Time series of custom index and masking
Contents
Time series of custom index and masking#
Short description
This notebook expands on the previous example, creating a custom water or vegetation index, by creating a time series of the index and masking non-target areas.
In this notebook, you will search for, select, and obtain Sentinel-2 data over a time period. We want the selected data needs to be cloud-free in order to better analyze the index. Custom indices can then be calculated over the area. A mask only over areas with specific classifications (water for water indices, vegetation for vegetation indices) will be applied and the resulting data plotted. This example examines several water quality indices over a period of one year.
1 - Import spacesense object(s) and other dependencies#
[1]:
from spacesense import Client
import matplotlib.pyplot as plt
import numpy as np
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 a small portion of Lake Matano and coastline in Indonesia, can be downloaded here
[2]:
# Define the AOI
with open("../resources/aois/lake_matano.geojson", mode="r") as file:
aoi = json.load(file)
# Get an instance of the SpaceSense Client object
client = Client(id="s2_custom_index_ts_mask")
# 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"
# Scenes should be cloud-free in order to best analyze the resulting indices
res_S2 = client.s2_search(aoi=aoi, start_date=start_date, end_date=end_date, query_filters = {"valid_pixel_percentage" : {">=": 95}})
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 | |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
17 | S2B_51MUT_20210101_0_L2A | 2021-01-01 | 51MUT | 99.12 | sentinel-2b | 060 | S2B_MSIL2A_20210101T021349_N0214_R060_T51MUT_2... | 2021-01-01T02:18:17Z | 100.0 | 0.0 | 0.25 | 24.38 | 0.00 | 73.22 | 0.53 | 0.10 | 0.00 | 0.0 |
16 | S2B_51MUT_20210111_0_L2A | 2021-01-11 | 51MUT | 99.01 | sentinel-2b | 060 | S2B_MSIL2A_20210111T021349_N0214_R060_T51MUT_2... | 2021-01-11T02:18:18Z | 100.0 | 0.0 | 0.09 | 25.73 | 0.00 | 72.62 | 0.00 | 0.00 | 0.90 | 0.0 |
15 | S2A_51MUT_20210225_0_L2A | 2021-02-25 | 51MUT | 97.55 | sentinel-2a | 060 | S2A_MSIL2A_20210225T021341_N0214_R060_T51MUT_2... | 2021-02-25T02:18:19Z | 100.0 | 0.0 | 0.16 | 21.80 | 1.04 | 73.37 | 0.36 | 1.93 | 0.00 | 0.0 |
14 | S2B_51MUT_20210315_0_L2A | 2021-03-15 | 51MUT | 99.98 | sentinel-2b | 103 | S2B_MSIL2A_20210315T022329_N0214_R103_T51MUT_2... | 2021-03-15T02:28:12Z | 100.0 | 0.0 | 0.00 | 25.61 | 0.04 | 73.67 | 0.02 | 0.00 | 0.00 | 0.0 |
13 | S2A_51MUT_20210317_0_L2A | 2021-03-17 | 51MUT | 100.00 | sentinel-2a | 060 | S2A_MSIL2A_20210317T021341_N0214_R060_T51MUT_2... | 2021-03-17T02:18:18Z | 100.0 | 0.0 | 0.00 | 26.04 | 0.00 | 73.09 | 0.00 | 0.00 | 0.00 | 0.0 |
12 | S2B_51MUT_20210322_0_L2A | 2021-03-22 | 51MUT | 100.00 | sentinel-2b | 060 | S2B_MSIL2A_20210322T021349_N0214_R060_T51MUT_2... | 2021-03-22T02:18:18Z | 100.0 | 0.0 | 0.00 | 25.85 | 0.00 | 73.05 | 0.00 | 0.00 | 0.00 | 0.0 |
11 | S2B_51MUT_20210501_0_L2A | 2021-05-01 | 51MUT | 100.00 | sentinel-2b | 060 | S2B_MSIL2A_20210501T021339_N0300_R060_T51MUT_2... | 2021-05-01T02:18:15Z | 100.0 | 0.0 | 0.00 | 26.02 | 0.00 | 72.95 | 0.00 | 0.00 | 0.00 | 0.0 |
10 | S2B_51MUT_20210603_0_L2A | 2021-06-03 | 51MUT | 99.08 | sentinel-2b | 103 | S2B_MSIL2A_20210603T022329_N0300_R103_T51MUT_2... | 2021-06-03T02:28:14Z | 100.0 | 0.0 | 0.00 | 24.69 | 0.09 | 73.29 | 0.23 | 0.69 | 0.00 | 0.0 |
9 | S2A_51MUT_20210608_0_L2A | 2021-06-08 | 51MUT | 100.00 | sentinel-2a | 103 | S2A_MSIL2A_20210608T022331_N0300_R103_T51MUT_2... | 2021-06-08T02:28:14Z | 100.0 | 0.0 | 0.00 | 26.25 | 0.00 | 72.96 | 0.00 | 0.00 | 0.00 | 0.0 |
8 | S2B_51MUT_20210623_0_L2A | 2021-06-23 | 51MUT | 99.95 | sentinel-2b | 103 | S2B_MSIL2A_20210623T022329_N0300_R103_T51MUT_2... | 2021-06-23T02:28:14Z | 100.0 | 0.0 | 0.00 | 25.81 | 0.00 | 72.98 | 0.00 | 0.00 | 0.05 | 0.0 |
7 | S2A_51MUT_20210725_0_L2A | 2021-07-25 | 51MUT | 100.00 | sentinel-2a | 060 | S2A_MSIL2A_20210725T021351_N0301_R060_T51MUT_2... | 2021-07-25T02:18:22Z | 100.0 | 0.0 | 0.00 | 26.08 | 0.00 | 73.27 | 0.00 | 0.00 | 0.00 | 0.0 |
6 | S2A_51MUT_20210817_0_L2A | 2021-08-17 | 51MUT | 99.44 | sentinel-2a | 103 | S2A_MSIL2A_20210817T022331_N0301_R103_T51MUT_2... | 2021-08-17T02:28:15Z | 100.0 | 0.0 | 0.00 | 24.06 | 0.75 | 73.43 | 0.03 | 0.53 | 0.00 | 0.0 |
5 | S2B_51MUT_20211001_0_L2A | 2021-10-01 | 51MUT | 95.10 | sentinel-2b | 103 | S2B_MSIL2A_20211001T022329_N0301_R103_T51MUT_2... | 2021-10-01T02:28:13Z | 100.0 | 0.0 | 0.00 | 25.74 | 0.00 | 68.32 | 0.60 | 0.20 | 4.10 | 0.0 |
4 | S2A_51MUT_20211003_0_L2A | 2021-10-03 | 51MUT | 99.66 | sentinel-2a | 060 | S2A_MSIL2A_20211003T021351_N0301_R060_T51MUT_2... | 2021-10-03T02:18:24Z | 100.0 | 0.0 | 0.02 | 26.01 | 0.14 | 72.64 | 0.32 | 0.00 | 0.00 | 0.0 |
3 | S2A_51MUT_20211023_0_L2A | 2021-10-23 | 51MUT | 98.51 | sentinel-2a | 060 | S2A_MSIL2A_20211023T021351_N0301_R060_T51MUT_2... | 2021-10-23T02:18:24Z | 100.0 | 0.0 | 0.35 | 23.49 | 0.47 | 73.46 | 0.30 | 0.84 | 0.00 | 0.0 |
2 | S2B_51MUT_20211110_0_L2A | 2021-11-10 | 51MUT | 99.97 | sentinel-2b | 103 | S2B_MSIL2A_20211110T022329_N0301_R103_T51MUT_2... | 2021-11-10T02:28:13Z | 100.0 | 0.0 | 0.00 | 26.09 | 0.00 | 72.94 | 0.00 | 0.00 | 0.03 | 0.0 |
1 | S2B_51MUT_20211127_0_L2A | 2021-11-27 | 51MUT | 100.00 | sentinel-2b | 060 | S2B_MSIL2A_20211127T021339_N0301_R060_T51MUT_2... | 2021-11-27T02:18:15Z | 100.0 | 0.0 | 0.00 | 26.15 | 0.00 | 73.05 | 0.00 | 0.00 | 0.00 | 0.0 |
0 | S2B_51MUT_20211220_0_L2A | 2021-12-20 | 51MUT | 100.00 | sentinel-2b | 103 | S2B_MSIL2A_20211220T022319_N0301_R103_T51MUT_2... | 2021-12-20T02:28:07Z | 100.0 | 0.0 | 0.00 | 25.83 | 0.00 | 73.01 | 0.00 | 0.00 | 0.00 | 0.0 |
4 - Specify bands#
Only selecting bands from S2 that we are interested in. The water quality indices we want to calculate use bands 1, 2, 3, 4, and 8, thus we only choose those bands plus the scene classification.
[4]:
res_S2.output_bands = ["B01","B02","B03","B04","B08","SCL"]
5 - Obtain S2 data through Fuse function#
[5]:
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"}
)
fusion.dataset
2022-11-07 16:30:23,862 INFO spacesense.core : created everything
[5]:
<xarray.Dataset> Dimensions: (time: 18, y: 2357, x: 327) Coordinates: * time (time) datetime64[ns] 2021-01-01 2021-01-11 ... 2021-12-20 * y (y) float32 -2.487 -2.487 -2.487 -2.487 ... -2.504 -2.504 -2.504 * x (x) float64 121.3 121.3 121.3 121.3 ... 121.3 121.3 121.3 121.3 Data variables: S2_B01 (time, y, x) float32 0.0 0.0 0.0 0.0 0.0 ... 0.0388 0.0388 0.0 0.0 S2_B02 (time, y, x) float32 0.0 0.0 0.0 0.0 ... 0.0397 0.0401 0.0415 0.0 S2_B03 (time, y, x) float32 0.0 0.0 0.0 0.0 ... 0.0277 0.0267 0.0264 0.0 S2_B04 (time, y, x) float32 0.0 0.0 0.0 0.0 ... 0.0184 0.0179 0.0179 0.0 S2_B08 (time, y, x) float32 0.0 0.0 0.0 0.0 ... 0.0126 0.0122 0.0129 0.0 S2_SCL (time, y, x) float32 0.0 0.0 0.0 0.0 0.0 ... 6.0 6.0 6.0 6.0 6.0 Attributes: crs: +init=epsg:4326 transform: [ 8.98315284e-05 0.00000000e+00 1.21303645e+02 0.000... res: [8.98315284e-05 7.00728646e-06] ulx, uly: [121.30364507 -2.48706115] s2_data_lineage: {"Data origin": "S3 bucket (ARN=arn:aws:s3:::sentinel-c... additional_info: {'Info': 'You can put any additional information, such ...
- time: 18
- y: 2357
- x: 327
- time(time)datetime64[ns]2021-01-01 ... 2021-12-20
array(['2021-01-01T00:00:00.000000000', '2021-01-11T00:00:00.000000000', '2021-02-25T00:00:00.000000000', '2021-03-15T00:00:00.000000000', '2021-03-17T00:00:00.000000000', '2021-03-22T00:00:00.000000000', '2021-05-01T00:00:00.000000000', '2021-06-03T00:00:00.000000000', '2021-06-08T00:00:00.000000000', '2021-06-23T00:00:00.000000000', '2021-07-25T00:00:00.000000000', '2021-08-17T00:00:00.000000000', '2021-10-01T00:00:00.000000000', '2021-10-03T00:00:00.000000000', '2021-10-23T00:00:00.000000000', '2021-11-10T00:00:00.000000000', '2021-11-27T00:00:00.000000000', '2021-12-20T00:00:00.000000000'], dtype='datetime64[ns]')
- y(y)float32-2.487 -2.487 ... -2.504 -2.504
- _FillValue :
- nan
array([-2.487065, -2.487072, -2.487079, ..., -2.50356 , -2.503567, -2.503574], dtype=float32)
- x(x)float64121.3 121.3 121.3 ... 121.3 121.3
- _FillValue :
- nan
array([121.30369 , 121.30378 , 121.30387 , ..., 121.332795, 121.332885, 121.332975])
- S2_B01(time, y, x)float320.0 0.0 0.0 0.0 ... 0.0388 0.0 0.0
- _FillValue :
- nan
- transform :
- [ 8.98315284e-05 0.00000000e+00 1.21303645e+02 0.00000000e+00 -7.00728646e-06 -2.48706115e+00]
- crs :
- +init=epsg:4326
- descriptions :
- S2_B01
- AREA_OR_POINT :
- Area
- color_description :
- ULTRA-BLUE
- band_wavelength :
- 443 nm
- scene_id :
- {"2021-01-01": "S2B_51MUT_20210101_0_L2A", "2021-01-11": "S2B_51MUT_20210111_0_L2A", "2021-02-25": "S2A_51MUT_20210225_0_L2A", "2021-03-15": "S2B_51MUT_20210315_0_L2A", "2021-03-17": "S2A_51MUT_20210317_0_L2A", "2021-03-22": "S2B_51MUT_20210322_0_L2A", "2021-05-01": "S2B_51MUT_20210501_0_L2A", "2021-06-03": "S2B_51MUT_20210603_0_L2A", "2021-06-08": "S2A_51MUT_20210608_0_L2A", "2021-06-23": "S2B_51MUT_20210623_0_L2A", "2021-07-25": "S2A_51MUT_20210725_0_L2A", "2021-08-17": "S2A_51MUT_20210817_0_L2A", "2021-10-01": "S2B_51MUT_20211001_0_L2A", "2021-10-03": "S2A_51MUT_20211003_0_L2A", "2021-10-23": "S2A_51MUT_20211023_0_L2A", "2021-11-10": "S2B_51MUT_20211110_0_L2A", "2021-11-27": "S2B_51MUT_20211127_0_L2A", "2021-12-20": "S2B_51MUT_20211220_0_L2A"}
- scene_classification :
- {'2021-01-01': '{"cloud_shadows": 0.25, "vegetation": 24.38, "snow": 0.0, "saturated_or_defective": 0.0, "thin_cirrus": 0.0, "dark_area_pixels": 0.99, "no_data": 0.0, "water": 73.22, "not_vegetated": 0.0, "cloud_medium_probability": 0.53, "cloud_high_probability": 0.1, "unclassified": 0.53}', '2021-01-11': '{"saturated_or_defective": 0.0, "not_vegetated": 0.0, "cloud_medium_probability": 0.0, "no_data": 0.0, "cloud_high_probability": 0.0, "cloud_shadows": 0.09, "unclassified": 0.18, "snow": 0.0, "thin_cirrus": 0.9, "dark_area_pixels": 0.48, "water": 72.62, "vegetation": 25.73}', '2021-02-25': '{"cloud_high_probability": 1.93, "vegetation": 21.8, "no_data": 0.0, "cloud_medium_probability": 0.36, "thin_cirrus": 0.0, "snow": 0.0, "cloud_shadows": 0.16, "unclassified": 0.92, "dark_area_pixels": 0.42, "not_vegetated": 1.04, "water": 73.37, "saturated_or_defective": 0.0}', '2021-03-15': '{"not_vegetated": 0.04, "cloud_high_probability": 0.0, "no_data": 0.0, "snow": 0.0, "water": 73.67, "cloud_shadows": 0.0, "thin_cirrus": 0.0, "dark_area_pixels": 0.3, "cloud_medium_probability": 0.02, "unclassified": 0.36, "saturated_or_defective": 0.0, "vegetation": 25.61}', '2021-03-17': '{"saturated_or_defective": 0.0, "vegetation": 26.04, "cloud_shadows": 0.0, "no_data": 0.0, "snow": 0.0, "water": 73.09, "thin_cirrus": 0.0, "not_vegetated": 0.0, "unclassified": 0.64, "cloud_medium_probability": 0.0, "cloud_high_probability": 0.0, "dark_area_pixels": 0.23}', '2021-03-22': '{"snow": 0.0, "cloud_shadows": 0.0, "water": 73.05, "dark_area_pixels": 1.03, "no_data": 0.0, "cloud_medium_probability": 0.0, "vegetation": 25.85, "thin_cirrus": 0.0, "cloud_high_probability": 0.0, "not_vegetated": 0.0, "unclassified": 0.07, "saturated_or_defective": 0.0}', '2021-05-01': '{"vegetation": 26.02, "cloud_high_probability": 0.0, "water": 72.95, "thin_cirrus": 0.0, "snow": 0.0, "unclassified": 0.0, "saturated_or_defective": 0.0, "no_data": 0.0, "cloud_shadows": 0.0, "dark_area_pixels": 1.03, "not_vegetated": 0.0, "cloud_medium_probability": 0.0}', '2021-06-03': '{"vegetation": 24.69, "saturated_or_defective": 0.0, "water": 73.29, "not_vegetated": 0.09, "cloud_high_probability": 0.69, "snow": 0.0, "cloud_shadows": 0.0, "thin_cirrus": 0.0, "no_data": 0.0, "dark_area_pixels": 0.23, "cloud_medium_probability": 0.23, "unclassified": 0.78}', '2021-06-08': '{"vegetation": 26.25, "cloud_high_probability": 0.0, "saturated_or_defective": 0.0, "not_vegetated": 0.0, "cloud_shadows": 0.0, "thin_cirrus": 0.0, "water": 72.96, "dark_area_pixels": 0.31, "cloud_medium_probability": 0.0, "unclassified": 0.48, "snow": 0.0, "no_data": 0.0}', '2021-06-23': '{"no_data": 0.0, "saturated_or_defective": 0.0, "vegetation": 25.81, "not_vegetated": 0.0, "water": 72.98, "thin_cirrus": 0.05, "unclassified": 0.31, "cloud_shadows": 0.0, "cloud_high_probability": 0.0, "cloud_medium_probability": 0.0, "snow": 0.0, "dark_area_pixels": 0.85}', '2021-07-25': '{"cloud_medium_probability": 0.0, "not_vegetated": 0.0, "cloud_shadows": 0.0, "vegetation": 26.08, "thin_cirrus": 0.0, "unclassified": 0.37, "no_data": 0.0, "saturated_or_defective": 0.0, "water": 73.27, "cloud_high_probability": 0.0, "snow": 0.0, "dark_area_pixels": 0.28}', '2021-08-17': '{"cloud_high_probability": 0.53, "not_vegetated": 0.75, "cloud_medium_probability": 0.03, "unclassified": 0.78, "vegetation": 24.06, "water": 73.43, "cloud_shadows": 0.0, "dark_area_pixels": 0.42, "saturated_or_defective": 0.0, "thin_cirrus": 0.0, "snow": 0.0, "no_data": 0.0}', '2021-10-01': '{"thin_cirrus": 4.1, "cloud_shadows": 0.0, "cloud_high_probability": 0.2, "unclassified": 0.05, "dark_area_pixels": 0.98, "vegetation": 25.74, "water": 68.32, "not_vegetated": 0.0, "no_data": 0.0, "saturated_or_defective": 0.0, "cloud_medium_probability": 0.6, "snow": 0.0}', '2021-10-03': '{"thin_cirrus": 0.0, "saturated_or_defective": 0.0, "not_vegetated": 0.14, "water": 72.64, "snow": 0.0, "cloud_shadows": 0.02, "dark_area_pixels": 0.82, "cloud_high_probability": 0.0, "unclassified": 0.05, "no_data": 0.0, "cloud_medium_probability": 0.32, "vegetation": 26.01}', '2021-10-23': '{"vegetation": 23.49, "not_vegetated": 0.47, "no_data": 0.0, "water": 73.46, "cloud_high_probability": 0.84, "unclassified": 0.64, "thin_cirrus": 0.0, "dark_area_pixels": 0.45, "snow": 0.0, "cloud_medium_probability": 0.3, "saturated_or_defective": 0.0, "cloud_shadows": 0.35}', '2021-11-10': '{"cloud_shadows": 0.0, "no_data": 0.0, "not_vegetated": 0.0, "cloud_medium_probability": 0.0, "unclassified": 0.58, "snow": 0.0, "thin_cirrus": 0.03, "vegetation": 26.09, "dark_area_pixels": 0.36, "water": 72.94, "cloud_high_probability": 0.0, "saturated_or_defective": 0.0}', '2021-11-27': '{"cloud_shadows": 0.0, "cloud_medium_probability": 0.0, "vegetation": 26.15, "thin_cirrus": 0.0, "saturated_or_defective": 0.0, "water": 73.05, "not_vegetated": 0.0, "snow": 0.0, "unclassified": 0.49, "dark_area_pixels": 0.31, "cloud_high_probability": 0.0, "no_data": 0.0}', '2021-12-20': '{"unclassified": 0.01, "thin_cirrus": 0.0, "snow": 0.0, "vegetation": 25.83, "cloud_medium_probability": 0.0, "saturated_or_defective": 0.0, "cloud_shadows": 0.0, "cloud_high_probability": 0.0, "dark_area_pixels": 1.15, "not_vegetated": 0.0, "water": 73.01, "no_data": 0.0}'}
