Data access and discovery

Authors & Contributors

Authors

• Pier Lorenzo Marasco, Ispra (Italy), @pl-marasco

• Alejandro Coca-Castro, The Alan Turing Institute (United Kingdom), @acocac

• Anne Fouilloux, Simula Research Laboratory (Norway), @annefou

Contributors

• Tina Odaka, Ifremer (France), @tinaok

Overview

Questions

• How to access online (remote) datasets?
• How to prepare and discover online geoscience datasets?
• What is Analysis Ready, Cloud Optimized data (ARCO)?
• What is stac?

Objectives

• Learn to access datasets from online object storage
• Learn about preparing and discovery online datasets
• Learn about Analysis Cloud Optimized (ARCO) data
• Learn about stac

Context

We will be using Long Term Statistics (1999-2019) product provided by the Copernicus Global Land Service over Lombardia and access them through S3-compatible storage. We will also explore Sentinel-2 Cloud-Optimised Dataset online through SpatioTemporal Asset Catalogs (STAC).

Setup

This episode uses the following main Python packages:

• xarray [HH17] with netCDF4 and h5netcdf engines

• s3fs [S3FsDTeam16]

• pystac-client [pystacDTeam24]

• odc-stac [ODCDTeam24]

• rioxarray [SBR+22]

• matplotlib [Hun07]

• cartopy [MetOffice15]

Please install these packages if not already available in your Python environment.

Packages

In this episode, Python packages are imported when we start to use them. However, for best software practices, we recommend you to install and import all the necessary libraries at the top of your Jupyter notebook.

Introduction to the Long Term statistics

CGLS LTS are computed over a time span of 20 years aggregated over separate 10-day periods (month/01,month/11, month/21). For each date the long term minimum, maximum, mean, median and standard deviation are computed.

S3-compatible Object Storage to access online data

Up to now we have downloaded data locally and then opened with Xarray open_dataset. When willing to manipulate large amount of data, this approach is not optimal (since it requires a lot of unnecessary local downloads). Sharing data online as Object Storage allows for data sharing and access to much larger amounts of data.

One of the most popular methods to access online remote data is through Amazon Simple Storage Service (S3) and you don’t necessarily need to use Amazon services to benefit from S3 object storage. Many other providers offer S3-compatible object storage that can be accessed in a very similar way.

Below we will be accessing online the NDVI Long Term Statistics from Copernicus Land Service that we have publicly stored in OpenStack Object storage (Swift).

import s3fs
import xarray as xr

fs = s3fs.S3FileSystem(anon=True,
      client_kwargs={
         'endpoint_url': 'https://object-store.cloud.muni.cz'
      })

Tip

The parameter anon is for anonymous and is set to True because the data we have stored at https://object-store.cloud.muni.cz is public

List files and folders in existing buckets

Instead of organizing files in various folders, object storage systems store files in a flat organization of containers (called “buckets”).

fs.ls('foss4g-data')

['foss4g-data/CGLS_LTS_1999_2019',
 'foss4g-data/CGLS_LTS_1999_2019_Lombardia',
 'foss4g-data/test']

fs.ls('foss4g-data/CGLS_LTS_1999_2019_Lombardia')

