Time series of vegetation indices
Contents
Time series of vegetation indices#
Short description
This notebook demonstrates a general usecase for the SpaceSense library.
In this notebook, you will search for, select, and obtain Sentinel-2 data and vegetation indices, and performa simple time series analysis.
1 - Import spacesense object(s) and other dependencies#
[1]:
from spacesense import Client
import matplotlib.pyplot as plt
import json
import os
if "SS_API_KEY" not in os.environ:
from getpass import getpass
api_key = getpass('Enter your api key : ')
os.environ["SS_API_KEY"] = api_key
2 - Define AOI and output options#
The GeoJSON of this AOI, containing an agricultural field in Sardinia, can be downloaded here
[2]:
# Define the AOI
with open("../resources/aois/sardinia_field.geojson", mode="r") as file:
aoi = json.load(file)
# Get an instance of the SpaceSense Client object
client = Client(id="s2_time_series")
# Enable to save data in local files
client.enable_local_output()
3 - Search S2#
[3]:
start_date = "2021-01-01"
end_date = "2022-01-01"
res_S2 = client.s2_search(aoi=aoi, start_date=start_date, end_date=end_date, query_filters = {"valid_pixel_percentage" : {">=": 50}})
res_S2.filter_duplicate_dates()
res_S2.dataframe
[3]:
id | date | tile | valid_pixel_percentage | platform | relative_orbit_number | product_id | datetime | swath_coverage_percentage | no_data | cloud_shadows | vegetation | not_vegetated | water | cloud_medium_probability | cloud_high_probability | thin_cirrus | snow | |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
80 | S2B_32TMK_20210108_0_L2A | 2021-01-08 | 32TMK | 50.73 | sentinel-2b | 022 | S2B_MSIL2A_20210108T101319_N0214_R022_T32TMK_2... | 2021-01-08T10:19:47Z | 100.0 | 0.0 | 0.00 | 0.00 | 0.00 | 0.0 | 49.27 | 0.0 | 0.0 | 0.0 |
79 | S2A_32TMK_20210116_0_L2A | 2021-01-16 | 32TMK | 100.00 | sentinel-2a | 065 | S2A_MSIL2A_20210116T102351_N0214_R065_T32TMK_2... | 2021-01-16T10:29:44Z | 100.0 | 0.0 | 0.00 | 97.56 | 0.00 | 0.0 | 0.00 | 0.0 | 0.0 | 0.0 |
78 | S2B_32TMK_20210118_0_L2A | 2021-01-18 | 32TMK | 100.00 | sentinel-2b | 022 | S2B_MSIL2A_20210118T101249_N0214_R022_T32TMK_2... | 2021-01-18T10:19:47Z | 100.0 | 0.0 | 0.00 | 96.59 | 0.49 | 0.0 | 0.00 | 0.0 | 0.0 | 0.0 |
77 | S2A_32TMK_20210123_0_L2A | 2021-01-23 | 32TMK | 100.00 | sentinel-2a | 022 | S2A_MSIL2A_20210123T101321_N0214_R022_T32TMK_2... | 2021-01-23T10:19:48Z | 100.0 | 0.0 | 0.00 | 97.40 | 0.00 | 0.0 | 0.00 | 0.0 | 0.0 | 0.0 |
76 | S2A_32TMK_20210126_0_L2A | 2021-01-26 | 32TMK | 100.00 | sentinel-2a | 065 | S2A_MSIL2A_20210126T102311_N0214_R065_T32TMK_2... | 2021-01-26T10:29:44Z | 100.0 | 0.0 | 0.00 | 97.40 | 0.00 | 0.0 | 0.00 | 0.0 | 0.0 | 0.0 |
... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
4 | S2B_32TMK_20211127_0_L2A | 2021-11-27 | 32TMK | 89.81 | sentinel-2b | 065 | S2B_MSIL2A_20211127T102259_N0301_R065_T32TMK_2... | 2021-11-27T10:29:39Z | 100.0 | 0.0 | 10.19 | 49.81 | 7.91 | 0.0 | 0.00 | 0.0 | 0.0 | 0.0 |
3 | S2A_32TMK_20211212_0_L2A | 2021-12-12 | 32TMK | 100.00 | sentinel-2a | 065 | S2A_MSIL2A_20211212T102431_N0301_R065_T32TMK_2... | 2021-12-12T10:29:43Z | 100.0 | 0.0 | 0.00 | 64.09 | 7.70 | 0.0 | 0.00 | 0.0 | 0.0 | 0.0 |
2 | S2B_32TMK_20211217_0_L2A | 2021-12-17 | 32TMK | 100.00 | sentinel-2b | 065 | S2B_MSIL2A_20211217T102329_N0301_R065_T32TMK_2... | 2021-12-17T10:29:37Z | 100.0 | 0.0 | 0.00 | 65.58 | 18.54 | 0.0 | 0.00 | 0.0 | 0.0 | 0.0 |
1 | S2A_32TMK_20211219_0_L2A | 2021-12-19 | 32TMK | 100.00 | sentinel-2a | 022 | S2A_MSIL2A_20211219T101431_N0301_R022_T32TMK_2... | 2021-12-19T10:19:48Z | 100.0 | 0.0 | 0.00 | 67.48 | 10.16 | 0.0 | 0.00 | 0.0 | 0.0 | 0.0 |
0 | S2B_32TMK_20211224_0_L2A | 2021-12-24 | 32TMK | 94.91 | sentinel-2b | 022 | S2B_MSIL2A_20211224T101329_N0301_R022_T32TMK_2... | 2021-12-24T10:19:43Z | 100.0 | 0.0 | 5.09 | 44.01 | 0.00 | 0.0 | 0.00 | 0.0 | 0.0 | 0.0 |
81 rows × 18 columns
[4]:
print(res_S2.item_collection.calendar())
2021
January February March
Mo Tu We Th Fr Sa Su Mo Tu We Th Fr Sa Su Mo Tu We Th Fr Sa Su
1 2 3 1 2 3 4 5 6 7 1 2 3 4 5 6 7
4 5 6 7 8 9 10 8 9 10 11 12 13 14 8 9 10 11 12 13 14
11 12 13 14 15 16 17 15 16 17 18 19 20 21 15 16 17 18 19 20 21
18 19 20 21 22 23 24 22 23 24 25 26 27 28 22 23 24 25 26 27 28
25 26 27 28 29 30 31 29 30 31
April May June
Mo Tu We Th Fr Sa Su Mo Tu We Th Fr Sa Su Mo Tu We Th Fr Sa Su
1 2 3 4 1 2 1 2 3 4 5 6
5 6 7 8 9 10 11 3 4 5 6 7 8 9 7 8 9 10 11 12 13
12 13 14 15 16 17 18 10 11 12 13 14 15 16 14 15 16 17 18 19 20
19 20 21 22 23 24 25 17 18 19 20 21 22 23 21 22 23 24 25 26 27
26 27 28 29 30 24 25 26 27 28 29 30 28 29 30
July August September
Mo Tu We Th Fr Sa Su Mo Tu We Th Fr Sa Su Mo Tu We Th Fr Sa Su
1 2 3 4 1 1 2 3 4 5
5 6 7 8 9 10 11 2 3 4 5 6 7 8 6 7 8 9 10 11 12
12 13 14 15 16 17 18 9 10 11 12 13 14 15 13 14 15 16 17 18 19
19 20 21 22 23 24 25 16 17 18 19 20 21 22 20 21 22 23 24 25 26
26 27 28 29 30 31 23 24 25 26 27 28 29 27 28 29 30
October November December
Mo Tu We Th Fr Sa Su Mo Tu We Th Fr Sa Su Mo Tu We Th Fr Sa Su
1 2 3 1 2 3 4 5 6 7 1 2 3 4 5
4 5 6 7 8 9 10 8 9 10 11 12 13 14 6 7 8 9 10 11 12
11 12 13 14 15 16 17 15 16 17 18 19 20 21 13 14 15 16 17 18 19
18 19 20 21 22 23 24 22 23 24 25 26 27 28 20 21 22 23 24 25 26
25 26 27 28 29 30 31 29 30 27 28 29 30 31
sentinel-2a (1)
sentinel-2b (1)
81 total dates
4 - Specify bands and pre-calculated indices#
Here, we select only the blue, red, and near infrared (NIR) bands of Sentinel-2, as well as the vegetation indices of NDVI and LAI
[5]:
res_S2.output_bands = ["B02","B04","B08","NDVI","LAI"]
5 - Filter search results#
Select only the results which you require. Learn more about how to filter and manipulate search results with this example.
In this example, we wish to use data with little cloud interference to see the most accurate representation of vegetation indices. The initial search took only those S2 images with 50% or more “valid_pixel_percentage”. This initial search can be used to quickly see how many images, in general, are available for the AOI and TOI. Further filtering and refinement can be done later depending on those results, like the one performed below. Here we see there are plenty of available images, so we can further filter them based on “valid_pixel_percentage”, to attempt to get more cloud-free data.
It is important to note that the Sentinel cloud detection is not perfect, so some exploration and visualziation of the data may be needed to validate the images.
[6]:
res_S2.dataframe = res_S2.dataframe[res_S2.dataframe["valid_pixel_percentage"] > 80]
res_S2.dataframe
[6]:
id | date | tile | valid_pixel_percentage | platform | relative_orbit_number | product_id | datetime | swath_coverage_percentage | no_data | cloud_shadows | vegetation | not_vegetated | water | cloud_medium_probability | cloud_high_probability | thin_cirrus | snow | |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
79 | S2A_32TMK_20210116_0_L2A | 2021-01-16 | 32TMK | 100.00 | sentinel-2a | 065 | S2A_MSIL2A_20210116T102351_N0214_R065_T32TMK_2... | 2021-01-16T10:29:44Z | 100.0 | 0.0 | 0.00 | 97.56 | 0.00 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
78 | S2B_32TMK_20210118_0_L2A | 2021-01-18 | 32TMK | 100.00 | sentinel-2b | 022 | S2B_MSIL2A_20210118T101249_N0214_R022_T32TMK_2... | 2021-01-18T10:19:47Z | 100.0 | 0.0 | 0.00 | 96.59 | 0.49 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
77 | S2A_32TMK_20210123_0_L2A | 2021-01-23 | 32TMK | 100.00 | sentinel-2a | 022 | S2A_MSIL2A_20210123T101321_N0214_R022_T32TMK_2... | 2021-01-23T10:19:48Z | 100.0 | 0.0 | 0.00 | 97.40 | 0.00 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
76 | S2A_32TMK_20210126_0_L2A | 2021-01-26 | 32TMK | 100.00 | sentinel-2a | 065 | S2A_MSIL2A_20210126T102311_N0214_R065_T32TMK_2... | 2021-01-26T10:29:44Z | 100.0 | 0.0 | 0.00 | 97.40 | 0.00 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
75 | S2A_32TMK_20210205_0_L2A | 2021-02-05 | 32TMK | 100.00 | sentinel-2a | 065 | S2A_MSIL2A_20210205T102221_N0214_R065_T32TMK_2... | 2021-02-05T10:29:43Z | 100.0 | 0.0 | 0.00 | 97.40 | 0.16 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
4 | S2B_32TMK_20211127_0_L2A | 2021-11-27 | 32TMK | 89.81 | sentinel-2b | 065 | S2B_MSIL2A_20211127T102259_N0301_R065_T32TMK_2... | 2021-11-27T10:29:39Z | 100.0 | 0.0 | 10.19 | 49.81 | 7.91 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
3 | S2A_32TMK_20211212_0_L2A | 2021-12-12 | 32TMK | 100.00 | sentinel-2a | 065 | S2A_MSIL2A_20211212T102431_N0301_R065_T32TMK_2... | 2021-12-12T10:29:43Z | 100.0 | 0.0 | 0.00 | 64.09 | 7.70 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
2 | S2B_32TMK_20211217_0_L2A | 2021-12-17 | 32TMK | 100.00 | sentinel-2b | 065 | S2B_MSIL2A_20211217T102329_N0301_R065_T32TMK_2... | 2021-12-17T10:29:37Z | 100.0 | 0.0 | 0.00 | 65.58 | 18.54 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
1 | S2A_32TMK_20211219_0_L2A | 2021-12-19 | 32TMK | 100.00 | sentinel-2a | 022 | S2A_MSIL2A_20211219T101431_N0301_R022_T32TMK_2... | 2021-12-19T10:19:48Z | 100.0 | 0.0 | 0.00 | 67.48 | 10.16 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
0 | S2B_32TMK_20211224_0_L2A | 2021-12-24 | 32TMK | 94.91 | sentinel-2b | 022 | S2B_MSIL2A_20211224T101329_N0301_R022_T32TMK_2... | 2021-12-24T10:19:43Z | 100.0 | 0.0 | 5.09 | 44.01 | 0.00 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
79 rows × 18 columns
6 - Obtain S2 data through Fuse function#
We pass the filtered S2 search result object to the “fuse” function in order to download the organize the S2 result
[7]:
fusion = client.fuse(
catalogs_list=[res_S2],
additional_info={"Info": "You can put any additional information, such as custom non-raster or non-vector data, in this parameter"}
)
2022-11-07 16:17:37,288 INFO spacesense.core : created everything
7 - See the fused dataset#
All the S2 images that we selected are now fused into the same file, and can be easily accessed via date or variable. `Click here <>`__ to learn more about how to use the resulting Xarray Datasets
[8]:
ds = fusion.dataset
ds
[8]:
<xarray.Dataset> Dimensions: (time: 79, y: 43, x: 88) Coordinates: * time (time) datetime64[ns] 2021-01-16 2021-01-18 ... 2021-12-24 * y (y) float32 39.83 39.83 39.83 39.83 ... 39.83 39.83 39.83 39.83 * x (x) float64 8.623 8.623 8.623 8.623 8.623 ... 8.63 8.63 8.63 8.63 Data variables: S2_B02 (time, y, x) float32 0.0 0.0123 0.0144 0.0126 ... 0.0247 0.0265 0.0 S2_B04 (time, y, x) float32 0.0 0.0208 0.0214 0.021 ... 0.0455 0.0449 0.0 S2_B08 (time, y, x) float32 0.0 0.1198 0.1394 0.1282 ... 0.1478 0.1556 0.0 S2_NDVI (time, y, x) float32 nan 0.7041 0.7338 0.7185 ... 0.5292 0.5521 nan S2_LAI (time, y, x) float32 0.4768 1.603 1.801 ... 1.773 1.856 0.4768 Attributes: crs: +init=epsg:4326 transform: [ 8.98360017e-05 0.00000000e+00 8.62245945e+00 0.000... res: [8.98360017e-05 9.04414549e-05] ulx, uly: [ 8.62245945 39.83104984] s2_data_lineage: {"Data origin": "S3 bucket (ARN=arn:aws:s3:::sentinel-c... additional_info: {'Info': 'You can put any additional information, such ...
- time: 79
- y: 43
- x: 88
- time(time)datetime64[ns]2021-01-16 ... 2021-12-24
array(['2021-01-16T00:00:00.000000000', '2021-01-18T00:00:00.000000000', '2021-01-23T00:00:00.000000000', '2021-01-26T00:00:00.000000000', '2021-02-05T00:00:00.000000000', '2021-02-15T00:00:00.000000000', '2021-02-17T00:00:00.000000000', '2021-02-20T00:00:00.000000000', '2021-02-25T00:00:00.000000000', '2021-03-07T00:00:00.000000000', '2021-03-22T00:00:00.000000000', '2021-03-29T00:00:00.000000000', '2021-04-01T00:00:00.000000000', '2021-04-06T00:00:00.000000000', '2021-04-08T00:00:00.000000000', '2021-04-13T00:00:00.000000000', '2021-04-18T00:00:00.000000000', '2021-04-23T00:00:00.000000000', '2021-04-26T00:00:00.000000000', '2021-04-28T00:00:00.000000000', '2021-05-08T00:00:00.000000000', '2021-05-13T00:00:00.000000000', '2021-05-16T00:00:00.000000000', '2021-05-18T00:00:00.000000000', '2021-05-21T00:00:00.000000000', '2021-05-26T00:00:00.000000000', '2021-06-05T00:00:00.000000000', '2021-06-07T00:00:00.000000000', '2021-06-10T00:00:00.000000000', '2021-06-12T00:00:00.000000000', '2021-06-15T00:00:00.000000000', '2021-06-20T00:00:00.000000000', '2021-06-22T00:00:00.000000000', '2021-06-25T00:00:00.000000000', '2021-06-27T00:00:00.000000000', '2021-07-02T00:00:00.000000000', '2021-07-05T00:00:00.000000000', '2021-07-10T00:00:00.000000000', '2021-07-12T00:00:00.000000000', '2021-07-15T00:00:00.000000000', '2021-07-17T00:00:00.000000000', '2021-07-20T00:00:00.000000000', '2021-07-22T00:00:00.000000000', '2021-07-27T00:00:00.000000000', '2021-07-30T00:00:00.000000000', '2021-08-01T00:00:00.000000000', '2021-08-04T00:00:00.000000000', '2021-08-06T00:00:00.000000000', '2021-08-09T00:00:00.000000000', '2021-08-11T00:00:00.000000000', '2021-08-14T00:00:00.000000000', '2021-08-16T00:00:00.000000000', '2021-08-19T00:00:00.000000000', '2021-08-21T00:00:00.000000000', '2021-08-26T00:00:00.000000000', '2021-08-29T00:00:00.000000000', '2021-08-31T00:00:00.000000000', '2021-09-03T00:00:00.000000000', '2021-09-05T00:00:00.000000000', '2021-09-13T00:00:00.000000000', '2021-09-18T00:00:00.000000000', '2021-09-28T00:00:00.000000000', '2021-10-03T00:00:00.000000000', '2021-10-05T00:00:00.000000000', '2021-10-08T00:00:00.000000000', '2021-10-10T00:00:00.000000000', '2021-10-15T00:00:00.000000000', '2021-10-18T00:00:00.000000000', '2021-10-25T00:00:00.000000000', '2021-11-07T00:00:00.000000000', '2021-11-17T00:00:00.000000000', '2021-11-19T00:00:00.000000000', '2021-11-22T00:00:00.000000000', '2021-11-24T00:00:00.000000000', '2021-11-27T00:00:00.000000000', '2021-12-12T00:00:00.000000000', '2021-12-17T00:00:00.000000000', '2021-12-19T00:00:00.000000000', '2021-12-24T00:00:00.000000000'], dtype='datetime64[ns]')
- y(y)float3239.83 39.83 39.83 ... 39.83 39.83
- _FillValue :
- nan
array([39.831005, 39.830914, 39.830822, 39.830734, 39.830643, 39.83055 , 39.830463, 39.83037 , 39.83028 , 39.83019 , 39.8301 , 39.83001 , 39.829918, 39.82983 , 39.82974 , 39.829647, 39.82956 , 39.829468, 39.829376, 39.829285, 39.829197, 39.829105, 39.829014, 39.828926, 39.828835, 39.828743, 39.82865 , 39.828564, 39.828472, 39.82838 , 39.828293, 39.8282 , 39.82811 , 39.82802 , 39.82793 , 39.82784 , 39.827747, 39.82766 , 39.827568, 39.827477, 39.82739 , 39.827297, 39.827206], dtype=float32)
- x(x)float648.623 8.623 8.623 ... 8.63 8.63
- _FillValue :
- nan
array([8.622504, 8.622594, 8.622684, 8.622774, 8.622864, 8.622954, 8.623043, 8.623133, 8.623223, 8.623313, 8.623403, 8.623493, 8.623582, 8.623672, 8.623762, 8.623852, 8.623942, 8.624032, 8.624121, 8.624211, 8.624301, 8.624391, 8.624481, 8.624571, 8.62466 , 8.62475 , 8.62484 , 8.62493 , 8.62502 , 8.62511 , 8.625199, 8.625289, 8.625379, 8.625469, 8.625559, 8.625649, 8.625738, 8.625828, 8.625918, 8.626008, 8.626098, 8.626188, 8.626277, 8.626367, 8.626457, 8.626547, 8.626637, 8.626727, 8.626816, 8.626906, 8.626996, 8.627086, 8.627176, 8.627266, 8.627356, 8.627445, 8.627535, 8.627625, 8.627715, 8.627805, 8.627895, 8.627984, 8.628074, 8.628164, 8.628254, 8.628344, 8.628434, 8.628523, 8.628613, 8.628703, 8.628793, 8.628883, 8.628973, 8.629062, 8.629152, 8.629242, 8.629332, 8.629422, 8.629512, 8.629601, 8.629691, 8.629781, 8.629871, 8.629961, 8.630051, 8.63014 , 8.63023 , 8.63032 ])
- S2_B02(time, y, x)float320.0 0.0123 0.0144 ... 0.0265 0.0
- _FillValue :
- nan
- transform :
- [ 8.98360017e-05 0.00000000e+00 8.62245945e+00 0.00000000e+00 -9.04414549e-05 3.98310498e+01]
- crs :
- +init=epsg:4326
- descriptions :
- S2_B02
- AREA_OR_POINT :
- Area
- color_description :
- BLUE
- band_wavelength :
- 490 nm
- scene_id :
- {"2021-01-16": "S2A_32TMK_20210116_0_L2A", "2021-01-18": "S2B_32TMK_20210118_0_L2A", "2021-01-23": "S2A_32TMK_20210123_0_L2A", "2021-01-26": "S2A_32TMK_20210126_0_L2A", "2021-02-05": "S2A_32TMK_20210205_0_L2A", "2021-02-15": "S2A_32TMK_20210215_0_L2A", "2021-02-17": "S2B_32TMK_20210217_0_L2A", "2021-02-20": "S2B_32TMK_20210220_0_L2A", "2021-02-25": "S2A_32TMK_20210225_0_L2A", "2021-03-07": "S2A_32TMK_20210307_0_L2A", "2021-03-22": "S2B_32TMK_20210322_0_L2A", "2021-03-29": "S2B_32TMK_20210329_0_L2A", "2021-04-01": "S2B_32TMK_20210401_0_L2A", "2021-04-06": "S2A_32TMK_20210406_0_L2A", "2021-04-08": "S2B_32TMK_20210408_0_L2A", "2021-04-13": "S2A_32TMK_20210413_0_L2A", "2021-04-18": "S2B_32TMK_20210418_0_L2A", "2021-04-23": "S2A_32TMK_20210423_0_L2A", "2021-04-26": "S2A_32TMK_20210426_0_L2A", "2021-04-28": "S2B_32TMK_20210428_0_L2A", "2021-05-08": "S2B_32TMK_20210508_0_L2A", "2021-05-13": "S2A_32TMK_20210513_0_L2A", "2021-05-16": "S2A_32TMK_20210516_0_L2A", "2021-05-18": "S2B_32TMK_20210518_0_L2A", "2021-05-21": "S2B_32TMK_20210521_1_L2A", "2021-05-26": "S2A_32TMK_20210526_0_L2A", "2021-06-05": "S2A_32TMK_20210605_0_L2A", "2021-06-07": "S2B_32TMK_20210607_0_L2A", "2021-06-10": "S2B_32TMK_20210610_0_L2A", "2021-06-12": "S2A_32TMK_20210612_0_L2A", "2021-06-15": "S2A_32TMK_20210615_0_L2A", "2021-06-20": "S2B_32TMK_20210620_0_L2A", "2021-06-22": "S2A_32TMK_20210622_0_L2A", "2021-06-25": "S2A_32TMK_20210625_0_L2A", "2021-06-27": "S2B_32TMK_20210627_0_L2A", "2021-07-02": "S2A_32TMK_20210702_0_L2A", "2021-07-05": "S2A_32TMK_20210705_0_L2A", "2021-07-10": "S2B_32TMK_20210710_0_L2A", "2021-07-12": "S2A_32TMK_20210712_0_L2A", "2021-07-15": "S2A_32TMK_20210715_0_L2A", "2021-07-17": "S2B_32TMK_20210717_0_L2A", "2021-07-20": "S2B_32TMK_20210720_0_L2A", "2021-07-22": "S2A_32TMK_20210722_0_L2A", "2021-07-27": "S2B_32TMK_20210727_0_L2A", "2021-07-30": "S2B_32TMK_20210730_0_L2A", "2021-08-01": "S2A_32TMK_20210801_0_L2A", "2021-08-04": "S2A_32TMK_20210804_0_L2A", "2021-08-06": "S2B_32TMK_20210806_0_L2A", "2021-08-09": "S2B_32TMK_20210809_0_L2A", "2021-08-11": "S2A_32TMK_20210811_0_L2A", "2021-08-14": "S2A_32TMK_20210814_0_L2A", "2021-08-16": "S2B_32TMK_20210816_0_L2A", "2021-08-19": "S2B_32TMK_20210819_0_L2A", "2021-08-21": "S2A_32TMK_20210821_0_L2A", "2021-08-26": "S2B_32TMK_20210826_0_L2A", "2021-08-29": "S2B_32TMK_20210829_0_L2A", "2021-08-31": "S2A_32TMK_20210831_0_L2A", "2021-09-03": "S2A_32TMK_20210903_0_L2A", "2021-09-05": "S2B_32TMK_20210905_0_L2A", "2021-09-13": "S2A_32TMK_20210913_0_L2A", "2021-09-18": "S2B_32TMK_20210918_0_L2A", "2021-09-28": "S2B_32TMK_20210928_0_L2A", "2021-10-03": "S2A_32TMK_20211003_0_L2A", "2021-10-05": "S2B_32TMK_20211005_0_L2A", "2021-10-08": "S2B_32TMK_20211008_0_L2A", "2021-10-10": "S2A_32TMK_20211010_0_L2A", "2021-10-15": "S2B_32TMK_20211015_0_L2A", "2021-10-18": "S2B_32TMK_20211018_0_L2A", "2021-10-25": "S2B_32TMK_20211025_0_L2A", "2021-11-07": "S2B_32TMK_20211107_0_L2A", "2021-11-17": "S2B_32TMK_20211117_0_L2A", "2021-11-19": "S2A_32TMK_20211119_0_L2A", "2021-11-22": "S2A_32TMK_20211122_0_L2A", "2021-11-24": "S2B_32TMK_20211124_0_L2A", "2021-11-27": "S2B_32TMK_20211127_0_L2A", "2021-12-12": "S2A_32TMK_20211212_0_L2A", "2021-12-17": "S2B_32TMK_20211217_0_L2A", "2021-12-19": "S2A_32TMK_20211219_0_L2A", "2021-12-24": "S2B_32TMK_20211224_0_L2A"}
- scene_classification :