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- S2_B02(time, y, x)float320.0 0.0 0.0 ... 0.0401 0.0415 0.0
- _FillValue :
- nan
- transform :
- [ 8.98315284e-05 0.00000000e+00 1.21303645e+02 0.00000000e+00 -7.00728646e-06 -2.48706115e+00]
- crs :
- +init=epsg:4326
- descriptions :
- S2_B02
- AREA_OR_POINT :
- Area
- color_description :
- BLUE
- band_wavelength :
- 490 nm
- scene_id :
- {"2021-01-01": "S2B_51MUT_20210101_0_L2A", "2021-01-11": "S2B_51MUT_20210111_0_L2A", "2021-02-25": "S2A_51MUT_20210225_0_L2A", "2021-03-15": "S2B_51MUT_20210315_0_L2A", "2021-03-17": "S2A_51MUT_20210317_0_L2A", "2021-03-22": "S2B_51MUT_20210322_0_L2A", "2021-05-01": "S2B_51MUT_20210501_0_L2A", "2021-06-03": "S2B_51MUT_20210603_0_L2A", "2021-06-08": "S2A_51MUT_20210608_0_L2A", "2021-06-23": "S2B_51MUT_20210623_0_L2A", "2021-07-25": "S2A_51MUT_20210725_0_L2A", "2021-08-17": "S2A_51MUT_20210817_0_L2A", "2021-10-01": "S2B_51MUT_20211001_0_L2A", "2021-10-03": "S2A_51MUT_20211003_0_L2A", "2021-10-23": "S2A_51MUT_20211023_0_L2A", "2021-11-10": "S2B_51MUT_20211110_0_L2A", "2021-11-27": "S2B_51MUT_20211127_0_L2A", "2021-12-20": "S2B_51MUT_20211220_0_L2A"}
- scene_classification :
- {'2021-01-01': '{"cloud_shadows": 0.25, "vegetation": 24.38, "snow": 0.0, "saturated_or_defective": 0.0, "thin_cirrus": 0.0, "dark_area_pixels": 0.99, "no_data": 0.0, "water": 73.22, "not_vegetated": 0.0, "cloud_medium_probability": 0.53, "cloud_high_probability": 0.1, "unclassified": 0.53}', '2021-01-11': '{"saturated_or_defective": 0.0, "not_vegetated": 0.0, "cloud_medium_probability": 0.0, "no_data": 0.0, "cloud_high_probability": 0.0, "cloud_shadows": 0.09, "unclassified": 0.18, "snow": 0.0, "thin_cirrus": 0.9, "dark_area_pixels": 0.48, "water": 72.62, "vegetation": 25.73}', '2021-02-25': '{"cloud_high_probability": 1.93, "vegetation": 21.8, "no_data": 0.0, "cloud_medium_probability": 0.36, "thin_cirrus": 0.0, "snow": 0.0, "cloud_shadows": 0.16, "unclassified": 0.92, "dark_area_pixels": 0.42, "not_vegetated": 1.04, "water": 73.37, "saturated_or_defective": 0.0}', '2021-03-15': '{"not_vegetated": 0.04, "cloud_high_probability": 0.0, "no_data": 0.0, "snow": 0.0, "water": 73.67, "cloud_shadows": 0.0, "thin_cirrus": 0.0, "dark_area_pixels": 0.3, "cloud_medium_probability": 0.02, "unclassified": 0.36, "saturated_or_defective": 0.0, "vegetation": 25.61}', '2021-03-17': '{"saturated_or_defective": 0.0, "vegetation": 26.04, "cloud_shadows": 0.0, "no_data": 0.0, "snow": 0.0, "water": 73.09, "thin_cirrus": 0.0, "not_vegetated": 0.0, "unclassified": 0.64, "cloud_medium_probability": 0.0, "cloud_high_probability": 0.0, "dark_area_pixels": 0.23}', '2021-03-22': '{"snow": 0.0, "cloud_shadows": 0.0, "water": 73.05, "dark_area_pixels": 1.03, "no_data": 0.0, "cloud_medium_probability": 0.0, "vegetation": 25.85, "thin_cirrus": 0.0, "cloud_high_probability": 0.0, "not_vegetated": 0.0, "unclassified": 0.07, "saturated_or_defective": 0.0}', '2021-05-01': '{"vegetation": 26.02, "cloud_high_probability": 0.0, "water": 72.95, "thin_cirrus": 0.0, "snow": 0.0, "unclassified": 0.0, "saturated_or_defective": 0.0, "no_data": 0.0, "cloud_shadows": 0.0, "dark_area_pixels": 1.03, "not_vegetated": 0.0, "cloud_medium_probability": 0.0}', '2021-06-03': '{"vegetation": 24.69, "saturated_or_defective": 0.0, "water": 73.29, "not_vegetated": 0.09, "cloud_high_probability": 0.69, "snow": 0.0, "cloud_shadows": 0.0, "thin_cirrus": 0.0, "no_data": 0.0, "dark_area_pixels": 0.23, "cloud_medium_probability": 0.23, "unclassified": 0.78}', '2021-06-08': '{"vegetation": 26.25, "cloud_high_probability": 0.0, "saturated_or_defective": 0.0, "not_vegetated": 0.0, "cloud_shadows": 0.0, "thin_cirrus": 0.0, "water": 72.96, "dark_area_pixels": 0.31, "cloud_medium_probability": 0.0, "unclassified": 0.48, "snow": 0.0, "no_data": 0.0}', '2021-06-23': '{"no_data": 0.0, "saturated_or_defective": 0.0, "vegetation": 25.81, "not_vegetated": 0.0, "water": 72.98, "thin_cirrus": 0.05, "unclassified": 0.31, "cloud_shadows": 0.0, "cloud_high_probability": 0.0, "cloud_medium_probability": 0.0, "snow": 0.0, "dark_area_pixels": 0.85}', '2021-07-25': '{"cloud_medium_probability": 0.0, "not_vegetated": 0.0, "cloud_shadows": 0.0, "vegetation": 26.08, "thin_cirrus": 0.0, "unclassified": 0.37, "no_data": 0.0, "saturated_or_defective": 0.0, "water": 73.27, "cloud_high_probability": 0.0, "snow": 0.0, "dark_area_pixels": 0.28}', '2021-08-17': '{"cloud_high_probability": 0.53, "not_vegetated": 0.75, "cloud_medium_probability": 0.03, "unclassified": 0.78, "vegetation": 24.06, "water": 73.43, "cloud_shadows": 0.0, "dark_area_pixels": 0.42, "saturated_or_defective": 0.0, "thin_cirrus": 0.0, "snow": 0.0, "no_data": 0.0}', '2021-10-01': '{"thin_cirrus": 4.1, "cloud_shadows": 0.0, "cloud_high_probability": 0.2, "unclassified": 0.05, "dark_area_pixels": 0.98, "vegetation": 25.74, "water": 68.32, "not_vegetated": 0.0, "no_data": 0.0, "saturated_or_defective": 0.0, "cloud_medium_probability": 0.6, "snow": 0.0}', '2021-10-03': '{"thin_cirrus": 0.0, "saturated_or_defective": 0.0, "not_vegetated": 0.14, "water": 72.64, "snow": 0.0, "cloud_shadows": 0.02, "dark_area_pixels": 0.82, "cloud_high_probability": 0.0, "unclassified": 0.05, "no_data": 0.0, "cloud_medium_probability": 0.32, "vegetation": 26.01}', '2021-10-23': '{"vegetation": 23.49, "not_vegetated": 0.47, "no_data": 0.0, "water": 73.46, "cloud_high_probability": 0.84, "unclassified": 0.64, "thin_cirrus": 0.0, "dark_area_pixels": 0.45, "snow": 0.0, "cloud_medium_probability": 0.3, "saturated_or_defective": 0.0, "cloud_shadows": 0.35}', '2021-11-10': '{"cloud_shadows": 0.0, "no_data": 0.0, "not_vegetated": 0.0, "cloud_medium_probability": 0.0, "unclassified": 0.58, "snow": 0.0, "thin_cirrus": 0.03, "vegetation": 26.09, "dark_area_pixels": 0.36, "water": 72.94, "cloud_high_probability": 0.0, "saturated_or_defective": 0.0}', '2021-11-27': '{"cloud_shadows": 0.0, "cloud_medium_probability": 0.0, "vegetation": 26.15, "thin_cirrus": 0.0, "saturated_or_defective": 0.0, "water": 73.05, "not_vegetated": 0.0, "snow": 0.0, "unclassified": 0.49, "dark_area_pixels": 0.31, "cloud_high_probability": 0.0, "no_data": 0.0}', '2021-12-20': '{"unclassified": 0.01, "thin_cirrus": 0.0, "snow": 0.0, "vegetation": 25.83, "cloud_medium_probability": 0.0, "saturated_or_defective": 0.0, "cloud_shadows": 0.0, "cloud_high_probability": 0.0, "dark_area_pixels": 1.15, "not_vegetated": 0.0, "water": 73.01, "no_data": 0.0}'}
array([[[0. , 0. , 0. , ..., 0.041 , 0.0395, 0.0392], [0. , 0. , 0. , ..., 0.041 , 0.0395, 0.0392], [0. , 0. , 0. , ..., 0.041 , 0.0395, 0.0392], ..., [0. , 0. , 0. , ..., 0.043 , 0.0426, 0. ], [0. , 0. , 0. , ..., 0.043 , 0.0426, 0. ], [0. , 0. , 0. , ..., 0.043 , 0.0426, 0. ]], [[0. , 0. , 0. , ..., 0.0445, 0.0433, 0.0415], [0. , 0. , 0. , ..., 0.0445, 0.0433, 0.0415], [0. , 0. , 0. , ..., 0.0445, 0.0433, 0.0415], ..., [0. , 0. , 0. , ..., 0.0406, 0.0406, 0. ], [0. , 0. , 0. , ..., 0.0406, 0.0406, 0. ], [0. , 0. , 0. , ..., 0.0406, 0.0406, 0. ]], [[0. , 0. , 0. , ..., 0.0455, 0.0455, 0.0455], [0. , 0. , 0. , ..., 0.0455, 0.0455, 0.0455], [0. , 0. , 0. , ..., 0.0455, 0.0455, 0.0455], ..., ... [0. , 0. , 0. , ..., 0.034 , 0.0347, 0. ], [0. , 0. , 0. , ..., 0.034 , 0.0347, 0. ], [0. , 0. , 0. , ..., 0.034 , 0.0347, 0. ]], [[0. , 0. , 0. , ..., 0.0334, 0.035 , 0.0346], [0. , 0. , 0. , ..., 0.0334, 0.035 , 0.0346], [0. , 0. , 0. , ..., 0.0334, 0.035 , 0.0346], ..., [0. , 0. , 0. , ..., 0.0303, 0.0311, 0. ], [0. , 0. , 0. , ..., 0.0303, 0.0311, 0. ], [0. , 0. , 0. , ..., 0.0303, 0.0311, 0. ]], [[0. , 0. , 0. , ..., 0.0412, 0.0428, 0.0412], [0. , 0. , 0. , ..., 0.0412, 0.0428, 0.0412], [0. , 0. , 0. , ..., 0.0412, 0.0428, 0.0412], ..., [0. , 0. , 0. , ..., 0.0401, 0.0415, 0. ], [0. , 0. , 0. , ..., 0.0401, 0.0415, 0. ], [0. , 0. , 0. , ..., 0.0401, 0.0415, 0. ]]], dtype=float32)
- S2_B03(time, y, x)float320.0 0.0 0.0 ... 0.0267 0.0264 0.0
- _FillValue :
- nan
- transform :
- [ 8.98315284e-05 0.00000000e+00 1.21303645e+02 0.00000000e+00 -7.00728646e-06 -2.48706115e+00]
- crs :
- +init=epsg:4326
- descriptions :
- S2_B03
- AREA_OR_POINT :
- Area
- color_description :
- GREEN
- band_wavelength :
- 560 nm
- scene_id :
- {"2021-01-01": "S2B_51MUT_20210101_0_L2A", "2021-01-11": "S2B_51MUT_20210111_0_L2A", "2021-02-25": "S2A_51MUT_20210225_0_L2A", "2021-03-15": "S2B_51MUT_20210315_0_L2A", "2021-03-17": "S2A_51MUT_20210317_0_L2A", "2021-03-22": "S2B_51MUT_20210322_0_L2A", "2021-05-01": "S2B_51MUT_20210501_0_L2A", "2021-06-03": "S2B_51MUT_20210603_0_L2A", "2021-06-08": "S2A_51MUT_20210608_0_L2A", "2021-06-23": "S2B_51MUT_20210623_0_L2A", "2021-07-25": "S2A_51MUT_20210725_0_L2A", "2021-08-17": "S2A_51MUT_20210817_0_L2A", "2021-10-01": "S2B_51MUT_20211001_0_L2A", "2021-10-03": "S2A_51MUT_20211003_0_L2A", "2021-10-23": "S2A_51MUT_20211023_0_L2A", "2021-11-10": "S2B_51MUT_20211110_0_L2A", "2021-11-27": "S2B_51MUT_20211127_0_L2A", "2021-12-20": "S2B_51MUT_20211220_0_L2A"}
- scene_classification :
- {'2021-01-01': '{"cloud_shadows": 0.25, "vegetation": 24.38, "snow": 0.0, "saturated_or_defective": 0.0, "thin_cirrus": 0.0, "dark_area_pixels": 0.99, "no_data": 0.0, "water": 73.22, "not_vegetated": 0.0, "cloud_medium_probability": 0.53, "cloud_high_probability": 0.1, "unclassified": 0.53}', '2021-01-11': '{"saturated_or_defective": 0.0, "not_vegetated": 0.0, "cloud_medium_probability": 0.0, "no_data": 0.0, "cloud_high_probability": 0.0, "cloud_shadows": 0.09, "unclassified": 0.18, "snow": 0.0, "thin_cirrus": 0.9, "dark_area_pixels": 0.48, "water": 72.62, "vegetation": 25.73}', '2021-02-25': '{"cloud_high_probability": 1.93, "vegetation": 21.8, "no_data": 0.0, "cloud_medium_probability": 0.36, "thin_cirrus": 0.0, "snow": 0.0, "cloud_shadows": 0.16, "unclassified": 0.92, "dark_area_pixels": 0.42, "not_vegetated": 1.04, "water": 73.37, "saturated_or_defective": 0.0}', '2021-03-15': '{"not_vegetated": 0.04, "cloud_high_probability": 0.0, "no_data": 0.0, "snow": 0.0, "water": 73.67, "cloud_shadows": 0.0, "thin_cirrus": 0.0, "dark_area_pixels": 0.3, "cloud_medium_probability": 0.02, "unclassified": 0.36, "saturated_or_defective": 0.0, "vegetation": 25.61}', '2021-03-17': '{"saturated_or_defective": 0.0, "vegetation": 26.04, "cloud_shadows": 0.0, "no_data": 0.0, "snow": 0.0, "water": 73.09, "thin_cirrus": 0.0, "not_vegetated": 0.0, "unclassified": 0.64, "cloud_medium_probability": 0.0, "cloud_high_probability": 0.0, "dark_area_pixels": 0.23}', '2021-03-22': '{"snow": 0.0, "cloud_shadows": 0.0, "water": 73.05, "dark_area_pixels": 1.03, "no_data": 0.0, "cloud_medium_probability": 0.0, "vegetation": 25.85, "thin_cirrus": 0.0, "cloud_high_probability": 0.0, "not_vegetated": 0.0, "unclassified": 0.07, "saturated_or_defective": 0.0}', '2021-05-01': '{"vegetation": 26.02, "cloud_high_probability": 0.0, "water": 72.95, "thin_cirrus": 0.0, "snow": 0.0, "unclassified": 0.0, "saturated_or_defective": 0.0, "no_data": 0.0, "cloud_shadows": 0.0, "dark_area_pixels": 1.03, "not_vegetated": 0.0, "cloud_medium_probability": 0.0}', '2021-06-03': '{"vegetation": 24.69, "saturated_or_defective": 0.0, "water": 73.29, "not_vegetated": 0.09, "cloud_high_probability": 0.69, "snow": 0.0, "cloud_shadows": 0.0, "thin_cirrus": 0.0, "no_data": 0.0, "dark_area_pixels": 0.23, "cloud_medium_probability": 0.23, "unclassified": 0.78}', '2021-06-08': '{"vegetation": 26.25, "cloud_high_probability": 0.0, "saturated_or_defective": 0.0, "not_vegetated": 0.0, "cloud_shadows": 0.0, "thin_cirrus": 0.0, "water": 72.96, "dark_area_pixels": 0.31, "cloud_medium_probability": 0.0, "unclassified": 0.48, "snow": 0.0, "no_data": 0.0}', '2021-06-23': '{"no_data": 0.0, "saturated_or_defective": 0.0, "vegetation": 25.81, "not_vegetated": 0.0, "water": 72.98, "thin_cirrus": 0.05, "unclassified": 0.31, "cloud_shadows": 0.0, "cloud_high_probability": 0.0, "cloud_medium_probability": 0.0, "snow": 0.0, "dark_area_pixels": 0.85}', '2021-07-25': '{"cloud_medium_probability": 0.0, "not_vegetated": 0.0, "cloud_shadows": 0.0, "vegetation": 26.08, "thin_cirrus": 0.0, "unclassified": 0.37, "no_data": 