['foss4g-data/CGLS_LTS_1999_2019_Lombardia/',
 'foss4g-data/CGLS_LTS_1999_2019_Lombardia/AOI_c_gls_NDVI-LTS_1999-2019-0101_GLOBE_VGT-PROBAV_V3.0.1.nc',
 'foss4g-data/CGLS_LTS_1999_2019_Lombardia/AOI_c_gls_NDVI-LTS_1999-2019-0111_GLOBE_VGT-PROBAV_V3.0.1.nc',
 'foss4g-data/CGLS_LTS_1999_2019_Lombardia/AOI_c_gls_NDVI-LTS_1999-2019-0121_GLOBE_VGT-PROBAV_V3.0.1.nc',
 'foss4g-data/CGLS_LTS_1999_2019_Lombardia/AOI_c_gls_NDVI-LTS_1999-2019-0201_GLOBE_VGT-PROBAV_V3.0.1.nc',
 'foss4g-data/CGLS_LTS_1999_2019_Lombardia/AOI_c_gls_NDVI-LTS_1999-2019-0211_GLOBE_VGT-PROBAV_V3.0.1.nc',
 'foss4g-data/CGLS_LTS_1999_2019_Lombardia/AOI_c_gls_NDVI-LTS_1999-2019-0221_GLOBE_VGT-PROBAV_V3.0.1.nc',
 'foss4g-data/CGLS_LTS_1999_2019_Lombardia/AOI_c_gls_NDVI-LTS_1999-2019-0301_GLOBE_VGT-PROBAV_V3.0.1.nc',
 'foss4g-data/CGLS_LTS_1999_2019_Lombardia/AOI_c_gls_NDVI-LTS_1999-2019-0311_GLOBE_VGT-PROBAV_V3.0.1.nc',
 'foss4g-data/CGLS_LTS_1999_2019_Lombardia/AOI_c_gls_NDVI-LTS_1999-2019-0321_GLOBE_VGT-PROBAV_V3.0.1.nc',
 'foss4g-data/CGLS_LTS_1999_2019_Lombardia/AOI_c_gls_NDVI-LTS_1999-2019-0401_GLOBE_VGT-PROBAV_V3.0.1.nc',
 'foss4g-data/CGLS_LTS_1999_2019_Lombardia/AOI_c_gls_NDVI-LTS_1999-2019-0411_GLOBE_VGT-PROBAV_V3.0.1.nc',
 'foss4g-data/CGLS_LTS_1999_2019_Lombardia/AOI_c_gls_NDVI-LTS_1999-2019-0421_GLOBE_VGT-PROBAV_V3.0.1.nc',
 'foss4g-data/CGLS_LTS_1999_2019_Lombardia/AOI_c_gls_NDVI-LTS_1999-2019-0501_GLOBE_VGT-PROBAV_V3.0.1.nc',
 'foss4g-data/CGLS_LTS_1999_2019_Lombardia/AOI_c_gls_NDVI-LTS_1999-2019-0511_GLOBE_VGT-PROBAV_V3.0.1.nc',
 'foss4g-data/CGLS_LTS_1999_2019_Lombardia/AOI_c_gls_NDVI-LTS_1999-2019-0521_GLOBE_VGT-PROBAV_V3.0.1.nc',
 'foss4g-data/CGLS_LTS_1999_2019_Lombardia/AOI_c_gls_NDVI-LTS_1999-2019-0601_GLOBE_VGT-PROBAV_V3.0.1.nc',
 'foss4g-data/CGLS_LTS_1999_2019_Lombardia/AOI_c_gls_NDVI-LTS_1999-2019-0611_GLOBE_VGT-PROBAV_V3.0.1.nc',
 'foss4g-data/CGLS_LTS_1999_2019_Lombardia/AOI_c_gls_NDVI-LTS_1999-2019-0621_GLOBE_VGT-PROBAV_V3.0.1.nc',
 'foss4g-data/CGLS_LTS_1999_2019_Lombardia/AOI_c_gls_NDVI-LTS_1999-2019-0701_GLOBE_VGT-PROBAV_V3.0.1.nc',
 'foss4g-data/CGLS_LTS_1999_2019_Lombardia/AOI_c_gls_NDVI-LTS_1999-2019-0711_GLOBE_VGT-PROBAV_V3.0.1.nc',
 'foss4g-data/CGLS_LTS_1999_2019_Lombardia/AOI_c_gls_NDVI-LTS_1999-2019-0721_GLOBE_VGT-PROBAV_V3.0.1.nc',
 'foss4g-data/CGLS_LTS_1999_2019_Lombardia/AOI_c_gls_NDVI-LTS_1999-2019-0801_GLOBE_VGT-PROBAV_V3.0.1.nc',
 'foss4g-data/CGLS_LTS_1999_2019_Lombardia/AOI_c_gls_NDVI-LTS_1999-2019-0811_GLOBE_VGT-PROBAV_V3.0.1.nc',
 'foss4g-data/CGLS_LTS_1999_2019_Lombardia/AOI_c_gls_NDVI-LTS_1999-2019-0821_GLOBE_VGT-PROBAV_V3.0.1.nc',
 'foss4g-data/CGLS_LTS_1999_2019_Lombardia/AOI_c_gls_NDVI-LTS_1999-2019-0901_GLOBE_VGT-PROBAV_V3.0.1.nc',
 'foss4g-data/CGLS_LTS_1999_2019_Lombardia/AOI_c_gls_NDVI-LTS_1999-2019-0911_GLOBE_VGT-PROBAV_V3.0.1.nc',
 'foss4g-data/CGLS_LTS_1999_2019_Lombardia/AOI_c_gls_NDVI-LTS_1999-2019-0921_GLOBE_VGT-PROBAV_V3.0.1.nc',
 'foss4g-data/CGLS_LTS_1999_2019_Lombardia/AOI_c_gls_NDVI-LTS_1999-2019-1001_GLOBE_VGT-PROBAV_V3.0.1.nc',
 'foss4g-data/CGLS_LTS_1999_2019_Lombardia/AOI_c_gls_NDVI-LTS_1999-2019-1011_GLOBE_VGT-PROBAV_V3.0.1.nc',
 'foss4g-data/CGLS_LTS_1999_2019_Lombardia/AOI_c_gls_NDVI-LTS_1999-2019-1021_GLOBE_VGT-PROBAV_V3.0.1.nc',
 'foss4g-data/CGLS_LTS_1999_2019_Lombardia/AOI_c_gls_NDVI-LTS_1999-2019-1101_GLOBE_VGT-PROBAV_V3.0.1.nc',
 'foss4g-data/CGLS_LTS_1999_2019_Lombardia/AOI_c_gls_NDVI-LTS_1999-2019-1111_GLOBE_VGT-PROBAV_V3.0.1.nc',
 'foss4g-data/CGLS_LTS_1999_2019_Lombardia/AOI_c_gls_NDVI-LTS_1999-2019-1121_GLOBE_VGT-PROBAV_V3.0.1.nc',
 'foss4g-data/CGLS_LTS_1999_2019_Lombardia/AOI_c_gls_NDVI-LTS_1999-2019-1201_GLOBE_VGT-PROBAV_V3.0.1.nc',
 'foss4g-data/CGLS_LTS_1999_2019_Lombardia/AOI_c_gls_NDVI-LTS_1999-2019-1211_GLOBE_VGT-PROBAV_V3.0.1.nc',
 'foss4g-data/CGLS_LTS_1999_2019_Lombardia/AOI_c_gls_NDVI-LTS_1999-2019-1221_GLOBE_VGT-PROBAV_V3.0.1.nc']

Access remote files from S3-compatible Object Storage

s3path = 's3://foss4g-data/CGLS_LTS_1999_2019_Lombardia/AOI_c_gls_NDVI-LTS_1999-2019-0101_GLOBE_VGT-PROBAV_V3.0.1.nc'

LTS = xr.open_dataset(fs.open(s3path))