- {'2021-01-16': '{"water": 0.0, "not_vegetated": 0.0, "cloud_high_probability": 0.0, "unclassified": 1.06, "vegetation": 97.56, "snow": 0.0, "thin_cirrus": 0.0, "no_data": 0.0, "saturated_or_defective": 0.0, "dark_area_pixels": 1.38, "cloud_shadows": 0.0, "cloud_medium_probability": 0.0}', '2021-01-18': '{"unclassified": 1.73, "cloud_high_probability": 0.0, "cloud_medium_probability": 0.0, "not_vegetated": 0.49, "dark_area_pixels": 1.19, "snow": 0.0, "cloud_shadows": 0.0, "no_data": 0.0, "water": 0.0, "saturated_or_defective": 0.0, "vegetation": 96.59, "thin_cirrus": 0.0}', '2021-01-23': '{"saturated_or_defective": 0.0, "dark_area_pixels": 0.38, "unclassified": 2.22, "vegetation": 97.4, "not_vegetated": 0.0, "cloud_high_probability": 0.0, "snow": 0.0, "thin_cirrus": 0.0, "no_data": 0.0, "cloud_shadows": 0.0, "water": 0.0, "cloud_medium_probability": 0.0}', '2021-01-26': '{"thin_cirrus": 0.0, "snow": 0.0, "dark_area_pixels": 1.49, "cloud_medium_probability": 0.0, "vegetation": 97.4, "unclassified": 1.11, "cloud_high_probability": 0.0, "not_vegetated": 0.0, "saturated_or_defective": 0.0, "water": 0.0, "cloud_shadows": 0.0, "no_data": 0.0}', '2021-02-05': '{"no_data": 0.0, "vegetation": 97.4, "saturated_or_defective": 0.0, "cloud_high_probability": 0.0, "cloud_shadows": 0.0, "not_vegetated": 0.16, "water": 0.0, "thin_cirrus": 0.0, "dark_area_pixels": 0.38, "cloud_medium_probability": 0.0, "snow": 0.0, "unclassified": 2.06}', '2021-02-15': '{"not_vegetated": 0.0, "unclassified": 0.81, "dark_area_pixels": 1.33, "vegetation": 97.86, "cloud_high_probability": 0.0, "cloud_shadows": 0.0, "thin_cirrus": 0.0, "water": 0.0, "no_data": 0.0, "cloud_medium_probability": 0.0, "snow": 0.0, "saturated_or_defective": 0.0}', '2021-02-17': '{"dark_area_pixels": 0.43, "saturated_or_defective": 0.0, "cloud_high_probability": 0.0, "no_data": 0.0, "not_vegetated": 0.0, "thin_cirrus": 0.0, "unclassified": 1.6, "vegetation": 97.97, "snow": 0.0, "cloud_medium_probability": 0.0, "cloud_shadows": 0.0, "water": 0.0}', '2021-02-20': '{"thin_cirrus": 0.0, "water": 0.0, "unclassified": 1.6, "cloud_high_probability": 0.0, "snow": 0.0, "cloud_shadows": 0.0, "no_data": 0.0, "vegetation": 97.86, "not_vegetated": 0.0, "cloud_medium_probability": 0.0, "saturated_or_defective": 0.0, "dark_area_pixels": 0.54}', '2021-02-25': '{"vegetation": 97.8, "cloud_shadows": 0.0, "cloud_high_probability": 0.0, "dark_area_pixels": 0.0, "unclassified": 2.2, "saturated_or_defective": 0.0, "not_vegetated": 0.0, "water": 0.0, "cloud_medium_probability": 0.0, "snow": 0.0, "no_data": 0.0, "thin_cirrus": 0.0}', '2021-03-07': '{"snow": 0.0, "cloud_medium_probability": 1.0, "water": 0.0, "vegetation": 68.59, "unclassified": 30.41, "dark_area_pixels": 0.0, "no_data": 0.0, "thin_cirrus": 0.0, "not_vegetated": 0.0, "cloud_high_probability": 0.0, "saturated_or_defective": 0.0, "cloud_shadows": 0.0}', '2021-03-22': '{"cloud_medium_probability": 2.22, "cloud_high_probability": 0.0, "vegetation": 92.87, "snow": 0.0, "unclassified": 3.2, "no_data": 0.0, "not_vegetated": 0.98, "water": 0.0, "thin_cirrus": 0.0, "dark_area_pixels": 0.73, "saturated_or_defective": 0.0, "cloud_shadows": 0.0}', '2021-03-29': '{"cloud_medium_probability": 0.0, "unclassified": 1.92, "vegetation": 97.86, "dark_area_pixels": 0.05, "no_data": 0.0, "snow": 0.0, "cloud_shadows": 0.0, "not_vegetated": 0.16, "water": 0.0, "cloud_high_probability": 0.0, "saturated_or_defective": 0.0, "thin_cirrus": 0.0}', '2021-04-01': '{"cloud_high_probability": 0.0, "cloud_medium_probability": 0.0, "cloud_shadows": 0.0, "water": 0.0, "vegetation": 97.97, "snow": 0.0, "not_vegetated": 0.0, "thin_cirrus": 0.0, "saturated_or_defective": 0.0, "unclassified": 1.57, "dark_area_pixels": 0.46, "no_data": 0.0}', '2021-04-06': '{"cloud_high_probability": 0.0, "no_data": 0.0, "dark_area_pixels": 0.0, "thin_cirrus": 0.0, "cloud_shadows": 0.0, "water": 0.0, "unclassified": 1.44, "saturated_or_defective": 0.0, "cloud_medium_probability": 0.0, "not_vegetated": 0.0, "snow": 0.0, "vegetation": 98.56}', '2021-04-08': '{"thin_cirrus": 0.0, "cloud_high_probability": 0.0, "not_vegetated": 0.0, "unclassified": 1.65, "snow": 0.0, "water": 0.0, "no_data": 0.0, "dark_area_pixels": 0.22, "cloud_medium_probability": 0.0, "saturated_or_defective": 0.0, "cloud_shadows": 0.0, "vegetation": 98.13}', '2021-04-13': '{"cloud_shadows": 0.49, "saturated_or_defective": 0.0, "unclassified": 3.88, "vegetation": 89.35, "cloud_medium_probability": 3.01, "water": 0.0, "not_vegetated": 3.12, "cloud_high_probability": 0.16, "no_data": 0.0, "thin_cirrus": 0.0, "snow": 0.0, "dark_area_pixels": 0.0}', '2021-04-18': '{"cloud_medium_probability": 0.0, "dark_area_pixels": 0.0, "no_data": 0.0, "snow": 0.0, "not_vegetated": 0.0, "vegetation": 97.43, "cloud_high_probability": 0.0, "unclassified": 2.57, "saturated_or_defective": 0.0, "thin_cirrus": 0.0, "water": 0.0, "cloud_shadows": 0.0}', '2021-04-23': '{"unclassified": 0.7, "cloud_medium_probability": 0.0, "dark_area_pixels": 0.33, "saturated_or_defective": 0.0, "thin_cirrus": 0.0, "vegetation": 92.57, "water": 0.0, "cloud_high_probability": 0.0, "snow": 0.0, "cloud_shadows": 6.4, "not_vegetated": 0.0, "no_data": 0.0}', '2021-04-26': '{"vegetation": 98.67, "cloud_medium_probability": 0.0, "thin_cirrus": 0.0, "cloud_high_probability": 0.0, "no_data": 0.0, "not_vegetated": 0.0, "saturated_or_defective": 0.0, "cloud_shadows": 0.0, "water": 0.0, "snow": 0.0, "dark_area_pixels": 0.0, "unclassified": 1.33}', '2021-04-28': '{"cloud_shadows": 0.0, "cloud_high_probability": 0.0, "not_vegetated": 0.0, "no_data": 0.0, "snow": 0.0, "unclassified": 1.92, "saturated_or_defective": 0.0, "thin_cirrus": 0.0, "cloud_medium_probability": 0.0, "vegetation": 98.08, "dark_area_pixels": 0.0, "water": 0.0}', '2021-05-08': '{"thin_cirrus": 0.0, "cloud_medium_probability": 0.0, "cloud_shadows": 0.0, "saturated_or_defective": 0.0, "vegetation": 97.97, "cloud_high_probability": 0.0, "not_vegetated": 0.0, "water": 0.0, "no_data": 0.0, "dark_area_pixels": 0.0, "snow": 0.0, "unclassified": 2.03}', '2021-05-13': '{"snow": 0.0, "thin_cirrus": 0.0, "cloud_shadows": 0.0, "no_data": 0.0, "cloud_medium_probability": 0.0, "vegetation": 21.79, "water": 0.0, "unclassified": 2.14, "cloud_high_probability": 0.0, "dark_area_pixels": 0.0, "saturated_or_defective": 0.0, "not_vegetated": 76.07}', '2021-05-16': '{"thin_cirrus": 0.0, "snow": 0.0, "not_vegetated": 78.13, "dark_area_pixels": 0.33, "cloud_high_probability": 0.0, "no_data": 0.0, "cloud_shadows": 0.0, "water": 0.0, "vegetation": 19.95, "saturated_or_defective": 0.0, "cloud_medium_probability": 0.0, "unclassified": 1.6}', '2021-05-18': '{"no_data": 0.0, "water": 0.0, "cloud_shadows": 0.0, "vegetation": 18.54, "unclassified": 2.03, "dark_area_pixels": 0.0, "thin_cirrus": 0.0, "not_vegetated": 79.43, "snow": 0.0, "saturated_or_defective": 0.0, "cloud_high_probability": 0.0, "cloud_medium_probability": 0.0}', '2021-05-21': '{"unclassified": 1.76, "dark_area_pixels": 0.16, "water": 0.0, "snow": 0.0, "thin_cirrus": 0.0, "cloud_medium_probability": 0.0, "not_vegetated": 79.24, "vegetation": 18.83, "no_data": 0.0, "saturated_or_defective": 0.0, "cloud_shadows": 0.0, "cloud_high_probability": 0.0}', '2021-05-26': '{"not_vegetated": 80.16, "water": 0.0, "dark_area_pixels": 0.0, "thin_cirrus": 0.0, "snow": 0.0, "saturated_or_defective": 0.0, "cloud_high_probability": 0.0, "unclassified": 1.92, "cloud_shadows": 0.0, "cloud_medium_probability": 0.0, "no_data": 0.0, "vegetation": 17.91}', '2021-06-05': '{"not_vegetated": 83.25, "dark_area_pixels": 0.0, "vegetation": 14.53, "water": 0.0, "no_data": 0.0, "unclassified": 2.22, "saturated_or_defective": 0.0, "thin_cirrus": 0.0, "cloud_shadows": 0.0, "cloud_medium_probability": 0.0, "cloud_high_probability": 0.0, "snow": 0.0}', '2021-06-07': '{"water": 0.0, "thin_cirrus": 0.0, "cloud_high_probability": 0.0, "saturated_or_defective": 0.0, "cloud_shadows": 0.0, "cloud_medium_probability": 0.0, "vegetation": 15.53, "dark_area_pixels": 0.0, "no_data": 0.0, "unclassified": 1.98, "snow": 0.0, "not_vegetated": 82.49}', '2021-06-10': '{"dark_area_pixels": 0.0, "cloud_shadows": 0.0, "not_vegetated": 82.2, "snow": 0.0, "vegetation": 15.75, "cloud_medium_probability": 0.0, "no_data": 0.0, "water": 0.0, "unclassified": 2.06, "saturated_or_defective": 0.0, "cloud_high_probability": 0.0, "thin_cirrus": 0.0}', '2021-06-12': '{"cloud_medium_probability": 0.0, "not_vegetated": 79.51, "vegetation": 16.34, "cloud_shadows": 0.0, "water": 0.0, "snow": 0.0, "dark_area_pixels": 0.0, "saturated_or_defective": 0.0, "no_data": 0.0, "thin_cirrus": 0.0, "unclassified": 4.15, "cloud_high_probability": 0.0}', '2021-06-15': '{"not_vegetated": 81.06, "cloud_high_probability": 0.0, "cloud_shadows": 0.0, "cloud_medium_probability": 0.0, "dark_area_pixels": 0.22, "vegetation": 16.78, "water": 0.0, "no_data": 0.0, "unclassified": 1.95, "snow": 0.0, "saturated_or_defective": 0.0, "thin_cirrus": 0.0}', '2021-06-20': '{"not_vegetated": 96.02, "cloud_medium_probability": 0.0, "saturated_or_defective": 0.0, "dark_area_pixels": 0.0, "vegetation": 2.55, "no_data": 0.0, "thin_cirrus": 0.0, "snow": 0.0, "cloud_high_probability": 0.0, "cloud_shadows": 0.0, "water": 0.0, "unclassified": 1.44}', '2021-06-22': '{"snow": 0.0, "thin_cirrus": 0.0, "cloud_medium_probability": 0.0, "cloud_high_probability": 0.0, "no_data": 0.0, "vegetation": 13.06, "dark_area_pixels": 0.0, "cloud_shadows": 0.0, "water": 0.0, "saturated_or_defective": 0.0, "not_vegetated": 85.45, "unclassified": 1.49}', '2021-06-25': '{"vegetation": 10.98, "saturated_or_defective": 0.0, "unclassified": 1.65, "snow": 0.0, "cloud_medium_probability": 0.0, "no_data": 0.0, "cloud_shadows": 0.0, "water": 0.0, "thin_cirrus": 0.0, "not_vegetated": 87.37, "cloud_high_probability": 0.0, "dark_area_pixels": 0.0}', '2021-06-27': '{"cloud_shadows": 0.0, "cloud_medium_probability": 0.0, "unclassified": 1.22, "snow": 0.0, "dark_area_pixels": 0.0, "vegetation": 6.53, "thin_cirrus": 0.0, "saturated_or_defective": 0.0, "not_vegetated": 92.25, "no_data": 0.0, "cloud_high_probability": 0.0, "water": 0.0}', '2021-07-02': '{"unclassified": 1.71, "vegetation": 16.61, "no_data": 0.0, "saturated_or_defective": 0.0, "dark_area_pixels": 0.0, "cloud_high_probability": 0.0, "not_vegetated": 81.68, "thin_cirrus": 0.0, "cloud_medium_probability": 0.0, "snow": 0.0, "water": 0.0, "cloud_shadows": 0.0}', '2021-07-05': '{"no_data": 0.0, "unclassified": 1.76, "cloud_high_probability": 0.0, "water": 0.0, "dark_area_pixels": 0.05, "saturated_or_defective": 0.0, "cloud_shadows": 0.0, "snow": 0.0, "not_vegetated": 72.06, "thin_cirrus": 0.0, "cloud_medium_probability": 0.0, "vegetation": 26.12}', '2021-07-10': '{"snow": 0.0, "dark_area_pixels": 0.05, "no_data": 0.0, "unclassified": 2.14, "cloud_shadows": 0.0, "cloud_high_probability": 0.0, "saturated_or_defective": 0.0, "cloud_medium_probability": 0.0, "vegetation": 62.47, "not_vegetated": 35.34, "water": 0.0, "thin_cirrus": 0.0}', '2021-07-12': '{"snow": 0.0, "dark_area_pixels": 0.0, "thin_cirrus": 0.0, "cloud_medium_probability": 0.0, "no_data": 0.0, "cloud_high_probability": 0.0, "cloud_shadows": 0.0, "unclassified": 1.06, "vegetation": 15.18, "not_vegetated": 83.77, "water": 0.0, "saturated_or_defective": 0.0}', '2021-07-15': '{"cloud_high_probability": 0.0, "unclassified": 1.71, "cloud_shadows": 0.0, "saturated_or_defective": 0.0, "dark_area_pixels": 0.0, "snow": 0.0, "thin_cirrus": 0.0, "cloud_medium_probability": 0.0, "not_vegetated": 13.88, "water": 0.0, "no_data": 0.0, "vegetation": 84.42}', '2021-07-17': '{"unclassified": 2.03, "thin_cirrus": 0.0, "saturated_or_defective": 0.0, "cloud_medium_probability": 0.0, "cloud_high_probability": 0.0, "cloud_shadows": 0.0, "no_data": 0.0, "water": 0.0, "not_vegetated": 16.69, "dark_area_pixels": 0.0, "snow": 0.0, "vegetation": 81.27}', '2021-07-20': '{"not_vegetated": 10.79, "no_data": 0.0, "vegetation": 87.07, "cloud_shadows": 0.0, "thin_cirrus": 0.0, "water": 0.0, "dark_area_pixels": 0.19, "cloud_high_probability": 0.0, "saturated_or_defective": 0.0, "unclassified": 1.95, "snow": 0.0, "cloud_medium_probability": 0.0}', '2021-07-22': '{"saturated_or_defective": 0.0, "unclassified": 1.98, "vegetation": 86.12, "water": 0.0, "snow": 0.0, "cloud_high_probability": 0.0, "cloud_shadows": 0.0, "cloud_medium_probability": 0.0, "not_vegetated": 11.9, "dark_area_pixels": 0.0, "thin_cirrus": 0.0, "no_data": 0.0}', '2021-07-27': '{"snow": 0.0, "cloud_medium_probability": 0.0, "unclassified": 4.82, "thin_cirrus": 0.0, "cloud_high_probability": 0.0, "dark_area_pixels": 0.0, "water": 0.0, "vegetation": 80.3, "cloud_shadows": 0.0, "saturated_or_defective": 0.0, "not_vegetated": 14.88, "no_data": 0.0}', '2021-07-30': '{"water": 0.0, "no_data": 0.0, "cloud_shadows": 0.0, "cloud_medium_probability": 0.0, "thin_cirrus": 0.0, "dark_area_pixels": 0.0, "unclassified": 2.14, "cloud_high_probability": 0.0, "not_vegetated": 8.21, "saturated_or_defective": 0.0, "snow": 0.0, "vegetation": 89.65}', '2021-08-01': '{"snow": 0.0, "water": 0.0, "thin_cirrus": 0.0, "cloud_medium_probability": 0.0, "cloud_shadows": 0.0, "no_data": 0.0, "not_vegetated": 5.47, "vegetation": 79.16, "cloud_high_probability": 0.0, "unclassified": 15.04, "saturated_or_defective": 0.0, "dark_area_pixels": 0.33}', '2021-08-04': '{"not_vegetated": 16.67, "water": 0.0, "cloud_shadows": 0.0, "unclassified": 3.22, "vegetation": 79.81, "dark_area_pixels": 0.0, "cloud_high_probability": 0.0, "cloud_medium_probability": 0.3, "saturated_or_defective": 0.0, "snow": 0.0, "no_data": 0.0, "thin_cirrus": 0.0}', '2021-08-06': '{"snow": 0.0, "no_data": 0.0, "dark_area_pixels": 0.0, "vegetation": 90.65, "thin_cirrus": 0.0, "saturated_or_defective": 0.0, "cloud_high_probability": 0.0, "water": 0.0, "cloud_medium_probability": 0.0, "not_vegetated": 7.37, "unclassified": 1.98, "cloud_shadows": 0.0}', '2021-08-09': '{"water": 0.0, "no_data": 0.0, "dark_area_pixels": 0.0, "cloud_shadows": 0.0, "saturated_or_defective": 0.0, "not_vegetated": 15.01, "cloud_high_probability": 0.0, "snow": 0.0, "thin_cirrus": 0.0, "cloud_medium_probability": 0.0, "vegetation": 81.71, "unclassified": 3.28}', '2021-08-11': '{"vegetation": 0.0, "not_vegetated": 0.0, "no_data": 0.0, "cloud_high_probability": 0.0, "thin_cirrus": 0.0, "dark_area_pixels": 0.0, "cloud_medium_probability": 6.31, "snow": 0.0, "water": 0.0, "cloud_shadows": 0.0, "saturated_or_defective": 0.0, "unclassified": 93.69}', '2021-08-14': '{"thin_cirrus": 0.0, "saturated_or_defective": 0.0, "cloud_medium_probability": 0.0, "cloud_high_probability": 0.0, "no_data": 0.0, "snow": 0.0, "vegetation": 89.05, "cloud_shadows": 0.0, "unclassified": 2.09, "not_vegetated": 8.86, "dark_area_pixels": 0.0, "water": 0.0}', '2021-08-16': '{"dark_area_pixels": 0.0, "cloud_shadows": 0.0, "snow": 0.0, "cloud_high_probability": 0.0, "no_data": 0.0, "thin_cirrus": 0.0, "water": 0.0, "vegetation": 84.36, "not_vegetated": 12.17, "cloud_medium_probability": 0.0, "unclassified": 3.47, "saturated_or_defective": 0.0}', '2021-08-19': '{"cloud_medium_probability": 0.0, "saturated_or_defective": 0.0, "thin_cirrus": 0.0, "no_data": 0.0, "dark_area_pixels": 0.22, "snow": 0.0, "cloud_high_probability": 0.0, "vegetation": 90.87, "unclassified": 2.2, "cloud_shadows": 0.0, "water": 0.0, "not_vegetated": 6.72}', '2021-08-21': '{"not_vegetated": 7.05, "dark_area_pixels": 0.0, "cloud_shadows": 0.0, "unclassified": 2.09, "water": 0.0, "no_data": 0.0, "vegetation": 90.87, "snow": 0.0, "thin_cirrus": 0.0, "cloud_medium_probability": 0.0, "cloud_high_probability": 0.0, "saturated_or_defective": 0.0}', '2021-08-26': '{"vegetation": 56.78, "dark_area_pixels": 4.77, "no_data": 0.0, "snow": 0.0, "not_vegetated": 19.24, "cloud_medium_probability": 1.57, "water": 0.0, "unclassified": 12.49, "saturated_or_defective": 0.0, "thin_cirrus": 0.0, "cloud_high_probability": 0.0, "cloud_shadows": 5.15}', '2021-08-29': '{"snow": 0.0, "cloud_shadows": 0.0, "not_vegetated": 6.5, "dark_area_pixels": 0.54, "water": 0.0, "unclassified": 1.76, "cloud_medium_probability": 0.0, "thin_cirrus": 0.0, "vegetation": 91.19, "no_data": 0.0, "saturated_or_defective": 0.0, "cloud_high_probability": 0.0}', '2021-08-31': '{"cloud_medium_probability": 0.0, "not_vegetated": 7.83, "saturated_or_defective": 0.0, "no_data": 0.0, "unclassified": 2.22, "dark_area_pixels": 0.0, "vegetation": 89.95, "snow": 0.0, "cloud_shadows": 0.0, "water": 0.0, "cloud_high_probability": 0.0, "thin_cirrus": 0.0}', '2021-09-03': '{"dark_area_pixels": 0.0, "no_data": 0.0, "vegetation": 65.37, "thin_cirrus": 0.0, "not_vegetated": 32.66, "cloud_high_probability": 0.0, "cloud_medium_probability": 0.0, "cloud_shadows": 0.0, "snow": 0.0, "water": 0.0, "saturated_or_defective": 0.0, "unclassified": 1.98}', '2021-09-05': '{"saturated_or_defective": 0.0, "cloud_high_probability": 0.0, "unclassified": 2.09, "snow": 0.0, "vegetation": 91.3, "dark_area_pixels": 0.22, "water": 0.0, "not_vegetated": 6.4, "cloud_shadows": 0.0, "thin_cirrus": 0.0, "no_data": 0.0, "cloud_medium_probability": 0.0}', '2021-09-13': '{"cloud_shadows": 0.0, "cloud_medium_probability": 0.0, "water": 0.0, "dark_area_pixels": 0.79, "vegetation": 92.47, "thin_cirrus": 0.0, "no_data": 0.0, "unclassified": 1.19, "cloud_high_probability": 0.0, "saturated_or_defective": 0.0, "not_vegetated": 5.56, "snow": 0.0}', '2021-09-18': '{"vegetation": 77.8, "dark_area_pixels": 0.0, "water": 0.0, "snow": 0.0, "no_data": 0.0, "saturated_or_defective": 0.0, "thin_cirrus": 0.0, "cloud_shadows": 0.0, "not_vegetated": 20.05, "unclassified": 2.14, "cloud_high_probability": 0.0, "cloud_medium_probability": 0.0}', '2021-09-28': '{"saturated_or_defective": 0.0, "thin_cirrus": 0.0, "water": 0.0, "no_data": 0.0, "dark_area_pixels": 1.17, "vegetation": 14.01, "unclassified": 1.52, "cloud_high_probability": 0.0, "not_vegetated": 83.31, "snow": 0.0, "cloud_shadows": 0.0, "cloud_medium_probability": 0.0}', '2021-10-03': '{"saturated_or_defective": 0.0, "cloud_shadows": 0.0, "cloud_medium_probability": 0.0, "dark_area_pixels": 1.17, "vegetation": 11.17, "thin_cirrus": 0.0, "cloud_high_probability": 0.0, "snow": 0.0, "no_data": 0.0, "water": 0.0, "unclassified": 1.41, "not_vegetated": 86.26}', '2021-10-05': '{"unclassified": 2.14, "water": 0.0, "no_data": 0.0, "cloud_shadows": 0.0, "cloud_high_probability": 0.0, "snow": 0.0, "dark_area_pixels": 0.43, "cloud_medium_probability": 0.0, "not_vegetated": 86.83, "vegetation": 10.6, "thin_cirrus": 0.0, "saturated_or_defective": 0.0}', '2021-10-08': '{"cloud_medium_probability": 0.0, "unclassified": 1.54, "vegetation": 11.65, "not_vegetated": 85.61, "dark_area_pixels": 1.19, "cloud_shadows": 0.0, "no_data": 0.0, "saturated_or_defective": 0.0, "water": 0.0, "thin_cirrus": 0.0, "snow": 0.0, "cloud_high_probability": 0.0}', '2021-10-10': '{"cloud_high_probability": 0.0, "not_vegetated": 74.09, "saturated_or_defective": 0.0, "thin_cirrus": 13.98, "no_data": 0.0, "unclassified": 3.36, "cloud_medium_probability": 0.16, "cloud_shadows": 0.0, "snow": 0.0, "dark_area_pixels": 0.22, "water": 0.0, "vegetation": 8.18}', '2021-10-15': '{"water": 0.0, "cloud_high_probability": 0.0, "thin_cirrus": 0.0, "snow": 0.0, "vegetation": 10.68, "saturated_or_defective": 0.0, "no_data": 0.0, "dark_area_pixels": 0.43, "not_vegetated": 86.64, "cloud_medium_probability": 0.0, "unclassified": 2.25, "cloud_shadows": 0.0}', '2021-10-18': '{"thin_cirrus": 0.0, "water": 0.0, "no_data": 0.0, "unclassified": 1.19, "cloud_high_probability": 0.0, "cloud_shadows": 0.0, "dark_area_pixels": 1.49, "snow": 0.0, "cloud_medium_probability": 0.0, "not_vegetated": 84.39, "saturated_or_defective": 0.0, "vegetation": 12.93}', '2021-10-25': '{"water": 0.0, "cloud_medium_probability": 0.0, "saturated_or_defective": 0.0, "snow": 0.0, "vegetation": 1.63, "dark_area_pixels": 28.54, "unclassified": 46.45, "no_data": 