESRI_20200909T150433_S20200612T101538_N02.12',
       'S2A_OPER_MSI_L2A_DS_ESRI_20200823T221241_S20200624T100336_N02.12',
...
       'S2B_OPER_MSI_L2A_DS_ESRI_20200815T190857_S20200801T101400_N02.12',
       'S2A_OPER_MSI_L2A_DS_ESRI_20200815T051447_S20200806T101511_N02.12',
       'S2B_OPER_MSI_L2A_DS_ESRI_20200815T123359_S20200808T100254_N02.12',
       'S2B_OPER_MSI_L2A_DS_ESRI_20200814T182206_S20200811T101318_N02.12',
       'S2A_OPER_MSI_L2A_DS_ESRI_20200815T000739_S20200813T100224_N02.12',
       'S2A_OPER_MSI_L2A_DS_ESRI_20200919T022035_S20200816T101030_N02.12',
       'S2B_OPER_MSI_L2A_DS_ESRI_20200919T022033_S20200821T101228_N02.12',
       'S2A_OPER_MSI_L2A_DS_ESRI_20200909T150434_S20200826T101345_N02.12',
       'S2A_OPER_MSI_L2A_DS_ESRI_20200908T034145_S20200905T101637_N02.12',
       'S2A_OPER_MSI_L2A_DS_ESRI_20200918T133659_S20200912T100044_N02.12',
       'S2A_OPER_MSI_L2A_DS_ESRI_20200918T101615_S20200915T101550_N02.12',
       'S2B_OPER_MSI_L2A_DS_ESRI_20200922T235723_S20200920T100649_N02.12',
       'S2A_OPER_MSI_L2A_DS_ESRI_20201028T031044_S20200922T100521_N02.12',
       'S2B_OPER_MSI_L2A_DS_ESRI_20200929T024746_S20200927T100442_N02.12',
       'S2B_OPER_MSI_L2A_DS_ESRI_20201107T150950_S20201106T100216_N02.12',
       'S2A_OPER_MSI_L2A_DS_ESRI_20201116T031519_S20201114T101418_N02.12',
       'S2B_OPER_MSI_L2A_DS_ESRI_20201130T021405_S20201129T101355_N02.12',
       'S2B_OPER_MSI_L2A_DS_ESRI_20201229T175850_S20201229T101330_N02.12',
       'S2A_OPER_MSI_L2A_DS_ESRI_20210101T041852_S20201231T100414_N02.12'],
      dtype='<U64')

s2:reflectance_conversion_factor

(time)

float64

1.034 1.034 1.034 ... 1.034 1.034

array([1.03411992, 1.03431152, 1.03391503, 1.02919609, 1.01275504,
       1.01110739, 1.00831405, 1.00259666, 1.00144649, 0.9997149 ,
       0.99856973, 0.99124699, 0.99015939, 0.9874964 , 0.98345145,
       0.98018843, 0.97887428, 0.97324549, 0.97045995, 0.96825928,
       0.96791227, 0.96736457, 0.9673677 , 0.96744307, 0.96830249,
       0.96907857, 0.96945065, 0.970078  , 0.97129691, 0.97184161,
       0.97272446, 0.97335145, 0.97435501, 0.97617387, 0.9781737 ,
       0.98265246, 0.9861131 , 0.987671  , 0.99033882, 0.99142812,
       0.99420662, 1.01663343, 1.02058768, 1.02692759, 1.03394532,
       1.03410012])

proj:transform

()

object

{0.0, 300000.0, 5400000.0, 10.0,...

array({0.0, 300000.0, 5400000.0, 10.0, -10.0}, dtype=object)

title

(band)

<U20

'Band 2 - Blue - 10m' ... 'Band ...

array(['Band 2 - Blue - 10m', 'Band 3 - Green - 10m',
       'Band 4 - Red - 10m'], dtype='<U20')

proj:shape
()
object
{10980}
```
array({10980}, dtype=object)
```
gsd
()
float64
10.0
```
array(10.)
```

proj:bbox

()

object

{300000.0, 409800.0, 5400000.0, ...

array({300000.0, 409800.0, 5400000.0, 5290200.0}, dtype=object)

common_name

(band)

<U5

'blue' 'green' 'red'

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

center_wavelength
(band)
float64
0.49 0.56 0.665
```
array([0.49 , 0.56 , 0.665])
```
full_width_half_max
(band)
float64
0.098 0.045 0.038
```
array([0.098, 0.045, 0.038])
```
epsg
()
<U10
'EPSG:32633'
```
array('EPSG:32633', dtype='<U10')
```

Attributes: (11)
collection :
sentinel-2-l2a
stac :
https://planetarycomputer.microsoft.com/api/stac/v1
epsg :
EPSG:32633
resolution :
10
edge_size :
64
central_lat :
47.848151988493385
central_lon :
13.379491178028564
central_y :
5300694.38448788
central_x :
378764.6058600877
time_coverage_start :
2020-01-01
time_coverage_end :
2021-01-01

Visualize an RGB image per timestep in the cube:

[3]:

(da.sel(band=["B04","B03","B02"])/2000).clip(0,1).plot.imshow(col="time",col_wrap = 5)

[3]:

<xarray.plot.facetgrid.FacetGrid at 0x7f1e87e93550>

../_images/tutorials_cube_visualization_6_1.png