LTS

<xarray.Dataset> Size: 3MB
Dimensions:  (lon: 331, lat: 235)
Coordinates:
  * lon      (lon) float64 3kB 8.5 8.509 8.518 8.527 ... 11.42 11.43 11.44 11.45
  * lat      (lat) float64 2kB 46.7 46.69 46.68 46.67 ... 44.63 44.62 44.61
Data variables:
    crs      |S1 1B ...
    min      (lat, lon) float64 622kB ...
    median   (lat, lon) float64 622kB ...
    max      (lat, lon) float64 622kB ...
    mean     (lat, lon) float64 622kB ...
    stdev    (lat, lon) float64 622kB ...
    nobs     (lat, lon) float32 311kB ...
Attributes: (12/19)
    Conventions:          CF-1.6
    parent_identifier:    urn:cgls:global:ndvi_stats_all
    identifier:           urn:cgls:global:ndvi_stats_all:NDVI-LTS_1999-2019-0...
    long_name:            Normalized Difference Vegetation Index
    title:                Normalized Difference Vegetation Index: Long Term S...
    product_version:      V3.0.1
    ...                   ...
    source:               Derived from EO satellite imagery
    processing_mode:      Offline
    references:           https://land.copernicus.eu/global/products/ndvi
    copyright:            Copernicus Service information 2021
    archive_facility:     VITO
    history:              2021-03-01 - Processing line NDVI LTS

xarray.Dataset

• Dimensions:
  • lon: 331
  • lat: 235
• Coordinates: (2)
  • lon
    (lon)
    float64
    8.5 8.509 8.518 ... 11.44 11.45

    _CoordinateAxisType :

    Lon

    axis :

    X

    DIMENSION_LABELS :

    lon

    long_name :

    longitude

    standard_name :

    longitude

    units :

    degrees_east

    array([ 8.5     ,  8.508929,  8.517857, ..., 11.428571, 11.4375  , 11.446429])

  • lat
    (lat)
    float64
    46.7 46.69 46.68 ... 44.62 44.61

    _CoordinateAxisType :

    Lat

    axis :

    Y

    DIMENSION_LABELS :

    lat

    long_name :

    latitude

    standard_name :

    latitude

    units :

    degrees_north

    array([46.696429, 46.6875  , 46.678571, ..., 44.625   , 44.616071, 44.607143])

• Data variables: (7)
  • crs
    ()
    |S1
    ...

    long_name :

    coordinate reference system

    _CoordinateAxisTypes :

    GeoX GeoY

    _CoordinateTransformType :

    Projection

    grid_mapping_name :

    latitude_longitude

    inverse_flattening :

    298.257223563

    longitude_of_prime_meridian :

    0.0

    semi_major_axis :

    6378137.0

    spatial_ref :

    GEOGCS["WGS 84",DATUM["WGS_1984",SPHEROID["WGS 84",6378137,298.257223563,AUTHORITY["EPSG","7030"]],TOWGS84[0,0,0,0,0,0,0],AUTHORITY["EPSG","6326"]],PRIMEM["Greenwich",0,AUTHORITY["EPSG","8901"]],UNIT["degree",0.0174532925199433,AUTHORITY["EPSG","9108"]],AUTHORITY["EPSG","4326"]]

    GeoTransform :

    -180.0000000000 0.0089285714 0.0 80.0000000000 0.0 -0.0089285714

    [1 values with dtype=|S1]

  • min
    (lat, lon)
    float64
    ...

    standard_name :

    normalized_difference_vegetation_index

    long_name :

    Minimum Normalized Difference Vegetation Index over time period

    grid_mapping :

    crs

    flag_meanings :

    sea no_data

    flag_values :

    [254 255]

    units :

    valid_range :

    [ 0 250]

    cell_methods :

    area: mean time: minimum

    [77785 values with dtype=float64]

  • median
    (lat, lon)
    float64
    ...

    standard_name :

    normalized_difference_vegetation_index

    long_name :

    Median Normalized Difference Vegetation Index over time period

    grid_mapping :

    crs

    flag_meanings :

    sea no_data

    flag_values :

    [254 255]

    units :

    valid_range :

    [ 0 250]

    cell_methods :

    area: mean time: median

    [77785 values with dtype=float64]

  • max
    (lat, lon)
    float64
    ...

    standard_name :

    normalized_difference_vegetation_index

    long_name :

    Maximum Normalized Difference Vegetation Index over time period

    grid_mapping :

    crs

    flag_meanings :

    sea no_data

    flag_values :

    [254 255]

    units :

    valid_range :

    [ 0 250]

    cell_methods :

    area: mean time: maximum

    [77785 values with dtype=float64]

  • mean
    (lat, lon)
    float64
    ...

    standard_name :

    normalized_difference_vegetation_index

    long_name :

    Mean Normalized Difference Vegetation Index over time period

    grid_mapping :

    crs

    flag_meanings :

    sea no_data

    flag_values :

    [254 255]

    units :

    valid_range :

    [ 0 250]

    cell_methods :

    area: mean time: mean

    [77785 values with dtype=float64]

  • stdev
    (lat, lon)
    float64
    ...

    standard_name :

    normalized_difference_vegetation_index

    long_name :

    Standard deviation Normalized Difference Vegetation Index over time period

    grid_mapping :

    crs

    flag_meanings :

    sea no_data

    flag_values :

    [254 255]

    units :

    valid_range :

    [ 0 250]

    cell_methods :

    area: mean time: standard_deviation

    [77785 values with dtype=float64]

  • nobs
    (lat, lon)
    float32
    ...

    standard_name :

    normalized_difference_vegetation_index number_of_observations

    grid_mapping :

    crs

    units :

    valid_range :

    [ 1 250]

    cell_methods :

    area: mean

    [77785 values with dtype=float32]

• Indexes: (2)
  • lon
    PandasIndex

    PandasIndex(Index([  8.50000000025716,  8.508928571685743,  8.517857143114327,
             8.52678571454291,  8.535714285971494,  8.544642857400078,
            8.553571428828661,  8.562500000257245,  8.571428571685829,
            8.580357143114412,
           ...
           11.366071428832498, 11.375000000261082, 11.383928571689665,
           11.392857143118249, 11.401785714546833, 11.410714285975416,
              11.419642857404, 11.428571428832583, 11.437500000261167,
            11.44642857168975],
          dtype='float64', name='lon', length=331))