0.0, "cloud_shadows": 4.42, "thin_cirrus": 0.0, "cloud_high_probability": 0.0, "not_vegetated": 18.97}', '2021-11-07': '{"dark_area_pixels": 5.56, "thin_cirrus": 0.0, "cloud_high_probability": 0.0, "cloud_shadows": 0.0, "no_data": 0.0, "cloud_medium_probability": 0.11, "unclassified": 10.87, "vegetation": 15.37, "snow": 0.0, "saturated_or_defective": 0.0, "water": 0.0, "not_vegetated": 68.1}', '2021-11-17': '{"water": 0.0, "cloud_medium_probability": 0.0, "cloud_shadows": 0.0, "no_data": 0.0, "saturated_or_defective": 0.0, "vegetation": 22.93, "cloud_high_probability": 0.0, "dark_area_pixels": 9.51, "unclassified": 21.68, "snow": 0.0, "not_vegetated": 45.88, "thin_cirrus": 0.0}', '2021-11-19': '{"vegetation": 23.31, "cloud_high_probability": 0.0, "cloud_medium_probability": 0.0, "no_data": 0.0, "snow": 0.0, "water": 0.0, "dark_area_pixels": 5.23, "cloud_shadows": 0.0, "thin_cirrus": 0.0, "unclassified": 12.79, "saturated_or_defective": 0.0, "not_vegetated": 58.67}', '2021-11-22': '{"vegetation": 40.27, "thin_cirrus": 0.0, "cloud_medium_probability": 0.0, "cloud_high_probability": 0.0, "no_data": 0.0, "snow": 0.0, "water": 0.0, "not_vegetated": 23.04, "saturated_or_defective": 0.0, "unclassified": 25.28, "cloud_shadows": 0.0, "dark_area_pixels": 11.41}', '2021-11-24': '{"thin_cirrus": 0.0, "cloud_medium_probability": 0.0, "water": 0.0, "not_vegetated": 20.98, "vegetation": 35.69, "unclassified": 15.2, "cloud_high_probability": 0.0, "dark_area_pixels": 15.47, "cloud_shadows": 12.66, "no_data": 0.0, "saturated_or_defective": 0.0, "snow": 0.0}', '2021-11-27': '{"unclassified": 25.83, "thin_cirrus": 0.0, "cloud_medium_probability": 0.0, "no_data": 0.0, "not_vegetated": 7.91, "dark_area_pixels": 6.26, "snow": 0.0, "vegetation": 49.81, "cloud_high_probability": 0.0, "water": 0.0, "saturated_or_defective": 0.0, "cloud_shadows": 10.19}', '2021-12-12': '{"dark_area_pixels": 4.47, "not_vegetated": 7.7, "unclassified": 23.74, "snow": 0.0, "vegetation": 64.09, "thin_cirrus": 0.0, "cloud_medium_probability": 0.0, "cloud_high_probability": 0.0, "no_data": 0.0, "cloud_shadows": 0.0, "saturated_or_defective": 0.0, "water": 0.0}', '2021-12-17': '{"not_vegetated": 18.54, "cloud_shadows": 0.0, "snow": 0.0, "vegetation": 65.58, "dark_area_pixels": 4.63, "saturated_or_defective": 0.0, "thin_cirrus": 0.0, "cloud_medium_probability": 0.0, "water": 0.0, "cloud_high_probability": 0.0, "no_data": 0.0, "unclassified": 11.25}', '2021-12-19': '{"snow": 0.0, "no_data": 0.0, "not_vegetated": 10.16, "water": 0.0, "cloud_shadows": 0.0, "cloud_high_probability": 0.0, "vegetation": 67.48, "saturated_or_defective": 0.0, "unclassified": 18.1, "dark_area_pixels": 4.25, "thin_cirrus": 0.0, "cloud_medium_probability": 0.0}', '2021-12-24': '{"unclassified": 39.32, "cloud_medium_probability": 0.0, "saturated_or_defective": 0.0, "no_data": 0.0, "cloud_high_probability": 0.0, "thin_cirrus": 0.0, "not_vegetated": 0.0, "cloud_shadows": 5.09, "snow": 0.0, "water": 0.0, "vegetation": 44.01, "dark_area_pixels": 11.57}'}
array([[[0. , 0.0123, 0.0144, ..., 0.0463, 0.0463, 0.0311], [0. , 0.0192, 0.0219, ..., 0.0448, 0.0448, 0.0225], [0. , 0.0521, 0.0507, ..., 0.0317, 0.0317, 0.0305], ..., [0. , 0.0129, 0.011 , ..., 0.0332, 0.0344, 0. ], [0. , 0.0205, 0.0247, ..., 0.0265, 0.0281, 0. ], [0. , 0. , 0. , ..., 0.0231, 0.0255, 0. ]], [[0. , 0.0228, 0.0243, ..., 0.0521, 0.0521, 0.0586], [0. , 0.0166, 0.0157, ..., 0.0555, 0.0555, 0.0349], [0. , 0.0421, 0.0415, ..., 0.0435, 0.0435, 0.0339], ..., [0. , 0.0158, 0.0124, ..., 0.0399, 0.0429, 0. ], [0. , 0.0222, 0.0207, ..., 0.0412, 0.0403, 0. ], [0. , 0. , 0. , ..., 0.0335, 0.0321, 0. ]], [[0. , 0.0225, 0.0254, ..., 0.0597, 0.0597, 0.0564], [0. , 0.0205, 0.0211, ..., 0.0653, 0.0653, 0.0432], [0. , 0.0473, 0.0514, ..., 0.0548, 0.0548, 0.0464], ..., ... [0. , 0.0196, 0.0225, ..., 0.0391, 0.0377, 0. ], [0. , 0.016 , 0.0175, ..., 0.0357, 0.0391, 0. ], [0. , 0. , 0. , ..., 0.0287, 0.0346, 0. ]], [[0. , 0.0007, 0.003 , ..., 0.0541, 0.0541, 0.0299], [0. , 0.0218, 0.0245, ..., 0.0493, 0.0493, 0.0233], [0. , 0.0482, 0.049 , ..., 0.0319, 0.0319, 0.0252], ..., [0. , 0.0123, 0.0101, ..., 0.0267, 0.0289, 0. ], [0. , 0.0216, 0.0243, ..., 0.0217, 0.0244, 0. ], [0. , 0. , 0. , ..., 0.0197, 0.0232, 0. ]], [[0. , 0.017 , 0.0157, ..., 0.0364, 0.0364, 0.0439], [0. , 0.023 , 0.017 , ..., 0.0464, 0.0464, 0.0354], [0. , 0.0315, 0.0314, ..., 0.0445, 0.0445, 0.0234], ..., [0. , 0.0249, 0.0247, ..., 0.0356, 0.0334, 0. ], [0. , 0.0209, 0.0275, ..., 0.0307, 0.0331, 0. ], [0. , 0. , 0. , ..., 0.0247, 0.0265, 0. ]]], dtype=float32)
- S2_B04(time, y, x)float320.0 0.0208 0.0214 ... 0.0449 0.0
- _FillValue :
- nan
- transform :
- [ 8.98360017e-05 0.00000000e+00 8.62245945e+00 0.00000000e+00 -9.04414549e-05 3.98310498e+01]
- crs :
- +init=epsg:4326
- descriptions :
- S2_B04
- AREA_OR_POINT :
- Area
- color_description :
- RED
- band_wavelength :
- 665 nm
- scene_id :
- {"2021-01-16": "S2A_32TMK_20210116_0_L2A", "2021-01-18": "S2B_32TMK_20210118_0_L2A", "2021-01-23": "S2A_32TMK_20210123_0_L2A", "2021-01-26": "S2A_32TMK_20210126_0_L2A", "2021-02-05": "S2A_32TMK_20210205_0_L2A", "2021-02-15": "S2A_32TMK_20210215_0_L2A", "2021-02-17": "S2B_32TMK_20210217_0_L2A", "2021-02-20": "S2B_32TMK_20210220_0_L2A", "2021-02-25": "S2A_32TMK_20210225_0_L2A", "2021-03-07": "S2A_32TMK_20210307_0_L2A", "2021-03-22": "S2B_32TMK_20210322_0_L2A", "2021-03-29": "S2B_32TMK_20210329_0_L2A", "2021-04-01": "S2B_32TMK_20210401_0_L2A", "2021-04-06": "S2A_32TMK_20210406_0_L2A", "2021-04-08": "S2B_32TMK_20210408_0_L2A", "2021-04-13": "S2A_32TMK_20210413_0_L2A", "2021-04-18": "S2B_32TMK_20210418_0_L2A", "2021-04-23": "S2A_32TMK_20210423_0_L2A", "2021-04-26": "S2A_32TMK_20210426_0_L2A", "2021-04-28": "S2B_32TMK_20210428_0_L2A", "2021-05-08": "S2B_32TMK_20210508_0_L2A", "2021-05-13": "S2A_32TMK_20210513_0_L2A", "2021-05-16": "S2A_32TMK_20210516_0_L2A", "2021-05-18": "S2B_32TMK_20210518_0_L2A", "2021-05-21": "S2B_32TMK_20210521_1_L2A", "2021-05-26": "S2A_32TMK_20210526_0_L2A", "2021-06-05": "S2A_32TMK_20210605_0_L2A", "2021-06-07": "S2B_32TMK_20210607_0_L2A", "2021-06-10": "S2B_32TMK_20210610_0_L2A", "2021-06-12": "S2A_32TMK_20210612_0_L2A", "2021-06-15": "S2A_32TMK_20210615_0_L2A", "2021-06-20": "S2B_32TMK_20210620_0_L2A", "2021-06-22": "S2A_32TMK_20210622_0_L2A", "2021-06-25": "S2A_32TMK_20210625_0_L2A", "2021-06-27": "S2B_32TMK_20210627_0_L2A", "2021-07-02": "S2A_32TMK_20210702_0_L2A", "2021-07-05": "S2A_32TMK_20210705_0_L2A", "2021-07-10": "S2B_32TMK_20210710_0_L2A", "2021-07-12": "S2A_32TMK_20210712_0_L2A", "2021-07-15": "S2A_32TMK_20210715_0_L2A", "2021-07-17": "S2B_32TMK_20210717_0_L2A", "2021-07-20": "S2B_32TMK_20210720_0_L2A", "2021-07-22": "S2A_32TMK_20210722_0_L2A", "2021-07-27": "S2B_32TMK_20210727_0_L2A", "2021-07-30": "S2B_32TMK_20210730_0_L2A", "2021-08-01": "S2A_32TMK_20210801_0_L2A", "2021-08-04": "S2A_32TMK_20210804_0_L2A", "2021-08-06": "S2B_32TMK_20210806_0_L2A", "2021-08-09": "S2B_32TMK_20210809_0_L2A", "2021-08-11": "S2A_32TMK_20210811_0_L2A", "2021-08-14": "S2A_32TMK_20210814_0_L2A", "2021-08-16": "S2B_32TMK_20210816_0_L2A", "2021-08-19": "S2B_32TMK_20210819_0_L2A", "2021-08-21": "S2A_32TMK_20210821_0_L2A", "2021-08-26": "S2B_32TMK_20210826_0_L2A", "2021-08-29": "S2B_32TMK_20210829_0_L2A", "2021-08-31": "S2A_32TMK_20210831_0_L2A", "2021-09-03": "S2A_32TMK_20210903_0_L2A", "2021-09-05": "S2B_32TMK_20210905_0_L2A", "2021-09-13": "S2A_32TMK_20210913_0_L2A", "2021-09-18": "S2B_32TMK_20210918_0_L2A", "2021-09-28": "S2B_32TMK_20210928_0_L2A", "2021-10-03": "S2A_32TMK_20211003_0_L2A", "2021-10-05": "S2B_32TMK_20211005_0_L2A", "2021-10-08": "S2B_32TMK_20211008_0_L2A", "2021-10-10": "S2A_32TMK_20211010_0_L2A", "2021-10-15": "S2B_32TMK_20211015_0_L2A", "2021-10-18": "S2B_32TMK_20211018_0_L2A", "2021-10-25": "S2B_32TMK_20211025_0_L2A", "2021-11-07": "S2B_32TMK_20211107_0_L2A", "2021-11-17": "S2B_32TMK_20211117_0_L2A", "2021-11-19": "S2A_32TMK_20211119_0_L2A", "2021-11-22": "S2A_32TMK_20211122_0_L2A", "2021-11-24": "S2B_32TMK_20211124_0_L2A", "2021-11-27": "S2B_32TMK_20211127_0_L2A", "2021-12-12": "S2A_32TMK_20211212_0_L2A", "2021-12-17": "S2B_32TMK_20211217_0_L2A", "2021-12-19": "S2A_32TMK_20211219_0_L2A", "2021-12-24": "S2B_32TMK_20211224_0_L2A"}
- scene_classification :
- {'2021-01-16': '{"water": 0.0, "not_vegetated": 0.0, "cloud_high_probability": 0.0, "unclassified": 1.06, "vegetation": 97.56, "snow": 0.0, "thin_cirrus": 0.0, "no_data": 0.0, "saturated_or_defective": 0.0, "dark_area_pixels": 1.38, "cloud_shadows": 0.0, "cloud_medium_probability": 0.0}', '2021-01-18': '{"unclassified": 1.73, "cloud_high_probability": 0.0, "cloud_medium_probability": 0.0, "not_vegetated": 0.49, "dark_area_pixels": 1.19, "snow": 0.0, "cloud_shadows": 0.0, "no_data": 0.0, "water": 0.0, "saturated_or_defective": 0.0, "vegetation": 96.59, "thin_cirrus": 0.0}', '2021-01-23': '{"saturated_or_defective": 0.0, "dark_area_pixels": 0.38, "unclassified": 2.22, "vegetation": 97.4, "not_vegetated": 0.0, "cloud_high_probability": 0.0, "snow": 0.0, "thin_cirrus": 0.0, "no_data": 0.0, "cloud_shadows": 0.0, "water": 0.0, "cloud_medium_probability": 0.0}', '2021-01-26': '{"thin_cirrus": 0.0, "snow": 0.0, "dark_area_pixels": 1.49, "cloud_medium_probability": 0.0, "vegetation": 97.4, "unclassified": 1.11, "cloud_high_probability": 0.0, "not_vegetated": 0.0, "saturated_or_defective": 0.0, "water": 0.0, "cloud_shadows": 0.0, "no_data": 0.0}', '2021-02-05': '{"no_data": 0.0, "vegetation": 97.4, "saturated_or_defective": 0.0, "cloud_high_probability": 0.0, "cloud_shadows": 0.0, "not_vegetated": 0.16, "water": 0.0, "thin_cirrus": 0.0, "dark_area_pixels": 0.38, "cloud_medium_probability": 0.0, "snow": 0.0, "unclassified": 2.06}', '2021-02-15': '{"not_vegetated": 0.0, "unclassified": 0.81, "dark_area_pixels": 1.33, "vegetation": 97.86, "cloud_high_probability": 0.0, "cloud_shadows": 0.0, "thin_cirrus": 0.0, "water": 0.0, "no_data": 0.0, "cloud_medium_probability": 0.0, "snow": 0.0, "saturated_or_defective": 0.0}', '2021-02-17': '{"dark_area_pixels": 0.43, "saturated_or_defective": 0.0, "cloud_high_probability": 0.0, "no_data": 0.0, "not_vegetated": 0.0, "thin_cirrus": 0.0, "unclassified": 1.6, "vegetation": 97.97, "snow": 0.0, "cloud_medium_probability": 0.0, "cloud_shadows": 0.0, "water": 0.0}', '2021-02-20': '{"thin_cirrus": 0.0, "water": 0.0, "unclassified": 1.6, "cloud_high_probability": 0.0, "snow": 0.0, "cloud_shadows": 0.0, "no_data": 0.0, "vegetation": 97.86, "not_vegetated": 0.0, "cloud_medium_probability": 0.0, "saturated_or_defective": 0.0, "dark_area_pixels": 0.54}', '2021-02-25': '{"vegetation": 97.8, "cloud_shadows": 0.0, "cloud_high_probability": 0.0, "dark_area_pixels": 0.0, "unclassified": 2.2, "saturated_or_defective": 0.0, "not_vegetated": 0.0, "water": 0.0, "cloud_medium_probability": 0.0, "snow": 0.0, "no_data": 0.0, "thin_cirrus": 0.0}', '2021-03-07': '{"snow": 0.0, "cloud_medium_probability": 1.0, "water": 0.0, "vegetation": 68.59, "unclassified": 30.41, "dark_area_pixels": 0.0, "no_data": 0.0, "thin_cirrus": 0.0, "not_vegetated": 0.0, "cloud_high_probability": 0.0, "saturated_or_defective": 0.0, "cloud_shadows": 0.0}', '2021-03-22': '{"cloud_medium_probability": 2.22, "cloud_high_probability": 0.0, "vegetation": 92.87, "snow": 0.0, "unclassified": 3.2, "no_data": 0.0, "not_vegetated": 0.98, "water": 0.0, "thin_cirrus": 0.0, "dark_area_pixels": 0.73, "saturated_or_defective": 0.0, "cloud_shadows": 0.0}', '2021-03-29': '{"cloud_medium_probability": 0.0, "unclassified": 1.92, "vegetation": 97.86, "dark_area_pixels": 0.05, "no_data": 0.0, "snow": 0.0, "cloud_shadows": 0.0, "not_vegetated": 0.16, "water": 0.0, "cloud_high_probability": 0.0, "saturated_or_defective": 0.0, "thin_cirrus": 0.0}', '2021-04-01': '{"cloud_high_probability": 0.0, "cloud_medium_probability": 0.0, "cloud_shadows": 0.0, "water": 0.0, "vegetation": 97.97, "snow": 0.0, "not_vegetated": 0.0, "thin_cirrus": 0.0, "saturated_or_defective": 0.0, "unclassified": 1.57, "dark_area_pixels": 0.46, "no_data": 0.0}', '2021-04-06': '{"cloud_high_probability": 0.0, "no_data": 0.0, "dark_area_pixels": 0.0, "thin_cirrus": 0.0, "cloud_shadows": 0.0, "water": 0.0, "unclassified": 1.44, "saturated_or_defective": 0.0, "cloud_medium_probability": 0.0, "not_vegetated": 0.0, "snow": 0.0, "vegetation": 98.56}', '2021-04-08': '{"thin_cirrus": 0.0, "cloud_high_probability": 0.0, "not_vegetated": 0.0, "unclassified": 1.65, "snow": 0.0, "water": 0.0, "no_data": 0.0, "dark_area_pixels": 0.22, "cloud_medium_probability": 0.0, "saturated_or_defective": 0.0, "cloud_shadows": 0.0, "vegetation": 98.13}', '2021-04-13': '{"cloud_shadows": 0.49, "saturated_or_defective": 0.0, "unclassified": 3.88, "vegetation": 89.35, "cloud_medium_probability": 3.01, "water": 0.0, "not_vegetated": 3.12, "cloud_high_probability": 0.16, "no_data": 0.0, "thin_cirrus": 0.0, "snow": 0.0, "dark_area_pixels": 0.0}', '2021-04-18': '{"cloud_medium_probability": 0.0, "dark_area_pixels": 0.0, "no_data": 0.0, "snow": 0.0, "not_vegetated": 0.0, "vegetation": 97.43, "cloud_high_probability": 0.0, "unclassified": 2.57, "saturated_or_defective": 0.0, "thin_cirrus": 0.0, "water": 0.0, "cloud_shadows": 0.0}', '2021-04-23': '{"unclassified": 0.7, "cloud_medium_probability": 0.0, "dark_area_pixels": 0.33, "saturated_or_defective": 0.0, "thin_cirrus": 0.0, "vegetation": 92.57, "water": 0.0, "cloud_high_probability": 0.0, "snow": 0.0, "cloud_shadows": 6.4, "not_vegetated": 0.0, "no_data": 0.0}', '2021-04-26': '{"vegetation": 98.67, "cloud_medium_probability": 0.0, "thin_cirrus": 0.0, "cloud_high_probability": 0.0, "no_data": 0.0, "not_vegetated": 0.0, "saturated_or_defective": 0.0, "cloud_shadows": 0.0, "water": 0.0, "snow": 0.0, "dark_area_pixels": 0.0, "unclassified": 1.33}', '2021-04-28': '{"cloud_shadows": 0.0, "cloud_high_probability": 0.0, "not_vegetated": 0.0, "no_data": 0.0, "snow": 0.0, "unclassified": 1.92, "saturated_or_defective": 0.0, "thin_cirrus": 0.0, "cloud_medium_probability": 0.0, "vegetation": 98.08, "dark_area_pixels": 0.0, "water": 0.0}', '2021-05-08': '{"thin_cirrus": 0.0, "cloud_medium_probability": 0.0, "cloud_shadows": 0.0, "saturated_or_defective": 0.0, "vegetation": 97.97, "cloud_high_probability": 0.0, "not_vegetated": 0.0, "water": 0.0, "no_data": 0.0, "dark_area_pixels": 0.0, "snow": 0.0, "unclassified": 2.03}', '2021-05-13': '{"snow": 0.0, "thin_cirrus": 0.0, "cloud_shadows": 0.0, "no_data": 0.0, "cloud_medium_probability": 0.0, "vegetation": 21.79, "water": 0.0, "unclassified": 2.14, "cloud_high_probability": 0.0, "dark_area_pixels": 0.0, "saturated_or_defective": 0.0, "not_vegetated": 76.07}', '2021-05-16': '{"thin_cirrus": 0.0, "snow": 0.0, "not_vegetated": 78.13, "dark_area_pixels": 0.33, "cloud_high_probability": 0.0, "no_data": 0.0, "cloud_shadows": 0.0, "water": 0.0, "vegetation": 19.95, "saturated_or_defective": 0.0, "cloud_medium_probability": 0.0, "unclassified": 1.6}', '2021-05-18': '{"no_data": 0.0, "water": 0.0, "cloud_shadows": 0.0, "vegetation": 18.54, "unclassified": 2.03, "dark_area_pixels": 0.0, "thin_cirrus": 0.0, "not_vegetated": 79.43, "snow": 0.0, "saturated_or_defective": 0.0, "cloud_high_probability": 0.0, "cloud_medium_probability": 0.0}', '2021-05-21': '{"unclassified": 1.76, "dark_area_pixels": 0.16, "water": 0.0, "snow": 0.0, "thin_cirrus": 0.0, "cloud_medium_probability": 0.0, "not_vegetated": 79.24, "vegetation": 18.83, "no_data": 0.0, "saturated_or_defective": 0.0, "cloud_shadows": 0.0, "cloud_high_probability": 0.0}', '2021-05-26': '{"not_vegetated": 80.16, "water": 0.0, "dark_area_pixels": 0.0, "thin_cirrus": 0.0, "snow": 0.0, "saturated_or_defective": 0.0, "cloud_high_probability": 0.0, "unclassified": 1.92, "cloud_shadows": 0.0, "cloud_medium_probability": 0.0, "no_data": 0.0, "vegetation": 17.91}', '2021-06-05': '{"not_vegetated": 83.25, "dark_area_pixels": 0.0, "vegetation": 14.53, "water": 0.0, "no_data": 0.0, "unclassified": 2.22, "saturated_or_defective": 0.0, "thin_cirrus": 0.0, "cloud_shadows": 0.0, "cloud_medium_probability": 0.0, "cloud_high_probability": 0.0, "snow": 0.0}', '2021-06-07': '{"water": 0.0, "thin_cirrus": 0.0, "cloud_high_probability": 0.0, "saturated_or_defective": 0.0, "cloud_shadows": 0.0, "cloud_medium_probability": 0.0, "vegetation": 15.53, "dark_area_pixels": 0.0, "no_data": 0.0, "unclassified": 1.98, "snow": 0.0, "not_vegetated": 82.49}', '2021-06-10': '{"dark_area_pixels": 0.0, "cloud_shadows": 0.0, "not_vegetated": 82.2, "snow": 0.0, "vegetation": 15.75, "cloud_medium_probability": 0.0, "no_data": 0.0, "water": 0.0, "unclassified": 2.06, "saturated_or_defective": 0.0, "cloud_high_probability": 0.0, "thin_cirrus": 0.0}', '2021-06-12': '{"cloud_medium_probability": 0.0, "not_vegetated": 79.51, "vegetation": 16.34, "cloud_shadows": 0.0, "water": 0.0, "snow": 0.0, "dark_area_pixels": 0.0, "saturated_or_defective": 0.0, "no_data": 0.0, "thin_cirrus": 0.0, "unclassified": 4.15, "cloud_high_probability": 0.0}', '2021-06-15': '{"not_vegetated": 81.06, "cloud_high_probability": 0.0, "cloud_shadows": 0.0, "cloud_medium_probability": 0.0, "dark_area_pixels": 0.22, "vegetation": 16.78, "water": 0.0, "no_data": 0.0, "unclassified": 1.95, "snow": 0.0, "saturated_or_defective": 0.0, "thin_cirrus": 0.0}', '2021-06-20': '{"not_vegetated": 96.02, "cloud_medium_probability": 0.0, "saturated_or_defective": 0.0, "dark_area_pixels": 0.0, "vegetation": 2.55, "no_data": 0.0, "thin_cirrus": 0.0, "snow": 0.0, "cloud_high_probability": 0.0, "cloud_shadows": 0.0, "water": 0.0, "unclassified": 1.44}', '2021-06-22': '{"snow": 0.0, "thin_cirrus": 0.0, "cloud_medium_probability": 0.0, "cloud_high_probability": 0.0, "no_data": 0.0, "vegetation": 13.06, "dark_area_pixels": 0.0, "cloud_shadows": 0.0, "water": 0.0, "saturated_or_defective": 0.0, "not_vegetated": 85.45, "unclassified": 1.49}', '2021-06-25': '{"vegetation": 10.98, "saturated_or_defective": 0.0, "unclassified": 1.65, "snow": 0.0, "cloud_medium_probability": 0.0, "no_data": 0.0, "cloud_shadows": 0.0, "water": 0.0, "thin_cirrus": 0.0, "not_vegetated": 87.37, "cloud_high_probability": 0.0, "dark_area_pixels": 0.0}', '2021-06-27': '{"cloud_shadows": 0.0, "cloud_medium_probability": 0.0, "unclassified": 1.22, "snow": 0.0, "dark_area_pixels": 0.0, "vegetation": 6.53, "thin_cirrus": 0.0, "saturated_or_defective": 0.0, "not_vegetated": 92.25, "no_data": 0.0, "cloud_high_probability": 0.0, "water": 0.0}', '2021-07-02': '{"unclassified": 1.71, "vegetation": 16.61, "no_data": 0.0, "saturated_or_defective": 0.0, "dark_area_pixels": 0.0, "cloud_high_probability": 0.0, "not_vegetated": 81.68, "thin_cirrus": 0.0, "cloud_medium_probability": 0.0, "snow": 0.0, "water": 0.0, "cloud_shadows": 0.0}', '2021-07-05': '{"no_data": 0.0, "unclassified": 1.76, "cloud_high_probability": 0.0, "water": 0.0, "dark_area_pixels": 0.05, "saturated_or_defective": 0.0, "cloud_shadows": 0.0, "snow": 0.0, "not_vegetated": 72.06, "thin_cirrus": 0.0, "cloud_medium_probability": 0.0, "vegetation": 26.12}', '2021-07-10': '{"snow": 0.0, "dark_area_pixels": 0.05, "no_data": 0.0, "unclassified": 2.14, "cloud_shadows": 0.0, "cloud_high_probability": 0.0, "saturated_or_defective": 0.0, "cloud_medium_probability": 0.0, "vegetation": 62.47, "not_vegetated": 35.34, "water": 0.0, "thin_cirrus": 0.0}', '2021-07-12': '{"snow": 0.0, "dark_area_pixels": 0.0, "thin_cirrus": 0.0, "cloud_medium_probability": 0.0, "no_data": 0.0, "cloud_high_probability": 