0.0, "saturated_or_defective": 0.0, "water": 73.27, "cloud_high_probability": 0.0, "snow": 0.0, "dark_area_pixels": 0.28}', '2021-08-17': '{"cloud_high_probability": 0.53, "not_vegetated": 0.75, "cloud_medium_probability": 0.03, "unclassified": 0.78, "vegetation": 24.06, "water": 73.43, "cloud_shadows": 0.0, "dark_area_pixels": 0.42, "saturated_or_defective": 0.0, "thin_cirrus": 0.0, "snow": 0.0, "no_data": 0.0}', '2021-10-01': '{"thin_cirrus": 4.1, "cloud_shadows": 0.0, "cloud_high_probability": 0.2, "unclassified": 0.05, "dark_area_pixels": 0.98, "vegetation": 25.74, "water": 68.32, "not_vegetated": 0.0, "no_data": 0.0, "saturated_or_defective": 0.0, "cloud_medium_probability": 0.6, "snow": 0.0}', '2021-10-03': '{"thin_cirrus": 0.0, "saturated_or_defective": 0.0, "not_vegetated": 0.14, "water": 72.64, "snow": 0.0, "cloud_shadows": 0.02, "dark_area_pixels": 0.82, "cloud_high_probability": 0.0, "unclassified": 0.05, "no_data": 0.0, "cloud_medium_probability": 0.32, "vegetation": 26.01}', '2021-10-23': '{"vegetation": 23.49, "not_vegetated": 0.47, "no_data": 0.0, "water": 73.46, "cloud_high_probability": 0.84, "unclassified": 0.64, "thin_cirrus": 0.0, "dark_area_pixels": 0.45, "snow": 0.0, "cloud_medium_probability": 0.3, "saturated_or_defective": 0.0, "cloud_shadows": 0.35}', '2021-11-10': '{"cloud_shadows": 0.0, "no_data": 0.0, "not_vegetated": 0.0, "cloud_medium_probability": 0.0, "unclassified": 0.58, "snow": 0.0, "thin_cirrus": 0.03, "vegetation": 26.09, "dark_area_pixels": 0.36, "water": 72.94, "cloud_high_probability": 0.0, "saturated_or_defective": 0.0}', '2021-11-27': '{"cloud_shadows": 0.0, "cloud_medium_probability": 0.0, "vegetation": 26.15, "thin_cirrus": 0.0, "saturated_or_defective": 0.0, "water": 73.05, "not_vegetated": 0.0, "snow": 0.0, "unclassified": 0.49, "dark_area_pixels": 0.31, "cloud_high_probability": 0.0, "no_data": 0.0}', '2021-12-20': '{"unclassified": 0.01, "thin_cirrus": 0.0, "snow": 0.0, "vegetation": 25.83, "cloud_medium_probability": 0.0, "saturated_or_defective": 0.0, "cloud_shadows": 0.0, "cloud_high_probability": 0.0, "dark_area_pixels": 1.15, "not_vegetated": 0.0, "water": 73.01, "no_data": 0.0}'}
array([[[0. , 0. , 0. , ..., 0.0231, 0.0252, 0.0249], [0. , 0. , 0. , ..., 0.0231, 0.0252, 0.0249], [0. , 0. , 0. , ..., 0.0231, 0.0252, 0.0249], ..., [0. , 0. , 0. , ..., 0.0277, 0.0285, 0. ], [0. , 0. , 0. , ..., 0.0277, 0.0285, 0. ], [0. , 0. , 0. , ..., 0.0277, 0.0285, 0. ]], [[0. , 0. , 0. , ..., 0.027 , 0.0267, 0.0263], [0. , 0. , 0. , ..., 0.027 , 0.0267, 0.0263], [0. , 0. , 0. , ..., 0.027 , 0.0267, 0.0263], ..., [0. , 0. , 0. , ..., 0.0273, 0.0278, 0. ], [0. , 0. , 0. , ..., 0.0273, 0.0278, 0. ], [0. , 0. , 0. , ..., 0.0273, 0.0278, 0. ]], [[0. , 0. , 0. , ..., 0.0291, 0.0301, 0.0292], [0. , 0. , 0. , ..., 0.0291, 0.0301, 0.0292], [0. , 0. , 0. , ..., 0.0291, 0.0301, 0.0292], ..., ... [0. , 0. , 0. , ..., 0.0207, 0.0213, 0. ], [0. , 0. , 0. , ..., 0.0207, 0.0213, 0. ], [0. , 0. , 0. , ..., 0.0207, 0.0213, 0. ]], [[0. , 0. , 0. , ..., 0.0193, 0.0199, 0.0188], [0. , 0. , 0. , ..., 0.0193, 0.0199, 0.0188], [0. , 0. , 0. , ..., 0.0193, 0.0199, 0.0188], ..., [0. , 0. , 0. , ..., 0.0152, 0.0157, 0. ], [0. , 0. , 0. , ..., 0.0152, 0.0157, 0. ], [0. , 0. , 0. , ..., 0.0152, 0.0157, 0. ]], [[0. , 0. , 0. , ..., 0.0282, 0.0288, 0.0294], [0. , 0. , 0. , ..., 0.0282, 0.0288, 0.0294], [0. , 0. , 0. , ..., 0.0282, 0.0288, 0.0294], ..., [0. , 0. , 0. , ..., 0.0267, 0.0264, 0. ], [0. , 0. , 0. , ..., 0.0267, 0.0264, 0. ], [0. , 0. , 0. , ..., 0.0267, 0.0264, 0. ]]], dtype=float32)
- S2_B04(time, y, x)float320.0 0.0 0.0 ... 0.0179 0.0179 0.0
- _FillValue :
- nan
- transform :
- [ 8.98315284e-05 0.00000000e+00 1.21303645e+02 0.00000000e+00 -7.00728646e-06 -2.48706115e+00]
- crs :
- +init=epsg:4326
- descriptions :
- S2_B04
- AREA_OR_POINT :
- Area
- color_description :
- RED
- band_wavelength :
- 665 nm
- scene_id :
- {"2021-01-01": "S2B_51MUT_20210101_0_L2A", "2021-01-11": "S2B_51MUT_20210111_0_L2A", "2021-02-25": "S2A_51MUT_20210225_0_L2A", "2021-03-15": "S2B_51MUT_20210315_0_L2A", "2021-03-17": "S2A_51MUT_20210317_0_L2A", "2021-03-22": "S2B_51MUT_20210322_0_L2A", "2021-05-01": "S2B_51MUT_20210501_0_L2A", "2021-06-03": "S2B_51MUT_20210603_0_L2A", "2021-06-08": "S2A_51MUT_20210608_0_L2A", "2021-06-23": "S2B_51MUT_20210623_0_L2A", "2021-07-25": "S2A_51MUT_20210725_0_L2A", "2021-08-17": "S2A_51MUT_20210817_0_L2A", "2021-10-01": "S2B_51MUT_20211001_0_L2A", "2021-10-03": "S2A_51MUT_20211003_0_L2A", "2021-10-23": "S2A_51MUT_20211023_0_L2A", "2021-11-10": "S2B_51MUT_20211110_0_L2A", "2021-11-27": "S2B_51MUT_20211127_0_L2A", "2021-12-20": "S2B_51MUT_20211220_0_L2A"}
- scene_classification :
- {'2021-01-01': '{"cloud_shadows": 0.25, "vegetation": 24.38, "snow": 0.0, "saturated_or_defective": 0.0, "thin_cirrus": 0.0, "dark_area_pixels": 0.99, "no_data": 0.0, "water": 73.22, "not_vegetated": 0.0, "cloud_medium_probability": 0.53, "cloud_high_probability": 0.1, "unclassified": 0.53}', '2021-01-11': '{"saturated_or_defective": 0.0, "not_vegetated": 0.0, "cloud_medium_probability": 0.0, "no_data": 0.0, "cloud_high_probability": 0.0, "cloud_shadows": 0.09, "unclassified": 0.18, "snow": 0.0, "thin_cirrus": 0.9, "dark_area_pixels": 0.48, "water": 72.62, "vegetation": 25.73}', '2021-02-25': '{"cloud_high_probability": 1.93, "vegetation": 21.8, "no_data": 0.0, "cloud_medium_probability": 0.36, "thin_cirrus": 0.0, "snow": 0.0, "cloud_shadows": 0.16, "unclassified": 0.92, "dark_area_pixels": 0.42, "not_vegetated": 1.04, "water": 73.37, "saturated_or_defective": 0.0}', '2021-03-15': '{"not_vegetated": 0.04, "cloud_high_probability": 0.0, "no_data": 0.0, "snow": 0.0, "water": 73.67, "cloud_shadows": 0.0, "thin_cirrus": 0.0, "dark_area_pixels": 0.3, "cloud_medium_probability": 0.02, "unclassified": 0.36, "saturated_or_defective": 0.0, "vegetation": 25.61}', '2021-03-17': '{"saturated_or_defective": 0.0, "vegetation": 26.04, "cloud_shadows": 0.0, "no_data": 0.0, "snow": 0.0, "water": 73.09, "thin_cirrus": 0.0, "not_vegetated": 0.0, "unclassified": 0.64, "cloud_medium_probability": 0.0, "cloud_high_probability": 0.0, "dark_area_pixels": 0.23}', '2021-03-22': '{"snow": 0.0, "cloud_shadows": 0.0, "water": 73.05, "dark_area_pixels": 1.03, "no_data": 0.0, "cloud_medium_probability": 0.0, "vegetation": 25.85, "thin_cirrus": 0.0, "cloud_high_probability": 0.0, "not_vegetated": 0.0, "unclassified": 0.07, "saturated_or_defective": 0.0}', '2021-05-01': '{"vegetation": 26.02, "cloud_high_probability": 0.0, "water": 72.95, "thin_cirrus": 0.0, "snow": 0.0, "unclassified": 0.0, "saturated_or_defective": 0.0, "no_data": 0.0, "cloud_shadows": 0.0, "dark_area_pixels": 1.03, "not_vegetated": 0.0, "cloud_medium_probability": 0.0}', '2021-06-03': '{"vegetation": 24.69, "saturated_or_defective": 0.0, "water": 73.29, "not_vegetated": 0.09, "cloud_high_probability": 0.69, "snow": 0.0, "cloud_shadows": 0.0, "thin_cirrus": 0.0, "no_data": 0.0, "dark_area_pixels": 0.23, "cloud_medium_probability": 0.23, "unclassified": 0.78}', '2021-06-08': '{"vegetation": 26.25, "cloud_high_probability": 0.0, "saturated_or_defective": 0.0, "not_vegetated": 0.0, "cloud_shadows": 0.0, "thin_cirrus": 0.0, "water": 72.96, "dark_area_pixels": 0.31, "cloud_medium_probability": 0.0, "unclassified": 0.48, "snow": 0.0, "no_data": 0.0}', '2021-06-23': '{"no_data": 0.0, "saturated_or_defective": 0.0, "vegetation": 25.81, "not_vegetated": 0.0, "water": 72.98, "thin_cirrus": 0.05, "unclassified": 0.31, "cloud_shadows": 0.0, "cloud_high_probability": 0.0, "cloud_medium_probability": 0.0, "snow": 0.0, "dark_area_pixels": 0.85}', '2021-07-25': '{"cloud_medium_probability": 0.0, "not_vegetated": 0.0, "cloud_shadows": 0.0, "vegetation": 26.08, "thin_cirrus": 0.0, "unclassified": 0.37, "no_data": 0.0, "saturated_or_defective": 0.0, "water": 73.27, "cloud_high_probability": 0.0, "snow": 0.0, "dark_area_pixels": 0.28}', '2021-08-17': '{"cloud_high_probability": 0.53, "not_vegetated": 0.75, "cloud_medium_probability": 0.03, "unclassified": 0.78, "vegetation": 24.06, "water": 73.43, "cloud_shadows": 0.0, "dark_area_pixels": 0.42, "saturated_or_defective": 0.0, "thin_cirrus": 0.0, "snow": 0.0, "no_data": 0.0}', '2021-10-01': '{"thin_cirrus": 4.1, "cloud_shadows": 0.0, "cloud_high_probability": 0.2, "unclassified": 0.05, "dark_area_pixels": 0.98, "vegetation": 25.74, "water": 68.32, "not_vegetated": 0.0, "no_data": 0.0, "saturated_or_defective": 0.0, "cloud_medium_probability": 0.6, "snow": 0.0}', '2021-10-03': '{"thin_cirrus": 0.0, "saturated_or_defective": 0.0, "not_vegetated": 0.14, "water": 72.64, "snow": 0.0, "cloud_shadows": 0.02, "dark_area_pixels": 0.82, "cloud_high_probability": 0.0, "unclassified": 0.05, "no_data": 0.0, "cloud_medium_probability": 0.32, "vegetation": 26.01}', '2021-10-23': '{"vegetation": 23.49, "not_vegetated": 0.47, "no_data": 0.0, "water": 73.46, "cloud_high_probability": 0.84, "unclassified": 0.64, "thin_cirrus": 0.0, "dark_area_pixels": 0.45, "snow": 0.0, "cloud_medium_probability": 0.3, "saturated_or_defective": 0.0, "cloud_shadows": 0.35}', '2021-11-10': '{"cloud_shadows": 0.0, "no_data": 0.0, "not_vegetated": 0.0, "cloud_medium_probability": 0.0, "unclassified": 0.58, "snow": 0.0, "thin_cirrus": 0.03, "vegetation": 26.09, "dark_area_pixels": 0.36, "water": 72.94, "cloud_high_probability": 0.0, "saturated_or_defective": 0.0}', '2021-11-27': '{"cloud_shadows": 0.0, "cloud_medium_probability": 0.0, "vegetation": 26.15, "thin_cirrus": 0.0, "saturated_or_defective": 0.0, "water": 73.05, "not_vegetated": 0.0, "snow": 0.0, "unclassified": 0.49, "dark_area_pixels": 0.31, "cloud_high_probability": 0.0, "no_data": 0.0}', '2021-12-20': '{"unclassified": 0.01, "thin_cirrus": 0.0, "snow": 0.0, "vegetation": 25.83, "cloud_medium_probability": 0.0, "saturated_or_defective": 0.0, "cloud_shadows": 0.0, "cloud_high_probability": 0.0, "dark_area_pixels": 1.15, "not_vegetated": 0.0, "water": 73.01, "no_data": 0.0}'}
array([[[0. , 0. , 0. , ..., 0.0114, 0.0114, 0.0114], [0. , 0. , 0. , ..., 0.0114, 0.0114, 0.0114], [0. , 0. , 0. , ..., 0.0114, 0.0114, 0.0114], ..., [0. , 0. , 0. , ..., 0.0151, 0.0153, 0. ], [0. , 0. , 0. , ..., 0.0151, 0.0153, 0. ], [0. , 0. , 0. , ..., 0.0151, 0.0153, 0. ]], [[0. , 0. , 0. , ..., 0.0112, 0.0111, 0.0104], [0. , 0. , 0. , ..., 0.0112, 0.0111, 0.0104], [0. , 0. , 0. , ..., 0.0112, 0.0111, 0.0104], ..., [0. , 0. , 0. , ..., 0.0131, 0.0123, 0. ], [0. , 0. , 0. , ..., 0.0131, 0.0123, 0. ], [0. , 0. , 0. , ..., 0.0131, 0.0123, 0. ]], [[0. , 0. , 0. , ..., 0.0121, 0.0125, 0.0123], [0. , 0. , 0. , ..., 0.0121, 0.0125, 0.0123], [0. , 0. , 0. , ..., 0.0121, 0.0125, 0.0123], ..., ... [0. , 0. , 0. , ..., 0.011 , 0.0101, 0. ], [0. , 0. , 0. , ..., 0.011 , 0.0101, 0. ], [0. , 0. , 0. , ..., 0.011 , 0.0101, 0. ]], [[0. , 0. , 0. , ..., 0.0075, 0.0085, 0.0096], [0. , 0. , 0. , ..., 0.0075, 0.0085, 0.0096], [0. , 0. , 0. , ..., 0.0075, 0.0085, 0.0096], ..., [0. , 0. , 0. , ..., 0.0052, 0.0057, 0. ], [0. , 0. , 0. , ..., 0.0052, 0.0057, 0. ], [0. , 0. , 0. , ..., 0.0052, 0.0057, 0. ]], [[0. , 0. , 0. , ..., 0.0172, 0.0182, 0.0185], [0. , 0. , 0. , ..., 0.0172, 0.0182, 0.0185], [0. , 0. , 0. , ..., 0.0172, 0.0182, 0.0185], ..., [0. , 0. , 0. , ..., 0.0179, 0.0179, 0. ], [0. , 0. , 0. , ..., 0.0179, 0.0179, 0. ], [0. , 0. , 0. , ..., 0.0179, 0.0179, 0. ]]], dtype=float32)
- S2_B08(time, y, x)float320.0 0.0 0.0 ... 0.0122 0.0129 0.0
- _FillValue :
- nan
- transform :
- [ 8.98315284e-05 0.00000000e+00 1.21303645e+02 0.00000000e+00 -7.00728646e-06 -2.48706115e+00]
- crs :
- +init=epsg:4326
- descriptions :
- S2_B08
- AREA_OR_POINT :
- Area
- color_description :
- NIR
- band_wavelength :
- 842 nm
- scene_id :
- {"2021-01-01": "S2B_51MUT_20210101_0_L2A", "2021-01-11": "S2B_51MUT_20210111_0_L2A", "2021-02-25": "S2A_51MUT_20210225_0_L2A", "2021-03-15": "S2B_51MUT_20210315_0_L2A", "2021-03-17": "S2A_51MUT_20210317_0_L2A", "2021-03-22": "S2B_51MUT_20210322_0_L2A", "2021-05-01": "S2B_51MUT_20210501_0_L2A", "2021-06-03": "S2B_51MUT_20210603_0_L2A", "2021-06-08": "S2A_51MUT_20210608_0_L2A", "2021-06-23": "S2B_51MUT_20210623_0_L2A", "2021-07-25": "S2A_51MUT_20210725_0_L2A", "2021-08-17": "S2A_51MUT_20210817_0_L2A", "2021-10-01": "S2B_51MUT_20211001_0_L2A", "2021-10-03": "S2A_51MUT_20211003_0_L2A", "2021-10-23": "S2A_51MUT_20211023_0_L2A", "2021-11-10": "S2B_51MUT_20211110_0_L2A", "2021-11-27": "S2B_51MUT_20211127_0_L2A", "2021-12-20": "S2B_51MUT_20211220_0_L2A"}
- scene_classification :