  • lat
    PandasIndex

    PandasIndex(Index([46.696428571436144, 46.687500000007574, 46.678571428579005,
           46.669642857150436, 46.660714285721866,   46.6517857142933,
            46.64285714286473,  46.63392857143616,  46.62500000000759,
            46.61607142857902,
           ...
            44.68750000000803,  44.67857142857946,  44.66964285715089,
            44.66071428572232,  44.65178571429375,  44.64285714286518,
            44.63392857143661,  44.62500000000804, 44.616071428579474,
           44.607142857150905],
          dtype='float64', name='lat', length=235))

• Attributes: (19)

  Conventions :

  CF-1.6

  parent_identifier :

  urn:cgls:global:ndvi_stats_all

  identifier :

  urn:cgls:global:ndvi_stats_all:NDVI-LTS_1999-2019-0101_GLOBE_V3.0.1

  long_name :

  Normalized Difference Vegetation Index

  title :

  Normalized Difference Vegetation Index: Long Term Statistics 1KM: GLOBE 1999-2019 0101

  product_version :

  V3.0.1

  time_coverage_start :

  1999-01-01T00:00:00Z

  time_coverage_end :

  2019-12-31T23:59:59Z

  platform :

  SPOT-4, SPOT-5, Proba-V

  sensor :

  VEGETATION-1, VEGETATION-2, VEGETATION

  orbit_type :

  LEO

  processing_level :

  L4

  institution :

  VITO NV

  source :

  Derived from EO satellite imagery

  processing_mode :

  Offline

  references :

  https://land.copernicus.eu/global/products/ndvi

  copyright :

  Copernicus Service information 2021

  archive_facility :

  VITO

  history :

  2021-03-01 - Processing line NDVI LTS

LTS.sel(lat=45.88, lon=8.63, method='nearest')['min'].values

array(0.264)

Warning

The same dataset can be available from different locations e.g. CGLS distributor VITO, Zenodo, S3-compatible OpenStack Object storage (Swift), etc. How do you know if it corresponds to the very same dataset? You cannot know except if the datasets have a persistent identifier such as a Digital Object Identifier. It is therefore recommended 1) to be extra careful about where you get your datasets, and 2) to double check that the content is exactly what you expect (for instance, you can perform basic quality checks).

Access multiple remote files

s3path = 's3://foss4g-data/CGLS_LTS_1999_2019_Lombardia/AOI_c_gls_*.nc'