0.0, "cloud_shadows": 0.0, "unclassified": 1.06, "vegetation": 15.18, "not_vegetated": 83.77, "water": 0.0, "saturated_or_defective": 0.0}', '2021-07-15': '{"cloud_high_probability": 0.0, "unclassified": 1.71, "cloud_shadows": 0.0, "saturated_or_defective": 0.0, "dark_area_pixels": 0.0, "snow": 0.0, "thin_cirrus": 0.0, "cloud_medium_probability": 0.0, "not_vegetated": 13.88, "water": 0.0, "no_data": 0.0, "vegetation": 84.42}', '2021-07-17': '{"unclassified": 2.03, "thin_cirrus": 0.0, "saturated_or_defective": 0.0, "cloud_medium_probability": 0.0, "cloud_high_probability": 0.0, "cloud_shadows": 0.0, "no_data": 0.0, "water": 0.0, "not_vegetated": 16.69, "dark_area_pixels": 0.0, "snow": 0.0, "vegetation": 81.27}', '2021-07-20': '{"not_vegetated": 10.79, "no_data": 0.0, "vegetation": 87.07, "cloud_shadows": 0.0, "thin_cirrus": 0.0, "water": 0.0, "dark_area_pixels": 0.19, "cloud_high_probability": 0.0, "saturated_or_defective": 0.0, "unclassified": 1.95, "snow": 0.0, "cloud_medium_probability": 0.0}', '2021-07-22': '{"saturated_or_defective": 0.0, "unclassified": 1.98, "vegetation": 86.12, "water": 0.0, "snow": 0.0, "cloud_high_probability": 0.0, "cloud_shadows": 0.0, "cloud_medium_probability": 0.0, "not_vegetated": 11.9, "dark_area_pixels": 0.0, "thin_cirrus": 0.0, "no_data": 0.0}', '2021-07-27': '{"snow": 0.0, "cloud_medium_probability": 0.0, "unclassified": 4.82, "thin_cirrus": 0.0, "cloud_high_probability": 0.0, "dark_area_pixels": 0.0, "water": 0.0, "vegetation": 80.3, "cloud_shadows": 0.0, "saturated_or_defective": 0.0, "not_vegetated": 14.88, "no_data": 0.0}', '2021-07-30': '{"water": 0.0, "no_data": 0.0, "cloud_shadows": 0.0, "cloud_medium_probability": 0.0, "thin_cirrus": 0.0, "dark_area_pixels": 0.0, "unclassified": 2.14, "cloud_high_probability": 0.0, "not_vegetated": 8.21, "saturated_or_defective": 0.0, "snow": 0.0, "vegetation": 89.65}', '2021-08-01': '{"snow": 0.0, "water": 0.0, "thin_cirrus": 0.0, "cloud_medium_probability": 0.0, "cloud_shadows": 0.0, "no_data": 0.0, "not_vegetated": 5.47, "vegetation": 79.16, "cloud_high_probability": 0.0, "unclassified": 15.04, "saturated_or_defective": 0.0, "dark_area_pixels": 0.33}', '2021-08-04': '{"not_vegetated": 16.67, "water": 0.0, "cloud_shadows": 0.0, "unclassified": 3.22, "vegetation": 79.81, "dark_area_pixels": 0.0, "cloud_high_probability": 0.0, "cloud_medium_probability": 0.3, "saturated_or_defective": 0.0, "snow": 0.0, "no_data": 0.0, "thin_cirrus": 0.0}', '2021-08-06': '{"snow": 0.0, "no_data": 0.0, "dark_area_pixels": 0.0, "vegetation": 90.65, "thin_cirrus": 0.0, "saturated_or_defective": 0.0, "cloud_high_probability": 0.0, "water": 0.0, "cloud_medium_probability": 0.0, "not_vegetated": 7.37, "unclassified": 1.98, "cloud_shadows": 0.0}', '2021-08-09': '{"water": 0.0, "no_data": 0.0, "dark_area_pixels": 0.0, "cloud_shadows": 0.0, "saturated_or_defective": 0.0, "not_vegetated": 15.01, "cloud_high_probability": 0.0, "snow": 0.0, "thin_cirrus": 0.0, "cloud_medium_probability": 0.0, "vegetation": 81.71, "unclassified": 3.28}', '2021-08-11': '{"vegetation": 0.0, "not_vegetated": 0.0, "no_data": 0.0, "cloud_high_probability": 0.0, "thin_cirrus": 0.0, "dark_area_pixels": 0.0, "cloud_medium_probability": 6.31, "snow": 0.0, "water": 0.0, "cloud_shadows": 0.0, "saturated_or_defective": 0.0, "unclassified": 93.69}', '2021-08-14': '{"thin_cirrus": 0.0, "saturated_or_defective": 0.0, "cloud_medium_probability": 0.0, "cloud_high_probability": 0.0, "no_data": 0.0, "snow": 0.0, "vegetation": 89.05, "cloud_shadows": 0.0, "unclassified": 2.09, "not_vegetated": 8.86, "dark_area_pixels": 0.0, "water": 0.0}', '2021-08-16': '{"dark_area_pixels": 0.0, "cloud_shadows": 0.0, "snow": 0.0, "cloud_high_probability": 0.0, "no_data": 0.0, "thin_cirrus": 0.0, "water": 0.0, "vegetation": 84.36, "not_vegetated": 12.17, "cloud_medium_probability": 0.0, "unclassified": 3.47, "saturated_or_defective": 0.0}', '2021-08-19': '{"cloud_medium_probability": 0.0, "saturated_or_defective": 0.0, "thin_cirrus": 0.0, "no_data": 0.0, "dark_area_pixels": 0.22, "snow": 0.0, "cloud_high_probability": 0.0, "vegetation": 90.87, "unclassified": 2.2, "cloud_shadows": 0.0, "water": 0.0, "not_vegetated": 6.72}', '2021-08-21': '{"not_vegetated": 7.05, "dark_area_pixels": 0.0, "cloud_shadows": 0.0, "unclassified": 2.09, "water": 0.0, "no_data": 0.0, "vegetation": 90.87, "snow": 0.0, "thin_cirrus": 0.0, "cloud_medium_probability": 0.0, "cloud_high_probability": 0.0, "saturated_or_defective": 0.0}', '2021-08-26': '{"vegetation": 56.78, "dark_area_pixels": 4.77, "no_data": 0.0, "snow": 0.0, "not_vegetated": 19.24, "cloud_medium_probability": 1.57, "water": 0.0, "unclassified": 12.49, "saturated_or_defective": 0.0, "thin_cirrus": 0.0, "cloud_high_probability": 0.0, "cloud_shadows": 5.15}', '2021-08-29': '{"snow": 0.0, "cloud_shadows": 0.0, "not_vegetated": 6.5, "dark_area_pixels": 0.54, "water": 0.0, "unclassified": 1.76, "cloud_medium_probability": 0.0, "thin_cirrus": 0.0, "vegetation": 91.19, "no_data": 0.0, "saturated_or_defective": 0.0, "cloud_high_probability": 0.0}', '2021-08-31': '{"cloud_medium_probability": 0.0, "not_vegetated": 7.83, "saturated_or_defective": 0.0, "no_data": 0.0, "unclassified": 2.22, "dark_area_pixels": 0.0, "vegetation": 89.95, "snow": 0.0, "cloud_shadows": 0.0, "water": 0.0, "cloud_high_probability": 0.0, "thin_cirrus": 0.0}', '2021-09-03': '{"dark_area_pixels": 0.0, "no_data": 0.0, "vegetation": 65.37, "thin_cirrus": 0.0, "not_vegetated": 32.66, "cloud_high_probability": 0.0, "cloud_medium_probability": 0.0, "cloud_shadows": 0.0, "snow": 0.0, "water": 0.0, "saturated_or_defective": 0.0, "unclassified": 1.98}', '2021-09-05': '{"saturated_or_defective": 0.0, "cloud_high_probability": 0.0, "unclassified": 2.09, "snow": 0.0, "vegetation": 91.3, "dark_area_pixels": 0.22, "water": 0.0, "not_vegetated": 6.4, "cloud_shadows": 0.0, "thin_cirrus": 0.0, "no_data": 0.0, "cloud_medium_probability": 0.0}', '2021-09-13': '{"cloud_shadows": 0.0, "cloud_medium_probability": 0.0, "water": 0.0, "dark_area_pixels": 0.79, "vegetation": 92.47, "thin_cirrus": 0.0, "no_data": 0.0, "unclassified": 1.19, "cloud_high_probability": 0.0, "saturated_or_defective": 0.0, "not_vegetated": 5.56, "snow": 0.0}', '2021-09-18': '{"vegetation": 77.8, "dark_area_pixels": 0.0, "water": 0.0, "snow": 0.0, "no_data": 0.0, "saturated_or_defective": 0.0, "thin_cirrus": 0.0, "cloud_shadows": 0.0, "not_vegetated": 20.05, "unclassified": 2.14, "cloud_high_probability": 0.0, "cloud_medium_probability": 0.0}', '2021-09-28': '{"saturated_or_defective": 0.0, "thin_cirrus": 0.0, "water": 0.0, "no_data": 0.0, "dark_area_pixels": 1.17, "vegetation": 14.01, "unclassified": 1.52, "cloud_high_probability": 0.0, "not_vegetated": 83.31, "snow": 0.0, "cloud_shadows": 0.0, "cloud_medium_probability": 0.0}', '2021-10-03': '{"saturated_or_defective": 0.0, "cloud_shadows": 0.0, "cloud_medium_probability": 0.0, "dark_area_pixels": 1.17, "vegetation": 11.17, "thin_cirrus": 0.0, "cloud_high_probability": 0.0, "snow": 0.0, "no_data": 0.0, "water": 0.0, "unclassified": 1.41, "not_vegetated": 86.26}', '2021-10-05': '{"unclassified": 2.14, "water": 0.0, "no_data": 0.0, "cloud_shadows": 0.0, "cloud_high_probability": 0.0, "snow": 0.0, "dark_area_pixels": 0.43, "cloud_medium_probability": 0.0, "not_vegetated": 86.83, "vegetation": 10.6, "thin_cirrus": 0.0, "saturated_or_defective": 0.0}', '2021-10-08': '{"cloud_medium_probability": 0.0, "unclassified": 1.54, "vegetation": 11.65, "not_vegetated": 85.61, "dark_area_pixels": 1.19, "cloud_shadows": 0.0, "no_data": 0.0, "saturated_or_defective": 0.0, "water": 0.0, "thin_cirrus": 0.0, "snow": 0.0, "cloud_high_probability": 0.0}', '2021-10-10': '{"cloud_high_probability": 0.0, "not_vegetated": 74.09, "saturated_or_defective": 0.0, "thin_cirrus": 13.98, "no_data": 0.0, "unclassified": 3.36, "cloud_medium_probability": 0.16, "cloud_shadows": 0.0, "snow": 0.0, "dark_area_pixels": 0.22, "water": 0.0, "vegetation": 8.18}', '2021-10-15': '{"water": 0.0, "cloud_high_probability": 0.0, "thin_cirrus": 0.0, "snow": 0.0, "vegetation": 10.68, "saturated_or_defective": 0.0, "no_data": 0.0, "dark_area_pixels": 0.43, "not_vegetated": 86.64, "cloud_medium_probability": 0.0, "unclassified": 2.25, "cloud_shadows": 0.0}', '2021-10-18': '{"thin_cirrus": 0.0, "water": 0.0, "no_data": 0.0, "unclassified": 1.19, "cloud_high_probability": 0.0, "cloud_shadows": 0.0, "dark_area_pixels": 1.49, "snow": 0.0, "cloud_medium_probability": 0.0, "not_vegetated": 84.39, "saturated_or_defective": 0.0, "vegetation": 12.93}', '2021-10-25': '{"water": 0.0, "cloud_medium_probability": 0.0, "saturated_or_defective": 0.0, "snow": 0.0, "vegetation": 1.63, "dark_area_pixels": 28.54, "unclassified": 46.45, "no_data": 0.0, "cloud_shadows": 4.42, "thin_cirrus": 0.0, "cloud_high_probability": 0.0, "not_vegetated": 18.97}', '2021-11-07': '{"dark_area_pixels": 5.56, "thin_cirrus": 0.0, "cloud_high_probability": 0.0, "cloud_shadows": 0.0, "no_data": 0.0, "cloud_medium_probability": 0.11, "unclassified": 10.87, "vegetation": 15.37, "snow": 0.0, "saturated_or_defective": 0.0, "water": 0.0, "not_vegetated": 68.1}', '2021-11-17': '{"water": 0.0, "cloud_medium_probability": 0.0, "cloud_shadows": 0.0, "no_data": 0.0, "saturated_or_defective": 0.0, "vegetation": 22.93, "cloud_high_probability": 0.0, "dark_area_pixels": 9.51, "unclassified": 21.68, "snow": 0.0, "not_vegetated": 45.88, "thin_cirrus": 0.0}', '2021-11-19': '{"vegetation": 23.31, "cloud_high_probability": 0.0, "cloud_medium_probability": 0.0, "no_data": 0.0, "snow": 0.0, "water": 0.0, "dark_area_pixels": 5.23, "cloud_shadows": 0.0, "thin_cirrus": 0.0, "unclassified": 12.79, "saturated_or_defective": 0.0, "not_vegetated": 58.67}', '2021-11-22': '{"vegetation": 40.27, "thin_cirrus": 0.0, "cloud_medium_probability": 0.0, "cloud_high_probability": 0.0, "no_data": 0.0, "snow": 0.0, "water": 0.0, "not_vegetated": 23.04, "saturated_or_defective": 0.0, "unclassified": 25.28, "cloud_shadows": 0.0, "dark_area_pixels": 11.41}', '2021-11-24': '{"thin_cirrus": 0.0, "cloud_medium_probability": 0.0, "water": 0.0, "not_vegetated": 20.98, "vegetation": 35.69, "unclassified": 15.2, "cloud_high_probability": 0.0, "dark_area_pixels": 15.47, "cloud_shadows": 12.66, "no_data": 0.0, "saturated_or_defective": 0.0, "snow": 0.0}', '2021-11-27': '{"unclassified": 25.83, "thin_cirrus": 0.0, "cloud_medium_probability": 0.0, "no_data": 0.0, "not_vegetated": 7.91, "dark_area_pixels": 6.26, "snow": 0.0, "vegetation": 49.81, "cloud_high_probability": 0.0, "water": 0.0, "saturated_or_defective": 0.0, "cloud_shadows": 10.19}', '2021-12-12': '{"dark_area_pixels": 4.47, "not_vegetated": 7.7, "unclassified": 23.74, "snow": 0.0, "vegetation": 64.09, "thin_cirrus": 0.0, "cloud_medium_probability": 0.0, "cloud_high_probability": 0.0, "no_data": 0.0, "cloud_shadows": 0.0, "saturated_or_defective": 0.0, "water": 0.0}', '2021-12-17': '{"not_vegetated": 18.54, "cloud_shadows": 0.0, "snow": 0.0, "vegetation": 65.58, "dark_area_pixels": 4.63, "saturated_or_defective": 0.0, "thin_cirrus": 0.0, "cloud_medium_probability": 0.0, "water": 0.0, "cloud_high_probability": 0.0, "no_data": 0.0, "unclassified": 11.25}', '2021-12-19': '{"snow": 0.0, "no_data": 0.0, "not_vegetated": 10.16, "water": 0.0, "cloud_shadows": 0.0, "cloud_high_probability": 0.0, "vegetation": 67.48, "saturated_or_defective": 0.0, "unclassified": 18.1, "dark_area_pixels": 4.25, "thin_cirrus": 0.0, "cloud_medium_probability": 0.0}', '2021-12-24': '{"unclassified": 39.32, "cloud_medium_probability": 0.0, "saturated_or_defective": 0.0, "no_data": 0.0, "cloud_high_probability": 0.0, "thin_cirrus": 0.0, "not_vegetated": 0.0, "cloud_shadows": 5.09, "snow": 0.0, "water": 0.0, "vegetation": 44.01, "dark_area_pixels": 11.57}'}
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- S2_B08(time, y, x)float320.0 0.1198 0.1394 ... 0.1556 0.0
- _FillValue :
- nan
- transform :
- [ 8.98360017e-05 0.00000000e+00 8.62245945e+00 0.00000000e+00 -9.04414549e-05 3.98310498e+01]
- crs :
- +init=epsg:4326
- descriptions :
- S2_B08
- AREA_OR_POINT :
- Area
- color_description :
- NIR
- band_wavelength :
- 842 nm
- scene_id :
- {"2021-01-16": "S2A_32TMK_20210116_0_L2A", "2021-01-18": "S2B_32TMK_20210118_0_L2A", "2021-01-23": "S2A_32TMK_20210123_0_L2A", "2021-01-26": "S2A_32TMK_20210126_0_L2A", "2021-02-05": "S2A_32TMK_20210205_0_L2A", "2021-02-15": "S2A_32TMK_20210215_0_L2A", "2021-02-17": "S2B_32TMK_20210217_0_L2A", "2021-02-20": "S2B_32TMK_20210220_0_L2A", "2021-02-25": "S2A_32TMK_20210225_0_L2A", "2021-03-07": "S2A_32TMK_20210307_0_L2A", "2021-03-22": "S2B_32TMK_20210322_0_L2A", "2021-03-29": "S2B_32TMK_20210329_0_L2A", "2021-04-01": "S2B_32TMK_20210401_0_L2A", "2021-04-06": "S2A_32TMK_20210406_0_L2A", "2021-04-08": "S2B_32TMK_20210408_0_L2A", "2021-04-13": "S2A_32TMK_20210413_0_L2A", "2021-04-18": "S2B_32TMK_20210418_0_L2A", "2021-04-23": "S2A_32TMK_20210423_0_L2A", "2021-04-26": "S2A_32TMK_20210426_0_L2A", "2021-04-28": "S2B_32TMK_20210428_0_L2A", "2021-05-08": "S2B_32TMK_20210508_0_L2A", "2021-05-13": "S2A_32TMK_20210513_0_L2A", "2021-05-16": "S2A_32TMK_20210516_0_L2A", "2021-05-18": "S2B_32TMK_20210518_0_L2A", "2021-05-21": "S2B_32TMK_20210521_1_L2A", "2021-05-26": "S2A_32TMK_20210526_0_L2A", "2021-06-05": "S2A_32TMK_20210605_0_L2A", "2021-06-07": "S2B_32TMK_20210607_0_L2A", "2021-06-10": "S2B_32TMK_20210610_0_L2A", "2021-06-12": "S2A_32TMK_20210612_0_L2A", "2021-06-15": "S2A_32TMK_20210615_0_L2A", "2021-06-20": "S2B_32TMK_20210620_0_L2A", "2021-06-22": "S2A_32TMK_20210622_0_L2A", "2021-06-25": "S2A_32TMK_20210625_0_L2A", "2021-06-27": "S2B_32TMK_20210627_0_L2A", "2021-07-02": "S2A_32TMK_20210702_0_L2A", "2021-07-05": "S2A_32TMK_20210705_0_L2A", "2021-07-10": "S2B_32TMK_20210710_0_L2A", "2021-07-12": "S2A_32TMK_20210712_0_L2A", "2021-07-15": "S2A_32TMK_20210715_0_L2A", "2021-07-17": "S2B_32TMK_20210717_0_L2A", "2021-07-20": "S2B_32TMK_20210720_0_L2A", "2021-07-22": "S2A_32TMK_20210722_0_L2A", "2021-07-27": "S2B_32TMK_20210727_0_L2A", "2021-07-30": "S2B_32TMK_20210730_0_L2A", "2021-08-01": "S2A_32TMK_20210801_0_L2A", "2021-08-04": "S2A_32TMK_20210804_0_L2A", "2021-08-06": "S2B_32TMK_20210806_0_L2A", "2021-08-09": "S2B_32TMK_20210809_0_L2A", "2021-08-11": "S2A_32TMK_20210811_0_L2A", "2021-08-14": "S2A_32TMK_20210814_0_L2A", "2021-08-16": "S2B_32TMK_20210816_0_L2A", "2021-08-19": "S2B_32TMK_20210819_0_L2A", "2021-08-21": "S2A_32TMK_20210821_0_L2A", "2021-08-26": "S2B_32TMK_20210826_0_L2A", "2021-08-29": "S2B_32TMK_20210829_0_L2A", "2021-08-31": "S2A_32TMK_20210831_0_L2A", "2021-09-03": "S2A_32TMK_20210903_0_L2A", "2021-09-05": "S2B_32TMK_20210905_0_L2A", "2021-09-13": "S2A_32TMK_20210913_0_L2A", "2021-09-18": "S2B_32TMK_20210918_0_L2A", "2021-09-28": "S2B_32TMK_20210928_0_L2A", "2021-10-03": "S2A_32TMK_20211003_0_L2A", "2021-10-05": "S2B_32TMK_20211005_0_L2A", "2021-10-08": "S2B_32TMK_20211008_0_L2A", "2021-10-10": "S2A_32TMK_20211010_0_L2A", "2021-10-15": "S2B_32TMK_20211015_0_L2A", "2021-10-18": "S2B_32TMK_20211018_0_L2A", "2021-10-25": "S2B_32TMK_20211025_0_L2A", "2021-11-07": "S2B_32TMK_20211107_0_L2A", "2021-11-17": "S2B_32TMK_20211117_0_L2A", "2021-11-19": "S2A_32TMK_20211119_0_L2A", "2021-11-22": "S2A_32TMK_20211122_0_L2A", "2021-11-24": "S2B_32TMK_20211124_0_L2A", "2021-11-27": "S2B_32TMK_20211127_0_L2A", "2021-12-12": "S2A_32TMK_20211212_0_L2A", "2021-12-17": "S2B_32TMK_20211217_0_L2A", "2021-12-19": "S2A_32TMK_20211219_0_L2A", "2021-12-24": "S2B_32TMK_20211224_0_L2A"}
- scene_classification :
- {'2021-01-16': '{"water": 0.0, "not_vegetated": 0.0, "cloud_high_probability": 0.0, "unclassified": 1.06, "vegetation": 97.56, "snow": 0.0, "thin_cirrus": 0.0, "no_data": 0.0, "saturated_or_defective": 0.0, "dark_area_pixels": 1.38, "cloud_shadows": 0.0, "cloud_medium_probability": 0.0}', '2021-01-18': '{"unclassified": 1.73, "cloud_high_probability": 0.0, "cloud_medium_probability": 0.0, "not_vegetated": 0.49, "dark_area_pixels": 1.19, "snow": 0.0, "cloud_shadows": 0.0, "no_data": 0.0, "water": 0.0, "saturated_or_defective": 0.0, "vegetation": 96.59, "thin_cirrus": 0.0}', '2021-01-23': '{"saturated_or_defective": 0.0, "dark_area_pixels": 0.38, "unclassified": 2.22, "vegetation": 97.4, "not_vegetated": 0.0, "cloud_high_probability": 0.0, "snow": 0.0, "thin_cirrus": 0.0, "no_data": 0.0, "cloud_shadows": 0.0, "water": 0.0, "cloud_medium_probability": 0.0}', '2021-01-26': '{"thin_cirrus": 0.0, "snow": 0.0, "dark_area_pixels": 1.49, "cloud_medium_probability": 0.0, "vegetation": 97.4, "unclassified": 1.11, "cloud_high_probability": 0.0, "not_vegetated": 0.0, "saturated_or_defective": 0.0, "water": 0.0, "cloud_shadows": 0.0, "no_data": 0.0}', '2021-02-05': '{"no_data": 0.0, "vegetation": 97.4, "saturated_or_defective": 0.0, "cloud_high_probability": 0.0, "cloud_shadows": 0.0, "not_vegetated": 0.16, "water": 0.0, "thin_cirrus": 0.0, "dark_area_pixels": 0.38, "cloud_medium_probability": 0.0, "snow": 0.0, "unclassified": 2.06}', '2021-02-15': '{"not_vegetated": 0.0, "unclassified": 0.81, "dark_area_pixels": 1.33, "vegetation": 97.86, "cloud_high_probability": 0.0, "cloud_shadows": 0.0, "thin_cirrus": 0.0, "water": 0.0, "no_data": 0.0, "cloud_medium_probability": 0.0, "snow": 0.0, "saturated_or_defective": 0.0}', '2021-02-17': '{"dark_area_pixels": 0.43, "saturated_or_defective": 0.0, "cloud_high_probability": 0.0, "no_data": 0.0, "not_vegetated": 0.0, "thin_cirrus": 0.0, "unclassified": 1.6, "vegetation": 97.97, "snow": 0.0, "cloud_medium_probability": 0.0, "cloud_shadows": 0.0, "water": 0.0}', '2021-02-20': '{"thin_cirrus": 0.0, "water": 0.0, "unclassified": 1.6, "cloud_high_probability": 0.0, "snow": 0.0, "cloud_shadows": 0.0, "no_data": 0.0, "vegetation": 97.86, "not_vegetated": 0.0, "cloud_medium_probability": 0.0, "saturated_or_defective": 0.0, "dark_area_pixels": 0.54}', '2021-02-25': '{"vegetation": 97.8, "cloud_shadows": 0.0, "cloud_high_probability": 0.0, "dark_area_pixels": 0.0, "unclassified": 2.2, "saturated_or_defective": 0.0, "not_vegetated": 0.0, "water": 0.0, "cloud_medium_probability": 0.0, "snow": 0.0, "no_data": 0.0, "thin_cirrus": 0.0}', '2021-03-07': '{"snow": 0.0, "cloud_medium_probability": 1.0, "water": 0.0, "vegetation": 68.59, "unclassified": 30.41, "dark_area_pixels": 0.0, "no_data": 0.0, "thin_cirrus": 0.0, "not_vegetated": 0.0, "cloud_high_probability": 0.0, "saturated_or_defective": 0.0, "cloud_shadows": 0.0}', '2021-03-22': '{"cloud_medium_probability": 2.22, "cloud_high_probability": 0.0, "vegetation": 92.87, "snow": 0.0, "unclassified": 3.2, "no_data": 0.0, "not_vegetated": 0.98, "water": 0.0, "thin_cirrus": 0.0, "dark_area_pixels": 0.73, "saturated_or_defective": 0.0, "cloud_shadows": 0.0}', '2021-03-29': '{"cloud_medium_probability": 0.0, "unclassified": 1.92, "vegetation": 97.86, "dark_area_pixels": 0.05, "no_data": 0.0, "snow": 0.0, "cloud_shadows": 0.0, "not_vegetated": 0.16, "water": 0.0, "cloud_high_probability": 0.0, "saturated_or_defective": 0.0, "thin_cirrus": 0.0}', '2021-04-01': '{"cloud_high_probability": 0.0, "cloud_medium_probability": 0.0, "cloud_shadows": 0.0, "water": 0.0, "vegetation": 97.97, "snow": 0.0, "not_vegetated": 0.0, "thin_cirrus": 0.0, "saturated_or_defective": 0.0, "unclassified": 1.57, "dark_area_pixels": 0.46, "no_data": 0.0}', '2021-04-06': '{"cloud_high_probability": 0.0, "no_data": 0.0, "dark_area_pixels": 0.0, "thin_cirrus": 0.0, "cloud_shadows": 