- {'2021-01-01': '{"cloud_shadows": 0.25, "vegetation": 24.38, "snow": 0.0, "saturated_or_defective": 0.0, "thin_cirrus": 0.0, "dark_area_pixels": 0.99, "no_data": 0.0, "water": 73.22, "not_vegetated": 0.0, "cloud_medium_probability": 0.53, "cloud_high_probability": 0.1, "unclassified": 0.53}', '2021-01-11': '{"saturated_or_defective": 0.0, "not_vegetated": 0.0, "cloud_medium_probability": 0.0, "no_data": 0.0, "cloud_high_probability": 0.0, "cloud_shadows": 0.09, "unclassified": 0.18, "snow": 0.0, "thin_cirrus": 0.9, "dark_area_pixels": 0.48, "water": 72.62, "vegetation": 25.73}', '2021-02-25': '{"cloud_high_probability": 1.93, "vegetation": 21.8, "no_data": 0.0, "cloud_medium_probability": 0.36, "thin_cirrus": 0.0, "snow": 0.0, "cloud_shadows": 0.16, "unclassified": 0.92, "dark_area_pixels": 0.42, "not_vegetated": 1.04, "water": 73.37, "saturated_or_defective": 0.0}', '2021-03-15': '{"not_vegetated": 0.04, "cloud_high_probability": 0.0, "no_data": 0.0, "snow": 0.0, "water": 73.67, "cloud_shadows": 0.0, "thin_cirrus": 0.0, "dark_area_pixels": 0.3, "cloud_medium_probability": 0.02, "unclassified": 0.36, "saturated_or_defective": 0.0, "vegetation": 25.61}', '2021-03-17': '{"saturated_or_defective": 0.0, "vegetation": 26.04, "cloud_shadows": 0.0, "no_data": 0.0, "snow": 0.0, "water": 73.09, "thin_cirrus": 0.0, "not_vegetated": 0.0, "unclassified": 0.64, "cloud_medium_probability": 0.0, "cloud_high_probability": 0.0, "dark_area_pixels": 0.23}', '2021-03-22': '{"snow": 0.0, "cloud_shadows": 0.0, "water": 73.05, "dark_area_pixels": 1.03, "no_data": 0.0, "cloud_medium_probability": 0.0, "vegetation": 25.85, "thin_cirrus": 0.0, "cloud_high_probability": 0.0, "not_vegetated": 0.0, "unclassified": 0.07, "saturated_or_defective": 0.0}', '2021-05-01': '{"vegetation": 26.02, "cloud_high_probability": 0.0, "water": 72.95, "thin_cirrus": 0.0, "snow": 0.0, "unclassified": 0.0, "saturated_or_defective": 0.0, "no_data": 0.0, "cloud_shadows": 0.0, "dark_area_pixels": 1.03, "not_vegetated": 0.0, "cloud_medium_probability": 0.0}', '2021-06-03': '{"vegetation": 24.69, "saturated_or_defective": 0.0, "water": 73.29, "not_vegetated": 0.09, "cloud_high_probability": 0.69, "snow": 0.0, "cloud_shadows": 0.0, "thin_cirrus": 0.0, "no_data": 0.0, "dark_area_pixels": 0.23, "cloud_medium_probability": 0.23, "unclassified": 0.78}', '2021-06-08': '{"vegetation": 26.25, "cloud_high_probability": 0.0, "saturated_or_defective": 0.0, "not_vegetated": 0.0, "cloud_shadows": 0.0, "thin_cirrus": 0.0, "water": 72.96, "dark_area_pixels": 0.31, "cloud_medium_probability": 0.0, "unclassified": 0.48, "snow": 0.0, "no_data": 0.0}', '2021-06-23': '{"no_data": 0.0, "saturated_or_defective": 0.0, "vegetation": 25.81, "not_vegetated": 0.0, "water": 72.98, "thin_cirrus": 0.05, "unclassified": 0.31, "cloud_shadows": 0.0, "cloud_high_probability": 0.0, "cloud_medium_probability": 0.0, "snow": 0.0, "dark_area_pixels": 0.85}', '2021-07-25': '{"cloud_medium_probability": 0.0, "not_vegetated": 0.0, "cloud_shadows": 0.0, "vegetation": 26.08, "thin_cirrus": 0.0, "unclassified": 0.37, "no_data": 0.0, "saturated_or_defective": 0.0, "water": 73.27, "cloud_high_probability": 0.0, "snow": 0.0, "dark_area_pixels": 0.28}', '2021-08-17': '{"cloud_high_probability": 0.53, "not_vegetated": 0.75, "cloud_medium_probability": 0.03, "unclassified": 0.78, "vegetation": 24.06, "water": 73.43, "cloud_shadows": 0.0, "dark_area_pixels": 0.42, "saturated_or_defective": 0.0, "thin_cirrus": 0.0, "snow": 0.0, "no_data": 0.0}', '2021-10-01': '{"thin_cirrus": 4.1, "cloud_shadows": 0.0, "cloud_high_probability": 0.2, "unclassified": 0.05, "dark_area_pixels": 0.98, "vegetation": 25.74, "water": 68.32, "not_vegetated": 0.0, "no_data": 0.0, "saturated_or_defective": 0.0, "cloud_medium_probability": 0.6, "snow": 0.0}', '2021-10-03': '{"thin_cirrus": 0.0, "saturated_or_defective": 0.0, "not_vegetated": 0.14, "water": 72.64, "snow": 0.0, "cloud_shadows": 0.02, "dark_area_pixels": 0.82, "cloud_high_probability": 0.0, "unclassified": 0.05, "no_data": 0.0, "cloud_medium_probability": 0.32, "vegetation": 26.01}', '2021-10-23': '{"vegetation": 23.49, "not_vegetated": 0.47, "no_data": 0.0, "water": 73.46, "cloud_high_probability": 0.84, "unclassified": 0.64, "thin_cirrus": 0.0, "dark_area_pixels": 0.45, "snow": 0.0, "cloud_medium_probability": 0.3, "saturated_or_defective": 0.0, "cloud_shadows": 0.35}', '2021-11-10': '{"cloud_shadows": 0.0, "no_data": 0.0, "not_vegetated": 0.0, "cloud_medium_probability": 0.0, "unclassified": 0.58, "snow": 0.0, "thin_cirrus": 0.03, "vegetation": 26.09, "dark_area_pixels": 0.36, "water": 72.94, "cloud_high_probability": 0.0, "saturated_or_defective": 0.0}', '2021-11-27': '{"cloud_shadows": 0.0, "cloud_medium_probability": 0.0, "vegetation": 26.15, "thin_cirrus": 0.0, "saturated_or_defective": 0.0, "water": 73.05, "not_vegetated": 0.0, "snow": 0.0, "unclassified": 0.49, "dark_area_pixels": 0.31, "cloud_high_probability": 0.0, "no_data": 0.0}', '2021-12-20': '{"unclassified": 0.01, "thin_cirrus": 0.0, "snow": 0.0, "vegetation": 25.83, "cloud_medium_probability": 0.0, "saturated_or_defective": 0.0, "cloud_shadows": 0.0, "cloud_high_probability": 0.0, "dark_area_pixels": 1.15, "not_vegetated": 0.0, "water": 73.01, "no_data": 0.0}'}
array([[[0.00e+00, 0.00e+00, 0.00e+00, ..., 1.18e-02, 1.16e-02, 1.22e-02], [0.00e+00, 0.00e+00, 0.00e+00, ..., 1.18e-02, 1.16e-02, 1.22e-02], [0.00e+00, 0.00e+00, 0.00e+00, ..., 1.18e-02, 1.16e-02, 1.22e-02], ..., [0.00e+00, 0.00e+00, 0.00e+00, ..., 9.80e-03, 1.05e-02, 0.00e+00], [0.00e+00, 0.00e+00, 0.00e+00, ..., 9.80e-03, 1.05e-02, 0.00e+00], [0.00e+00, 0.00e+00, 0.00e+00, ..., 9.80e-03, 1.05e-02, 0.00e+00]], [[0.00e+00, 0.00e+00, 0.00e+00, ..., 8.30e-03, 9.40e-03, 7.70e-03], [0.00e+00, 0.00e+00, 0.00e+00, ..., 8.30e-03, 9.40e-03, 7.70e-03], [0.00e+00, 0.00e+00, 0.00e+00, ..., 8.30e-03, 9.40e-03, 7.70e-03], ... [0.00e+00, 0.00e+00, 0.00e+00, ..., 2.00e-03, 1.30e-03, 0.00e+00], [0.00e+00, 0.00e+00, 0.00e+00, ..., 2.00e-03, 1.30e-03, 0.00e+00], [0.00e+00, 0.00e+00, 0.00e+00, ..., 2.00e-03, 1.30e-03, 0.00e+00]], [[0.00e+00, 0.00e+00, 0.00e+00, ..., 2.48e-02, 2.30e-02, 2.47e-02], [0.00e+00, 0.00e+00, 0.00e+00, ..., 2.48e-02, 2.30e-02, 2.47e-02], [0.00e+00, 0.00e+00, 0.00e+00, ..., 2.48e-02, 2.30e-02, 2.47e-02], ..., [0.00e+00, 0.00e+00, 0.00e+00, ..., 1.22e-02, 1.29e-02, 0.00e+00], [0.00e+00, 0.00e+00, 0.00e+00, ..., 1.22e-02, 1.29e-02, 0.00e+00], [0.00e+00, 0.00e+00, 0.00e+00, ..., 1.22e-02, 1.29e-02, 0.00e+00]]], dtype=float32)
- S2_SCL(time, y, x)float320.0 0.0 0.0 0.0 ... 6.0 6.0 6.0 6.0
- _FillValue :
- nan
- transform :
- [ 8.98315284e-05 0.00000000e+00 1.21303645e+02 0.00000000e+00 -7.00728646e-06 -2.48706115e+00]
- crs :
- +init=epsg:4326
- descriptions :
- S2_SCL
- AREA_OR_POINT :
- Area
- scene_id :
- {"2021-01-01": "S2B_51MUT_20210101_0_L2A", "2021-01-11": "S2B_51MUT_20210111_0_L2A", "2021-02-25": "S2A_51MUT_20210225_0_L2A", "2021-03-15": "S2B_51MUT_20210315_0_L2A", "2021-03-17": "S2A_51MUT_20210317_0_L2A", "2021-03-22": "S2B_51MUT_20210322_0_L2A", "2021-05-01": "S2B_51MUT_20210501_0_L2A", "2021-06-03": "S2B_51MUT_20210603_0_L2A", "2021-06-08": "S2A_51MUT_20210608_0_L2A", "2021-06-23": "S2B_51MUT_20210623_0_L2A", "2021-07-25": "S2A_51MUT_20210725_0_L2A", "2021-08-17": "S2A_51MUT_20210817_0_L2A", "2021-10-01": "S2B_51MUT_20211001_0_L2A", "2021-10-03": "S2A_51MUT_20211003_0_L2A", "2021-10-23": "S2A_51MUT_20211023_0_L2A", "2021-11-10": "S2B_51MUT_20211110_0_L2A", "2021-11-27": "S2B_51MUT_20211127_0_L2A", "2021-12-20": "S2B_51MUT_20211220_0_L2A"}
- scene_classification :
- {'2021-01-01': '{"cloud_shadows": 0.25, "vegetation": 24.38, "snow": 0.0, "saturated_or_defective": 0.0, "thin_cirrus": 0.0, "dark_area_pixels": 0.99, "no_data": 0.0, "water": 73.22, "not_vegetated": 0.0, "cloud_medium_probability": 0.53, "cloud_high_probability": 0.1, "unclassified": 0.53}', '2021-01-11': '{"saturated_or_defective": 0.0, "not_vegetated": 0.0, "cloud_medium_probability": 0.0, "no_data": 0.0, "cloud_high_probability": 0.0, "cloud_shadows": 0.09, "unclassified": 0.18, "snow": 0.0, "thin_cirrus": 0.9, "dark_area_pixels": 0.48, "water": 72.62, "vegetation": 25.73}', '2021-02-25': '{"cloud_high_probability": 1.93, "vegetation": 21.8, "no_data": 0.0, "cloud_medium_probability": 0.36, "thin_cirrus": 0.0, "snow": 0.0, "cloud_shadows": 0.16, "unclassified": 0.92, "dark_area_pixels": 0.42, "not_vegetated": 1.04, "water": 73.37, "saturated_or_defective": 0.0}', '2021-03-15': '{"not_vegetated": 0.04, "cloud_high_probability": 0.0, "no_data": 0.0, "snow": 0.0, "water": 73.67, "cloud_shadows": 0.0, "thin_cirrus": 0.0, "dark_area_pixels": 0.3, "cloud_medium_probability": 0.02, "unclassified": 0.36, "saturated_or_defective": 0.0, "vegetation": 25.61}', '2021-03-17': '{"saturated_or_defective": 0.0, "vegetation": 26.04, "cloud_shadows": 0.0, "no_data": 0.0, "snow": 0.0, "water": 73.09, "thin_cirrus": 0.0, "not_vegetated": 0.0, "unclassified": 0.64, "cloud_medium_probability": 0.0, "cloud_high_probability": 0.0, "dark_area_pixels": 0.23}', '2021-03-22': '{"snow": 0.0, "cloud_shadows": 0.0, "water": 73.05, "dark_area_pixels": 1.03, "no_data": 0.0, "cloud_medium_probability": 0.0, "vegetation": 25.85, "thin_cirrus": 0.0, "cloud_high_probability": 0.0, "not_vegetated": 0.0, "unclassified": 0.07, "saturated_or_defective": 0.0}', '2021-05-01': '{"vegetation": 26.02, "cloud_high_probability": 0.0, "water": 72.95, "thin_cirrus": 0.0, "snow": 0.0, "unclassified": 0.0, "saturated_or_defective": 0.0, "no_data": 0.0, "cloud_shadows": 0.0, "dark_area_pixels": 1.03, "not_vegetated": 0.0, "cloud_medium_probability": 0.0}', '2021-06-03': '{"vegetation": 24.69, "saturated_or_defective": 0.0, "water": 73.29, "not_vegetated": 0.09, "cloud_high_probability": 0.69, "snow": 0.0, "cloud_shadows": 0.0, "thin_cirrus": 0.0, "no_data": 0.0, "dark_area_pixels": 0.23, "cloud_medium_probability": 0.23, "unclassified": 0.78}', '2021-06-08': '{"vegetation": 26.25, "cloud_high_probability": 0.0, "saturated_or_defective": 0.0, "not_vegetated": 0.0, "cloud_shadows": 0.0, "thin_cirrus": 0.0, "water": 72.96, "dark_area_pixels": 0.31, "cloud_medium_probability": 0.0, "unclassified": 0.48, "snow": 0.0, "no_data": 0.0}', '2021-06-23': '{"no_data": 0.0, "saturated_or_defective": 0.0, "vegetation": 25.81, "not_vegetated": 0.0, "water": 72.98, "thin_cirrus": 0.05, "unclassified": 0.31, "cloud_shadows": 0.0, "cloud_high_probability": 0.0, "cloud_medium_probability": 0.0, "snow": 0.0, "dark_area_pixels": 0.85}', '2021-07-25': '{"cloud_medium_probability": 0.0, "not_vegetated": 0.0, "cloud_shadows": 0.0, "vegetation": 26.08, "thin_cirrus": 0.0, "unclassified": 0.37, "no_data": 0.0, "saturated_or_defective": 0.0, "water": 73.27, "cloud_high_probability": 0.0, "snow": 0.0, "dark_area_pixels": 0.28}', '2021-08-17': '{"cloud_high_probability": 0.53, "not_vegetated": 0.75, "cloud_medium_probability": 0.03, "unclassified": 0.78, "vegetation": 24.06, "water": 73.43, "cloud_shadows": 0.0, "dark_area_pixels": 0.42, "saturated_or_defective": 0.0, "thin_cirrus": 0.0, "snow": 0.0, "no_data": 0.0}', '2021-10-01': '{"thin_cirrus": 4.1, "cloud_shadows": 0.0, "cloud_high_probability": 0.2, "unclassified": 0.05, "dark_area_pixels": 0.98, "vegetation": 25.74, "water": 68.32, "not_vegetated": 0.0, "no_data": 0.0, "saturated_or_defective": 0.0, "cloud_medium_probability": 0.6, "snow": 0.0}', '2021-10-03': '{"thin_cirrus": 0.0, "saturated_or_defective": 0.0, "not_vegetated": 0.14, "water": 72.64, "snow": 0.0, "cloud_shadows": 0.02, "dark_area_pixels": 0.82, "cloud_high_probability": 0.0, "unclassified": 0.05, "no_data": 0.0, "cloud_medium_probability": 0.32, "vegetation": 26.01}', '2021-10-23': '{"vegetation": 23.49, "not_vegetated": 0.47, "no_data": 0.0, "water": 73.46, "cloud_high_probability": 0.84, "unclassified": 0.64, "thin_cirrus": 0.0, "dark_area_pixels": 0.45, "snow": 0.0, "cloud_medium_probability": 0.3, "saturated_or_defective": 0.0, "cloud_shadows": 0.35}', '2021-11-10': '{"cloud_shadows": 0.0, "no_data": 0.0, "not_vegetated": 0.0, "cloud_medium_probability": 0.0, "unclassified": 0.58, "snow": 0.0, "thin_cirrus": 0.03, "vegetation": 26.09, "dark_area_pixels": 0.36, "water": 72.94, "cloud_high_probability": 0.0, "saturated_or_defective": 0.0}', '2021-11-27': '{"cloud_shadows": 0.0, "cloud_medium_probability": 0.0, "vegetation": 26.15, "thin_cirrus": 0.0, "saturated_or_defective": 0.0, "water": 73.05, "not_vegetated": 0.0, "snow": 0.0, "unclassified": 0.49, "dark_area_pixels": 0.31, "cloud_high_probability": 0.0, "no_data": 0.0}', '2021-12-20': '{"unclassified": 0.01, "thin_cirrus": 0.0, "snow": 0.0, "vegetation": 25.83, "cloud_medium_probability": 0.0, "saturated_or_defective": 0.0, "cloud_shadows": 0.0, "cloud_high_probability": 0.0, "dark_area_pixels": 1.15, "not_vegetated": 0.0, "water": 73.01, "no_data": 0.0}'}
array([[[0., 0., 0., ..., 0., 0., 0.], [0., 0., 0., ..., 0., 0., 0.], [0., 0., 0., ..., 0., 0., 0.], ..., [0., 0., 0., ..., 6., 6., 6.], [0., 0., 0., ..., 6., 6., 6.], [0., 0., 0., ..., 6., 6., 6.]], [[0., 0., 0., ..., 0., 0., 0.], [0., 0., 0., ..., 0., 0., 0.], [0., 0., 0., ..., 0., 0., 0.], ..., [0., 0., 0., ..., 6., 6., 6.], [0., 0., 0., ..., 6., 6., 6.], [0., 0., 0., ..., 6., 6., 6.]], [[0., 0., 0., ..., 0., 0., 0.], [0., 0., 0., ..., 0., 0., 0.], [0., 0., 0., ..., 0., 0., 0.], ..., ... ..., [0., 0., 0., ..., 6., 6., 6.], [0., 0., 0., ..., 6., 6., 6.], [0., 0., 0., ..., 6., 6., 6.]], [[0., 0., 0., ..., 0., 0., 0.], [0., 0., 0., ..., 0., 0., 0.], [0., 0., 0., ..., 0., 0., 0.], ..., [0., 0., 0., ..., 6., 6., 6.], [0., 0., 0., ..., 6., 6., 6.], [0., 0., 0., ..., 6., 6., 6.]], [[0., 0., 0., ..., 0., 0., 0.], [0., 0., 0., ..., 0., 0., 0.], [0., 0., 0., ..., 0., 0., 0.], ..., [0., 0., 0., ..., 6., 6., 6.], [0., 0., 0., ..., 6., 6., 6.], [0., 0., 0., ..., 6., 6., 6.]]], dtype=float32)
- crs :
- +init=epsg:4326
- transform :
- [ 8.98315284e-05 0.00000000e+00 1.21303645e+02 0.00000000e+00 -7.00728646e-06 -2.48706115e+00]
- res :
- [8.98315284e-05 7.00728646e-06]
- ulx, uly :
- [121.30364507 -2.48706115]
- 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'}
6 - Postprocessing: Calculating indices#
Various water quality indices are calculated from the resulting S2 band data.