remote_files = fs.glob(s3path)
remote_files

Show code cell output Hide code cell output

['foss4g-data/CGLS_LTS_1999_2019_Lombardia/AOI_c_gls_NDVI-LTS_1999-2019-0101_GLOBE_VGT-PROBAV_V3.0.1.nc',
 'foss4g-data/CGLS_LTS_1999_2019_Lombardia/AOI_c_gls_NDVI-LTS_1999-2019-0111_GLOBE_VGT-PROBAV_V3.0.1.nc',
 'foss4g-data/CGLS_LTS_1999_2019_Lombardia/AOI_c_gls_NDVI-LTS_1999-2019-0121_GLOBE_VGT-PROBAV_V3.0.1.nc',
 'foss4g-data/CGLS_LTS_1999_2019_Lombardia/AOI_c_gls_NDVI-LTS_1999-2019-0201_GLOBE_VGT-PROBAV_V3.0.1.nc',
 'foss4g-data/CGLS_LTS_1999_2019_Lombardia/AOI_c_gls_NDVI-LTS_1999-2019-0211_GLOBE_VGT-PROBAV_V3.0.1.nc',
 'foss4g-data/CGLS_LTS_1999_2019_Lombardia/AOI_c_gls_NDVI-LTS_1999-2019-0221_GLOBE_VGT-PROBAV_V3.0.1.nc',
 'foss4g-data/CGLS_LTS_1999_2019_Lombardia/AOI_c_gls_NDVI-LTS_1999-2019-0301_GLOBE_VGT-PROBAV_V3.0.1.nc',
 'foss4g-data/CGLS_LTS_1999_2019_Lombardia/AOI_c_gls_NDVI-LTS_1999-2019-0311_GLOBE_VGT-PROBAV_V3.0.1.nc',
 'foss4g-data/CGLS_LTS_1999_2019_Lombardia/AOI_c_gls_NDVI-LTS_1999-2019-0321_GLOBE_VGT-PROBAV_V3.0.1.nc',
 'foss4g-data/CGLS_LTS_1999_2019_Lombardia/AOI_c_gls_NDVI-LTS_1999-2019-0401_GLOBE_VGT-PROBAV_V3.0.1.nc',
 'foss4g-data/CGLS_LTS_1999_2019_Lombardia/AOI_c_gls_NDVI-LTS_1999-2019-0411_GLOBE_VGT-PROBAV_V3.0.1.nc',
 'foss4g-data/CGLS_LTS_1999_2019_Lombardia/AOI_c_gls_NDVI-LTS_1999-2019-0421_GLOBE_VGT-PROBAV_V3.0.1.nc',
 'foss4g-data/CGLS_LTS_1999_2019_Lombardia/AOI_c_gls_NDVI-LTS_1999-2019-0501_GLOBE_VGT-PROBAV_V3.0.1.nc',
 'foss4g-data/CGLS_LTS_1999_2019_Lombardia/AOI_c_gls_NDVI-LTS_1999-2019-0511_GLOBE_VGT-PROBAV_V3.0.1.nc',
 'foss4g-data/CGLS_LTS_1999_2019_Lombardia/AOI_c_gls_NDVI-LTS_1999-2019-0521_GLOBE_VGT-PROBAV_V3.0.1.nc',
 'foss4g-data/CGLS_LTS_1999_2019_Lombardia/AOI_c_gls_NDVI-LTS_1999-2019-0601_GLOBE_VGT-PROBAV_V3.0.1.nc',
 'foss4g-data/CGLS_LTS_1999_2019_Lombardia/AOI_c_gls_NDVI-LTS_1999-2019-0611_GLOBE_VGT-PROBAV_V3.0.1.nc',
 'foss4g-data/CGLS_LTS_1999_2019_Lombardia/AOI_c_gls_NDVI-LTS_1999-2019-0621_GLOBE_VGT-PROBAV_V3.0.1.nc',
 'foss4g-data/CGLS_LTS_1999_2019_Lombardia/AOI_c_gls_NDVI-LTS_1999-2019-0701_GLOBE_VGT-PROBAV_V3.0.1.nc',
 'foss4g-data/CGLS_LTS_1999_2019_Lombardia/AOI_c_gls_NDVI-LTS_1999-2019-0711_GLOBE_VGT-PROBAV_V3.0.1.nc',
 'foss4g-data/CGLS_LTS_1999_2019_Lombardia/AOI_c_gls_NDVI-LTS_1999-2019-0721_GLOBE_VGT-PROBAV_V3.0.1.nc',
 'foss4g-data/CGLS_LTS_1999_2019_Lombardia/AOI_c_gls_NDVI-LTS_1999-2019-0801_GLOBE_VGT-PROBAV_V3.0.1.nc',
 'foss4g-data/CGLS_LTS_1999_2019_Lombardia/AOI_c_gls_NDVI-LTS_1999-2019-0811_GLOBE_VGT-PROBAV_V3.0.1.nc',
 'foss4g-data/CGLS_LTS_1999_2019_Lombardia/AOI_c_gls_NDVI-LTS_1999-2019-0821_GLOBE_VGT-PROBAV_V3.0.1.nc',
 'foss4g-data/CGLS_LTS_1999_2019_Lombardia/AOI_c_gls_NDVI-LTS_1999-2019-0901_GLOBE_VGT-PROBAV_V3.0.1.nc',
 'foss4g-data/CGLS_LTS_1999_2019_Lombardia/AOI_c_gls_NDVI-LTS_1999-2019-0911_GLOBE_VGT-PROBAV_V3.0.1.nc',
 'foss4g-data/CGLS_LTS_1999_2019_Lombardia/AOI_c_gls_NDVI-LTS_1999-2019-0921_GLOBE_VGT-PROBAV_V3.0.1.nc',
 'foss4g-data/CGLS_LTS_1999_2019_Lombardia/AOI_c_gls_NDVI-LTS_1999-2019-1001_GLOBE_VGT-PROBAV_V3.0.1.nc',
 'foss4g-data/CGLS_LTS_1999_2019_Lombardia/AOI_c_gls_NDVI-LTS_1999-2019-1011_GLOBE_VGT-PROBAV_V3.0.1.nc',
 'foss4g-data/CGLS_LTS_1999_2019_Lombardia/AOI_c_gls_NDVI-LTS_1999-2019-1021_GLOBE_VGT-PROBAV_V3.0.1.nc',
 'foss4g-data/CGLS_LTS_1999_2019_Lombardia/AOI_c_gls_NDVI-LTS_1999-2019-1101_GLOBE_VGT-PROBAV_V3.0.1.nc',
 'foss4g-data/CGLS_LTS_1999_2019_Lombardia/AOI_c_gls_NDVI-LTS_1999-2019-1111_GLOBE_VGT-PROBAV_V3.0.1.nc',
 'foss4g-data/CGLS_LTS_1999_2019_Lombardia/AOI_c_gls_NDVI-LTS_1999-2019-1121_GLOBE_VGT-PROBAV_V3.0.1.nc',
 'foss4g-data/CGLS_LTS_1999_2019_Lombardia/AOI_c_gls_NDVI-LTS_1999-2019-1201_GLOBE_VGT-PROBAV_V3.0.1.nc',
 'foss4g-data/CGLS_LTS_1999_2019_Lombardia/AOI_c_gls_NDVI-LTS_1999-2019-1211_GLOBE_VGT-PROBAV_V3.0.1.nc',
 'foss4g-data/CGLS_LTS_1999_2019_Lombardia/AOI_c_gls_NDVI-LTS_1999-2019-1221_GLOBE_VGT-PROBAV_V3.0.1.nc']

We need to add a time dimension to concatenate data. For this, we define a function that will be called for each remote file (via the preprocess parameter of Xarray open_mfdataset.)

from datetime import datetime

def preprocess(ds):
    t = datetime.strptime(ds.attrs['identifier'].split(':')[-1].split('_')[1].replace('1999-', ''), "%Y-%m%d")
    return(ds.assign_coords(time=t).expand_dims('time'))   

Xarray open_mfdataset allows opening multiple files at the same time.

# Iterate through remote_files to create a fileset
fileset = [fs.open(file) for file in remote_files]

When opening remote files, you can also select the variables you wish to analyze.

LTS = xr.open_mfdataset(fileset, combine='nested', concat_dim=['time'],  preprocess=preprocess,
                        decode_coords="all")
LTS