0.0, "water": 0.0, "unclassified": 1.44, "saturated_or_defective": 0.0, "cloud_medium_probability": 0.0, "not_vegetated": 0.0, "snow": 0.0, "vegetation": 98.56}', '2021-04-08': '{"thin_cirrus": 0.0, "cloud_high_probability": 0.0, "not_vegetated": 0.0, "unclassified": 1.65, "snow": 0.0, "water": 0.0, "no_data": 0.0, "dark_area_pixels": 0.22, "cloud_medium_probability": 0.0, "saturated_or_defective": 0.0, "cloud_shadows": 0.0, "vegetation": 98.13}', '2021-04-13': '{"cloud_shadows": 0.49, "saturated_or_defective": 0.0, "unclassified": 3.88, "vegetation": 89.35, "cloud_medium_probability": 3.01, "water": 0.0, "not_vegetated": 3.12, "cloud_high_probability": 0.16, "no_data": 0.0, "thin_cirrus": 0.0, "snow": 0.0, "dark_area_pixels": 0.0}', '2021-04-18': '{"cloud_medium_probability": 0.0, "dark_area_pixels": 0.0, "no_data": 0.0, "snow": 0.0, "not_vegetated": 0.0, "vegetation": 97.43, "cloud_high_probability": 0.0, "unclassified": 2.57, "saturated_or_defective": 0.0, "thin_cirrus": 0.0, "water": 0.0, "cloud_shadows": 0.0}', '2021-04-23': '{"unclassified": 0.7, "cloud_medium_probability": 0.0, "dark_area_pixels": 0.33, "saturated_or_defective": 0.0, "thin_cirrus": 0.0, "vegetation": 92.57, "water": 0.0, "cloud_high_probability": 0.0, "snow": 0.0, "cloud_shadows": 6.4, "not_vegetated": 0.0, "no_data": 0.0}', '2021-04-26': '{"vegetation": 98.67, "cloud_medium_probability": 0.0, "thin_cirrus": 0.0, "cloud_high_probability": 0.0, "no_data": 0.0, "not_vegetated": 0.0, "saturated_or_defective": 0.0, "cloud_shadows": 0.0, "water": 0.0, "snow": 0.0, "dark_area_pixels": 0.0, "unclassified": 1.33}', '2021-04-28': '{"cloud_shadows": 0.0, "cloud_high_probability": 0.0, "not_vegetated": 0.0, "no_data": 0.0, "snow": 0.0, "unclassified": 1.92, "saturated_or_defective": 0.0, "thin_cirrus": 0.0, "cloud_medium_probability": 0.0, "vegetation": 98.08, "dark_area_pixels": 0.0, "water": 0.0}', '2021-05-08': '{"thin_cirrus": 0.0, "cloud_medium_probability": 0.0, "cloud_shadows": 0.0, "saturated_or_defective": 0.0, "vegetation": 97.97, "cloud_high_probability": 0.0, "not_vegetated": 0.0, "water": 0.0, "no_data": 0.0, "dark_area_pixels": 0.0, "snow": 0.0, "unclassified": 2.03}', '2021-05-13': '{"snow": 0.0, "thin_cirrus": 0.0, "cloud_shadows": 0.0, "no_data": 0.0, "cloud_medium_probability": 0.0, "vegetation": 21.79, "water": 0.0, "unclassified": 2.14, "cloud_high_probability": 0.0, "dark_area_pixels": 0.0, "saturated_or_defective": 0.0, "not_vegetated": 76.07}', '2021-05-16': '{"thin_cirrus": 0.0, "snow": 0.0, "not_vegetated": 78.13, "dark_area_pixels": 0.33, "cloud_high_probability": 0.0, "no_data": 0.0, "cloud_shadows": 0.0, "water": 0.0, "vegetation": 19.95, "saturated_or_defective": 0.0, "cloud_medium_probability": 0.0, "unclassified": 1.6}', '2021-05-18': '{"no_data": 0.0, "water": 0.0, "cloud_shadows": 0.0, "vegetation": 18.54, "unclassified": 2.03, "dark_area_pixels": 0.0, "thin_cirrus": 0.0, "not_vegetated": 79.43, "snow": 0.0, "saturated_or_defective": 0.0, "cloud_high_probability": 0.0, "cloud_medium_probability": 0.0}', '2021-05-21': '{"unclassified": 1.76, "dark_area_pixels": 0.16, "water": 0.0, "snow": 0.0, "thin_cirrus": 0.0, "cloud_medium_probability": 0.0, "not_vegetated": 79.24, "vegetation": 18.83, "no_data": 0.0, "saturated_or_defective": 0.0, "cloud_shadows": 0.0, "cloud_high_probability": 0.0}', '2021-05-26': '{"not_vegetated": 80.16, "water": 0.0, "dark_area_pixels": 0.0, "thin_cirrus": 0.0, "snow": 0.0, "saturated_or_defective": 0.0, "cloud_high_probability": 0.0, "unclassified": 1.92, "cloud_shadows": 0.0, "cloud_medium_probability": 0.0, "no_data": 0.0, "vegetation": 17.91}', '2021-06-05': '{"not_vegetated": 83.25, "dark_area_pixels": 0.0, "vegetation": 14.53, "water": 0.0, "no_data": 0.0, "unclassified": 2.22, "saturated_or_defective": 0.0, "thin_cirrus": 0.0, "cloud_shadows": 0.0, "cloud_medium_probability": 0.0, "cloud_high_probability": 0.0, "snow": 0.0}', '2021-06-07': '{"water": 0.0, "thin_cirrus": 0.0, "cloud_high_probability": 0.0, "saturated_or_defective": 0.0, "cloud_shadows": 0.0, "cloud_medium_probability": 0.0, "vegetation": 15.53, "dark_area_pixels": 0.0, "no_data": 0.0, "unclassified": 1.98, "snow": 0.0, "not_vegetated": 82.49}', '2021-06-10': '{"dark_area_pixels": 0.0, "cloud_shadows": 0.0, "not_vegetated": 82.2, "snow": 0.0, "vegetation": 15.75, "cloud_medium_probability": 0.0, "no_data": 0.0, "water": 0.0, "unclassified": 2.06, "saturated_or_defective": 0.0, "cloud_high_probability": 0.0, "thin_cirrus": 0.0}', '2021-06-12': '{"cloud_medium_probability": 0.0, "not_vegetated": 79.51, "vegetation": 16.34, "cloud_shadows": 0.0, "water": 0.0, "snow": 0.0, "dark_area_pixels": 0.0, "saturated_or_defective": 0.0, "no_data": 0.0, "thin_cirrus": 0.0, "unclassified": 4.15, "cloud_high_probability": 0.0}', '2021-06-15': '{"not_vegetated": 81.06, "cloud_high_probability": 0.0, "cloud_shadows": 0.0, "cloud_medium_probability": 0.0, "dark_area_pixels": 0.22, "vegetation": 16.78, "water": 0.0, "no_data": 0.0, "unclassified": 1.95, "snow": 0.0, "saturated_or_defective": 0.0, "thin_cirrus": 0.0}', '2021-06-20': '{"not_vegetated": 96.02, "cloud_medium_probability": 0.0, "saturated_or_defective": 0.0, "dark_area_pixels": 0.0, "vegetation": 2.55, "no_data": 0.0, "thin_cirrus": 0.0, "snow": 0.0, "cloud_high_probability": 0.0, "cloud_shadows": 0.0, "water": 0.0, "unclassified": 1.44}', '2021-06-22': '{"snow": 0.0, "thin_cirrus": 0.0, "cloud_medium_probability": 0.0, "cloud_high_probability": 0.0, "no_data": 0.0, "vegetation": 13.06, "dark_area_pixels": 0.0, "cloud_shadows": 0.0, "water": 0.0, "saturated_or_defective": 0.0, "not_vegetated": 85.45, "unclassified": 1.49}', '2021-06-25': '{"vegetation": 10.98, "saturated_or_defective": 0.0, "unclassified": 1.65, "snow": 0.0, "cloud_medium_probability": 0.0, "no_data": 0.0, "cloud_shadows": 0.0, "water": 0.0, "thin_cirrus": 0.0, "not_vegetated": 87.37, "cloud_high_probability": 0.0, "dark_area_pixels": 0.0}', '2021-06-27': '{"cloud_shadows": 0.0, "cloud_medium_probability": 0.0, "unclassified": 1.22, "snow": 0.0, "dark_area_pixels": 0.0, "vegetation": 6.53, "thin_cirrus": 0.0, "saturated_or_defective": 0.0, "not_vegetated": 92.25, "no_data": 0.0, "cloud_high_probability": 0.0, "water": 0.0}', '2021-07-02': '{"unclassified": 1.71, "vegetation": 16.61, "no_data": 0.0, "saturated_or_defective": 0.0, "dark_area_pixels": 0.0, "cloud_high_probability": 0.0, "not_vegetated": 81.68, "thin_cirrus": 0.0, "cloud_medium_probability": 0.0, "snow": 0.0, "water": 0.0, "cloud_shadows": 0.0}', '2021-07-05': '{"no_data": 0.0, "unclassified": 1.76, "cloud_high_probability": 0.0, "water": 0.0, "dark_area_pixels": 0.05, "saturated_or_defective": 0.0, "cloud_shadows": 0.0, "snow": 0.0, "not_vegetated": 72.06, "thin_cirrus": 0.0, "cloud_medium_probability": 0.0, "vegetation": 26.12}', '2021-07-10': '{"snow": 0.0, "dark_area_pixels": 0.05, "no_data": 0.0, "unclassified": 2.14, "cloud_shadows": 0.0, "cloud_high_probability": 0.0, "saturated_or_defective": 0.0, "cloud_medium_probability": 0.0, "vegetation": 62.47, "not_vegetated": 35.34, "water": 0.0, "thin_cirrus": 0.0}', '2021-07-12': '{"snow": 0.0, "dark_area_pixels": 0.0, "thin_cirrus": 0.0, "cloud_medium_probability": 0.0, "no_data": 0.0, "cloud_high_probability": 0.0, "cloud_shadows": 0.0, "unclassified": 1.06, "vegetation": 15.18, "not_vegetated": 83.77, "water": 0.0, "saturated_or_defective": 0.0}', '2021-07-15': '{"cloud_high_probability": 0.0, "unclassified": 1.71, "cloud_shadows": 0.0, "saturated_or_defective": 0.0, "dark_area_pixels": 0.0, "snow": 0.0, "thin_cirrus": 0.0, "cloud_medium_probability": 0.0, "not_vegetated": 13.88, "water": 0.0, "no_data": 0.0, "vegetation": 84.42}', '2021-07-17': '{"unclassified": 2.03, "thin_cirrus": 0.0, "saturated_or_defective": 0.0, "cloud_medium_probability": 0.0, "cloud_high_probability": 0.0, "cloud_shadows": 0.0, "no_data": 0.0, "water": 0.0, "not_vegetated": 16.69, "dark_area_pixels": 0.0, "snow": 0.0, "vegetation": 81.27}', '2021-07-20': '{"not_vegetated": 10.79, "no_data": 0.0, "vegetation": 87.07, "cloud_shadows": 0.0, "thin_cirrus": 0.0, "water": 0.0, "dark_area_pixels": 0.19, "cloud_high_probability": 0.0, "saturated_or_defective": 0.0, "unclassified": 1.95, "snow": 0.0, "cloud_medium_probability": 0.0}', '2021-07-22': '{"saturated_or_defective": 0.0, "unclassified": 1.98, "vegetation": 86.12, "water": 0.0, "snow": 0.0, "cloud_high_probability": 0.0, "cloud_shadows": 0.0, "cloud_medium_probability": 0.0, "not_vegetated": 11.9, "dark_area_pixels": 0.0, "thin_cirrus": 0.0, "no_data": 0.0}', '2021-07-27': '{"snow": 0.0, "cloud_medium_probability": 0.0, "unclassified": 4.82, "thin_cirrus": 0.0, "cloud_high_probability": 0.0, "dark_area_pixels": 0.0, "water": 0.0, "vegetation": 80.3, "cloud_shadows": 0.0, "saturated_or_defective": 0.0, "not_vegetated": 14.88, "no_data": 0.0}', '2021-07-30': '{"water": 0.0, "no_data": 0.0, "cloud_shadows": 0.0, "cloud_medium_probability": 0.0, "thin_cirrus": 0.0, "dark_area_pixels": 0.0, "unclassified": 2.14, "cloud_high_probability": 0.0, "not_vegetated": 8.21, "saturated_or_defective": 0.0, "snow": 0.0, "vegetation": 89.65}', '2021-08-01': '{"snow": 0.0, "water": 0.0, "thin_cirrus": 0.0, "cloud_medium_probability": 0.0, "cloud_shadows": 0.0, "no_data": 0.0, "not_vegetated": 5.47, "vegetation": 79.16, "cloud_high_probability": 0.0, "unclassified": 15.04, "saturated_or_defective": 0.0, "dark_area_pixels": 0.33}', '2021-08-04': '{"not_vegetated": 16.67, "water": 0.0, "cloud_shadows": 0.0, "unclassified": 3.22, "vegetation": 79.81, "dark_area_pixels": 0.0, "cloud_high_probability": 0.0, "cloud_medium_probability": 0.3, "saturated_or_defective": 0.0, "snow": 0.0, "no_data": 0.0, "thin_cirrus": 0.0}', '2021-08-06': '{"snow": 0.0, "no_data": 0.0, "dark_area_pixels": 0.0, "vegetation": 90.65, "thin_cirrus": 0.0, "saturated_or_defective": 0.0, "cloud_high_probability": 0.0, "water": 0.0, "cloud_medium_probability": 0.0, "not_vegetated": 7.37, "unclassified": 1.98, "cloud_shadows": 0.0}', '2021-08-09': '{"water": 0.0, "no_data": 0.0, "dark_area_pixels": 0.0, "cloud_shadows": 0.0, "saturated_or_defective": 0.0, "not_vegetated": 15.01, "cloud_high_probability": 0.0, "snow": 0.0, "thin_cirrus": 0.0, "cloud_medium_probability": 0.0, "vegetation": 81.71, "unclassified": 3.28}', '2021-08-11': '{"vegetation": 0.0, "not_vegetated": 0.0, "no_data": 0.0, "cloud_high_probability": 0.0, "thin_cirrus": 0.0, "dark_area_pixels": 0.0, "cloud_medium_probability": 6.31, "snow": 0.0, "water": 0.0, "cloud_shadows": 0.0, "saturated_or_defective": 0.0, "unclassified": 93.69}', '2021-08-14': '{"thin_cirrus": 0.0, "saturated_or_defective": 0.0, "cloud_medium_probability": 0.0, "cloud_high_probability": 0.0, "no_data": 0.0, "snow": 0.0, "vegetation": 89.05, "cloud_shadows": 0.0, "unclassified": 2.09, "not_vegetated": 8.86, "dark_area_pixels": 0.0, "water": 0.0}', '2021-08-16': '{"dark_area_pixels": 0.0, "cloud_shadows": 0.0, "snow": 0.0, "cloud_high_probability": 0.0, "no_data": 0.0, "thin_cirrus": 0.0, "water": 0.0, "vegetation": 84.36, "not_vegetated": 12.17, "cloud_medium_probability": 0.0, "unclassified": 3.47, "saturated_or_defective": 0.0}', '2021-08-19': '{"cloud_medium_probability": 0.0, "saturated_or_defective": 0.0, "thin_cirrus": 0.0, "no_data": 0.0, "dark_area_pixels": 0.22, "snow": 0.0, "cloud_high_probability": 0.0, "vegetation": 90.87, "unclassified": 2.2, "cloud_shadows": 0.0, "water": 0.0, "not_vegetated": 6.72}', '2021-08-21': '{"not_vegetated": 7.05, "dark_area_pixels": 0.0, "cloud_shadows": 0.0, "unclassified": 2.09, "water": 0.0, "no_data": 0.0, "vegetation": 90.87, "snow": 0.0, "thin_cirrus": 0.0, "cloud_medium_probability": 0.0, "cloud_high_probability": 0.0, "saturated_or_defective": 0.0}', '2021-08-26': '{"vegetation": 56.78, "dark_area_pixels": 4.77, "no_data": 0.0, "snow": 0.0, "not_vegetated": 19.24, "cloud_medium_probability": 1.57, "water": 0.0, "unclassified": 12.49, "saturated_or_defective": 0.0, "thin_cirrus": 0.0, "cloud_high_probability": 0.0, "cloud_shadows": 5.15}', '2021-08-29': '{"snow": 0.0, "cloud_shadows": 0.0, "not_vegetated": 6.5, "dark_area_pixels": 0.54, "water": 0.0, "unclassified": 1.76, "cloud_medium_probability": 0.0, "thin_cirrus": 0.0, "vegetation": 91.19, "no_data": 0.0, "saturated_or_defective": 0.0, "cloud_high_probability": 0.0}', '2021-08-31': '{"cloud_medium_probability": 0.0, "not_vegetated": 7.83, "saturated_or_defective": 0.0, "no_data": 0.0, "unclassified": 2.22, "dark_area_pixels": 0.0, "vegetation": 89.95, "snow": 0.0, "cloud_shadows": 0.0, "water": 0.0, "cloud_high_probability": 0.0, "thin_cirrus": 0.0}', '2021-09-03': '{"dark_area_pixels": 0.0, "no_data": 0.0, "vegetation": 65.37, "thin_cirrus": 0.0, "not_vegetated": 32.66, "cloud_high_probability": 0.0, "cloud_medium_probability": 0.0, "cloud_shadows": 0.0, "snow": 0.0, "water": 0.0, "saturated_or_defective": 0.0, "unclassified": 1.98}', '2021-09-05': '{"saturated_or_defective": 0.0, "cloud_high_probability": 0.0, "unclassified": 2.09, "snow": 0.0, "vegetation": 91.3, "dark_area_pixels": 0.22, "water": 0.0, "not_vegetated": 6.4, "cloud_shadows": 0.0, "thin_cirrus": 0.0, "no_data": 0.0, "cloud_medium_probability": 0.0}', '2021-09-13': '{"cloud_shadows": 0.0, "cloud_medium_probability": 0.0, "water": 0.0, "dark_area_pixels": 0.79, "vegetation": 92.47, "thin_cirrus": 0.0, "no_data": 0.0, "unclassified": 1.19, "cloud_high_probability": 0.0, "saturated_or_defective": 0.0, "not_vegetated": 5.56, "snow": 0.0}', '2021-09-18': '{"vegetation": 77.8, "dark_area_pixels": 0.0, "water": 0.0, "snow": 0.0, "no_data": 0.0, "saturated_or_defective": 0.0, "thin_cirrus": 0.0, "cloud_shadows": 0.0, "not_vegetated": 20.05, "unclassified": 2.14, "cloud_high_probability": 0.0, "cloud_medium_probability": 0.0}', '2021-09-28': '{"saturated_or_defective": 0.0, "thin_cirrus": 0.0, "water": 0.0, "no_data": 0.0, "dark_area_pixels": 1.17, "vegetation": 14.01, "unclassified": 1.52, "cloud_high_probability": 0.0, "not_vegetated": 83.31, "snow": 0.0, "cloud_shadows": 0.0, "cloud_medium_probability": 0.0}', '2021-10-03': '{"saturated_or_defective": 0.0, "cloud_shadows": 0.0, "cloud_medium_probability": 0.0, "dark_area_pixels": 1.17, "vegetation": 11.17, "thin_cirrus": 0.0, "cloud_high_probability": 0.0, "snow": 0.0, "no_data": 0.0, "water": 0.0, "unclassified": 1.41, "not_vegetated": 86.26}', '2021-10-05': '{"unclassified": 2.14, "water": 0.0, "no_data": 0.0, "cloud_shadows": 0.0, "cloud_high_probability": 0.0, "snow": 0.0, "dark_area_pixels": 0.43, "cloud_medium_probability": 0.0, "not_vegetated": 86.83, "vegetation": 10.6, "thin_cirrus": 0.0, "saturated_or_defective": 0.0}', '2021-10-08': '{"cloud_medium_probability": 0.0, "unclassified": 1.54, "vegetation": 11.65, "not_vegetated": 85.61, "dark_area_pixels": 1.19, "cloud_shadows": 0.0, "no_data": 0.0, "saturated_or_defective": 0.0, "water": 0.0, "thin_cirrus": 0.0, "snow": 0.0, "cloud_high_probability": 0.0}', '2021-10-10': '{"cloud_high_probability": 0.0, "not_vegetated": 74.09, "saturated_or_defective": 0.0, "thin_cirrus": 13.98, "no_data": 0.0, "unclassified": 3.36, "cloud_medium_probability": 0.16, "cloud_shadows": 0.0, "snow": 0.0, "dark_area_pixels": 0.22, "water": 0.0, "vegetation": 8.18}', '2021-10-15': '{"water": 0.0, "cloud_high_probability": 0.0, "thin_cirrus": 0.0, "snow": 0.0, "vegetation": 10.68, "saturated_or_defective": 0.0, "no_data": 0.0, "dark_area_pixels": 0.43, "not_vegetated": 86.64, "cloud_medium_probability": 0.0, "unclassified": 2.25, "cloud_shadows": 0.0}', '2021-10-18': '{"thin_cirrus": 0.0, "water": 0.0, "no_data": 0.0, "unclassified": 1.19, "cloud_high_probability": 0.0, "cloud_shadows": 0.0, "dark_area_pixels": 1.49, "snow": 0.0, "cloud_medium_probability": 0.0, "not_vegetated": 84.39, "saturated_or_defective": 0.0, "vegetation": 12.93}', '2021-10-25': '{"water": 0.0, "cloud_medium_probability": 0.0, "saturated_or_defective": 0.0, "snow": 0.0, "vegetation": 1.63, "dark_area_pixels": 28.54, "unclassified": 46.45, "no_data": 0.0, "cloud_shadows": 4.42, "thin_cirrus": 0.0, "cloud_high_probability": 0.0, "not_vegetated": 18.97}', '2021-11-07': '{"dark_area_pixels": 5.56, "thin_cirrus": 0.0, "cloud_high_probability": 0.0, "cloud_shadows": 0.0, "no_data": 0.0, "cloud_medium_probability": 0.11, "unclassified": 10.87, "vegetation": 15.37, "snow": 0.0, "saturated_or_defective": 0.0, "water": 0.0, "not_vegetated": 68.1}', '2021-11-17': '{"water": 0.0, "cloud_medium_probability": 0.0, "cloud_shadows": 0.0, "no_data": 0.0, "saturated_or_defective": 0.0, "vegetation": 22.93, "cloud_high_probability": 0.0, "dark_area_pixels": 9.51, "unclassified": 21.68, "snow": 0.0, "not_vegetated": 45.88, "thin_cirrus": 0.0}', '2021-11-19': '{"vegetation": 23.31, "cloud_high_probability": 0.0, "cloud_medium_probability": 0.0, "no_data": 0.0, "snow": 0.0, "water": 0.0, "dark_area_pixels": 5.23, "cloud_shadows": 0.0, "thin_cirrus": 0.0, "unclassified": 12.79, "saturated_or_defective": 0.0, "not_vegetated": 58.67}', '2021-11-22': '{"vegetation": 40.27, "thin_cirrus": 0.0, "cloud_medium_probability": 0.0, "cloud_high_probability": 0.0, "no_data": 0.0, "snow": 0.0, "water": 0.0, "not_vegetated": 23.04, "saturated_or_defective": 0.0, "unclassified": 25.28, "cloud_shadows": 0.0, "dark_area_pixels": 11.41}', '2021-11-24': '{"thin_cirrus": 0.0, "cloud_medium_probability": 0.0, "water": 0.0, "not_vegetated": 20.98, "vegetation": 35.69, "unclassified": 15.2, "cloud_high_probability": 0.0, "dark_area_pixels": 15.47, "cloud_shadows": 12.66, "no_data": 0.0, "saturated_or_defective": 0.0, "snow": 0.0}', '2021-11-27': '{"unclassified": 25.83, "thin_cirrus": 0.0, "cloud_medium_probability": 0.0, "no_data": 0.0, "not_vegetated": 7.91, "dark_area_pixels": 6.26, "snow": 0.0, "vegetation": 49.81, "cloud_high_probability": 0.0, "water": 0.0, "saturated_or_defective": 0.0, "cloud_shadows": 10.19}', '2021-12-12': '{"dark_area_pixels": 4.47, "not_vegetated": 7.7, "unclassified": 23.74, "snow": 0.0, "vegetation": 64.09, "thin_cirrus": 0.0, "cloud_medium_probability": 0.0, "cloud_high_probability": 0.0, "no_data": 0.0, "cloud_shadows": 0.0, "saturated_or_defective": 0.0, "water": 0.0}', '2021-12-17': '{"not_vegetated": 18.54, "cloud_shadows": 0.0, "snow": 0.0, "vegetation": 65.58, "dark_area_pixels": 4.63, "saturated_or_defective": 0.0, "thin_cirrus": 0.0, "cloud_medium_probability": 0.0, "water": 0.0, "cloud_high_probability": 0.0, "no_data": 0.0, "unclassified": 11.25}', '2021-12-19': '{"snow": 0.0, "no_data": 0.0, "not_vegetated": 10.16, "water": 0.0, "cloud_shadows": 0.0, "cloud_high_probability": 0.0, "vegetation": 67.48, "saturated_or_defective": 0.0, "unclassified": 18.1, "dark_area_pixels": 4.25, "thin_cirrus": 0.0, "cloud_medium_probability": 0.0}', '2021-12-24': '{"unclassified": 39.32, "cloud_medium_probability": 0.0, "saturated_or_defective": 0.0, "no_data": 0.0, "cloud_high_probability": 0.0, "thin_cirrus": 0.0, "not_vegetated": 0.0, "cloud_shadows": 5.09, "snow": 0.0, "water": 0.0, "vegetation": 44.01, "dark_area_pixels": 11.57}'}