The following quantities are used, and the empirical formulas can be found through the source paper:
[6]:
ds = fusion.dataset
ds = ds.assign(CHL_A = (4.23 * ((ds.S2_B03/ds.S2_B01) ** 3.94)))
ds = ds.assign(SPM = 2887 * (ds.S2_B08)**1.223)
### Necessary to replace infinite values with nan
ds['CHL_A'] = ds['CHL_A'].where(np.isinf(ds['CHL_A'])==False)
ds
[6]:
<xarray.Dataset> Dimensions: (time: 18, y: 2357, x: 327) Coordinates: * time (time) datetime64[ns] 2021-01-01 2021-01-11 ... 2021-12-20 * y (y) float32 -2.487 -2.487 -2.487 -2.487 ... -2.504 -2.504 -2.504 * x (x) float64 121.3 121.3 121.3 121.3 ... 121.3 121.3 121.3 121.3 Data variables: S2_B01 (time, y, x) float32 0.0 0.0 0.0 0.0 0.0 ... 0.0388 0.0388 0.0 0.0 S2_B02 (time, y, x) float32 0.0 0.0 0.0 0.0 ... 0.0397 0.0401 0.0415 0.0 S2_B03 (time, y, x) float32 0.0 0.0 0.0 0.0 ... 0.0277 0.0267 0.0264 0.0 S2_B04 (time, y, x) float32 0.0 0.0 0.0 0.0 ... 0.0184 0.0179 0.0179 0.0 S2_B08 (time, y, x) float32 0.0 0.0 0.0 0.0 ... 0.0126 0.0122 0.0129 0.0 S2_SCL (time, y, x) float32 0.0 0.0 0.0 0.0 0.0 ... 6.0 6.0 6.0 6.0 6.0 CHL_A (time, y, x) float32 nan nan nan nan nan ... 1.121 0.9701 nan nan SPM (time, y, x) float32 0.0 0.0 0.0 0.0 0.0 ... 13.72 13.18 14.12 0.0 Attributes: crs: +init=epsg:4326 transform: [ 8.98315284e-05 0.00000000e+00 1.21303645e+02 0.000... res: [8.98315284e-05 7.00728646e-06] ulx, uly: [121.30364507 -2.48706115] s2_data_lineage: {"Data origin": "S3 bucket (ARN=arn:aws:s3:::sentinel-c... additional_info: {'Info': 'You can put any additional information, such ...
- time: 18
- y: 2357
- x: 327
- time(time)datetime64[ns]2021-01-01 ... 2021-12-20
array(['2021-01-01T00:00:00.000000000', '2021-01-11T00:00:00.000000000', '2021-02-25T00:00:00.000000000', '2021-03-15T00:00:00.000000000', '2021-03-17T00:00:00.000000000', '2021-03-22T00:00:00.000000000', '2021-05-01T00:00:00.000000000', '2021-06-03T00:00:00.000000000', '2021-06-08T00:00:00.000000000', '2021-06-23T00:00:00.000000000', '2021-07-25T00:00:00.000000000', '2021-08-17T00:00:00.000000000', '2021-10-01T00:00:00.000000000', '2021-10-03T00:00:00.000000000', '2021-10-23T00:00:00.000000000', '2021-11-10T00:00:00.000000000', '2021-11-27T00:00:00.000000000', '2021-12-20T00:00:00.000000000'], dtype='datetime64[ns]')
- y(y)float32-2.487 -2.487 ... -2.504 -2.504
- _FillValue :
- nan
array([-2.487065, -2.487072, -2.487079, ..., -2.50356 , -2.503567, -2.503574], dtype=float32)
- x(x)float64121.3 121.3 121.3 ... 121.3 121.3
- _FillValue :
- nan
array([121.30369 , 121.30378 , 121.30387 , ..., 121.332795, 121.332885, 121.332975])
- S2_B01(time, y, x)float320.0 0.0 0.0 0.0 ... 0.0388 0.0 0.0
- _FillValue :
- nan
- transform :
- [ 8.98315284e-05 0.00000000e+00 1.21303645e+02 0.00000000e+00 -7.00728646e-06 -2.48706115e+00]
- crs :
- +init=epsg:4326
- descriptions :
- S2_B01
- AREA_OR_POINT :
- Area
- color_description :
- ULTRA-BLUE
- band_wavelength :
- 443 nm
- scene_id :
- {"2021-01-01": "S2B_51MUT_20210101_0_L2A", "2021-01-11": "S2B_51MUT_20210111_0_L2A", "2021-02-25": "S2A_51MUT_20210225_0_L2A", "2021-03-15": "S2B_51MUT_20210315_0_L2A", "2021-03-17": "S2A_51MUT_20210317_0_L2A", "2021-03-22": "S2B_51MUT_20210322_0_L2A", "2021-05-01": "S2B_51MUT_20210501_0_L2A", "2021-06-03": "S2B_51MUT_20210603_0_L2A", "2021-06-08": "S2A_51MUT_20210608_0_L2A", "2021-06-23": "S2B_51MUT_20210623_0_L2A", "2021-07-25": "S2A_51MUT_20210725_0_L2A", "2021-08-17": "S2A_51MUT_20210817_0_L2A", "2021-10-01": "S2B_51MUT_20211001_0_L2A", "2021-10-03": "S2A_51MUT_20211003_0_L2A", "2021-10-23": "S2A_51MUT_20211023_0_L2A", "2021-11-10": "S2B_51MUT_20211110_0_L2A", "2021-11-27": "S2B_51MUT_20211127_0_L2A", "2021-12-20": "S2B_51MUT_20211220_0_L2A"}
- scene_classification :
- {'2021-01-01': '{"cloud_shadows": 0.25, "vegetation": 24.38, "snow": 0.0, "saturated_or_defective": 0.0, "thin_cirrus": 0.0, "dark_area_pixels": 0.99, "no_data": 0.0, "water": 73.22, "not_vegetated": 0.0, "cloud_medium_probability": 0.53, "cloud_high_probability": 0.1, "unclassified": 0.53}', '2021-01-11': '{"saturated_or_defective": 0.0, "not_vegetated": 0.0, "cloud_medium_probability": 0.0, "no_data": 0.0, "cloud_high_probability": 0.0, "cloud_shadows": 0.09, "unclassified": 0.18, "snow": 0.0, "thin_cirrus": 0.9, "dark_area_pixels": 0.48, "water": 72.62, "vegetation": 25.73}', '2021-02-25': '{"cloud_high_probability": 1.93, "vegetation": 21.8, "no_data": 0.0, "cloud_medium_probability": 0.36, "thin_cirrus": 0.0, "snow": 0.0, "cloud_shadows": 0.16, "unclassified": 0.92, "dark_area_pixels": 0.42, "not_vegetated": 1.04, "water": 73.37, "saturated_or_defective": 0.0}', '2021-03-15': '{"not_vegetated": 0.04, "cloud_high_probability": 0.0, "no_data": 0.0, "snow": 0.0, "water": 73.67, "cloud_shadows": 0.0, "thin_cirrus": 0.0, "dark_area_pixels": 0.3, "cloud_medium_probability": 0.02, "unclassified": 0.36, "saturated_or_defective": 0.0, "vegetation": 25.61}', '2021-03-17': '{"saturated_or_defective": 0.0, "vegetation": 26.04, "cloud_shadows": 0.0, "no_data": 0.0, "snow": 0.0, "water": 73.09, "thin_cirrus": 0.0, "not_vegetated": 0.0, "unclassified": 0.64, "cloud_medium_probability": 0.0, "cloud_high_probability": 0.0, "dark_area_pixels": 0.23}', '2021-03-22': '{"snow": 0.0, "cloud_shadows": 0.0, "water": 73.05, "dark_area_pixels": 1.03, "no_data": 0.0, "cloud_medium_probability": 0.0, "vegetation": 25.85, "thin_cirrus": 0.0, "cloud_high_probability": 0.0, "not_vegetated": 0.0, "unclassified": 0.07, "saturated_or_defective": 0.0}', '2021-05-01': '{"vegetation": 26.02, "cloud_high_probability": 0.0, "water": 72.95, "thin_cirrus": 0.0, "snow": 0.0, "unclassified": 0.0, "saturated_or_defective": 0.0, "no_data": 0.0, "cloud_shadows": 0.0, "dark_area_pixels": 1.03, "not_vegetated": 0.0, "cloud_medium_probability": 0.0}', '2021-06-03': '{"vegetation": 24.69, "saturated_or_defective": 0.0, "water": 73.29, "not_vegetated": 0.09, "cloud_high_probability": 0.69, "snow": 0.0, "cloud_shadows": 0.0, "thin_cirrus": 0.0, "no_data": 0.0, "dark_area_pixels": 0.23, "cloud_medium_probability": 0.23, "unclassified": 0.78}', '2021-06-08': '{"vegetation": 26.25, "cloud_high_probability": 0.0, "saturated_or_defective": 0.0, "not_vegetated": 0.0, "cloud_shadows": 0.0, "thin_cirrus": 0.0, "water": 72.96, "dark_area_pixels": 0.31, "cloud_medium_probability": 0.0, "unclassified": 0.48, "snow": 0.0, "no_data": 0.0}', '2021-06-23': '{"no_data": 0.0, "saturated_or_defective": 0.0, "vegetation": 25.81, "not_vegetated": 0.0, "water": 72.98, "thin_cirrus": 0.05, "unclassified": 0.31, "cloud_shadows": 0.0, "cloud_high_probability": 0.0, "cloud_medium_probability": 0.0, "snow": 0.0, "dark_area_pixels": 0.85}', '2021-07-25': '{"cloud_medium_probability": 0.0, "not_vegetated": 0.0, "cloud_shadows": 0.0, "vegetation": 26.08, "thin_cirrus": 0.0, "unclassified": 0.37, "no_data": 0.0, "saturated_or_defective": 0.0, "water": 73.27, "cloud_high_probability": 0.0, "snow": 0.0, "dark_area_pixels": 0.28}', '2021-08-17': '{"cloud_high_probability": 0.53, "not_vegetated": 0.75, "cloud_medium_probability": 0.03, "unclassified": 0.78, "vegetation": 24.06, "water": 73.43, "cloud_shadows": 0.0, "dark_area_pixels": 0.42, "saturated_or_defective": 0.0, "thin_cirrus": 0.0, "snow": 0.0, "no_data": 0.0}', '2021-10-01': '{"thin_cirrus": 4.1, "cloud_shadows": 0.0, "cloud_high_probability": 0.2, "unclassified": 0.05, "dark_area_pixels": 0.98, "vegetation": 25.74, "water": 68.32, "not_vegetated": 0.0, "no_data": 0.0, "saturated_or_defective": 0.0, "cloud_medium_probability": 0.6, "snow": 0.0}', '2021-10-03': '{"thin_cirrus": 0.0, "saturated_or_defective": 0.0, "not_vegetated": 0.14, "water": 72.64, "snow": 0.0, "cloud_shadows": 0.02, "dark_area_pixels": 0.82, "cloud_high_probability": 0.0, "unclassified": 0.05, "no_data": 0.0, "cloud_medium_probability": 0.32, "vegetation": 26.01}', '2021-10-23': '{"vegetation": 23.49, "not_vegetated": 0.47, "no_data": 0.0, "water": 73.46, "cloud_high_probability": 0.84, "unclassified": 0.64, "thin_cirrus": 0.0, "dark_area_pixels": 0.45, "snow": 0.0, "cloud_medium_probability": 0.3, "saturated_or_defective": 0.0, "cloud_shadows": 0.35}', '2021-11-10': '{"cloud_shadows": 0.0, "no_data": 0.0, "not_vegetated": 0.0, "cloud_medium_probability": 0.0, "unclassified": 0.58, "snow": 0.0, "thin_cirrus": 0.03, "vegetation": 26.09, "dark_area_pixels": 0.36, "water": 72.94, "cloud_high_probability": 0.0, "saturated_or_defective": 0.0}', '2021-11-27': '{"cloud_shadows": 0.0, "cloud_medium_probability": 0.0, "vegetation": 26.15, "thin_cirrus": 0.0, "saturated_or_defective": 0.0, "water": 73.05, "not_vegetated": 0.0, "snow": 0.0, "unclassified": 0.49, "dark_area_pixels": 0.31, "cloud_high_probability": 0.0, "no_data": 0.0}', '2021-12-20': '{"unclassified": 0.01, "thin_cirrus": 0.0, "snow": 0.0, "vegetation": 25.83, "cloud_medium_probability": 0.0, "saturated_or_defective": 0.0, "cloud_shadows": 0.0, "cloud_high_probability": 0.0, "dark_area_pixels": 1.15, "not_vegetated": 0.0, "water": 73.01, "no_data": 0.0}'}
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- S2_B02(time, y, x)float320.0 0.0 0.0 ... 0.0401 0.0415 0.0
- _FillValue :
- nan
- transform :
- [ 8.98315284e-05 0.00000000e+00 1.21303645e+02 0.00000000e+00 -7.00728646e-06 -2.48706115e+00]
- crs :
- +init=epsg:4326
- descriptions :
- S2_B02
- AREA_OR_POINT :
- Area
- color_description :
- BLUE
- band_wavelength :
- 490 nm
- scene_id :
- {"2021-01-01": "S2B_51MUT_20210101_0_L2A", "2021-01-11": "S2B_51MUT_20210111_0_L2A", "2021-02-25": "S2A_51MUT_20210225_0_L2A", "2021-03-15": "S2B_51MUT_20210315_0_L2A", "2021-03-17": "S2A_51MUT_20210317_0_L2A", "2021-03-22": "S2B_51MUT_20210322_0_L2A", "2021-05-01": "S2B_51MUT_20210501_0_L2A", "2021-06-03": "S2B_51MUT_20210603_0_L2A", "2021-06-08": "S2A_51MUT_20210608_0_L2A", "2021-06-23": "S2B_51MUT_20210623_0_L2A", "2021-07-25": "S2A_51MUT_20210725_0_L2A", "2021-08-17": "S2A_51MUT_20210817_0_L2A", "2021-10-01": "S2B_51MUT_20211001_0_L2A", "2021-10-03": "S2A_51MUT_20211003_0_L2A", "2021-10-23": "S2A_51MUT_20211023_0_L2A", "2021-11-10": "S2B_51MUT_20211110_0_L2A", "2021-11-27": "S2B_51MUT_20211127_0_L2A", "2021-12-20": "S2B_51MUT_20211220_0_L2A"}
- scene_classification :
- {'2021-01-01': '{"cloud_shadows": 0.25, "vegetation": 24.38, "snow": 0.0, "saturated_or_defective": 0.0, "thin_cirrus": 0.0, "dark_area_pixels": 0.99, "no_data": 0.0, "water": 73.22, "not_vegetated": 0.0, "cloud_medium_probability": 0.53, "cloud_high_probability": 0.1, "unclassified": 0.53}', '2021-01-11': '{"saturated_or_defective": 0.0, "not_vegetated": 0.0, "cloud_medium_probability": 0.0, "no_data": 0.0, "cloud_high_probability": 0.0, "cloud_shadows": 0.09, "unclassified": 0.18, "snow": 0.0, "thin_cirrus": 0.9, "dark_area_pixels": 0.48, "water": 72.62, "vegetation": 25.73}', '2021-02-25': '{"cloud_high_probability": 1.93, "vegetation": 21.8, "no_data": 0.0, "cloud_medium_probability": 0.36, "thin_cirrus": 0.0, "snow": 0.0, "cloud_shadows": 0.16, "unclassified": 0.92, "dark_area_pixels": 0.42, "not_vegetated": 1.04, "water": 73.37, "saturated_or_defective": 0.0}', '2021-03-15': '{"not_vegetated": 0.04, "cloud_high_probability": 0.0, "no_data": 0.0, "snow": 0.0, "water": 73.67, "cloud_shadows": 0.0, "thin_cirrus": 0.0, "dark_area_pixels": 0.3, "cloud_medium_probability": 0.02, "unclassified": 0.36, "saturated_or_defective": 0.0, "vegetation": 25.61}', '2021-03-17': '{"saturated_or_defective": 0.0, "vegetation": 26.04, "cloud_shadows": 0.0, "no_data": 0.0, "snow": 0.0, "water": 73.09, "thin_cirrus": 0.0, "not_vegetated": 0.0, "unclassified": 0.64, "cloud_medium_probability": 0.0, "cloud_high_probability": 0.0, "dark_area_pixels": 0.23}', '2021-03-22': '{"snow": 0.0, "cloud_shadows": 0.0, "water": 73.05, "dark_area_pixels": 1.03, "no_data": 0.0, "cloud_medium_probability": 0.0, "vegetation": 25.85, "thin_cirrus": 0.0, "cloud_high_probability": 0.0, "not_vegetated": 0.0, "unclassified": 0.07, "saturated_or_defective": 0.0}', '2021-05-01': '{"vegetation": 26.02, "cloud_high_probability": 0.0, "water": 72.95, "thin_cirrus": 0.0, "snow": 0.0, "unclassified": 0.0, "saturated_or_defective": 0.0, "no_data": 0.0, "cloud_shadows": 0.0, "dark_area_pixels": 1.03, "not_vegetated": 0.0, "cloud_medium_probability": 0.0}', '2021-06-03': '{"vegetation": 24.69, "saturated_or_defective": 0.0, "water": 73.29, "not_vegetated": 0.09, "cloud_high_probability": 0.69, "snow": 0.0, "cloud_shadows": 0.0, "thin_cirrus": 0.0, "no_data": 0.0, "dark_area_pixels": 0.23, "cloud_medium_probability": 0.23, "unclassified": 0.78}', '2021-06-08': '{"vegetation": 26.25, "cloud_high_probability": 0.0, "saturated_or_defective": 0.0, "not_vegetated": 0.0, "cloud_shadows": 0.0, "thin_cirrus": 0.0, "water": 72.96, "dark_area_pixels": 0.31, "cloud_medium_probability": 0.0, "unclassified": 0.48, "snow": 0.0, "no_data": 0.0}', '2021-06-23': '{"no_data": 0.0, "saturated_or_defective": 0.0, "vegetation": 25.81, "not_vegetated": 