<xarray.Dataset> Size: 123MB
Dimensions:  (time: 36, lat: 235, lon: 331)
Coordinates:
  * lon      (lon) float64 3kB 8.5 8.509 8.518 8.527 ... 11.42 11.43 11.44 11.45
  * lat      (lat) float64 2kB 46.7 46.69 46.68 46.67 ... 44.63 44.62 44.61
    crs      |S1 1B b''
  * time     (time) datetime64[ns] 288B 2019-01-01 2019-01-11 ... 2019-12-21
Data variables:
    min      (time, lat, lon) float64 22MB dask.array<chunksize=(1, 235, 331), meta=np.ndarray>
    median   (time, lat, lon) float64 22MB dask.array<chunksize=(1, 235, 331), meta=np.ndarray>
    max      (time, lat, lon) float64 22MB dask.array<chunksize=(1, 235, 331), meta=np.ndarray>
    mean     (time, lat, lon) float64 22MB dask.array<chunksize=(1, 235, 331), meta=np.ndarray>
    stdev    (time, lat, lon) float64 22MB dask.array<chunksize=(1, 235, 331), meta=np.ndarray>
    nobs     (time, lat, lon) float32 11MB dask.array<chunksize=(1, 235, 331), meta=np.ndarray>
Attributes: (12/19)
    Conventions:          CF-1.6
    parent_identifier:    urn:cgls:global:ndvi_stats_all
    identifier:           urn:cgls:global:ndvi_stats_all:NDVI-LTS_1999-2019-0...
    long_name:            Normalized Difference Vegetation Index
    title:                Normalized Difference Vegetation Index: Long Term S...
    product_version:      V3.0.1
    ...                   ...
    source:               Derived from EO satellite imagery
    processing_mode:      Offline
    references:           https://land.copernicus.eu/global/products/ndvi
    copyright:            Copernicus Service information 2021
    archive_facility:     VITO
    history:              2021-03-01 - Processing line NDVI LTS

xarray.Dataset

• Dimensions:
  • time: 36
  • lat: 235
  • lon: 331
• Coordinates: (4)
  • lon
    (lon)
    float64
    8.5 8.509 8.518 ... 11.44 11.45

    _CoordinateAxisType :

    Lon

    axis :

    X

    DIMENSION_LABELS :

    lon

    long_name :

    longitude

    standard_name :

    longitude

    units :

    degrees_east

    array([ 8.5     ,  8.508929,  8.517857, ..., 11.428571, 11.4375  , 11.446429])

  • lat
    (lat)
    float64
    46.7 46.69 46.68 ... 44.62 44.61

    _CoordinateAxisType :

    Lat

    axis :

    Y

    DIMENSION_LABELS :

    lat

    long_name :

    latitude

    standard_name :

    latitude

    units :

    degrees_north

    array([46.696429, 46.6875  , 46.678571, ..., 44.625   , 44.616071, 44.607143])

  • crs
    ()
    |S1
    b''

    long_name :

    coordinate reference system

    _CoordinateAxisTypes :

    GeoX GeoY

    _CoordinateTransformType :

    Projection

    grid_mapping_name :

    latitude_longitude

    inverse_flattening :

    298.257223563

    longitude_of_prime_meridian :

    0.0

    semi_major_axis :

    6378137.0

    spatial_ref :

    GEOGCS["WGS 84",DATUM["WGS_1984",SPHEROID["WGS 84",6378137,298.257223563,AUTHORITY["EPSG","7030"]],TOWGS84[0,0,0,0,0,0,0],AUTHORITY["EPSG","6326"]],PRIMEM["Greenwich",0,AUTHORITY["EPSG","8901"]],UNIT["degree",0.0174532925199433,AUTHORITY["EPSG","9108"]],AUTHORITY["EPSG","4326"]]

    GeoTransform :

    -180.0000000000 0.0089285714 0.0 80.0000000000 0.0 -0.0089285714

    array(b'', dtype='|S1')

  • time
    (time)
    datetime64[ns]
    2019-01-01 ... 2019-12-21

    array(['2019-01-01T00:00:00.000000000', '2019-01-11T00:00:00.000000000',
           '2019-01-21T00:00:00.000000000', '2019-02-01T00:00:00.000000000',
           '2019-02-11T00:00:00.000000000', '2019-02-21T00:00:00.000000000',
           '2019-03-01T00:00:00.000000000', '2019-03-11T00:00:00.000000000',
           '2019-03-21T00:00:00.000000000', '2019-04-01T00:00:00.000000000',
           '2019-04-11T00:00:00.000000000', '2019-04-21T00:00:00.000000000',
           '2019-05-01T00:00:00.000000000', '2019-05-11T00:00:00.000000000',
           '2019-05-21T00:00:00.000000000', '2019-06-01T00:00:00.000000000',
           '2019-06-11T00:00:00.000000000', '2019-06-21T00:00:00.000000000',
           '2019-07-01T00:00:00.000000000', '2019-07-11T00:00:00.000000000',
           '2019-07-21T00:00:00.000000000', '2019-08-01T00:00:00.000000000',
           '2019-08-11T00:00:00.000000000', '2019-08-21T00:00:00.000000000',
           '2019-09-01T00:00:00.000000000', '2019-09-11T00:00:00.000000000',
           '2019-09-21T00:00:00.000000000', '2019-10-01T00:00:00.000000000',
           '2019-10-11T00:00:00.000000000', '2019-10-21T00:00:00.000000000',
           '2019-11-01T00:00:00.000000000', '2019-11-11T00:00:00.000000000',
           '2019-11-21T00:00:00.000000000', '2019-12-01T00:00:00.000000000',
           '2019-12-11T00:00:00.000000000', '2019-12-21T00:00:00.000000000'],
          dtype='datetime64[ns]')

• Data variables: (6)
  • min
    (time, lat, lon)
    float64
    dask.array<chunksize=(1, 235, 331), meta=np.ndarray>

    standard_name :

    normalized_difference_vegetation_index

    long_name :

    Minimum Normalized Difference Vegetation Index over time period

    flag_meanings :

    sea no_data

    flag_values :

    [254 255]

    units :

    valid_range :

    [ 0 250]

    cell_methods :

    area: mean time: minimum

    Array Chunk Bytes 21.36 MiB 607.70 kiB Shape (36, 235, 331) (1, 235, 331) Dask graph 36 chunks in 109 graph layers Data type float64 numpy.ndarray

  • median
    (time, lat, lon)
    float64
    dask.array<chunksize=(1, 235, 331), meta=np.ndarray>

    standard_name :

    normalized_difference_vegetation_index

    long_name :

    Median Normalized Difference Vegetation Index over time period

    flag_meanings :

    sea no_data

    flag_values :