array([[[0. , 0.1198, 0.1394, ..., 0.1772, 0.1772, 0.1648], [0. , 0.2166, 0.197 , ..., 0.2232, 0.2232, 0.2076], [0. , 0.3134, 0.3186, ..., 0.2432, 0.2432, 0.2754], ..., [0. , 0.1058, 0.0677, ..., 0.2128, 0.2452, 0. ], [0. , 0.2276, 0.237 , ..., 0.2032, 0.1986, 0. ], [0. , 0. , 0. , ..., 0.237 , 0.2182, 0. ]], [[0. , 0.1826, 0.181 , ..., 0.1804, 0.1804, 0.2098], [0. , 0.1136, 0.1346, ..., 0.2058, 0.2058, 0.2096], [0. , 0.3024, 0.2824, ..., 0.2322, 0.2322, 0.2464], ..., [0. , 0.0966, 0.0644, ..., 0.2518, 0.3046, 0. ], [0. , 0.1446, 0.1342, ..., 0.2132, 0.2196, 0. ], [0. , 0. , 0. , ..., 0.2278, 0.21 , 0. ]], [[0. , 0.1802, 0.203 , ..., 0.2102, 0.2102, 0.2438], [0. , 0.1654, 0.15 , ..., 0.231 , 0.231 , 0.237 ], [0. , 0.3348, 0.3416, ..., 0.2722, 0.2722, 0.275 ], ..., ... [0. , 0.1106, 0.0394, ..., 0.2252, 0.257 , 0. ], [0. , 0.1428, 0.101 , ..., 0.1816, 0.189 , 0. ], [0. , 0. , 0. , ..., 0.1886, 0.1792, 0. ]], [[0. , 0.0827, 0.0695, ..., 0.1814, 0.1814, 0.1582], [0. , 0.274 , 0.2702, ..., 0.211 , 0.211 , 0.1694], [0. , 0.3146, 0.2996, ..., 0.2024, 0.2024, 0.1788], ..., [0. , 0.1378, 0.114 , ..., 0.1868, 0.1946, 0. ], [0. , 0.2558, 0.3366, ..., 0.2132, 0.198 , 0. ], [0. , 0. , 0. , ..., 0.2322, 0.2436, 0. ]], [[0. , 0.1094, 0.1068, ..., 0.1248, 0.1248, 0.1444], [0. , 0.0854, 0.0946, ..., 0.136 , 0.136 , 0.1398], [0. , 0.2114, 0.1962, ..., 0.1664, 0.1664, 0.1382], ..., [0. , 0.1268, 0.0624, ..., 0.1616, 0.1796, 0. ], [0. , 0.1434, 0.1306, ..., 0.1352, 0.137 , 0. ], [0. , 0. , 0. , ..., 0.1478, 0.1556, 0. ]]], dtype=float32)
- S2_NDVI(time, y, x)float32nan 0.7041 0.7338 ... 0.5521 nan
- _FillValue :
- nan
- transform :
- [ 8.98360017e-05 0.00000000e+00 8.62245945e+00 0.00000000e+00 -9.04414549e-05 3.98310498e+01]
- crs :
- +init=epsg:4326
- descriptions :
- S2_NDVI
- AREA_OR_POINT :
- Area
- scene_id :
- {"2021-01-16": "S2A_32TMK_20210116_0_L2A", "2021-01-18": "S2B_32TMK_20210118_0_L2A", "2021-01-23": "S2A_32TMK_20210123_0_L2A", "2021-01-26": "S2A_32TMK_20210126_0_L2A", "2021-02-05": "S2A_32TMK_20210205_0_L2A", "2021-02-15": "S2A_32TMK_20210215_0_L2A", "2021-02-17": "S2B_32TMK_20210217_0_L2A", "2021-02-20": "S2B_32TMK_20210220_0_L2A", "2021-02-25": "S2A_32TMK_20210225_0_L2A", "2021-03-07": "S2A_32TMK_20210307_0_L2A", "2021-03-22": "S2B_32TMK_20210322_0_L2A", "2021-03-29": "S2B_32TMK_20210329_0_L2A", "2021-04-01": "S2B_32TMK_20210401_0_L2A", "2021-04-06": "S2A_32TMK_20210406_0_L2A", "2021-04-08": "S2B_32TMK_20210408_0_L2A", "2021-04-13": "S2A_32TMK_20210413_0_L2A", "2021-04-18": "S2B_32TMK_20210418_0_L2A", "2021-04-23": "S2A_32TMK_20210423_0_L2A", "2021-04-26": "S2A_32TMK_20210426_0_L2A", "2021-04-28": "S2B_32TMK_20210428_0_L2A", "2021-05-08": "S2B_32TMK_20210508_0_L2A", "2021-05-13": "S2A_32TMK_20210513_0_L2A", "2021-05-16": "S2A_32TMK_20210516_0_L2A", "2021-05-18": "S2B_32TMK_20210518_0_L2A", "2021-05-21": "S2B_32TMK_20210521_1_L2A", "2021-05-26": "S2A_32TMK_20210526_0_L2A", "2021-06-05": "S2A_32TMK_20210605_0_L2A", "2021-06-07": "S2B_32TMK_20210607_0_L2A", "2021-06-10": "S2B_32TMK_20210610_0_L2A", "2021-06-12": "S2A_32TMK_20210612_0_L2A", "2021-06-15": "S2A_32TMK_20210615_0_L2A", "2021-06-20": "S2B_32TMK_20210620_0_L2A", "2021-06-22": "S2A_32TMK_20210622_0_L2A", "2021-06-25": "S2A_32TMK_20210625_0_L2A", "2021-06-27": "S2B_32TMK_20210627_0_L2A", "2021-07-02": "S2A_32TMK_20210702_0_L2A", "2021-07-05": "S2A_32TMK_20210705_0_L2A", "2021-07-10": "S2B_32TMK_20210710_0_L2A", "2021-07-12": "S2A_32TMK_20210712_0_L2A", "2021-07-15": "S2A_32TMK_20210715_0_L2A", "2021-07-17": "S2B_32TMK_20210717_0_L2A", "2021-07-20": "S2B_32TMK_20210720_0_L2A", "2021-07-22": "S2A_32TMK_20210722_0_L2A", "2021-07-27": "S2B_32TMK_20210727_0_L2A", "2021-07-30": "S2B_32TMK_20210730_0_L2A", "2021-08-01": "S2A_32TMK_20210801_0_L2A", "2021-08-04": "S2A_32TMK_20210804_0_L2A", "2021-08-06": "S2B_32TMK_20210806_0_L2A", "2021-08-09": "S2B_32TMK_20210809_0_L2A", "2021-08-11": "S2A_32TMK_20210811_0_L2A", "2021-08-14": "S2A_32TMK_20210814_0_L2A", "2021-08-16": "S2B_32TMK_20210816_0_L2A", "2021-08-19": "S2B_32TMK_20210819_0_L2A", "2021-08-21": "S2A_32TMK_20210821_0_L2A", "2021-08-26": "S2B_32TMK_20210826_0_L2A", "2021-08-29": "S2B_32TMK_20210829_0_L2A", "2021-08-31": "S2A_32TMK_20210831_0_L2A", "2021-09-03": "S2A_32TMK_20210903_0_L2A", "2021-09-05": "S2B_32TMK_20210905_0_L2A", "2021-09-13": "S2A_32TMK_20210913_0_L2A", "2021-09-18": "S2B_32TMK_20210918_0_L2A", "2021-09-28": "S2B_32TMK_20210928_0_L2A", "2021-10-03": "S2A_32TMK_20211003_0_L2A", "2021-10-05": "S2B_32TMK_20211005_0_L2A", "2021-10-08": "S2B_32TMK_20211008_0_L2A", "2021-10-10": "S2A_32TMK_20211010_0_L2A", "2021-10-15": "S2B_32TMK_20211015_0_L2A", "2021-10-18": "S2B_32TMK_20211018_0_L2A", "2021-10-25": "S2B_32TMK_20211025_0_L2A", "2021-11-07": "S2B_32TMK_20211107_0_L2A", "2021-11-17": "S2B_32TMK_20211117_0_L2A", "2021-11-19": "S2A_32TMK_20211119_0_L2A", "2021-11-22": "S2A_32TMK_20211122_0_L2A", "2021-11-24": "S2B_32TMK_20211124_0_L2A", "2021-11-27": "S2B_32TMK_20211127_0_L2A", "2021-12-12": "S2A_32TMK_20211212_0_L2A", "2021-12-17": "S2B_32TMK_20211217_0_L2A", "2021-12-19": "S2A_32TMK_20211219_0_L2A", "2021-12-24": "S2B_32TMK_20211224_0_L2A"}
- scene_classification :
- {'2021-01-16': '{"water": 0.0, "not_vegetated": 0.0, "cloud_high_probability": 0.0, "unclassified": 1.06, "vegetation": 97.56, "snow": 0.0, "thin_cirrus": 0.0, "no_data": 0.0, "saturated_or_defective": 0.0, "dark_area_pixels": 1.38, "cloud_shadows": 0.0, "cloud_medium_probability": 0.0}', '2021-01-18': '{"unclassified": 1.73, "cloud_high_probability": 0.0, "cloud_medium_probability": 0.0, "not_vegetated": 0.49, "dark_area_pixels": 1.19, "snow": 0.0, "cloud_shadows": 0.0, "no_data": 0.0, "water": 0.0, "saturated_or_defective": 0.0, "vegetation": 96.59, "thin_cirrus": 0.0}', '2021-01-23': '{"saturated_or_defective": 0.0, "dark_area_pixels": 0.38, "unclassified": 2.22, "vegetation": 97.4, "not_vegetated": 0.0, "cloud_high_probability": 0.0, "snow": 0.0, "thin_cirrus": 0.0, "no_data": 0.0, "cloud_shadows": 0.0, "water": 0.0, "cloud_medium_probability": 0.0}', '2021-01-26': '{"thin_cirrus": 0.0, "snow": 0.0, "dark_area_pixels": 1.49, "cloud_medium_probability": 0.0, "vegetation": 97.4, "unclassified": 1.11, "cloud_high_probability": 0.0, "not_vegetated": 0.0, "saturated_or_defective": 0.0, "water": 0.0, "cloud_shadows": 0.0, "no_data": 0.0}', '2021-02-05': '{"no_data": 0.0, "vegetation": 97.4, "saturated_or_defective": 0.0, "cloud_high_probability": 0.0, "cloud_shadows": 0.0, "not_vegetated": 0.16, "water": 0.0, "thin_cirrus": 0.0, "dark_area_pixels": 0.38, "cloud_medium_probability": 0.0, "snow": 0.0, "unclassified": 2.06}', '2021-02-15': '{"not_vegetated": 0.0, "unclassified": 0.81, "dark_area_pixels": 1.33, "vegetation": 97.86, "cloud_high_probability": 0.0, "cloud_shadows": 0.0, "thin_cirrus": 0.0, "water": 0.0, "no_data": 0.0, "cloud_medium_probability": 0.0, "snow": 0.0, "saturated_or_defective": 0.0}', '2021-02-17': '{"dark_area_pixels": 0.43, "saturated_or_defective": 0.0, "cloud_high_probability": 0.0, "no_data": 0.0, "not_vegetated": 0.0, "thin_cirrus": 0.0, "unclassified": 1.6, "vegetation": 97.97, "snow": 0.0, "cloud_medium_probability": 0.0, "cloud_shadows": 0.0, "water": 0.0}', '2021-02-20': '{"thin_cirrus": 0.0, "water": 0.0, "unclassified": 1.6, "cloud_high_probability": 0.0, "snow": 0.0, "cloud_shadows": 0.0, "no_data": 0.0, "vegetation": 97.86, "not_vegetated": 0.0, "cloud_medium_probability": 0.0, "saturated_or_defective": 0.0, "dark_area_pixels": 0.54}', '2021-02-25': '{"vegetation": 97.8, "cloud_shadows": 0.0, "cloud_high_probability": 0.0, "dark_area_pixels": 0.0, "unclassified": 2.2, "saturated_or_defective": 0.0, "not_vegetated": 0.0, "water": 0.0, "cloud_medium_probability": 0.0, "snow": 0.0, "no_data": 0.0, "thin_cirrus": 0.0}', '2021-03-07': '{"snow": 0.0, "cloud_medium_probability": 1.0, "water": 0.0, "vegetation": 68.59, "unclassified": 30.41, "dark_area_pixels": 0.0, "no_data": 0.0, "thin_cirrus": 0.0, "not_vegetated": 0.0, "cloud_high_probability": 0.0, "saturated_or_defective": 0.0, "cloud_shadows": 0.0}', '2021-03-22': '{"cloud_medium_probability": 2.22, "cloud_high_probability": 0.0, "vegetation": 92.87, "snow": 0.0, "unclassified": 3.2, "no_data": 0.0, "not_vegetated": 0.98, "water": 0.0, "thin_cirrus": 0.0, "dark_area_pixels": 0.73, "saturated_or_defective": 0.0, "cloud_shadows": 0.0}', '2021-03-29': '{"cloud_medium_probability": 0.0, "unclassified": 1.92, "vegetation": 97.86, "dark_area_pixels": 0.05, "no_data": 0.0, "snow": 0.0, "cloud_shadows": 0.0, "not_vegetated": 0.16, "water": 0.0, "cloud_high_probability": 0.0, "saturated_or_defective": 0.0, "thin_cirrus": 0.0}', '2021-04-01': '{"cloud_high_probability": 0.0, "cloud_medium_probability": 0.0, "cloud_shadows": 0.0, "water": 0.0, "vegetation": 97.97, "snow": 0.0, "not_vegetated": 0.0, "thin_cirrus": 0.0, "saturated_or_defective": 0.0, "unclassified": 1.57, "dark_area_pixels": 0.46, "no_data": 0.0}', '2021-04-06': '{"cloud_high_probability": 0.0, "no_data": 0.0, "dark_area_pixels": 0.0, "thin_cirrus": 0.0, "cloud_shadows": 0.0, "water": 0.0, "unclassified": 1.44, "saturated_or_defective": 0.0, "cloud_medium_probability": 0.0, "not_vegetated": 0.0, "snow": 0.0, "vegetation": 98.56}', '2021-04-08': '{"thin_cirrus": 0.0, "cloud_high_probability": 0.0, "not_vegetated": 0.0, "unclassified": 1.65, "snow": 0.0, "water": 0.0, "no_data": 0.0, "dark_area_pixels": 0.22, "cloud_medium_probability": 0.0, "saturated_or_defective": 0.0, "cloud_shadows": 0.0, "vegetation": 98.13}', '2021-04-13': '{"cloud_shadows": 0.49, "saturated_or_defective": 0.0, "unclassified": 3.88, "vegetation": 89.35, "cloud_medium_probability": 3.01, "water": 0.0, "not_vegetated": 3.12, "cloud_high_probability": 0.16, "no_data": 0.0, "thin_cirrus": 0.0, "snow": 0.0, "dark_area_pixels": 0.0}', '2021-04-18': '{"cloud_medium_probability": 0.0, "dark_area_pixels": 0.0, "no_data": 0.0, "snow": 0.0, "not_vegetated": 0.0, "vegetation": 97.43, "cloud_high_probability": 0.0, "unclassified": 2.57, "saturated_or_defective": 0.0, "thin_cirrus": 0.0, "water": 0.0, "cloud_shadows": 0.0}', '2021-04-23': '{"unclassified": 0.7, "cloud_medium_probability": 0.0, "dark_area_pixels": 0.33, "saturated_or_defective": 0.0, "thin_cirrus": 0.0, "vegetation": 92.57, "water": 0.0, "cloud_high_probability": 0.0, "snow": 0.0, "cloud_shadows": 6.4, "not_vegetated": 0.0, "no_data": 0.0}', '2021-04-26': '{"vegetation": 98.67, "cloud_medium_probability": 0.0, "thin_cirrus": 0.0, "cloud_high_probability": 0.0, "no_data": 0.0, "not_vegetated": 0.0, "saturated_or_defective": 0.0, "cloud_shadows": 0.0, "water": 0.0, "snow": 0.0, "dark_area_pixels": 0.0, "unclassified": 1.33}', '2021-04-28': '{"cloud_shadows": 0.0, "cloud_high_probability": 0.0, "not_vegetated": 0.0, "no_data": 0.0, "snow": 0.0, "unclassified": 1.92, "saturated_or_defective": 0.0, "thin_cirrus": 0.0, "cloud_medium_probability": 0.0, "vegetation": 98.08, "dark_area_pixels": 0.0, "water": 0.0}', '2021-05-08': '{"thin_cirrus": 0.0, "cloud_medium_probability": 0.0, "cloud_shadows": 0.0, "saturated_or_defective": 0.0, "vegetation": 97.97, "cloud_high_probability": 0.0, "not_vegetated": 0.0, "water": 0.0, "no_data": 0.0, "dark_area_pixels": 0.0, "snow": 0.0, "unclassified": 2.03}', '2021-05-13': '{"snow": 0.0, "thin_cirrus": 0.0, "cloud_shadows": 0.0, "no_data": 0.0, "cloud_medium_probability": 0.0, "vegetation": 21.79, "water": 0.0, "unclassified": 2.14, "cloud_high_probability": 0.0, "dark_area_pixels": 0.0, "saturated_or_defective": 0.0, "not_vegetated": 76.07}', '2021-05-16': '{"thin_cirrus": 0.0, "snow": 0.0, "not_vegetated": 78.13, "dark_area_pixels": 0.33, "cloud_high_probability": 0.0, "no_data": 0.0, "cloud_shadows": 0.0, "water": 0.0, "vegetation": 19.95, "saturated_or_defective": 0.0, "cloud_medium_probability": 0.0, "unclassified": 1.6}', '2021-05-18': '{"no_data": 0.0, "water": 0.0, "cloud_shadows": 0.0, "vegetation": 18.54, "unclassified": 2.03, "dark_area_pixels": 0.0, "thin_cirrus": 0.0, "not_vegetated": 79.43, "snow": 0.0, "saturated_or_defective": 0.0, "cloud_high_probability": 0.0, "cloud_medium_probability": 0.0}', '2021-05-21': '{"unclassified": 1.76, "dark_area_pixels": 0.16, "water": 0.0, "snow": 0.0, "thin_cirrus": 0.0, "cloud_medium_probability": 0.0, "not_vegetated": 79.24, "vegetation": 18.83, "no_data": 0.0, "saturated_or_defective": 0.0, "cloud_shadows": 0.0, "cloud_high_probability": 0.0}', '2021-05-26': '{"not_vegetated": 80.16, "water": 0.0, "dark_area_pixels": 0.0, "thin_cirrus": 0.0, "snow": 0.0, "saturated_or_defective": 0.0, "cloud_high_probability": 0.0, "unclassified": 1.92, "cloud_shadows": 0.0, "cloud_medium_probability": 0.0, "no_data": 0.0, "vegetation": 17.91}', '2021-06-05': '{"not_vegetated": 83.25, "dark_area_pixels": 0.0, "vegetation": 14.53, "water": 0.0, "no_data": 0.0, "unclassified": 2.22, "saturated_or_defective": 0.0, "thin_cirrus": 0.0, "cloud_shadows": 0.0, "cloud_medium_probability": 0.0, "cloud_high_probability": 0.0, "snow": 0.0}', '2021-06-07': '{"water": 0.0, "thin_cirrus": 0.0, "cloud_high_probability": 0.0, "saturated_or_defective": 0.0, "cloud_shadows": 0.0, "cloud_medium_probability": 0.0, "vegetation": 15.53, "dark_area_pixels": 0.0, "no_data": 0.0, "unclassified": 1.98, "snow": 0.0, "not_vegetated": 82.49}', '2021-06-10': '{"dark_area_pixels": 0.0, "cloud_shadows": 0.0, "not_vegetated": 82.2, "snow": 0.0, "vegetation": 15.75, "cloud_medium_probability": 0.0, "no_data": 0.0, "water": 0.0, "unclassified": 2.06, "saturated_or_defective": 0.0, "cloud_high_probability": 0.0, "thin_cirrus": 0.0}', '2021-06-12': '{"cloud_medium_probability": 0.0, "not_vegetated": 79.51, "vegetation": 16.34, "cloud_shadows": 0.0, "water": 0.0, "snow": 0.0, "dark_area_pixels": 0.0, "saturated_or_defective": 0.0, "no_data": 0.0, "thin_cirrus": 0.0, "unclassified": 4.15, "cloud_high_probability": 0.0}', '2021-06-15': '{"not_vegetated": 81.06, "cloud_high_probability": 0.0, "cloud_shadows": 0.0, "cloud_medium_probability": 0.0, "dark_area_pixels": 0.22, "vegetation": 16.78, "water": 0.0, "no_data": 0.0, "unclassified": 1.95, "snow": 0.0, "saturated_or_defective": 0.0, "thin_cirrus": 0.0}', '2021-06-20': '{"not_vegetated": 96.02, "cloud_medium_probability": 0.0, "saturated_or_defective": 0.0, "dark_area_pixels": 0.0, "vegetation": 2.55, "no_data": 0.0, "thin_cirrus": 0.0, "snow": 0.0, "cloud_high_probability": 0.0, "cloud_shadows": 0.0, "water": 0.0, "unclassified": 1.44}', '2021-06-22': '{"snow": 0.0, "thin_cirrus": 0.0, "cloud_medium_probability": 0.0, "cloud_high_probability": 0.0, "no_data": 0.0, "vegetation": 13.06, "dark_area_pixels": 0.0, "cloud_shadows": 0.0, "water": 0.0, "saturated_or_defective": 0.0, "not_vegetated": 85.45, "unclassified": 1.49}', '2021-06-25': '{"vegetation": 10.98, "saturated_or_defective": 0.0, "unclassified": 1.65, "snow": 0.0, "cloud_medium_probability": 0.0, "no_data": 0.0, "cloud_shadows": 0.0, "water": 0.0, "thin_cirrus": 0.0, "not_vegetated": 87.37, "cloud_high_probability": 0.0, "dark_area_pixels": 0.0}', '2021-06-27': '{"cloud_shadows": 0.0, "cloud_medium_probability": 0.0, "unclassified": 1.22, "snow": 0.0, "dark_area_pixels": 0.0, "vegetation": 6.53, "thin_cirrus": 0.0, "saturated_or_defective": 0.0, "not_vegetated": 92.25, "no_data": 0.0, "cloud_high_probability": 0.0, "water": 0.0}', '2021-07-02': '{"unclassified": 1.71, "vegetation": 16.61, "no_data": 0.0, "saturated_or_defective": 0.0, "dark_area_pixels": 0.0, "cloud_high_probability": 0.0, "not_vegetated": 81.68, "thin_cirrus": 0.0, "cloud_medium_probability": 0.0, "snow": 0.0, "water": 0.0, "cloud_shadows": 0.0}', '2021-07-05': '{"no_data": 0.0, "unclassified": 1.76, "cloud_high_probability": 0.0, "water": 0.0, "dark_area_pixels": 0.05, "saturated_or_defective": 0.0, "cloud_shadows": 0.0, "snow": 0.0, "not_vegetated": 72.06, "thin_cirrus": 0.0, "cloud_medium_probability": 0.0, "vegetation": 26.12}', '2021-07-10': '{"snow": 0.0, "dark_area_pixels": 0.05, "no_data": 0.0, "unclassified": 2.14, "cloud_shadows": 0.0, "cloud_high_probability": 0.0, "saturated_or_defective": 0.0, "cloud_medium_probability": 0.0, "vegetation": 62.47, "not_vegetated": 35.34, "water": 0.0, "thin_cirrus": 0.0}', '2021-07-12': '{"snow": 0.0, "dark_area_pixels": 0.0, "thin_cirrus": 0.0, "cloud_medium_probability": 0.0, "no_data": 0.0, "cloud_high_probability": 0.0, "cloud_shadows": 0.0, "unclassified": 1.06, "vegetation": 15.18, "not_vegetated": 83.77, "water": 0.0, "saturated_or_defective": 0.0}', '2021-07-15': '{"cloud_high_probability": 0.0, "unclassified": 1.71, "cloud_shadows": 0.0, "saturated_or_defective": 0.0, "dark_area_pixels": 0.0, "snow": 0.0, "thin_cirrus": 0.0, "cloud_medium_probability": 0.0, "not_vegetated": 13.88, "water": 0.0, "no_data": 0.0, "vegetation": 84.42}', '2021-07-17': '{"unclassified": 2.03, "thin_cirrus": 0.0, "saturated_or_defective": 0.0, "cloud_medium_probability": 0.0, "cloud_high_probability": 0.0, "cloud_shadows": 0.0, "no_data": 0.0, "water": 0.0, "not_vegetated": 16.69, "dark_area_pixels": 0.0, "snow": 0.0, "vegetation": 81.27}', '2021-07-20': '{"not_vegetated": 10.79, "no_data": 0.0, "vegetation": 87.07, "cloud_shadows": 0.0, "thin_cirrus": 0.0, "water": 0.0, "dark_area_pixels": 0.19, "cloud_high_probability": 0.0, "saturated_or_defective": 0.0, "unclassified": 1.95, "snow": 0.0, "cloud_medium_probability": 0.0}', '2021-07-22': '{"saturated_or_defective": 0.0, "unclassified": 1.98, "vegetation": 86.12, "water": 0.0, "snow": 0.0, "cloud_high_probability": 0.0, "cloud_shadows": 0.0, "cloud_medium_probability": 0.0, "not_vegetated": 11.9, "dark_area_pixels": 0.0, "thin_cirrus": 0.0, "no_data": 0.0}', '2021-07-27': '{"snow": 0.0, "cloud_medium_probability": 0.0, "unclassified": 4.82, "thin_cirrus": 0.0, "cloud_high_probability": 0.0, "dark_area_pixels": 0.0, "water": 0.0, "vegetation": 80.3, "cloud_shadows": 0.0, "saturated_or_defective": 0.0, "not_vegetated": 14.88, "no_data": 0.0}', '2021-07-30': '{"water": 0.0, "no_data": 0.0, "cloud_shadows": 0.0, "cloud_medium_probability": 0.0, "thin_cirrus": 0.0, "dark_area_pixels": 0.0, "unclassified": 2.14, "cloud_high_probability": 0.0, "not_vegetated": 8.21, "saturated_or_defective": 0.0, "snow": 0.0, "vegetation": 89.65}', '2021-08-01': '{"snow": 0.0, "water": 0.0, "thin_cirrus": 0.0, "cloud_medium_probability": 0.0, "cloud_shadows": 0.0, "no_data": 0.0, "not_vegetated": 5.47, "vegetation": 79.16, "cloud_high_probability": 0.0, "unclassified": 15.04, "saturated_or_defective": 0.0, "dark_area_pixels": 0.33}', '2021-08-04': '{"not_vegetated": 16.67, "water": 0.0, "cloud_shadows": 0.0, "unclassified": 3.22, "vegetation": 79.81, "dark_area_pixels": 0.0, "cloud_high_probability": 0.0, "cloud_medium_probability": 0.3, "saturated_or_defective": 0.0, "snow": 0.0, "no_data": 0.0, "thin_cirrus": 0.0}', '2021-08-06': '{"snow": 0.0, "no_data": 0.0, "dark_area_pixels": 0.0, "vegetation": 90.65, "thin_cirrus": 0.0, "saturated_or_defective": 0.0, "cloud_high_probability": 0.0, "water": 0.0, "cloud_medium_probability": 0.0, "not_vegetated": 7.37, "unclassified": 1.98, "cloud_shadows": 0.0}', '2021-08-09': '{"water": 0.0, "no_data": 0.0, "dark_area_pixels": 0.0, "cloud_shadows": 0.0, "saturated_or_defective": 0.0, "not_vegetated": 15.01, "cloud_high_probability": 0.0, "snow": 0.0, "thin_cirrus": 0.0, "cloud_medium_probability": 0.0, "vegetation": 81.71, "unclassified": 3.28}', '2021-08-11': '{"vegetation": 0.0, "not_vegetated": 0.0, "no_data": 0.0, "cloud_high_probability": 0.0, "thin_cirrus": 0.0, "dark_area_pixels": 0.0, "cloud_medium_probability": 6.31, "snow": 0.0, "water": 0.0, "cloud_shadows": 0.0, "saturated_or_defective": 0.0, "unclassified": 93.69}', '2021-08-14': '{"thin_cirrus": 0.0, "saturated_or_defective": 0.0, "cloud_medium_probability": 0.0, "cloud_high_probability": 