0.0, "water": 72.98, "thin_cirrus": 0.05, "unclassified": 0.31, "cloud_shadows": 0.0, "cloud_high_probability": 0.0, "cloud_medium_probability": 0.0, "snow": 0.0, "dark_area_pixels": 0.85}', '2021-07-25': '{"cloud_medium_probability": 0.0, "not_vegetated": 0.0, "cloud_shadows": 0.0, "vegetation": 26.08, "thin_cirrus": 0.0, "unclassified": 0.37, "no_data": 0.0, "saturated_or_defective": 0.0, "water": 73.27, "cloud_high_probability": 0.0, "snow": 0.0, "dark_area_pixels": 0.28}', '2021-08-17': '{"cloud_high_probability": 0.53, "not_vegetated": 0.75, "cloud_medium_probability": 0.03, "unclassified": 0.78, "vegetation": 24.06, "water": 73.43, "cloud_shadows": 0.0, "dark_area_pixels": 0.42, "saturated_or_defective": 0.0, "thin_cirrus": 0.0, "snow": 0.0, "no_data": 0.0}', '2021-10-01': '{"thin_cirrus": 4.1, "cloud_shadows": 0.0, "cloud_high_probability": 0.2, "unclassified": 0.05, "dark_area_pixels": 0.98, "vegetation": 25.74, "water": 68.32, "not_vegetated": 0.0, "no_data": 0.0, "saturated_or_defective": 0.0, "cloud_medium_probability": 0.6, "snow": 0.0}', '2021-10-03': '{"thin_cirrus": 0.0, "saturated_or_defective": 0.0, "not_vegetated": 0.14, "water": 72.64, "snow": 0.0, "cloud_shadows": 0.02, "dark_area_pixels": 0.82, "cloud_high_probability": 0.0, "unclassified": 0.05, "no_data": 0.0, "cloud_medium_probability": 0.32, "vegetation": 26.01}', '2021-10-23': '{"vegetation": 23.49, "not_vegetated": 0.47, "no_data": 0.0, "water": 73.46, "cloud_high_probability": 0.84, "unclassified": 0.64, "thin_cirrus": 0.0, "dark_area_pixels": 0.45, "snow": 0.0, "cloud_medium_probability": 0.3, "saturated_or_defective": 0.0, "cloud_shadows": 0.35}', '2021-11-10': '{"cloud_shadows": 0.0, "no_data": 0.0, "not_vegetated": 0.0, "cloud_medium_probability": 0.0, "unclassified": 0.58, "snow": 0.0, "thin_cirrus": 0.03, "vegetation": 26.09, "dark_area_pixels": 0.36, "water": 72.94, "cloud_high_probability": 0.0, "saturated_or_defective": 0.0}', '2021-11-27': '{"cloud_shadows": 0.0, "cloud_medium_probability": 0.0, "vegetation": 26.15, "thin_cirrus": 0.0, "saturated_or_defective": 0.0, "water": 73.05, "not_vegetated": 0.0, "snow": 0.0, "unclassified": 0.49, "dark_area_pixels": 0.31, "cloud_high_probability": 0.0, "no_data": 0.0}', '2021-12-20': '{"unclassified": 0.01, "thin_cirrus": 0.0, "snow": 0.0, "vegetation": 25.83, "cloud_medium_probability": 0.0, "saturated_or_defective": 0.0, "cloud_shadows": 0.0, "cloud_high_probability": 0.0, "dark_area_pixels": 1.15, "not_vegetated": 0.0, "water": 73.01, "no_data": 0.0}'}
array([[[0. , 0. , 0. , ..., 0.041 , 0.0395, 0.0392], [0. , 0. , 0. , ..., 0.041 , 0.0395, 0.0392], [0. , 0. , 0. , ..., 0.041 , 0.0395, 0.0392], ..., [0. , 0. , 0. , ..., 0.043 , 0.0426, 0. ], [0. , 0. , 0. , ..., 0.043 , 0.0426, 0. ], [0. , 0. , 0. , ..., 0.043 , 0.0426, 0. ]], [[0. , 0. , 0. , ..., 0.0445, 0.0433, 0.0415], [0. , 0. , 0. , ..., 0.0445, 0.0433, 0.0415], [0. , 0. , 0. , ..., 0.0445, 0.0433, 0.0415], ..., [0. , 0. , 0. , ..., 0.0406, 0.0406, 0. ], [0. , 0. , 0. , ..., 0.0406, 0.0406, 0. ], [0. , 0. , 0. , ..., 0.0406, 0.0406, 0. ]], [[0. , 0. , 0. , ..., 0.0455, 0.0455, 0.0455], [0. , 0. , 0. , ..., 0.0455, 0.0455, 0.0455], [0. , 0. , 0. , ..., 0.0455, 0.0455, 0.0455], ..., ... [0. , 0. , 0. , ..., 0.034 , 0.0347, 0. ], [0. , 0. , 0. , ..., 0.034 , 0.0347, 0. ], [0. , 0. , 0. , ..., 0.034 , 0.0347, 0. ]], [[0. , 0. , 0. , ..., 0.0334, 0.035 , 0.0346], [0. , 0. , 0. , ..., 0.0334, 0.035 , 0.0346], [0. , 0. , 0. , ..., 0.0334, 0.035 , 0.0346], ..., [0. , 0. , 0. , ..., 0.0303, 0.0311, 0. ], [0. , 0. , 0. , ..., 0.0303, 0.0311, 0. ], [0. , 0. , 0. , ..., 0.0303, 0.0311, 0. ]], [[0. , 0. , 0. , ..., 0.0412, 0.0428, 0.0412], [0. , 0. , 0. , ..., 0.0412, 0.0428, 0.0412], [0. , 0. , 0. , ..., 0.0412, 0.0428, 0.0412], ..., [0. , 0. , 0. , ..., 0.0401, 0.0415, 0. ], [0. , 0. , 0. , ..., 0.0401, 0.0415, 0. ], [0. , 0. , 0. , ..., 0.0401, 0.0415, 0. ]]], dtype=float32)
- S2_B03(time, y, x)float320.0 0.0 0.0 ... 0.0267 0.0264 0.0
- _FillValue :
- nan
- transform :
- [ 8.98315284e-05 0.00000000e+00 1.21303645e+02 0.00000000e+00 -7.00728646e-06 -2.48706115e+00]
- crs :
- +init=epsg:4326
- descriptions :
- S2_B03
- AREA_OR_POINT :
- Area
- color_description :
- GREEN
- band_wavelength :
- 560 nm
- scene_id :
- {"2021-01-01": "S2B_51MUT_20210101_0_L2A", "2021-01-11": "S2B_51MUT_20210111_0_L2A", "2021-02-25": "S2A_51MUT_20210225_0_L2A", "2021-03-15": "S2B_51MUT_20210315_0_L2A", "2021-03-17": "S2A_51MUT_20210317_0_L2A", "2021-03-22": "S2B_51MUT_20210322_0_L2A", "2021-05-01": "S2B_51MUT_20210501_0_L2A", "2021-06-03": "S2B_51MUT_20210603_0_L2A", "2021-06-08": "S2A_51MUT_20210608_0_L2A", "2021-06-23": "S2B_51MUT_20210623_0_L2A", "2021-07-25": "S2A_51MUT_20210725_0_L2A", "2021-08-17": "S2A_51MUT_20210817_0_L2A", "2021-10-01": "S2B_51MUT_20211001_0_L2A", "2021-10-03": "S2A_51MUT_20211003_0_L2A", "2021-10-23": "S2A_51MUT_20211023_0_L2A", "2021-11-10": "S2B_51MUT_20211110_0_L2A", "2021-11-27": "S2B_51MUT_20211127_0_L2A", "2021-12-20": "S2B_51MUT_20211220_0_L2A"}
- scene_classification :
- {'2021-01-01': '{"cloud_shadows": 0.25, "vegetation": 24.38, "snow": 0.0, "saturated_or_defective": 0.0, "thin_cirrus": 0.0, "dark_area_pixels": 0.99, "no_data": 0.0, "water": 73.22, "not_vegetated": 0.0, "cloud_medium_probability": 0.53, "cloud_high_probability": 0.1, "unclassified": 0.53}', '2021-01-11': '{"saturated_or_defective": 0.0, "not_vegetated": 0.0, "cloud_medium_probability": 0.0, "no_data": 0.0, "cloud_high_probability": 0.0, "cloud_shadows": 0.09, "unclassified": 0.18, "snow": 0.0, "thin_cirrus": 0.9, "dark_area_pixels": 0.48, "water": 72.62, "vegetation": 25.73}', '2021-02-25': '{"cloud_high_probability": 1.93, "vegetation": 21.8, "no_data": 0.0, "cloud_medium_probability": 0.36, "thin_cirrus": 0.0, "snow": 0.0, "cloud_shadows": 0.16, "unclassified": 0.92, "dark_area_pixels": 0.42, "not_vegetated": 1.04, "water": 73.37, "saturated_or_defective": 0.0}', '2021-03-15': '{"not_vegetated": 0.04, "cloud_high_probability": 0.0, "no_data": 0.0, "snow": 0.0, "water": 73.67, "cloud_shadows": 0.0, "thin_cirrus": 0.0, "dark_area_pixels": 0.3, "cloud_medium_probability": 0.02, "unclassified": 0.36, "saturated_or_defective": 0.0, "vegetation": 25.61}', '2021-03-17': '{"saturated_or_defective": 0.0, "vegetation": 26.04, "cloud_shadows": 0.0, "no_data": 0.0, "snow": 0.0, "water": 73.09, "thin_cirrus": 0.0, "not_vegetated": 0.0, "unclassified": 0.64, "cloud_medium_probability": 0.0, "cloud_high_probability": 0.0, "dark_area_pixels": 0.23}', '2021-03-22': '{"snow": 0.0, "cloud_shadows": 0.0, "water": 73.05, "dark_area_pixels": 1.03, "no_data": 0.0, "cloud_medium_probability": 0.0, "vegetation": 25.85, "thin_cirrus": 0.0, "cloud_high_probability": 0.0, "not_vegetated": 0.0, "unclassified": 0.07, "saturated_or_defective": 0.0}', '2021-05-01': '{"vegetation": 26.02, "cloud_high_probability": 0.0, "water": 72.95, "thin_cirrus": 0.0, "snow": 0.0, "unclassified": 0.0, "saturated_or_defective": 0.0, "no_data": 0.0, "cloud_shadows": 0.0, "dark_area_pixels": 1.03, "not_vegetated": 0.0, "cloud_medium_probability": 0.0}', '2021-06-03': '{"vegetation": 24.69, "saturated_or_defective": 0.0, "water": 73.29, "not_vegetated": 0.09, "cloud_high_probability": 0.69, "snow": 0.0, "cloud_shadows": 0.0, "thin_cirrus": 0.0, "no_data": 0.0, "dark_area_pixels": 0.23, "cloud_medium_probability": 0.23, "unclassified": 0.78}', '2021-06-08': '{"vegetation": 26.25, "cloud_high_probability": 0.0, "saturated_or_defective": 0.0, "not_vegetated": 0.0, "cloud_shadows": 0.0, "thin_cirrus": 0.0, "water": 72.96, "dark_area_pixels": 0.31, "cloud_medium_probability": 0.0, "unclassified": 0.48, "snow": 0.0, "no_data": 0.0}', '2021-06-23': '{"no_data": 0.0, "saturated_or_defective": 0.0, "vegetation": 25.81, "not_vegetated": 0.0, "water": 72.98, "thin_cirrus": 0.05, "unclassified": 0.31, "cloud_shadows": 0.0, "cloud_high_probability": 0.0, "cloud_medium_probability": 0.0, "snow": 0.0, "dark_area_pixels": 0.85}', '2021-07-25': '{"cloud_medium_probability": 0.0, "not_vegetated": 0.0, "cloud_shadows": 0.0, "vegetation": 26.08, "thin_cirrus": 0.0, "unclassified": 0.37, "no_data": 0.0, "saturated_or_defective": 0.0, "water": 73.27, "cloud_high_probability": 0.0, "snow": 0.0, "dark_area_pixels": 0.28}', '2021-08-17': '{"cloud_high_probability": 0.53, "not_vegetated": 0.75, "cloud_medium_probability": 0.03, "unclassified": 0.78, "vegetation": 24.06, "water": 73.43, "cloud_shadows": 0.0, "dark_area_pixels": 0.42, "saturated_or_defective": 0.0, "thin_cirrus": 0.0, "snow": 0.0, "no_data": 0.0}', '2021-10-01': '{"thin_cirrus": 4.1, "cloud_shadows": 0.0, "cloud_high_probability": 0.2, "unclassified": 0.05, "dark_area_pixels": 0.98, "vegetation": 25.74, "water": 68.32, "not_vegetated": 0.0, "no_data": 0.0, "saturated_or_defective": 0.0, "cloud_medium_probability": 0.6, "snow": 0.0}', '2021-10-03': '{"thin_cirrus": 0.0, "saturated_or_defective": 0.0, "not_vegetated": 0.14, "water": 72.64, "snow": 0.0, "cloud_shadows": 0.02, "dark_area_pixels": 0.82, "cloud_high_probability": 0.0, "unclassified": 0.05, "no_data": 0.0, "cloud_medium_probability": 0.32, "vegetation": 26.01}', '2021-10-23': '{"vegetation": 23.49, "not_vegetated": 0.47, "no_data": 0.0, "water": 73.46, "cloud_high_probability": 0.84, "unclassified": 0.64, "thin_cirrus": 0.0, "dark_area_pixels": 0.45, "snow": 0.0, "cloud_medium_probability": 0.3, "saturated_or_defective": 0.0, "cloud_shadows": 0.35}', '2021-11-10': '{"cloud_shadows": 0.0, "no_data": 0.0, "not_vegetated": 0.0, "cloud_medium_probability": 0.0, "unclassified": 0.58, "snow": 0.0, "thin_cirrus": 0.03, "vegetation": 26.09, "dark_area_pixels": 0.36, "water": 72.94, "cloud_high_probability": 0.0, "saturated_or_defective": 0.0}', '2021-11-27': '{"cloud_shadows": 0.0, "cloud_medium_probability": 0.0, "vegetation": 26.15, "thin_cirrus": 0.0, "saturated_or_defective": 0.0, "water": 73.05, "not_vegetated": 0.0, "snow": 0.0, "unclassified": 0.49, "dark_area_pixels": 0.31, "cloud_high_probability": 0.0, "no_data": 0.0}', '2021-12-20': '{"unclassified": 0.01, "thin_cirrus": 0.0, "snow": 0.0, "vegetation": 25.83, "cloud_medium_probability": 0.0, "saturated_or_defective": 0.0, "cloud_shadows": 0.0, "cloud_high_probability": 0.0, "dark_area_pixels": 1.15, "not_vegetated": 0.0, "water": 73.01, "no_data": 0.0}'}
array([[[0. , 0. , 0. , ..., 0.0231, 0.0252, 0.0249], [0. , 0. , 0. , ..., 0.0231, 0.0252, 0.0249], [0. , 0. , 0. , ..., 0.0231, 0.0252, 0.0249], ..., [0. , 0. , 0. , ..., 0.0277, 0.0285, 0. ], [0. , 0. , 0. , ..., 0.0277, 0.0285, 0. ], [0. , 0. , 0. , ..., 0.0277, 0.0285, 0. ]], [[0. , 0. , 0. , ..., 0.027 , 0.0267, 0.0263], [0. , 0. , 0. , ..., 0.027 , 0.0267, 0.0263], [0. , 0. , 0. , ..., 0.027 , 0.0267, 0.0263], ..., [0. , 0. , 0. , ..., 0.0273, 0.0278, 0. ], [0. , 0. , 0. , ..., 0.0273, 0.0278, 0. ], [0. , 0. , 0. , ..., 0.0273, 0.0278, 0. ]], [[0. , 0. , 0. , ..., 0.0291, 0.0301, 0.0292], [0. , 0. , 0. , ..., 0.0291, 0.0301, 0.0292], [0. , 0. , 0. , ..., 0.0291, 0.0301, 0.0292], ..., ... [0. , 0. , 0. , ..., 0.0207, 0.0213, 0. ], [0. , 0. , 0. , ..., 0.0207, 0.0213, 0. ], [0. , 0. , 0. , ..., 0.0207, 0.0213, 0. ]], [[0. , 0. , 0. , ..., 0.0193, 0.0199, 0.0188], [0. , 0. , 0. , ..., 0.0193, 0.0199, 0.0188], [0. , 0. , 0. , ..., 0.0193, 0.0199, 0.0188], ..., [0. , 0. , 0. , ..., 0.0152, 0.0157, 0. ], [0. , 0. , 0. , ..., 0.0152, 0.0157, 0. ], [0. , 0. , 0. , ..., 0.0152, 0.0157, 0. ]], [[0. , 0. , 0. , ..., 0.0282, 0.0288, 0.0294], [0. , 0. , 0. , ..., 0.0282, 0.0288, 0.0294], [0. , 0. , 0. , ..., 0.0282, 0.0288, 0.0294], ..., [0. , 0. , 0. , ..., 0.0267, 0.0264, 0. ], [0. , 0. , 0. , ..., 0.0267, 0.0264, 0. ], [0. , 0. , 0. , ..., 0.0267, 0.0264, 0. ]]], dtype=float32)
- S2_B04(time, y, x)float320.0 0.0 0.0 ... 0.0179 0.0179 0.0
- _FillValue :
- nan
- transform :
- [ 8.98315284e-05 0.00000000e+00 1.21303645e+02 0.00000000e+00 -7.00728646e-06 -2.48706115e+00]
- crs :
- +init=epsg:4326
- descriptions :
- S2_B04
- AREA_OR_POINT :
- Area
- color_description :
- RED
- band_wavelength :
- 665 nm
- scene_id :
- {"2021-01-01": "S2B_51MUT_20210101_0_L2A", "2021-01-11": "S2B_51MUT_20210111_0_L2A", "2021-02-25": "S2A_51MUT_20210225_0_L2A", "2021-03-15": "S2B_51MUT_20210315_0_L2A", "2021-03-17": "S2A_51MUT_20210317_0_L2A", "2021-03-22": "S2B_51MUT_20210322_0_L2A", "2021-05-01": "S2B_51MUT_20210501_0_L2A", "2021-06-03": "S2B_51MUT_20210603_0_L2A", "2021-06-08": "S2A_51MUT_20210608_0_L2A", "2021-06-23": "S2B_51MUT_20210623_0_L2A", "2021-07-25": "S2A_51MUT_20210725_0_L2A", "2021-08-17": "S2A_51MUT_20210817_0_L2A", "2021-10-01": "S2B_51MUT_20211001_0_L2A", "2021-10-03": "S2A_51MUT_20211003_0_L2A", "2021-10-23": "S2A_51MUT_20211023_0_L2A", "2021-11-10": "S2B_51MUT_20211110_0_L2A", "2021-11-27": "S2B_51MUT_20211127_0_L2A", "2021-12-20": "S2B_51MUT_20211220_0_L2A"}
- scene_classification :