    [254 255]

    units :

    valid_range :

    [ 0 250]

    cell_methods :

    area: mean time: median

    Array Chunk Bytes 21.36 MiB 607.70 kiB Shape (36, 235, 331) (1, 235, 331) Dask graph 36 chunks in 109 graph layers Data type float64 numpy.ndarray

  • max
    (time, lat, lon)
    float64
    dask.array<chunksize=(1, 235, 331), meta=np.ndarray>

    standard_name :

    normalized_difference_vegetation_index

    long_name :

    Maximum Normalized Difference Vegetation Index over time period

    flag_meanings :

    sea no_data

    flag_values :

    [254 255]

    units :

    valid_range :

    [ 0 250]

    cell_methods :

    area: mean time: maximum

    Array Chunk Bytes 21.36 MiB 607.70 kiB Shape (36, 235, 331) (1, 235, 331) Dask graph 36 chunks in 109 graph layers Data type float64 numpy.ndarray

  • mean
    (time, lat, lon)
    float64
    dask.array<chunksize=(1, 235, 331), meta=np.ndarray>

    standard_name :

    normalized_difference_vegetation_index

    long_name :

    Mean Normalized Difference Vegetation Index over time period

    flag_meanings :

    sea no_data

    flag_values :

    [254 255]

    units :

    valid_range :

    [ 0 250]

    cell_methods :

    area: mean time: mean

    Array Chunk Bytes 21.36 MiB 607.70 kiB Shape (36, 235, 331) (1, 235, 331) Dask graph 36 chunks in 109 graph layers Data type float64 numpy.ndarray

  • stdev
    (time, lat, lon)
    float64
    dask.array<chunksize=(1, 235, 331), meta=np.ndarray>

    standard_name :

    normalized_difference_vegetation_index

    long_name :

    Standard deviation Normalized Difference Vegetation Index over time period

    flag_meanings :

    sea no_data

    flag_values :

    [254 255]

    units :

    valid_range :

    [ 0 250]

    cell_methods :

    area: mean time: standard_deviation

    Array Chunk Bytes 21.36 MiB 607.70 kiB Shape (36, 235, 331) (1, 235, 331) Dask graph 36 chunks in 109 graph layers Data type float64 numpy.ndarray

  • nobs
    (time, lat, lon)
    float32
    dask.array<chunksize=(1, 235, 331), meta=np.ndarray>

    standard_name :

    normalized_difference_vegetation_index number_of_observations

    units :

    valid_range :

    [ 1 250]

    cell_methods :

    area: mean

    Array Chunk Bytes 10.68 MiB 303.85 kiB Shape (36, 235, 331) (1, 235, 331) Dask graph 36 chunks in 109 graph layers Data type float32 numpy.ndarray

• Indexes: (3)
  • lon
    PandasIndex

    PandasIndex(Index([  8.50000000025716,  8.508928571685743,  8.517857143114327,
             8.52678571454291,  8.535714285971494,  8.544642857400078,
            8.553571428828661,  8.562500000257245,  8.571428571685829,
            8.580357143114412,
           ...
           11.366071428832498, 11.375000000261082, 11.383928571689665,
           11.392857143118249, 11.401785714546833, 11.410714285975416,
              11.419642857404, 11.428571428832583, 11.437500000261167,
            11.44642857168975],
          dtype='float64', name='lon', length=331))

  • lat
    PandasIndex

    PandasIndex(Index([46.696428571436144, 46.687500000007574, 46.678571428579005,
           46.669642857150436, 46.660714285721866,   46.6517857142933,
            46.64285714286473,  46.63392857143616,  46.62500000000759,
            46.61607142857902,
           ...
            44.68750000000803,  44.67857142857946,  44.66964285715089,
            44.66071428572232,  44.65178571429375,  44.64285714286518,
            44.63392857143661,  44.62500000000804, 44.616071428579474,
           44.607142857150905],
          dtype='float64', name='lat', length=235))

  • time
    PandasIndex

    PandasIndex(DatetimeIndex(['2019-01-01', '2019-01-11', '2019-01-21', '2019-02-01',
                   '2019-02-11', '2019-02-21', '2019-03-01', '2019-03-11',
                   '2019-03-21', '2019-04-01', '2019-04-11', '2019-04-21',
                   '2019-05-01', '2019-05-11', '2019-05-21', '2019-06-01',
                   '2019-06-11', '2019-06-21', '2019-07-01', '2019-07-11',
                   '2019-07-21', '2019-08-01', '2019-08-11', '2019-08-21',
                   '2019-09-01', '2019-09-11', '2019-09-21', '2019-10-01',
                   '2019-10-11', '2019-10-21', '2019-11-01', '2019-11-11',
                   '2019-11-21', '2019-12-01', '2019-12-11', '2019-12-21'],
                  dtype='datetime64[ns]', name='time', freq=None))

• Attributes: (19)

  Conventions :

  CF-1.6

  parent_identifier :

  urn:cgls:global:ndvi_stats_all

  identifier :

  urn:cgls:global:ndvi_stats_all:NDVI-LTS_1999-2019-0101_GLOBE_V3.0.1

  long_name :

  Normalized Difference Vegetation Index

  title :

  Normalized Difference Vegetation Index: Long Term Statistics 1KM: GLOBE 1999-2019 0101

  product_version :

  V3.0.1

  time_coverage_start :

  1999-01-01T00:00:00Z

  time_coverage_end :

  2019-12-31T23:59:59Z

  platform :

  SPOT-4, SPOT-5, Proba-V

  sensor :

  VEGETATION-1, VEGETATION-2, VEGETATION

  orbit_type :

  LEO

  processing_level :

  L4

  institution :

  VITO NV

  source :

  Derived from EO satellite imagery

  processing_mode :

  Offline

  references :

  https://land.copernicus.eu/global/products/ndvi

  copyright :