0.0, "no_data": 0.0, "snow": 0.0, "vegetation": 89.05, "cloud_shadows": 0.0, "unclassified": 2.09, "not_vegetated": 8.86, "dark_area_pixels": 0.0, "water": 0.0}', '2021-08-16': '{"dark_area_pixels": 0.0, "cloud_shadows": 0.0, "snow": 0.0, "cloud_high_probability": 0.0, "no_data": 0.0, "thin_cirrus": 0.0, "water": 0.0, "vegetation": 84.36, "not_vegetated": 12.17, "cloud_medium_probability": 0.0, "unclassified": 3.47, "saturated_or_defective": 0.0}', '2021-08-19': '{"cloud_medium_probability": 0.0, "saturated_or_defective": 0.0, "thin_cirrus": 0.0, "no_data": 0.0, "dark_area_pixels": 0.22, "snow": 0.0, "cloud_high_probability": 0.0, "vegetation": 90.87, "unclassified": 2.2, "cloud_shadows": 0.0, "water": 0.0, "not_vegetated": 6.72}', '2021-08-21': '{"not_vegetated": 7.05, "dark_area_pixels": 0.0, "cloud_shadows": 0.0, "unclassified": 2.09, "water": 0.0, "no_data": 0.0, "vegetation": 90.87, "snow": 0.0, "thin_cirrus": 0.0, "cloud_medium_probability": 0.0, "cloud_high_probability": 0.0, "saturated_or_defective": 0.0}', '2021-08-26': '{"vegetation": 56.78, "dark_area_pixels": 4.77, "no_data": 0.0, "snow": 0.0, "not_vegetated": 19.24, "cloud_medium_probability": 1.57, "water": 0.0, "unclassified": 12.49, "saturated_or_defective": 0.0, "thin_cirrus": 0.0, "cloud_high_probability": 0.0, "cloud_shadows": 5.15}', '2021-08-29': '{"snow": 0.0, "cloud_shadows": 0.0, "not_vegetated": 6.5, "dark_area_pixels": 0.54, "water": 0.0, "unclassified": 1.76, "cloud_medium_probability": 0.0, "thin_cirrus": 0.0, "vegetation": 91.19, "no_data": 0.0, "saturated_or_defective": 0.0, "cloud_high_probability": 0.0}', '2021-08-31': '{"cloud_medium_probability": 0.0, "not_vegetated": 7.83, "saturated_or_defective": 0.0, "no_data": 0.0, "unclassified": 2.22, "dark_area_pixels": 0.0, "vegetation": 89.95, "snow": 0.0, "cloud_shadows": 0.0, "water": 0.0, "cloud_high_probability": 0.0, "thin_cirrus": 0.0}', '2021-09-03': '{"dark_area_pixels": 0.0, "no_data": 0.0, "vegetation": 65.37, "thin_cirrus": 0.0, "not_vegetated": 32.66, "cloud_high_probability": 0.0, "cloud_medium_probability": 0.0, "cloud_shadows": 0.0, "snow": 0.0, "water": 0.0, "saturated_or_defective": 0.0, "unclassified": 1.98}', '2021-09-05': '{"saturated_or_defective": 0.0, "cloud_high_probability": 0.0, "unclassified": 2.09, "snow": 0.0, "vegetation": 91.3, "dark_area_pixels": 0.22, "water": 0.0, "not_vegetated": 6.4, "cloud_shadows": 0.0, "thin_cirrus": 0.0, "no_data": 0.0, "cloud_medium_probability": 0.0}', '2021-09-13': '{"cloud_shadows": 0.0, "cloud_medium_probability": 0.0, "water": 0.0, "dark_area_pixels": 0.79, "vegetation": 92.47, "thin_cirrus": 0.0, "no_data": 0.0, "unclassified": 1.19, "cloud_high_probability": 0.0, "saturated_or_defective": 0.0, "not_vegetated": 5.56, "snow": 0.0}', '2021-09-18': '{"vegetation": 77.8, "dark_area_pixels": 0.0, "water": 0.0, "snow": 0.0, "no_data": 0.0, "saturated_or_defective": 0.0, "thin_cirrus": 0.0, "cloud_shadows": 0.0, "not_vegetated": 20.05, "unclassified": 2.14, "cloud_high_probability": 0.0, "cloud_medium_probability": 0.0}', '2021-09-28': '{"saturated_or_defective": 0.0, "thin_cirrus": 0.0, "water": 0.0, "no_data": 0.0, "dark_area_pixels": 1.17, "vegetation": 14.01, "unclassified": 1.52, "cloud_high_probability": 0.0, "not_vegetated": 83.31, "snow": 0.0, "cloud_shadows": 0.0, "cloud_medium_probability": 0.0}', '2021-10-03': '{"saturated_or_defective": 0.0, "cloud_shadows": 0.0, "cloud_medium_probability": 0.0, "dark_area_pixels": 1.17, "vegetation": 11.17, "thin_cirrus": 0.0, "cloud_high_probability": 0.0, "snow": 0.0, "no_data": 0.0, "water": 0.0, "unclassified": 1.41, "not_vegetated": 86.26}', '2021-10-05': '{"unclassified": 2.14, "water": 0.0, "no_data": 0.0, "cloud_shadows": 0.0, "cloud_high_probability": 0.0, "snow": 0.0, "dark_area_pixels": 0.43, "cloud_medium_probability": 0.0, "not_vegetated": 86.83, "vegetation": 10.6, "thin_cirrus": 0.0, "saturated_or_defective": 0.0}', '2021-10-08': '{"cloud_medium_probability": 0.0, "unclassified": 1.54, "vegetation": 11.65, "not_vegetated": 85.61, "dark_area_pixels": 1.19, "cloud_shadows": 0.0, "no_data": 0.0, "saturated_or_defective": 0.0, "water": 0.0, "thin_cirrus": 0.0, "snow": 0.0, "cloud_high_probability": 0.0}', '2021-10-10': '{"cloud_high_probability": 0.0, "not_vegetated": 74.09, "saturated_or_defective": 0.0, "thin_cirrus": 13.98, "no_data": 0.0, "unclassified": 3.36, "cloud_medium_probability": 0.16, "cloud_shadows": 0.0, "snow": 0.0, "dark_area_pixels": 0.22, "water": 0.0, "vegetation": 8.18}', '2021-10-15': '{"water": 0.0, "cloud_high_probability": 0.0, "thin_cirrus": 0.0, "snow": 0.0, "vegetation": 10.68, "saturated_or_defective": 0.0, "no_data": 0.0, "dark_area_pixels": 0.43, "not_vegetated": 86.64, "cloud_medium_probability": 0.0, "unclassified": 2.25, "cloud_shadows": 0.0}', '2021-10-18': '{"thin_cirrus": 0.0, "water": 0.0, "no_data": 0.0, "unclassified": 1.19, "cloud_high_probability": 0.0, "cloud_shadows": 0.0, "dark_area_pixels": 1.49, "snow": 0.0, "cloud_medium_probability": 0.0, "not_vegetated": 84.39, "saturated_or_defective": 0.0, "vegetation": 12.93}', '2021-10-25': '{"water": 0.0, "cloud_medium_probability": 0.0, "saturated_or_defective": 0.0, "snow": 0.0, "vegetation": 1.63, "dark_area_pixels": 28.54, "unclassified": 46.45, "no_data": 0.0, "cloud_shadows": 4.42, "thin_cirrus": 0.0, "cloud_high_probability": 0.0, "not_vegetated": 18.97}', '2021-11-07': '{"dark_area_pixels": 5.56, "thin_cirrus": 0.0, "cloud_high_probability": 0.0, "cloud_shadows": 0.0, "no_data": 0.0, "cloud_medium_probability": 0.11, "unclassified": 10.87, "vegetation": 15.37, "snow": 0.0, "saturated_or_defective": 0.0, "water": 0.0, "not_vegetated": 68.1}', '2021-11-17': '{"water": 0.0, "cloud_medium_probability": 0.0, "cloud_shadows": 0.0, "no_data": 0.0, "saturated_or_defective": 0.0, "vegetation": 22.93, "cloud_high_probability": 0.0, "dark_area_pixels": 9.51, "unclassified": 21.68, "snow": 0.0, "not_vegetated": 45.88, "thin_cirrus": 0.0}', '2021-11-19': '{"vegetation": 23.31, "cloud_high_probability": 0.0, "cloud_medium_probability": 0.0, "no_data": 0.0, "snow": 0.0, "water": 0.0, "dark_area_pixels": 5.23, "cloud_shadows": 0.0, "thin_cirrus": 0.0, "unclassified": 12.79, "saturated_or_defective": 0.0, "not_vegetated": 58.67}', '2021-11-22': '{"vegetation": 40.27, "thin_cirrus": 0.0, "cloud_medium_probability": 0.0, "cloud_high_probability": 0.0, "no_data": 0.0, "snow": 0.0, "water": 0.0, "not_vegetated": 23.04, "saturated_or_defective": 0.0, "unclassified": 25.28, "cloud_shadows": 0.0, "dark_area_pixels": 11.41}', '2021-11-24': '{"thin_cirrus": 0.0, "cloud_medium_probability": 0.0, "water": 0.0, "not_vegetated": 20.98, "vegetation": 35.69, "unclassified": 15.2, "cloud_high_probability": 0.0, "dark_area_pixels": 15.47, "cloud_shadows": 12.66, "no_data": 0.0, "saturated_or_defective": 0.0, "snow": 0.0}', '2021-11-27': '{"unclassified": 25.83, "thin_cirrus": 0.0, "cloud_medium_probability": 0.0, "no_data": 0.0, "not_vegetated": 7.91, "dark_area_pixels": 6.26, "snow": 0.0, "vegetation": 49.81, "cloud_high_probability": 0.0, "water": 0.0, "saturated_or_defective": 0.0, "cloud_shadows": 10.19}', '2021-12-12': '{"dark_area_pixels": 4.47, "not_vegetated": 7.7, "unclassified": 23.74, "snow": 0.0, "vegetation": 64.09, "thin_cirrus": 0.0, "cloud_medium_probability": 0.0, "cloud_high_probability": 0.0, "no_data": 0.0, "cloud_shadows": 0.0, "saturated_or_defective": 0.0, "water": 0.0}', '2021-12-17': '{"not_vegetated": 18.54, "cloud_shadows": 0.0, "snow": 0.0, "vegetation": 65.58, "dark_area_pixels": 4.63, "saturated_or_defective": 0.0, "thin_cirrus": 0.0, "cloud_medium_probability": 0.0, "water": 0.0, "cloud_high_probability": 0.0, "no_data": 0.0, "unclassified": 11.25}', '2021-12-19': '{"snow": 0.0, "no_data": 0.0, "not_vegetated": 10.16, "water": 0.0, "cloud_shadows": 0.0, "cloud_high_probability": 0.0, "vegetation": 67.48, "saturated_or_defective": 0.0, "unclassified": 18.1, "dark_area_pixels": 4.25, "thin_cirrus": 0.0, "cloud_medium_probability": 0.0}', '2021-12-24': '{"unclassified": 39.32, "cloud_medium_probability": 0.0, "saturated_or_defective": 0.0, "no_data": 0.0, "cloud_high_probability": 0.0, "thin_cirrus": 0.0, "not_vegetated": 0.0, "cloud_shadows": 5.09, "snow": 0.0, "water": 0.0, "vegetation": 44.01, "dark_area_pixels": 11.57}'}
array([[[ nan, 0.70412517, 0.73383087, ..., 0.4614433 , 0.4614433 , 0.5474178 ], [ nan, 0.7446637 , 0.6773095 , ..., 0.58354026, 0.58354026, 0.62759703], [ nan, 0.62005687, 0.60787284, ..., 0.657805 , 0.657805 , 0.6741641 ], ..., [ nan, 0.7050766 , 0.55453503, ..., 0.5803936 , 0.6190162 , nan], [ nan, 0.7301406 , 0.7062635 , ..., 0.61397934, 0.596463 , nan], [ nan, nan, nan, ..., 0.7186367 , 0.67910737, nan]], [[ nan, 0.7788602 , 0.7454195 , ..., 0.41102856, 0.41102856, 0.47954866], [ nan, 0.7225171 , 0.7356544 , ..., 0.45957446, 0.45957446, 0.634308 ], [ nan, 0.71040726, 0.66068804, ..., 0.5699797 , 0.5699797 , 0.645409 ], ... [ nan, 0.71606475, 0.70658684, ..., 0.47960395, 0.5197189 , nan], [ nan, 0.67408377, 0.7129771 , ..., 0.61088026, 0.56956005, nan], [ nan, nan, nan, ..., 0.6789588 , 0.6610978 , nan]], [[ nan, 0.64759034, 0.58928573, ..., 0.38512763, 0.38512763, 0.4033042 ], [ nan, 0.6375839 , 0.5819398 , ..., 0.3539074 , 0.3539074 , 0.44870466], [ nan, 0.6573893 , 0.6141506 , ..., 0.4456994 , 0.4456994 , 0.48203754], ..., [ nan, 0.52955365, 0.36992317, ..., 0.47579908, 0.5416309 , nan], [ nan, 0.5906822 , 0.63352096, ..., 0.42842048, 0.48509485, nan], [ nan, nan, nan, ..., 0.52922916, 0.5521197 , nan]]], dtype=float32)
- S2_LAI(time, y, x)float320.4768 1.603 1.801 ... 1.856 0.4768
- _FillValue :
- nan
- transform :
- [ 8.98360017e-05 0.00000000e+00 8.62245945e+00 0.00000000e+00 -9.04414549e-05 3.98310498e+01]
- crs :
- +init=epsg:4326
- descriptions :
- S2_LAI
- AREA_OR_POINT :
- Area
- scene_id :
- {"2021-01-16": "S2A_32TMK_20210116_0_L2A", "2021-01-18": "S2B_32TMK_20210118_0_L2A", "2021-01-23": "S2A_32TMK_20210123_0_L2A", "2021-01-26": "S2A_32TMK_20210126_0_L2A", "2021-02-05": "S2A_32TMK_20210205_0_L2A", "2021-02-15": "S2A_32TMK_20210215_0_L2A", "2021-02-17": "S2B_32TMK_20210217_0_L2A", "2021-02-20": "S2B_32TMK_20210220_0_L2A", "2021-02-25": "S2A_32TMK_20210225_0_L2A", "2021-03-07": "S2A_32TMK_20210307_0_L2A", "2021-03-22": "S2B_32TMK_20210322_0_L2A", "2021-03-29": "S2B_32TMK_20210329_0_L2A", "2021-04-01": "S2B_32TMK_20210401_0_L2A", "2021-04-06": "S2A_32TMK_20210406_0_L2A", "2021-04-08": "S2B_32TMK_20210408_0_L2A", "2021-04-13": "S2A_32TMK_20210413_0_L2A", "2021-04-18": "S2B_32TMK_20210418_0_L2A", "2021-04-23": "S2A_32TMK_20210423_0_L2A", "2021-04-26": "S2A_32TMK_20210426_0_L2A", "2021-04-28": "S2B_32TMK_20210428_0_L2A", "2021-05-08": "S2B_32TMK_20210508_0_L2A", "2021-05-13": "S2A_32TMK_20210513_0_L2A", "2021-05-16": "S2A_32TMK_20210516_0_L2A", "2021-05-18": "S2B_32TMK_20210518_0_L2A", "2021-05-21": "S2B_32TMK_20210521_1_L2A", "2021-05-26": "S2A_32TMK_20210526_0_L2A", "2021-06-05": "S2A_32TMK_20210605_0_L2A", "2021-06-07": "S2B_32TMK_20210607_0_L2A", "2021-06-10": "S2B_32TMK_20210610_0_L2A", "2021-06-12": "S2A_32TMK_20210612_0_L2A", "2021-06-15": "S2A_32TMK_20210615_0_L2A", "2021-06-20": "S2B_32TMK_20210620_0_L2A", "2021-06-22": "S2A_32TMK_20210622_0_L2A", "2021-06-25": "S2A_32TMK_20210625_0_L2A", "2021-06-27": "S2B_32TMK_20210627_0_L2A", "2021-07-02": "S2A_32TMK_20210702_0_L2A", "2021-07-05": "S2A_32TMK_20210705_0_L2A", "2021-07-10": "S2B_32TMK_20210710_0_L2A", "2021-07-12": "S2A_32TMK_20210712_0_L2A", "2021-07-15": "S2A_32TMK_20210715_0_L2A", "2021-07-17": "S2B_32TMK_20210717_0_L2A", "2021-07-20": "S2B_32TMK_20210720_0_L2A", "2021-07-22": "S2A_32TMK_20210722_0_L2A", "2021-07-27": "S2B_32TMK_20210727_0_L2A", "2021-07-30": "S2B_32TMK_20210730_0_L2A", "2021-08-01": "S2A_32TMK_20210801_0_L2A", "2021-08-04": "S2A_32TMK_20210804_0_L2A", "2021-08-06": "S2B_32TMK_20210806_0_L2A", "2021-08-09": "S2B_32TMK_20210809_0_L2A", "2021-08-11": "S2A_32TMK_20210811_0_L2A", "2021-08-14": "S2A_32TMK_20210814_0_L2A", "2021-08-16": "S2B_32TMK_20210816_0_L2A", "2021-08-19": "S2B_32TMK_20210819_0_L2A", "2021-08-21": "S2A_32TMK_20210821_0_L2A", "2021-08-26": "S2B_32TMK_20210826_0_L2A", "2021-08-29": "S2B_32TMK_20210829_0_L2A", "2021-08-31": "S2A_32TMK_20210831_0_L2A", "2021-09-03": "S2A_32TMK_20210903_0_L2A", "2021-09-05": "S2B_32TMK_20210905_0_L2A", "2021-09-13": "S2A_32TMK_20210913_0_L2A", "2021-09-18": "S2B_32TMK_20210918_0_L2A", "2021-09-28": "S2B_32TMK_20210928_0_L2A", "2021-10-03": "S2A_32TMK_20211003_0_L2A", "2021-10-05": "S2B_32TMK_20211005_0_L2A", "2021-10-08": "S2B_32TMK_20211008_0_L2A", "2021-10-10": "S2A_32TMK_20211010_0_L2A", "2021-10-15": "S2B_32TMK_20211015_0_L2A", "2021-10-18": "S2B_32TMK_20211018_0_L2A", "2021-10-25": "S2B_32TMK_20211025_0_L2A", "2021-11-07": "S2B_32TMK_20211107_0_L2A", "2021-11-17": "S2B_32TMK_20211117_0_L2A", "2021-11-19": "S2A_32TMK_20211119_0_L2A", "2021-11-22": "S2A_32TMK_20211122_0_L2A", "2021-11-24": "S2B_32TMK_20211124_0_L2A", "2021-11-27": "S2B_32TMK_20211127_0_L2A", "2021-12-12": "S2A_32TMK_20211212_0_L2A", "2021-12-17": "S2B_32TMK_20211217_0_L2A", "2021-12-19": "S2A_32TMK_20211219_0_L2A", "2021-12-24": "S2B_32TMK_20211224_0_L2A"}
- scene_classification :
- {'2021-01-16': '{"water": 0.0, "not_vegetated": 0.0, "cloud_high_probability": 0.0, "unclassified": 1.06, "vegetation": 97.56, "snow": 0.0, "thin_cirrus": 0.0, "no_data": 0.0, "saturated_or_defective": 0.0, "dark_area_pixels": 1.38, "cloud_shadows": 0.0, "cloud_medium_probability": 0.0}', '2021-01-18': '{"unclassified": 1.73, "cloud_high_probability": 0.0, "cloud_medium_probability": 0.0, "not_vegetated": 0.49, "dark_area_pixels": 1.19, "snow": 0.0, "cloud_shadows": 0.0, "no_data": 0.0, "water": 0.0, "saturated_or_defective": 0.0, "vegetation": 96.59, "thin_cirrus": 0.0}', '2021-01-23': '{"saturated_or_defective": 0.0, "dark_area_pixels": 0.38, "unclassified": 2.22, "vegetation": 97.4, "not_vegetated": 0.0, "cloud_high_probability": 0.0, "snow": 0.0, "thin_cirrus": 0.0, "no_data": 0.0, "cloud_shadows": 0.0, "water": 0.0, "cloud_medium_probability": 0.0}', '2021-01-26': '{"thin_cirrus": 0.0, "snow": 0.0, "dark_area_pixels": 1.49, "cloud_medium_probability": 0.0, "vegetation": 97.4, "unclassified": 1.11, "cloud_high_probability": 0.0, "not_vegetated": 0.0, "saturated_or_defective": 0.0, "water": 0.0, "cloud_shadows": 0.0, "no_data": 0.0}', '2021-02-05': '{"no_data": 0.0, "vegetation": 97.4, "saturated_or_defective": 0.0, "cloud_high_probability": 0.0, "cloud_shadows": 0.0, "not_vegetated": 0.16, "water": 0.0, "thin_cirrus": 0.0, "dark_area_pixels": 0.38, "cloud_medium_probability": 0.0, "snow": 0.0, "unclassified": 2.06}', '2021-02-15': '{"not_vegetated": 0.0, "unclassified": 0.81, "dark_area_pixels": 1.33, "vegetation": 97.86, "cloud_high_probability": 0.0, "cloud_shadows": 0.0, "thin_cirrus": 0.0, "water": 0.0, "no_data": 0.0, "cloud_medium_probability": 0.0, "snow": 0.0, "saturated_or_defective": 0.0}', '2021-02-17': '{"dark_area_pixels": 0.43, "saturated_or_defective": 0.0, "cloud_high_probability": 0.0, "no_data": 0.0, "not_vegetated": 0.0, "thin_cirrus": 0.0, "unclassified": 1.6, "vegetation": 97.97, "snow": 0.0, "cloud_medium_probability": 0.0, "cloud_shadows": 0.0, "water": 0.0}', '2021-02-20': '{"thin_cirrus": 0.0, "water": 0.0, "unclassified": 1.6, "cloud_high_probability": 0.0, "snow": 0.0, "cloud_shadows": 0.0, "no_data": 0.0, "vegetation": 97.86, "not_vegetated": 0.0, "cloud_medium_probability": 0.0, "saturated_or_defective": 0.0, "dark_area_pixels": 0.54}', '2021-02-25': '{"vegetation": 97.8, "cloud_shadows": 0.0, "cloud_high_probability": 0.0, "dark_area_pixels": 0.0, "unclassified": 2.2, "saturated_or_defective": 0.0, "not_vegetated": 0.0, "water": 0.0, "cloud_medium_probability": 0.0, "snow": 0.0, "no_data": 0.0, "thin_cirrus": 0.0}', '2021-03-07': '{"snow": 0.0, "cloud_medium_probability": 1.0, "water": 0.0, "vegetation": 68.59, "unclassified": 30.41, "dark_area_pixels": 0.0, "no_data": 0.0, "thin_cirrus": 0.0, "not_vegetated": 0.0, "cloud_high_probability": 0.0, "saturated_or_defective": 0.0, "cloud_shadows": 0.0}', '2021-03-22': '{"cloud_medium_probability": 2.22, "cloud_high_probability": 0.0, "vegetation": 92.87, "snow": 0.0, "unclassified": 3.2, "no_data": 0.0, "not_vegetated": 0.98, "water": 0.0, "thin_cirrus": 0.0, "dark_area_pixels": 0.73, "saturated_or_defective": 0.0, "cloud_shadows": 0.0}', '2021-03-29': '{"cloud_medium_probability": 0.0, "unclassified": 1.92, "vegetation": 97.86, "dark_area_pixels": 0.05, "no_data": 0.0, "snow": 0.0, "cloud_shadows": 0.0, "not_vegetated": 0.16, "water": 0.0, "cloud_high_probability": 0.0, "saturated_or_defective": 0.0, "thin_cirrus": 0.0}', '2021-04-01': '{"cloud_high_probability": 0.0, "cloud_medium_probability": 0.0, "cloud_shadows": 0.0, "water": 0.0, "vegetation": 97.97, "snow": 0.0, "not_vegetated": 0.0, "thin_cirrus": 0.0, "saturated_or_defective": 0.0, "unclassified": 1.57, "dark_area_pixels": 0.46, "no_data": 0.0}', '2021-04-06': '{"cloud_high_probability": 0.0, "no_data": 0.0, "dark_area_pixels": 0.0, "thin_cirrus": 0.0, "cloud_shadows": 0.0, "water": 0.0, "unclassified": 1.44, "saturated_or_defective": 0.0, "cloud_medium_probability": 0.0, "not_vegetated": 0.0, "snow": 0.0, "vegetation": 98.56}', '2021-04-08': '{"thin_cirrus": 0.0, "cloud_high_probability": 0.0, "not_vegetated": 0.0, "unclassified": 1.65, "snow": 0.0, "water": 0.0, "no_data": 0.0, "dark_area_pixels": 0.22, "cloud_medium_probability": 0.0, "saturated_or_defective": 0.0, "cloud_shadows": 0.0, "vegetation": 98.13}', '2021-04-13': '{"cloud_shadows": 0.49, "saturated_or_defective": 0.0, "unclassified": 3.88, "vegetation": 89.35, "cloud_medium_probability": 3.01, "water": 0.0, "not_vegetated": 3.12, "cloud_high_probability": 0.16, "no_data": 0.0, "thin_cirrus": 0.0, "snow": 0.0, "dark_area_pixels": 0.0}', '2021-04-18': '{"cloud_medium_probability": 0.0, "dark_area_pixels": 0.0, "no_data": 0.0, "snow": 0.0, "not_vegetated": 0.0, "vegetation": 97.43, "cloud_high_probability": 0.0, "unclassified": 2.57, "saturated_or_defective": 0.0, "thin_cirrus": 0.0, "water": 0.0, "cloud_shadows": 0.0}', '2021-04-23': '{"unclassified": 0.7, "cloud_medium_probability": 0.0, "dark_area_pixels": 0.33, "saturated_or_defective": 0.0, "thin_cirrus": 0.0, "vegetation": 92.57, "water": 0.0, "cloud_high_probability": 0.0, "snow": 0.0, "cloud_shadows": 6.4, "not_vegetated": 0.0, "no_data": 0.0}', '2021-04-26': '{"vegetation": 98.67, "cloud_medium_probability": 0.0, "thin_cirrus": 0.0, "cloud_high_probability": 0.0, "no_data": 0.0, "not_vegetated": 0.0, "saturated_or_defective": 0.0, "cloud_shadows": 0.0, "water": 0.0, "snow": 0.0, "dark_area_pixels": 0.0, "unclassified": 1.33}', '2021-04-28': '{"cloud_shadows": 0.0, "cloud_high_probability": 0.0, "not_vegetated": 0.0, "no_data": 0.0, "snow": 0.0, "unclassified": 1.92, "saturated_or_defective": 0.0, "thin_cirrus": 0.0, "cloud_medium_probability": 0.0, "vegetation": 98.08, "dark_area_pixels": 0.0, "water": 0.0}', '2021-05-08': '{"thin_cirrus": 0.0, "cloud_medium_probability": 0.0, "cloud_shadows": 0.0, "saturated_or_defective": 0.0, "vegetation": 97.97, "cloud_high_probability": 0.0, "not_vegetated": 0.0, "water": 0.0, "no_data": 0.0, "dark_area_pixels": 0.0, "snow": 0.0, "unclassified": 2.03}', '2021-05-13': '{"snow": 0.0, "thin_cirrus": 0.0, "cloud_shadows": 0.0, "no_data": 0.0, "cloud_medium_probability": 0.0, "vegetation": 