- {'2021-01-01': '{"cloud_shadows": 0.25, "vegetation": 24.38, "snow": 0.0, "saturated_or_defective": 0.0, "thin_cirrus": 0.0, "dark_area_pixels": 0.99, "no_data": 0.0, "water": 73.22, "not_vegetated": 0.0, "cloud_medium_probability": 0.53, "cloud_high_probability": 0.1, "unclassified": 0.53}', '2021-01-11': '{"saturated_or_defective": 0.0, "not_vegetated": 0.0, "cloud_medium_probability": 0.0, "no_data": 0.0, "cloud_high_probability": 0.0, "cloud_shadows": 0.09, "unclassified": 0.18, "snow": 0.0, "thin_cirrus": 0.9, "dark_area_pixels": 0.48, "water": 72.62, "vegetation": 25.73}', '2021-02-25': '{"cloud_high_probability": 1.93, "vegetation": 21.8, "no_data": 0.0, "cloud_medium_probability": 0.36, "thin_cirrus": 0.0, "snow": 0.0, "cloud_shadows": 0.16, "unclassified": 0.92, "dark_area_pixels": 0.42, "not_vegetated": 1.04, "water": 73.37, "saturated_or_defective": 0.0}', '2021-03-15': '{"not_vegetated": 0.04, "cloud_high_probability": 0.0, "no_data": 0.0, "snow": 0.0, "water": 73.67, "cloud_shadows": 0.0, "thin_cirrus": 0.0, "dark_area_pixels": 0.3, "cloud_medium_probability": 0.02, "unclassified": 0.36, "saturated_or_defective": 0.0, "vegetation": 25.61}', '2021-03-17': '{"saturated_or_defective": 0.0, "vegetation": 26.04, "cloud_shadows": 0.0, "no_data": 0.0, "snow": 0.0, "water": 73.09, "thin_cirrus": 0.0, "not_vegetated": 0.0, "unclassified": 0.64, "cloud_medium_probability": 0.0, "cloud_high_probability": 0.0, "dark_area_pixels": 0.23}', '2021-03-22': '{"snow": 0.0, "cloud_shadows": 0.0, "water": 73.05, "dark_area_pixels": 1.03, "no_data": 0.0, "cloud_medium_probability": 0.0, "vegetation": 25.85, "thin_cirrus": 0.0, "cloud_high_probability": 0.0, "not_vegetated": 0.0, "unclassified": 0.07, "saturated_or_defective": 0.0}', '2021-05-01': '{"vegetation": 26.02, "cloud_high_probability": 0.0, "water": 72.95, "thin_cirrus": 0.0, "snow": 0.0, "unclassified": 0.0, "saturated_or_defective": 0.0, "no_data": 0.0, "cloud_shadows": 0.0, "dark_area_pixels": 1.03, "not_vegetated": 0.0, "cloud_medium_probability": 0.0}', '2021-06-03': '{"vegetation": 24.69, "saturated_or_defective": 0.0, "water": 73.29, "not_vegetated": 0.09, "cloud_high_probability": 0.69, "snow": 0.0, "cloud_shadows": 0.0, "thin_cirrus": 0.0, "no_data": 0.0, "dark_area_pixels": 0.23, "cloud_medium_probability": 0.23, "unclassified": 0.78}', '2021-06-08': '{"vegetation": 26.25, "cloud_high_probability": 0.0, "saturated_or_defective": 0.0, "not_vegetated": 0.0, "cloud_shadows": 0.0, "thin_cirrus": 0.0, "water": 72.96, "dark_area_pixels": 0.31, "cloud_medium_probability": 0.0, "unclassified": 0.48, "snow": 0.0, "no_data": 0.0}', '2021-06-23': '{"no_data": 0.0, "saturated_or_defective": 0.0, "vegetation": 25.81, "not_vegetated": 0.0, "water": 72.98, "thin_cirrus": 0.05, "unclassified": 0.31, "cloud_shadows": 0.0, "cloud_high_probability": 0.0, "cloud_medium_probability": 0.0, "snow": 0.0, "dark_area_pixels": 0.85}', '2021-07-25': '{"cloud_medium_probability": 0.0, "not_vegetated": 0.0, "cloud_shadows": 0.0, "vegetation": 26.08, "thin_cirrus": 0.0, "unclassified": 0.37, "no_data": 0.0, "saturated_or_defective": 0.0, "water": 73.27, "cloud_high_probability": 0.0, "snow": 0.0, "dark_area_pixels": 0.28}', '2021-08-17': '{"cloud_high_probability": 0.53, "not_vegetated": 0.75, "cloud_medium_probability": 0.03, "unclassified": 0.78, "vegetation": 24.06, "water": 73.43, "cloud_shadows": 0.0, "dark_area_pixels": 0.42, "saturated_or_defective": 0.0, "thin_cirrus": 0.0, "snow": 0.0, "no_data": 0.0}', '2021-10-01': '{"thin_cirrus": 4.1, "cloud_shadows": 0.0, "cloud_high_probability": 0.2, "unclassified": 0.05, "dark_area_pixels": 0.98, "vegetation": 25.74, "water": 68.32, "not_vegetated": 0.0, "no_data": 0.0, "saturated_or_defective": 0.0, "cloud_medium_probability": 0.6, "snow": 0.0}', '2021-10-03': '{"thin_cirrus": 0.0, "saturated_or_defective": 0.0, "not_vegetated": 0.14, "water": 72.64, "snow": 0.0, "cloud_shadows": 0.02, "dark_area_pixels": 0.82, "cloud_high_probability": 0.0, "unclassified": 0.05, "no_data": 0.0, "cloud_medium_probability": 0.32, "vegetation": 26.01}', '2021-10-23': '{"vegetation": 23.49, "not_vegetated": 0.47, "no_data": 0.0, "water": 73.46, "cloud_high_probability": 0.84, "unclassified": 0.64, "thin_cirrus": 0.0, "dark_area_pixels": 0.45, "snow": 0.0, "cloud_medium_probability": 0.3, "saturated_or_defective": 0.0, "cloud_shadows": 0.35}', '2021-11-10': '{"cloud_shadows": 0.0, "no_data": 0.0, "not_vegetated": 0.0, "cloud_medium_probability": 0.0, "unclassified": 0.58, "snow": 0.0, "thin_cirrus": 0.03, "vegetation": 26.09, "dark_area_pixels": 0.36, "water": 72.94, "cloud_high_probability": 0.0, "saturated_or_defective": 0.0}', '2021-11-27': '{"cloud_shadows": 0.0, "cloud_medium_probability": 0.0, "vegetation": 26.15, "thin_cirrus": 0.0, "saturated_or_defective": 0.0, "water": 73.05, "not_vegetated": 0.0, "snow": 0.0, "unclassified": 0.49, "dark_area_pixels": 0.31, "cloud_high_probability": 0.0, "no_data": 0.0}', '2021-12-20': '{"unclassified": 0.01, "thin_cirrus": 0.0, "snow": 0.0, "vegetation": 25.83, "cloud_medium_probability": 0.0, "saturated_or_defective": 0.0, "cloud_shadows": 0.0, "cloud_high_probability": 0.0, "dark_area_pixels": 1.15, "not_vegetated": 0.0, "water": 73.01, "no_data": 0.0}'}
array([[[0. , 0. , 0. , ..., 0.0114, 0.0114, 0.0114], [0. , 0. , 0. , ..., 0.0114, 0.0114, 0.0114], [0. , 0. , 0. , ..., 0.0114, 0.0114, 0.0114], ..., [0. , 0. , 0. , ..., 0.0151, 0.0153, 0. ], [0. , 0. , 0. , ..., 0.0151, 0.0153, 0. ], [0. , 0. , 0. , ..., 0.0151, 0.0153, 0. ]], [[0. , 0. , 0. , ..., 0.0112, 0.0111, 0.0104], [0. , 0. , 0. , ..., 0.0112, 0.0111, 0.0104], [0. , 0. , 0. , ..., 0.0112, 0.0111, 0.0104], ..., [0. , 0. , 0. , ..., 0.0131, 0.0123, 0. ], [0. , 0. , 0. , ..., 0.0131, 0.0123, 0. ], [0. , 0. , 0. , ..., 0.0131, 0.0123, 0. ]], [[0. , 0. , 0. , ..., 0.0121, 0.0125, 0.0123], [0. , 0. , 0. , ..., 0.0121, 0.0125, 0.0123], [0. , 0. , 0. , ..., 0.0121, 0.0125, 0.0123], ..., ... [0. , 0. , 0. , ..., 0.011 , 0.0101, 0. ], [0. , 0. , 0. , ..., 0.011 , 0.0101, 0. ], [0. , 0. , 0. , ..., 0.011 , 0.0101, 0. ]], [[0. , 0. , 0. , ..., 0.0075, 0.0085, 0.0096], [0. , 0. , 0. , ..., 0.0075, 0.0085, 0.0096], [0. , 0. , 0. , ..., 0.0075, 0.0085, 0.0096], ..., [0. , 0. , 0. , ..., 0.0052, 0.0057, 0. ], [0. , 0. , 0. , ..., 0.0052, 0.0057, 0. ], [0. , 0. , 0. , ..., 0.0052, 0.0057, 0. ]], [[0. , 0. , 0. , ..., 0.0172, 0.0182, 0.0185], [0. , 0. , 0. , ..., 0.0172, 0.0182, 0.0185], [0. , 0. , 0. , ..., 0.0172, 0.0182, 0.0185], ..., [0. , 0. , 0. , ..., 0.0179, 0.0179, 0. ], [0. , 0. , 0. , ..., 0.0179, 0.0179, 0. ], [0. , 0. , 0. , ..., 0.0179, 0.0179, 0. ]]], dtype=float32)
- S2_B08(time, y, x)float320.0 0.0 0.0 ... 0.0122 0.0129 0.0
- _FillValue :
- nan
- transform :
- [ 8.98315284e-05 0.00000000e+00 1.21303645e+02 0.00000000e+00 -7.00728646e-06 -2.48706115e+00]
- crs :
- +init=epsg:4326
- descriptions :
- S2_B08
- AREA_OR_POINT :
- Area
- color_description :
- NIR
- band_wavelength :
- 842 nm
- scene_id :
- {"2021-01-01": "S2B_51MUT_20210101_0_L2A", "2021-01-11": "S2B_51MUT_20210111_0_L2A", "2021-02-25": "S2A_51MUT_20210225_0_L2A", "2021-03-15": "S2B_51MUT_20210315_0_L2A", "2021-03-17": "S2A_51MUT_20210317_0_L2A", "2021-03-22": "S2B_51MUT_20210322_0_L2A", "2021-05-01": "S2B_51MUT_20210501_0_L2A", "2021-06-03": "S2B_51MUT_20210603_0_L2A", "2021-06-08": "S2A_51MUT_20210608_0_L2A", "2021-06-23": "S2B_51MUT_20210623_0_L2A", "2021-07-25": "S2A_51MUT_20210725_0_L2A", "2021-08-17": "S2A_51MUT_20210817_0_L2A", "2021-10-01": "S2B_51MUT_20211001_0_L2A", "2021-10-03": "S2A_51MUT_20211003_0_L2A", "2021-10-23": "S2A_51MUT_20211023_0_L2A", "2021-11-10": "S2B_51MUT_20211110_0_L2A", "2021-11-27": "S2B_51MUT_20211127_0_L2A", "2021-12-20": "S2B_51MUT_20211220_0_L2A"}
- scene_classification :
- {'2021-01-01': '{"cloud_shadows": 0.25, "vegetation": 24.38, "snow": 0.0, "saturated_or_defective": 0.0, "thin_cirrus": 0.0, "dark_area_pixels": 0.99, "no_data": 0.0, "water": 73.22, "not_vegetated": 0.0, "cloud_medium_probability": 0.53, "cloud_high_probability": 0.1, "unclassified": 0.53}', '2021-01-11': '{"saturated_or_defective": 0.0, "not_vegetated": 0.0, "cloud_medium_probability": 0.0, "no_data": 0.0, "cloud_high_probability": 0.0, "cloud_shadows": 0.09, "unclassified": 0.18, "snow": 0.0, "thin_cirrus": 0.9, "dark_area_pixels": 0.48, "water": 72.62, "vegetation": 25.73}', '2021-02-25': '{"cloud_high_probability": 1.93, "vegetation": 21.8, "no_data": 0.0, "cloud_medium_probability": 0.36, "thin_cirrus": 0.0, "snow": 0.0, "cloud_shadows": 0.16, "unclassified": 0.92, "dark_area_pixels": 0.42, "not_vegetated": 1.04, "water": 73.37, "saturated_or_defective": 0.0}', '2021-03-15': '{"not_vegetated": 0.04, "cloud_high_probability": 0.0, "no_data": 0.0, "snow": 0.0, "water": 73.67, "cloud_shadows": 0.0, "thin_cirrus": 0.0, "dark_area_pixels": 0.3, "cloud_medium_probability": 0.02, "unclassified": 0.36, "saturated_or_defective": 0.0, "vegetation": 25.61}', '2021-03-17': '{"saturated_or_defective": 0.0, "vegetation": 26.04, "cloud_shadows": 0.0, "no_data": 0.0, "snow": 0.0, "water": 73.09, "thin_cirrus": 0.0, "not_vegetated": 0.0, "unclassified": 0.64, "cloud_medium_probability": 0.0, "cloud_high_probability": 0.0, "dark_area_pixels": 0.23}', '2021-03-22': '{"snow": 0.0, "cloud_shadows": 0.0, "water": 73.05, "dark_area_pixels": 1.03, "no_data": 0.0, "cloud_medium_probability": 0.0, "vegetation": 25.85, "thin_cirrus": 0.0, "cloud_high_probability": 0.0, "not_vegetated": 0.0, "unclassified": 0.07, "saturated_or_defective": 0.0}', '2021-05-01': '{"vegetation": 26.02, "cloud_high_probability": 0.0, "water": 72.95, "thin_cirrus": 0.0, "snow": 0.0, "unclassified": 0.0, "saturated_or_defective": 0.0, "no_data": 0.0, "cloud_shadows": 0.0, "dark_area_pixels": 1.03, "not_vegetated": 0.0, "cloud_medium_probability": 0.0}', '2021-06-03': '{"vegetation": 24.69, "saturated_or_defective": 0.0, "water": 73.29, "not_vegetated": 0.09, "cloud_high_probability": 0.69, "snow": 0.0, "cloud_shadows": 0.0, "thin_cirrus": 0.0, "no_data": 0.0, "dark_area_pixels": 0.23, "cloud_medium_probability": 0.23, "unclassified": 0.78}', '2021-06-08': '{"vegetation": 26.25, "cloud_high_probability": 0.0, "saturated_or_defective": 0.0, "not_vegetated": 0.0, "cloud_shadows": 0.0, "thin_cirrus": 0.0, "water": 72.96, "dark_area_pixels": 0.31, "cloud_medium_probability": 0.0, "unclassified": 0.48, "snow": 0.0, "no_data": 0.0}', '2021-06-23': '{"no_data": 0.0, "saturated_or_defective": 0.0, "vegetation": 25.81, "not_vegetated": 0.0, "water": 72.98, "thin_cirrus": 0.05, "unclassified": 0.31, "cloud_shadows": 0.0, "cloud_high_probability": 0.0, "cloud_medium_probability": 0.0, "snow": 0.0, "dark_area_pixels": 0.85}', '2021-07-25': '{"cloud_medium_probability": 0.0, "not_vegetated": 0.0, "cloud_shadows": 0.0, "vegetation": 26.08, "thin_cirrus": 0.0, "unclassified": 0.37, "no_data": 0.0, "saturated_or_defective": 0.0, "water": 73.27, "cloud_high_probability": 0.0, "snow": 0.0, "dark_area_pixels": 0.28}', '2021-08-17': '{"cloud_high_probability": 0.53, "not_vegetated": 0.75, "cloud_medium_probability": 0.03, "unclassified": 0.78, "vegetation": 24.06, "water": 73.43, "cloud_shadows": 0.0, "dark_area_pixels": 0.42, "saturated_or_defective": 0.0, "thin_cirrus": 0.0, "snow": 0.0, "no_data": 0.0}', '2021-10-01': '{"thin_cirrus": 4.1, "cloud_shadows": 0.0, "cloud_high_probability": 0.2, "unclassified": 0.05, "dark_area_pixels": 0.98, "vegetation": 25.74, "water": 68.32, "not_vegetated": 0.0, "no_data": 0.0, "saturated_or_defective": 0.0, "cloud_medium_probability": 0.6, "snow": 0.0}', '2021-10-03': '{"thin_cirrus": 0.0, "saturated_or_defective": 0.0, "not_vegetated": 0.14, "water": 72.64, "snow": 0.0, "cloud_shadows": 0.02, "dark_area_pixels": 0.82, "cloud_high_probability": 0.0, "unclassified": 0.05, "no_data": 0.0, "cloud_medium_probability": 0.32, "vegetation": 26.01}', '2021-10-23': '{"vegetation": 23.49, "not_vegetated": 0.47, "no_data": 0.0, "water": 73.46, "cloud_high_probability": 0.84, "unclassified": 0.64, "thin_cirrus": 0.0, "dark_area_pixels": 0.45, "snow": 0.0, "cloud_medium_probability": 0.3, "saturated_or_defective": 0.0, "cloud_shadows": 0.35}', '2021-11-10': '{"cloud_shadows": 0.0, "no_data": 0.0, "not_vegetated": 0.0, "cloud_medium_probability": 0.0, "unclassified": 0.58, "snow": 0.0, "thin_cirrus": 0.03, "vegetation": 26.09, "dark_area_pixels": 0.36, "water": 72.94, "cloud_high_probability": 0.0, "saturated_or_defective": 0.0}', '2021-11-27': '{"cloud_shadows": 0.0, "cloud_medium_probability": 0.0, "vegetation": 26.15, "thin_cirrus": 0.0, "saturated_or_defective": 0.0, "water": 73.05, "not_vegetated": 0.0, "snow": 0.0, "unclassified": 0.49, "dark_area_pixels": 0.31, "cloud_high_probability": 0.0, "no_data": 0.0}', '2021-12-20': '{"unclassified": 0.01, "thin_cirrus": 0.0, "snow": 0.0, "vegetation": 25.83, "cloud_medium_probability": 0.0, "saturated_or_defective": 0.0, "cloud_shadows": 0.0, "cloud_high_probability": 0.0, "dark_area_pixels": 1.15, "not_vegetated": 0.0, "water": 73.01, "no_data": 0.0}'}
array([[[0.00e+00, 0.00e+00, 0.00e+00, ..., 1.18e-02, 1.16e-02, 1.22e-02], [0.00e+00, 0.00e+00, 0.00e+00, ..., 1.18e-02, 1.16e-02, 1.22e-02], [0.00e+00, 0.00e+00, 0.00e+00, ..., 1.18e-02, 1.16e-02, 1.22e-02], ..., [0.00e+00, 0.00e+00, 0.00e+00, ..., 9.80e-03, 1.05e-02, 0.00e+00], [0.00e+00, 0.00e+00, 0.00e+00, ..., 9.80e-03, 1.05e-02, 0.00e+00], [0.00e+00, 0.00e+00, 0.00e+00, ..., 9.80e-03, 1.05e-02, 0.00e+00]], [[0.00e+00, 0.00e+00, 0.00e+00, ..., 8.30e-03, 9.40e-03, 7.70e-03], [0.00e+00, 0.00e+00, 0.00e+00, ..., 8.30e-03, 9.40e-03, 7.70e-03], [0.00e+00, 0.00e+00, 0.00e+00, ..., 8.30e-03, 9.40e-03, 7.70e-03], ... [0.00e+00, 0.00e+00, 0.00e+00, ..., 2.00e-03, 1.30e-03, 0.00e+00], [0.00e+00, 0.00e+00, 0.00e+00, ..., 2.00e-03, 1.30e-03, 0.00e+00], [0.00e+00, 0.00e+00, 0.00e+00, ..., 2.00e-03, 1.30e-03, 0.00e+00]], [[0.00e+00, 0.00e+00, 0.00e+00, ..., 2.48e-02, 2.30e-02, 2.47e-02], [0.00e+00, 0.00e+00, 0.00e+00, ..., 2.48e-02, 2.30e-02, 2.47e-02], [0.00e+00, 0.00e+00, 0.00e+00, ..., 2.48e-02, 2.30e-02, 2.47e-02], ..., [0.00e+00, 0.00e+00, 0.00e+00, ..., 1.22e-02, 1.29e-02, 0.00e+00], [0.00e+00, 0.00e+00, 0.00e+00, ..., 1.22e-02, 1.29e-02, 0.00e+00], [0.00e+00, 0.00e+00, 0.00e+00, ..., 1.22e-02, 1.29e-02, 0.00e+00]]], dtype=float32)
- S2_SCL(time, y, x)float320.0 0.0 0.0 0.0 ... 6.0 6.0 6.0 6.0
- _FillValue :
- nan
- transform :
- [ 8.98315284e-05 0.00000000e+00 1.21303645e+02 0.00000000e+00 -7.00728646e-06 -2.48706115e+00]
- crs :
- +init=epsg:4326
- descriptions :
- S2_SCL
- AREA_OR_POINT :
- Area
- scene_id :
- {"2021-01-01": "S2B_51MUT_20210101_0_L2A", "2021-01-11": "S2B_51MUT_20210111_0_L2A", "2021-02-25": "S2A_51MUT_20210225_0_L2A", "2021-03-15": "S2B_51MUT_20210315_0_L2A", "2021-03-17": "S2A_51MUT_20210317_0_L2A", "2021-03-22": "S2B_51MUT_20210322_0_L2A", "2021-05-01": "S2B_51MUT_20210501_0_L2A", "2021-06-03": "S2B_51MUT_20210603_0_L2A", "2021-06-08": "S2A_51MUT_20210608_0_L2A", "2021-06-23": "S2B_51MUT_20210623_0_L2A", "2021-07-25": "S2A_51MUT_20210725_0_L2A", "2021-08-17": "S2A_51MUT_20210817_0_L2A", "2021-10-01": "S2B_51MUT_20211001_0_L2A", "2021-10-03": "S2A_51MUT_20211003_0_L2A", "2021-10-23": "S2A_51MUT_20211023_0_L2A", "2021-11-10": "S2B_51MUT_20211110_0_L2A", "2021-11-27": "S2B_51MUT_20211127_0_L2A", "2021-12-20": "S2B_51MUT_20211220_0_L2A"}
- scene_classification :
- {'2021-01-01': '{"cloud_shadows": 0.25, "vegetation": 24.38, "snow": 0.0, "saturated_or_defective": 0.0, "thin_cirrus": 0.0, "dark_area_pixels": 0.99, "no_data": 0.0, "water": 73.22, "not_vegetated": 0.0, "cloud_medium_probability": 0.53, "cloud_high_probability": 0.1, "unclassified": 0.53}', '2021-01-11': '{"saturated_or_defective": 0.0, "not_vegetated": 0.0, "cloud_medium_probability": 0.0, "no_data": 0.0, "cloud_high_probability": 0.0, "cloud_shadows": 0.09, "unclassified": 0.18, "snow": 0.0, "thin_cirrus": 0.9, "dark_area_pixels": 0.48, "water": 72.62, "vegetation": 25.73}', '2021-02-25': '{"cloud_high_probability": 1.93, "vegetation": 21.8, "no_data": 0.0, "cloud_medium_probability": 0.36, "thin_cirrus": 0.0, "snow": 0.0, "cloud_shadows": 0.16, "unclassified": 0.92, "dark_area_pixels": 0.42, "not_vegetated": 1.04, "water": 73.37, "saturated_or_defective": 0.0}', '2021-03-15': '{"not_vegetated": 0.04, "cloud_high_probability": 0.0, "no_data": 0.0, "snow": 0.0, "water": 73.67, "cloud_shadows": 0.0, "thin_cirrus": 0.0, "dark_area_pixels": 0.3, "cloud_medium_probability": 0.02, "unclassified": 0.36, "saturated_or_defective": 0.0, "vegetation": 25.61}', '2021-03-17': '{"saturated_or_defective": 0.0, "vegetation": 26.04, "cloud_shadows": 0.0, "no_data": 0.0, "snow": 0.0, "water": 73.09, "thin_cirrus": 0.0, "not_vegetated": 0.0, "unclassified": 0.64, "cloud_medium_probability": 0.0, "cloud_high_probability": 0.0, "dark_area_pixels": 0.23}', '2021-03-22': '{"snow": 0.0, "cloud_shadows": 0.0, "water": 73.05, "dark_area_pixels": 1.03, "no_data": 0.0, "cloud_medium_probability": 0.0, "vegetation": 25.85, "thin_cirrus": 0.0, "cloud_high_probability": 0.0, "not_vegetated": 0.0, "unclassified": 0.07, "saturated_or_defective": 0.0}', '2021-05-01': '{"vegetation": 26.02, "cloud_high_probability": 0.0, "water": 72.95, "thin_cirrus": 0.0, "snow": 0.0, "unclassified": 0.0, "saturated_or_defective": 0.0, "no_data": 0.0, "cloud_shadows": 0.0, "dark_area_pixels": 1.03, "not_vegetated": 0.0, "cloud_medium_probability": 0.0}', '2021-06-03': '{"vegetation": 24.69, "saturated_or_defective": 0.0, "water": 73.29, "not_vegetated": 0.09, "cloud_high_probability": 0.69, "snow": 0.0, "cloud_shadows": 0.0, "thin_cirrus": 0.0, "no_data": 0.0, "dark_area_pixels": 0.23, "cloud_medium_probability": 0.23, "unclassified": 0.78}', '2021-06-08': '{"vegetation": 26.25, "cloud_high_probability": 0.0, "saturated_or_defective": 0.0, "not_vegetated": 0.0, "cloud_shadows": 0.0, "thin_cirrus": 0.0, "water": 72.96, "dark_area_pixels": 0.31, "cloud_medium_probability": 0.0, "unclassified": 0.48, "snow": 0.0, "no_data": 0.0}', '2021-06-23': '{"no_data": 0.0, "saturated_or_defective": 0.0, "vegetation": 25.81, "not_vegetated": 0.0, "water": 72.98, "thin_cirrus": 0.05, "unclassified": 0.31, "cloud_shadows": 0.0, "cloud_high_probability": 0.0, "cloud_medium_probability": 0.0, "snow": 0.0, "dark_area_pixels": 0.85}', '2021-07-25': '{"cloud_medium_probability": 0.0, "not_vegetated": 0.0, "cloud_shadows": 0.0, "vegetation": 26.08, "thin_cirrus": 0.0, "unclassified": 0.37, "no_data": 0.0, "saturated_or_defective": 0.0, "water": 73.27, "cloud_high_probability": 0.0, "snow": 0.0, "dark_area_pixels": 0.28}', '2021-08-17': '{"cloud_high_probability": 0.53, "not_vegetated": 0.75, "cloud_medium_probability": 0.03, "unclassified": 0.78, "vegetation": 24.06, "water": 73.43, "cloud_shadows": 0.0, "dark_area_pixels": 0.42, "saturated_or_defective": 0.0, "thin_cirrus": 0.0, "snow": 0.0, "no_data": 0.0}', '2021-10-01': '{"thin_cirrus": 4.1, "cloud_shadows": 0.0, "cloud_high_probability": 0.2, "unclassified": 0.05, "dark_area_pixels": 0.98, "vegetation": 25.74, "water": 68.32, "not_vegetated": 0.0, "no_data": 0.0, "saturated_or_defective": 0.0, "cloud_medium_probability": 0.6, "snow": 0.0}', '2021-10-03': '{"thin_cirrus": 0.0, "saturated_or_defective": 0.0, "not_vegetated": 0.14, "water": 72.64, "snow": 0.0, "cloud_shadows": 0.02, "dark_area_pixels": 0.82, "cloud_high_probability": 0.0, "unclassified": 0.05, "no_data": 0.0, "cloud_medium_probability": 0.32, "vegetation": 26.01}', '2021-10-23': '{"vegetation": 23.49, "not_vegetated": 0.47, "no_data": 0.0, "water": 73.46, "cloud_high_probability": 0.84, "unclassified": 0.64, "thin_cirrus": 0.0, "dark_area_pixels": 0.45, "snow": 0.0, "cloud_medium_probability": 0.3, "saturated_or_defective": 0.0, "cloud_shadows": 0.35}', '2021-11-10': '{"cloud_shadows": 0.0, "no_data": 0.0, "not_vegetated": 0.0, "cloud_medium_probability": 0.0, "unclassified": 0.58, "snow": 0.0, "thin_cirrus": 0.03, "vegetation": 26.09, "dark_area_pixels": 0.36, "water": 72.94, "cloud_high_probability": 0.0, "saturated_or_defective": 0.0}', '2021-11-27': '{"cloud_shadows": 0.0, "cloud_medium_probability": 0.0, "vegetation": 26.15, "thin_cirrus": 0.0, "saturated_or_defective": 0.0, "water": 73.05, "not_vegetated": 0.0, "snow": 0.0, "unclassified": 0.49, "dark_area_pixels": 0.31, "cloud_high_probability": 0.0, "no_data": 0.0}', '2021-12-20': '{"unclassified": 0.01, "thin_cirrus": 0.0, "snow": 0.0, "vegetation": 25.83, "cloud_medium_probability": 0.0, "saturated_or_defective": 0.0, "cloud_shadows": 0.0, "cloud_high_probability": 0.0, "dark_area_pixels": 1.15, "not_vegetated": 0.0, "water": 73.01, "no_data": 0.0}'}
array([[[0., 0., 0., ..., 0., 0., 0.], [0., 0., 0., ..., 0., 0., 0.], [0., 0., 0., ..., 0., 0., 0.], ..., [0., 0., 0., ..., 6., 6., 6.], [0., 0., 0., ..., 6., 6., 6.], [0., 0., 0., ..., 6., 6., 6.]], [[0., 0., 0., ..., 0., 0., 0.], [0., 0., 0., ..., 0., 0., 0.], [0., 0., 0., ..., 0., 0., 0.], ..., [0., 0., 0., ..., 6., 6., 6.], [0., 0., 0., ..., 6., 6., 6.], [0., 0., 0., ..., 6., 6., 6.]], [[0., 0., 0., ..., 0., 0., 0.], [0., 0., 0., ..., 0., 0., 0.], [0., 0., 0., ..., 0., 0., 0.], ..., ... ..., [0., 0., 0., ..., 6., 6., 6.], [0., 0., 0., ..., 6., 6., 6.], [0., 0., 0., ..., 6., 6., 6.]], [[0., 0., 0., ..., 0., 0., 0.], [0., 0., 0., ..., 0., 0., 0.], [0., 0., 0., ..., 0., 0., 0.], ..., [0., 0., 0., ..., 6., 6., 6.], [0., 0., 0., ..., 6., 6., 6.], [0., 0., 0., ..., 6., 6., 6.]], [[0., 0., 0., ..., 0., 0., 0.], [0., 0., 0., ..., 0., 0., 0.], [0., 0., 0., ..., 0., 0., 0.], ..., [0., 0., 0., ..., 6., 6., 6.], [0., 0., 0., ..., 6., 6., 6.], [0., 0., 0., ..., 6., 6., 6.]]], dtype=float32)
- CHL_A(time, y, x)float32nan nan nan nan ... 0.9701 nan nan
array([[[ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan], ..., [ nan, nan, nan, ..., 0.56849784, nan, nan], [ nan, nan, nan, ..., 0.56849784, nan, nan], [ nan, nan, nan, ..., 0.56849784, nan, nan]], [[ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan], ... [ nan, nan, nan, ..., 0.17327708, nan, nan], [ nan, nan, nan, ..., 0.17327708, nan, nan], [ nan, nan, nan, ..., 0.17327708, nan, nan]], [[ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan], [ nan, nan, nan, ..., nan, nan, nan], ..., [ nan, nan, nan, ..., 0.9700577 , nan, nan], [ nan, nan, nan, ..., 0.9700577 , nan, nan], [ nan, nan, nan, ..., 0.9700577 , nan, nan]]], dtype=float32)
- SPM(time, y, x)float320.0 0.0 0.0 0.0 ... 13.18 14.12 0.0
array([[[ 0. , 0. , 0. , ..., 12.657805 , 12.395921 , 13.184533 ], [ 0. , 0. , 0. , ..., 12.657805 , 12.395921 , 13.184533 ], [ 0. , 0. , 0. , ..., 12.657805 , 12.395921 , 13.184533 ], ..., [ 0. , 0. , 0. , ..., 10.085936 , 10.973905 , 0. ], [ 0. , 0. , 0. , ..., 10.085936 , 10.973905 , 0. ], [ 0. , 0. , 0. , ..., 10.085936 , 10.973905 , 0. ]], [[ 0. , 0. , 0. , ..., 8.231504 , 9.584778 , 7.509739 ], [ 0. , 0. , 0. , ..., 8.231504 , 9.584778 , 7.509739 ], [ 0. , 0. , 0. , ..., 8.231504 , 9.584778 , 7.509739 ], ... [ 0. , 0. , 0. , ..., 1.4441302 , 0.8527061 , 0. ], [ 0. , 0. , 0. , ..., 1.4441302 , 0.8527061 , 0. ], [ 0. , 0. , 0. , ..., 1.4441302 , 0.8527061 , 0. ]], [[ 0. , 0. , 0. , ..., 31.395046 , 28.631218 , 31.240294 ], [ 0. , 0. , 0. , ..., 31.395046 , 28.631218 , 31.240294 ], [ 0. , 0. , 0. , ..., 31.395046 , 28.631218 , 31.240294 ], ..., [ 0. , 0. , 0. , ..., 13.184533 , 14.115553 , 0. ], [ 0. , 0. , 0. , ..., 13.184533 , 14.115553 , 0. ], [ 0. , 0. , 0. , ..., 13.184533 , 14.115553 , 0. ]]], dtype=float32)
- crs :
- +init=epsg:4326
- transform :
- [ 8.98315284e-05 0.00000000e+00 1.21303645e+02 0.00000000e+00 -7.00728646e-06 -2.48706115e+00]
- res :
- [8.98315284e-05 7.00728646e-06]
- ulx, uly :
- [121.30364507 -2.48706115]
- 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'}
7 - Postprocessing: Masking#
Here we mask out any non-water classifications of the AOI, as definied by the S2 scene classification (SCL) band. This can also be used with custom raster or vector datasets.
[7]:
### The SCL band value 6 is water. This mask looks only at pixels classified as water.
ds['mask'] = ds.S2_SCL.sel(time="2021-06-08")==6
8 - Visualization mask#
Plot the mask that we created according to the S2 SCL band. We are looking to mask water, classified as “6” in the SCL band, represented by the number “1” and colored yellow in this mask.
[8]:
ds.mask.plot()
[8]:
<matplotlib.collections.QuadMesh at 0x7f027c9e4910>

9 - Create time series of Chl_a and SPM with and without the mask applied#
[9]:
# Take the AOI level mean (average over lat and lon) of the indices and remove N/A
# The "where" function applies the mask we previously created
ts_Chl_a_masked = ds['CHL_A'].where(ds.mask).mean(dim={'y','x'}).dropna(dim='time')
ts_Chl_a = ds['CHL_A'].mean(dim={'y','x'}).dropna(dim='time')
# Apply the same process to SPM
ts_SPM_masked = ds['SPM'].where(ds.mask).mean(dim={'y','x'}).dropna(dim='time')
ts_SPM = ds['SPM'].mean(dim={'y','x'}).dropna(dim='time')
10 - Plot time series#
As we can see, the masking makes a very large difference in the analysis. This is because the AOI includes a large portion of land, which strongly taints the water quality indicies. The reverse scenario is also true when analyzing vegetation indices, the non-vegetated areas in the AOI should be masked.
[10]:
# Set up and plot time series using matplotlib
fig, ax = plt.subplots(figsize=(12,6))
ax2 = ax.twinx()
ts_Chl_a_masked.plot(ax=ax, color='green', label="Chlorophyll-a w/ mask", linestyle="-")
ts_Chl_a.plot(ax=ax, color='green', label="Chlorophyll-a", linestyle="--")
ts_SPM_masked.plot(ax=ax2, color='blue', label="SPM w/ mask", linestyle="-")
ts_SPM.plot(ax=ax2, color='blue', label="SPM", linestyle="--")
fig.legend(loc="upper left")
plt.title("Water Quality Indices Time Series")
[10]:
Text(0.5, 1.0, 'Water Quality Indices Time Series')