21.79, "water": 0.0, "unclassified": 2.14, "cloud_high_probability": 0.0, "dark_area_pixels": 0.0, "saturated_or_defective": 0.0, "not_vegetated": 76.07}', '2021-05-16': '{"thin_cirrus": 0.0, "snow": 0.0, "not_vegetated": 78.13, "dark_area_pixels": 0.33, "cloud_high_probability": 0.0, "no_data": 0.0, "cloud_shadows": 0.0, "water": 0.0, "vegetation": 19.95, "saturated_or_defective": 0.0, "cloud_medium_probability": 0.0, "unclassified": 1.6}', '2021-05-18': '{"no_data": 0.0, "water": 0.0, "cloud_shadows": 0.0, "vegetation": 18.54, "unclassified": 2.03, "dark_area_pixels": 0.0, "thin_cirrus": 0.0, "not_vegetated": 79.43, "snow": 0.0, "saturated_or_defective": 0.0, "cloud_high_probability": 0.0, "cloud_medium_probability": 0.0}', '2021-05-21': '{"unclassified": 1.76, "dark_area_pixels": 0.16, "water": 0.0, "snow": 0.0, "thin_cirrus": 0.0, "cloud_medium_probability": 0.0, "not_vegetated": 79.24, "vegetation": 18.83, "no_data": 0.0, "saturated_or_defective": 0.0, "cloud_shadows": 0.0, "cloud_high_probability": 0.0}', '2021-05-26': '{"not_vegetated": 80.16, "water": 0.0, "dark_area_pixels": 0.0, "thin_cirrus": 0.0, "snow": 0.0, "saturated_or_defective": 0.0, "cloud_high_probability": 0.0, "unclassified": 1.92, "cloud_shadows": 0.0, "cloud_medium_probability": 0.0, "no_data": 0.0, "vegetation": 17.91}', '2021-06-05': '{"not_vegetated": 83.25, "dark_area_pixels": 0.0, "vegetation": 14.53, "water": 0.0, "no_data": 0.0, "unclassified": 2.22, "saturated_or_defective": 0.0, "thin_cirrus": 0.0, "cloud_shadows": 0.0, "cloud_medium_probability": 0.0, "cloud_high_probability": 0.0, "snow": 0.0}', '2021-06-07': '{"water": 0.0, "thin_cirrus": 0.0, "cloud_high_probability": 0.0, "saturated_or_defective": 0.0, "cloud_shadows": 0.0, "cloud_medium_probability": 0.0, "vegetation": 15.53, "dark_area_pixels": 0.0, "no_data": 0.0, "unclassified": 1.98, "snow": 0.0, "not_vegetated": 82.49}', '2021-06-10': '{"dark_area_pixels": 0.0, "cloud_shadows": 0.0, "not_vegetated": 82.2, "snow": 0.0, "vegetation": 15.75, "cloud_medium_probability": 0.0, "no_data": 0.0, "water": 0.0, "unclassified": 2.06, "saturated_or_defective": 0.0, "cloud_high_probability": 0.0, "thin_cirrus": 0.0}', '2021-06-12': '{"cloud_medium_probability": 0.0, "not_vegetated": 79.51, "vegetation": 16.34, "cloud_shadows": 0.0, "water": 0.0, "snow": 0.0, "dark_area_pixels": 0.0, "saturated_or_defective": 0.0, "no_data": 0.0, "thin_cirrus": 0.0, "unclassified": 4.15, "cloud_high_probability": 0.0}', '2021-06-15': '{"not_vegetated": 81.06, "cloud_high_probability": 0.0, "cloud_shadows": 0.0, "cloud_medium_probability": 0.0, "dark_area_pixels": 0.22, "vegetation": 16.78, "water": 0.0, "no_data": 0.0, "unclassified": 1.95, "snow": 0.0, "saturated_or_defective": 0.0, "thin_cirrus": 0.0}', '2021-06-20': '{"not_vegetated": 96.02, "cloud_medium_probability": 0.0, "saturated_or_defective": 0.0, "dark_area_pixels": 0.0, "vegetation": 2.55, "no_data": 0.0, "thin_cirrus": 0.0, "snow": 0.0, "cloud_high_probability": 0.0, "cloud_shadows": 0.0, "water": 0.0, "unclassified": 1.44}', '2021-06-22': '{"snow": 0.0, "thin_cirrus": 0.0, "cloud_medium_probability": 0.0, "cloud_high_probability": 0.0, "no_data": 0.0, "vegetation": 13.06, "dark_area_pixels": 0.0, "cloud_shadows": 0.0, "water": 0.0, "saturated_or_defective": 0.0, "not_vegetated": 85.45, "unclassified": 1.49}', '2021-06-25': '{"vegetation": 10.98, "saturated_or_defective": 0.0, "unclassified": 1.65, "snow": 0.0, "cloud_medium_probability": 0.0, "no_data": 0.0, "cloud_shadows": 0.0, "water": 0.0, "thin_cirrus": 0.0, "not_vegetated": 87.37, "cloud_high_probability": 0.0, "dark_area_pixels": 0.0}', '2021-06-27': '{"cloud_shadows": 0.0, "cloud_medium_probability": 0.0, "unclassified": 1.22, "snow": 0.0, "dark_area_pixels": 0.0, "vegetation": 6.53, "thin_cirrus": 0.0, "saturated_or_defective": 0.0, "not_vegetated": 92.25, "no_data": 0.0, "cloud_high_probability": 0.0, "water": 0.0}', '2021-07-02': '{"unclassified": 1.71, "vegetation": 16.61, "no_data": 0.0, "saturated_or_defective": 0.0, "dark_area_pixels": 0.0, "cloud_high_probability": 0.0, "not_vegetated": 81.68, "thin_cirrus": 0.0, "cloud_medium_probability": 0.0, "snow": 0.0, "water": 0.0, "cloud_shadows": 0.0}', '2021-07-05': '{"no_data": 0.0, "unclassified": 1.76, "cloud_high_probability": 0.0, "water": 0.0, "dark_area_pixels": 0.05, "saturated_or_defective": 0.0, "cloud_shadows": 0.0, "snow": 0.0, "not_vegetated": 72.06, "thin_cirrus": 0.0, "cloud_medium_probability": 0.0, "vegetation": 26.12}', '2021-07-10': '{"snow": 0.0, "dark_area_pixels": 0.05, "no_data": 0.0, "unclassified": 2.14, "cloud_shadows": 0.0, "cloud_high_probability": 0.0, "saturated_or_defective": 0.0, "cloud_medium_probability": 0.0, "vegetation": 62.47, "not_vegetated": 35.34, "water": 0.0, "thin_cirrus": 0.0}', '2021-07-12': '{"snow": 0.0, "dark_area_pixels": 0.0, "thin_cirrus": 0.0, "cloud_medium_probability": 0.0, "no_data": 0.0, "cloud_high_probability": 0.0, "cloud_shadows": 0.0, "unclassified": 1.06, "vegetation": 15.18, "not_vegetated": 83.77, "water": 0.0, "saturated_or_defective": 0.0}', '2021-07-15': '{"cloud_high_probability": 0.0, "unclassified": 1.71, "cloud_shadows": 0.0, "saturated_or_defective": 0.0, "dark_area_pixels": 0.0, "snow": 0.0, "thin_cirrus": 0.0, "cloud_medium_probability": 0.0, "not_vegetated": 13.88, "water": 0.0, "no_data": 0.0, "vegetation": 84.42}', '2021-07-17': '{"unclassified": 2.03, "thin_cirrus": 0.0, "saturated_or_defective": 0.0, "cloud_medium_probability": 0.0, "cloud_high_probability": 0.0, "cloud_shadows": 0.0, "no_data": 0.0, "water": 0.0, "not_vegetated": 16.69, "dark_area_pixels": 0.0, "snow": 0.0, "vegetation": 81.27}', '2021-07-20': '{"not_vegetated": 10.79, "no_data": 0.0, "vegetation": 87.07, "cloud_shadows": 0.0, "thin_cirrus": 0.0, "water": 0.0, "dark_area_pixels": 0.19, "cloud_high_probability": 0.0, "saturated_or_defective": 0.0, "unclassified": 1.95, "snow": 0.0, "cloud_medium_probability": 0.0}', '2021-07-22': '{"saturated_or_defective": 0.0, "unclassified": 1.98, "vegetation": 86.12, "water": 0.0, "snow": 0.0, "cloud_high_probability": 0.0, "cloud_shadows": 0.0, "cloud_medium_probability": 0.0, "not_vegetated": 11.9, "dark_area_pixels": 0.0, "thin_cirrus": 0.0, "no_data": 0.0}', '2021-07-27': '{"snow": 0.0, "cloud_medium_probability": 0.0, "unclassified": 4.82, "thin_cirrus": 0.0, "cloud_high_probability": 0.0, "dark_area_pixels": 0.0, "water": 0.0, "vegetation": 80.3, "cloud_shadows": 0.0, "saturated_or_defective": 0.0, "not_vegetated": 14.88, "no_data": 0.0}', '2021-07-30': '{"water": 0.0, "no_data": 0.0, "cloud_shadows": 0.0, "cloud_medium_probability": 0.0, "thin_cirrus": 0.0, "dark_area_pixels": 0.0, "unclassified": 2.14, "cloud_high_probability": 0.0, "not_vegetated": 8.21, "saturated_or_defective": 0.0, "snow": 0.0, "vegetation": 89.65}', '2021-08-01': '{"snow": 0.0, "water": 0.0, "thin_cirrus": 0.0, "cloud_medium_probability": 0.0, "cloud_shadows": 0.0, "no_data": 0.0, "not_vegetated": 5.47, "vegetation": 79.16, "cloud_high_probability": 0.0, "unclassified": 15.04, "saturated_or_defective": 0.0, "dark_area_pixels": 0.33}', '2021-08-04': '{"not_vegetated": 16.67, "water": 0.0, "cloud_shadows": 0.0, "unclassified": 3.22, "vegetation": 79.81, "dark_area_pixels": 0.0, "cloud_high_probability": 0.0, "cloud_medium_probability": 0.3, "saturated_or_defective": 0.0, "snow": 0.0, "no_data": 0.0, "thin_cirrus": 0.0}', '2021-08-06': '{"snow": 0.0, "no_data": 0.0, "dark_area_pixels": 0.0, "vegetation": 90.65, "thin_cirrus": 0.0, "saturated_or_defective": 0.0, "cloud_high_probability": 0.0, "water": 0.0, "cloud_medium_probability": 0.0, "not_vegetated": 7.37, "unclassified": 1.98, "cloud_shadows": 0.0}', '2021-08-09': '{"water": 0.0, "no_data": 0.0, "dark_area_pixels": 0.0, "cloud_shadows": 0.0, "saturated_or_defective": 0.0, "not_vegetated": 15.01, "cloud_high_probability": 0.0, "snow": 0.0, "thin_cirrus": 0.0, "cloud_medium_probability": 0.0, "vegetation": 81.71, "unclassified": 3.28}', '2021-08-11': '{"vegetation": 0.0, "not_vegetated": 0.0, "no_data": 0.0, "cloud_high_probability": 0.0, "thin_cirrus": 0.0, "dark_area_pixels": 0.0, "cloud_medium_probability": 6.31, "snow": 0.0, "water": 0.0, "cloud_shadows": 0.0, "saturated_or_defective": 0.0, "unclassified": 93.69}', '2021-08-14': '{"thin_cirrus": 0.0, "saturated_or_defective": 0.0, "cloud_medium_probability": 0.0, "cloud_high_probability": 0.0, "no_data": 0.0, "snow": 0.0, "vegetation": 89.05, "cloud_shadows": 0.0, "unclassified": 2.09, "not_vegetated": 8.86, "dark_area_pixels": 0.0, "water": 0.0}', '2021-08-16': '{"dark_area_pixels": 0.0, "cloud_shadows": 0.0, "snow": 0.0, "cloud_high_probability": 0.0, "no_data": 0.0, "thin_cirrus": 0.0, "water": 0.0, "vegetation": 84.36, "not_vegetated": 12.17, "cloud_medium_probability": 0.0, "unclassified": 3.47, "saturated_or_defective": 0.0}', '2021-08-19': '{"cloud_medium_probability": 0.0, "saturated_or_defective": 0.0, "thin_cirrus": 0.0, "no_data": 0.0, "dark_area_pixels": 0.22, "snow": 0.0, "cloud_high_probability": 0.0, "vegetation": 90.87, "unclassified": 2.2, "cloud_shadows": 0.0, "water": 0.0, "not_vegetated": 6.72}', '2021-08-21': '{"not_vegetated": 7.05, "dark_area_pixels": 0.0, "cloud_shadows": 0.0, "unclassified": 2.09, "water": 0.0, "no_data": 0.0, "vegetation": 90.87, "snow": 0.0, "thin_cirrus": 0.0, "cloud_medium_probability": 0.0, "cloud_high_probability": 0.0, "saturated_or_defective": 0.0}', '2021-08-26': '{"vegetation": 56.78, "dark_area_pixels": 4.77, "no_data": 0.0, "snow": 0.0, "not_vegetated": 19.24, "cloud_medium_probability": 1.57, "water": 0.0, "unclassified": 12.49, "saturated_or_defective": 0.0, "thin_cirrus": 0.0, "cloud_high_probability": 0.0, "cloud_shadows": 5.15}', '2021-08-29': '{"snow": 0.0, "cloud_shadows": 0.0, "not_vegetated": 6.5, "dark_area_pixels": 0.54, "water": 0.0, "unclassified": 1.76, "cloud_medium_probability": 0.0, "thin_cirrus": 0.0, "vegetation": 91.19, "no_data": 0.0, "saturated_or_defective": 0.0, "cloud_high_probability": 0.0}', '2021-08-31': '{"cloud_medium_probability": 0.0, "not_vegetated": 7.83, "saturated_or_defective": 0.0, "no_data": 0.0, "unclassified": 2.22, "dark_area_pixels": 0.0, "vegetation": 89.95, "snow": 0.0, "cloud_shadows": 0.0, "water": 0.0, "cloud_high_probability": 0.0, "thin_cirrus": 0.0}', '2021-09-03': '{"dark_area_pixels": 0.0, "no_data": 0.0, "vegetation": 65.37, "thin_cirrus": 0.0, "not_vegetated": 32.66, "cloud_high_probability": 0.0, "cloud_medium_probability": 0.0, "cloud_shadows": 0.0, "snow": 0.0, "water": 0.0, "saturated_or_defective": 0.0, "unclassified": 1.98}', '2021-09-05': '{"saturated_or_defective": 0.0, "cloud_high_probability": 0.0, "unclassified": 2.09, "snow": 0.0, "vegetation": 91.3, "dark_area_pixels": 0.22, "water": 0.0, "not_vegetated": 6.4, "cloud_shadows": 0.0, "thin_cirrus": 0.0, "no_data": 0.0, "cloud_medium_probability": 0.0}', '2021-09-13': '{"cloud_shadows": 0.0, "cloud_medium_probability": 0.0, "water": 0.0, "dark_area_pixels": 0.79, "vegetation": 92.47, "thin_cirrus": 0.0, "no_data": 0.0, "unclassified": 1.19, "cloud_high_probability": 0.0, "saturated_or_defective": 0.0, "not_vegetated": 5.56, "snow": 0.0}', '2021-09-18': '{"vegetation": 77.8, "dark_area_pixels": 0.0, "water": 0.0, "snow": 0.0, "no_data": 0.0, "saturated_or_defective": 0.0, "thin_cirrus": 0.0, "cloud_shadows": 0.0, "not_vegetated": 20.05, "unclassified": 2.14, "cloud_high_probability": 0.0, "cloud_medium_probability": 0.0}', '2021-09-28': '{"saturated_or_defective": 0.0, "thin_cirrus": 0.0, "water": 0.0, "no_data": 0.0, "dark_area_pixels": 1.17, "vegetation": 14.01, "unclassified": 1.52, "cloud_high_probability": 0.0, "not_vegetated": 83.31, "snow": 0.0, "cloud_shadows": 0.0, "cloud_medium_probability": 0.0}', '2021-10-03': '{"saturated_or_defective": 0.0, "cloud_shadows": 0.0, "cloud_medium_probability": 0.0, "dark_area_pixels": 1.17, "vegetation": 11.17, "thin_cirrus": 0.0, "cloud_high_probability": 0.0, "snow": 0.0, "no_data": 0.0, "water": 0.0, "unclassified": 1.41, "not_vegetated": 86.26}', '2021-10-05': '{"unclassified": 2.14, "water": 0.0, "no_data": 0.0, "cloud_shadows": 0.0, "cloud_high_probability": 0.0, "snow": 0.0, "dark_area_pixels": 0.43, "cloud_medium_probability": 0.0, "not_vegetated": 86.83, "vegetation": 10.6, "thin_cirrus": 0.0, "saturated_or_defective": 0.0}', '2021-10-08': '{"cloud_medium_probability": 0.0, "unclassified": 1.54, "vegetation": 11.65, "not_vegetated": 85.61, "dark_area_pixels": 1.19, "cloud_shadows": 0.0, "no_data": 0.0, "saturated_or_defective": 0.0, "water": 0.0, "thin_cirrus": 0.0, "snow": 0.0, "cloud_high_probability": 0.0}', '2021-10-10': '{"cloud_high_probability": 0.0, "not_vegetated": 74.09, "saturated_or_defective": 0.0, "thin_cirrus": 13.98, "no_data": 0.0, "unclassified": 3.36, "cloud_medium_probability": 0.16, "cloud_shadows": 0.0, "snow": 0.0, "dark_area_pixels": 0.22, "water": 0.0, "vegetation": 8.18}', '2021-10-15': '{"water": 0.0, "cloud_high_probability": 0.0, "thin_cirrus": 0.0, "snow": 0.0, "vegetation": 10.68, "saturated_or_defective": 0.0, "no_data": 0.0, "dark_area_pixels": 0.43, "not_vegetated": 86.64, "cloud_medium_probability": 0.0, "unclassified": 2.25, "cloud_shadows": 0.0}', '2021-10-18': '{"thin_cirrus": 0.0, "water": 0.0, "no_data": 0.0, "unclassified": 1.19, "cloud_high_probability": 0.0, "cloud_shadows": 0.0, "dark_area_pixels": 1.49, "snow": 0.0, "cloud_medium_probability": 0.0, "not_vegetated": 84.39, "saturated_or_defective": 0.0, "vegetation": 12.93}', '2021-10-25': '{"water": 0.0, "cloud_medium_probability": 0.0, "saturated_or_defective": 0.0, "snow": 0.0, "vegetation": 1.63, "dark_area_pixels": 28.54, "unclassified": 46.45, "no_data": 0.0, "cloud_shadows": 4.42, "thin_cirrus": 0.0, "cloud_high_probability": 0.0, "not_vegetated": 18.97}', '2021-11-07': '{"dark_area_pixels": 5.56, "thin_cirrus": 0.0, "cloud_high_probability": 0.0, "cloud_shadows": 0.0, "no_data": 0.0, "cloud_medium_probability": 0.11, "unclassified": 10.87, "vegetation": 15.37, "snow": 0.0, "saturated_or_defective": 0.0, "water": 0.0, "not_vegetated": 68.1}', '2021-11-17': '{"water": 0.0, "cloud_medium_probability": 0.0, "cloud_shadows": 0.0, "no_data": 0.0, "saturated_or_defective": 0.0, "vegetation": 22.93, "cloud_high_probability": 0.0, "dark_area_pixels": 9.51, "unclassified": 21.68, "snow": 0.0, "not_vegetated": 45.88, "thin_cirrus": 0.0}', '2021-11-19': '{"vegetation": 23.31, "cloud_high_probability": 0.0, "cloud_medium_probability": 0.0, "no_data": 0.0, "snow": 0.0, "water": 0.0, "dark_area_pixels": 5.23, "cloud_shadows": 0.0, "thin_cirrus": 0.0, "unclassified": 12.79, "saturated_or_defective": 0.0, "not_vegetated": 58.67}', '2021-11-22': '{"vegetation": 40.27, "thin_cirrus": 0.0, "cloud_medium_probability": 0.0, "cloud_high_probability": 0.0, "no_data": 0.0, "snow": 0.0, "water": 0.0, "not_vegetated": 23.04, "saturated_or_defective": 0.0, "unclassified": 25.28, "cloud_shadows": 0.0, "dark_area_pixels": 11.41}', '2021-11-24': '{"thin_cirrus": 0.0, "cloud_medium_probability": 0.0, "water": 0.0, "not_vegetated": 20.98, "vegetation": 35.69, "unclassified": 15.2, "cloud_high_probability": 0.0, "dark_area_pixels": 15.47, "cloud_shadows": 12.66, "no_data": 0.0, "saturated_or_defective": 0.0, "snow": 0.0}', '2021-11-27': '{"unclassified": 25.83, "thin_cirrus": 0.0, "cloud_medium_probability": 0.0, "no_data": 0.0, "not_vegetated": 7.91, "dark_area_pixels": 6.26, "snow": 0.0, "vegetation": 49.81, "cloud_high_probability": 0.0, "water": 0.0, "saturated_or_defective": 0.0, "cloud_shadows": 10.19}', '2021-12-12': '{"dark_area_pixels": 4.47, "not_vegetated": 7.7, "unclassified": 23.74, "snow": 0.0, "vegetation": 64.09, "thin_cirrus": 0.0, "cloud_medium_probability": 0.0, "cloud_high_probability": 0.0, "no_data": 0.0, "cloud_shadows": 0.0, "saturated_or_defective": 0.0, "water": 0.0}', '2021-12-17': '{"not_vegetated": 18.54, "cloud_shadows": 0.0, "snow": 0.0, "vegetation": 65.58, "dark_area_pixels": 4.63, "saturated_or_defective": 0.0, "thin_cirrus": 0.0, "cloud_medium_probability": 0.0, "water": 0.0, "cloud_high_probability": 0.0, "no_data": 0.0, "unclassified": 11.25}', '2021-12-19': '{"snow": 0.0, "no_data": 0.0, "not_vegetated": 10.16, "water": 0.0, "cloud_shadows": 0.0, "cloud_high_probability": 0.0, "vegetation": 67.48, "saturated_or_defective": 0.0, "unclassified": 18.1, "dark_area_pixels": 4.25, "thin_cirrus": 0.0, "cloud_medium_probability": 0.0}', '2021-12-24': '{"unclassified": 39.32, "cloud_medium_probability": 0.0, "saturated_or_defective": 0.0, "no_data": 0.0, "cloud_high_probability": 0.0, "thin_cirrus": 0.0, "not_vegetated": 0.0, "cloud_shadows": 5.09, "snow": 0.0, "water": 0.0, "vegetation": 44.01, "dark_area_pixels": 11.57}'}
array([[[0.4768 , 1.603371 , 1.8008623, ..., 1.9807956, 1.9807956, 1.9344581], [0.4768 , 2.541424 , 2.3119645, ..., 2.4819436, 2.4819436, 2.375165 ], [0.4768 , 3.33421 , 3.3676088, ..., 2.7263038, 2.7263038, 3.0394037], ..., [0.4768 , 1.472044 , 1.0774907, ..., 2.3859982, 2.7114847, 0.4768 ], [0.4768 , 2.6359794, 2.7071311, ..., 2.3250258, 2.2704918, 0.4768 ], [0.4768 , 0.4768 , 0.4768 , ..., 2.7165334, 2.510764 , 0.4768 ]], [[0.4768 , 2.2362547, 2.2025082, ..., 1.9664876, 1.9664876, 2.2740076], [0.4768 , 1.5517601, 1.7560374, ..., 2.2218447, 2.2218447, 2.3984258], [0.4768 , 3.3266265, 3.0916688, ..., 2.5508876, 2.5508876, 2.7453742], ... [0.4768 , 1.7779286, 1.5497365, ..., 2.077027 , 2.1764882, 0.4768 ], [0.4768 , 2.8569562, 3.6517043, ..., 2.413592 , 2.2450848, 0.4768 ], [0.4768 , 0.4768 , 0.4768 , ..., 2.6411507, 2.7327423, 0.4768 ]], [[0.4768 , 1.48486 , 1.4385428, ..., 1.4918095, 1.4918095, 1.6639143], [0.4768 , 1.2607353, 1.326082 , ..., 1.5616121, 1.5616121, 1.6554521], [0.4768 , 2.4318655, 2.2614777, ..., 1.8774714, 1.8774714, 1.6621361], ..., [0.4768 , 1.5893492, 0.9796036, ..., 1.8585031, 2.0612679, 0.4768 ], [0.4768 , 1.7688737, 1.6737869, ..., 1.6042091, 1.653633 , 0.4768 ], [0.4768 , 0.4768 , 0.4768 , ..., 1.7734114, 1.8559481, 0.4768 ]]], dtype=float32)
- crs :
- +init=epsg:4326
- transform :
- [ 8.98360017e-05 0.00000000e+00 8.62245945e+00 0.00000000e+00 -9.04414549e-05 3.98310498e+01]
- res :
- [8.98360017e-05 9.04414549e-05]
- ulx, uly :
- [ 8.62245945 39.83104984]
- s2_data_lineage :
- {"Data origin": "S3 bucket (ARN=arn:aws:s3:::sentinel-cogs-inventory)"}
- additional_info :
- {'Info': 'You can put any additional information, such as custom non-raster or non-vector data, in this parameter'}
8 - Plot timeseries of vegetation indices with matplotlib#
First, process the data into time series format
[9]:
ds = fusion.dataset
# Take the field level mean (average over latitude and longitude) of the vegetation indices and remove N/A
ndvi_ts = ds.S2_NDVI.mean(dim={'y','x'}).dropna(dim='time')
lai_ts = ds.S2_LAI.mean(dim={'y','x'}).dropna(dim='time')
Then plot
[10]:
# Set up a time series plot
fig, ax = plt.subplots(figsize=(12,6))
ax2 = ax.twinx()
# Plot both NDVI and LAI on the same plot, with different y axes
ndvi_ts.plot(color='blue',label="NDVI",ax=ax)
lai_ts.plot(color='green',label="LAI",ax=ax2)
fig.legend()
plt.title("Veg Indices Time Series")
[10]:
Text(0.5, 1.0, 'Veg Indices Time Series')

As you can see, this time series gives a good depiction of the changes in vegetation over a year. However, we do still see some errors, likely due to cloud coverage not correctly classified from the Sentinel scene classification.