  Copernicus Service information 2021

  archive_facility :

  VITO

  history :

  2021-03-01 - Processing line NDVI LTS

Visualize maximum NDVI for January 2015

import matplotlib.pyplot as plt
import cartopy.crs as ccrs
import cartopy.feature as cfeature

fig = plt.figure(1, figsize=[20, 10])

# We're using cartopy and are plotting in PlateCarree projection 
# (see documentation on cartopy)
ax = plt.subplot(1, 1, 1, projection=ccrs.PlateCarree())
#ax.set_extent([5, 15, 40, 50], crs=ccrs.PlateCarree()) # lon1 lon2 lat1 lat2
ax.coastlines(resolution='10m')
ax.gridlines(draw_labels=True)

LTS.sel(time="2015-01-01", method="nearest")["max"].plot(ax=ax, vmin=-1, vmax=1, transform=ccrs.PlateCarree(), cmap="RdYlGn")

# One way to customize your title
plt.title("Maximum NDVI over Lombardia", fontsize=18)

Text(0.5, 1.0, 'Maximum NDVI over Lombardia')

/home/runner/micromamba/envs/geohack/lib/python3.12/site-packages/cartopy/io/__init__.py:241: DownloadWarning: Downloading: https://naturalearth.s3.amazonaws.com/10m_physical/ne_10m_coastline.zip
  warnings.warn(f'Downloading: {url}', DownloadWarning)

Tip

If you use one of xarray’s open methods such as xarray.open_dataset to load netCDF files with the default engine, it is recommended to use decode_coords=”all”. This will load the grid mapping variable into coordinates for compatibility with rioxarray. See rioxarray documentation.

Preparing and discover online datasets

With the plethora of cloud storage, there are many available online datasets. To ease the preparation and discovery of such datasets, we describe emerging community-driven initiatives promoting standards suited to both geospatial and geoscience communities. Most of the material below is adapted from a previous Pangeo 101 training [GAF2)].

Analysis Ready, cloud optimized data (ARCO)

When analyzing data at scale, the data format used is key. For years, the main data format was netCDF e.g. Network Common Data Form but with the use of cloud computing and interest in Open Science, different formats are often more suitable.

Formats for analyzing data from the cloud are refered to as “Analysis Ready, Cloud Optimized” data formats or in short ARCO. Find further info about ARCO datasets in [SAH+22].

What is “Analysis Ready”?

• Think in terms of “Datasets” not “data files”

• No need for tedious homogenizing / cleaning setup guides

• Curated and cataloged

What is “Cloud Optimized”?

• Compatible with object storage e.g. access via HTTP

• Supports lazy access and intelligent subsetting

• Integrates with high-level analysis libraries and distributed frameworks

Instead of having a big dataset, ARCO datasets are chunked appropriately for analysis and have rich metadata (See Figure 1).

Fig 1. Example of an ARCO dataset. Source: [GAF2)].

Spatio Temporal Asset Catalogs (STAC)

The STAC specification is a common language to describe geospatial information, so it can more easily be worked with, indexed, and discovered. The development of the STAC specification has simplified and standardized access to satellite datasets. This specification allows users to easily access metadata and raw data, and filter data based on attributes such as satellite type, cloud cover, area of interest, and dates.

Why STAC?

• Each provider has its own catalog and interface (APIs).

• Every time you want to access a new catalog, you need to change your program.

• We have lots of data providers and each with a bespoke interface.

• It is becoming quickly difficult for programmers who need to design a new data connector each time.

Features

• STAC catalogs are extremely simple.

• They are composed of three layers:

  • Catalogs

    • Collections

      • Items

• STAC is very popular for Earth Observation satellite imagery.

• For instance it can be used to access Sentinel-2 in AWS (see Figure 3).

Fig 3. Example of STAC collection of Sentinel-2 images hosted in AWS. Source: [GAF2)].

Python packages to search items from STAC catalogs

• pystac-client interacts with SpatioTemporal Asset Catalogs (STAC) to discover and access geospatial data easily.

• odc-stac is based on Open Data Cube (ODC) and facilitates the management and analysis of large volumes of data accessible from STAC.

from pystac_client import Client
from odc.stac import load
import odc.geo

Search for Items

Let’s check if items are available for given combination of collection, date, geometry, query, etc.

# use publically available stac link such as
client = Client.open("https://earth-search.aws.element84.com/v1") 

# ID of the collection
collection = "sentinel-2-l2a"

# Geometry of AOI e.g. small area over Lombardia (Italy)
geometry = {
   
        "coordinates": [
          [
            [
              9.621052726784058,
              45.863683047884365
            ],
            [
              9.621052726784058,
              45.72725813387305
            ],
            [
              9.874045082377933,
              45.72725813387305
            ],
            [
              9.874045082377933,
              45.863683047884365
            ],
            [
              9.621052726784058,
              45.863683047884365
            ]
          ]
        ],
    "type": "Polygon",
}

Search items for a specific date

# Specific Date
date_YYMMDD = "2023-01-01"
# run pystac client search to see available dataset
search = client.search(
    collections=[collection], intersects=geometry, datetime=date_YYMMDD
)
# spit out data as GeoJSON dictionary
print(search.item_collection_as_dict())

Show code cell output Hide code cell output

{'type': 'FeatureCollection', 'features': [{'type': 'Feature', 'stac_version': '1.0.0', 'id': 'S2B_32TNR_20230101_0_L2A', 'properties': {'created': '2023-01-01T15:38:00.242Z', 'platform': 'sentinel-2b', 'constellation': 'sentinel-2', 'instruments': ['msi'], 'eo:cloud_cover': 93.50211, 'proj:epsg': 32632, 'mgrs:utm_zone': 32, 'mgrs:latitude_band': 'T', 'mgrs:grid_square': 'NR', 'grid:code': 'MGRS-32TNR', 'view:sun_azimuth': 166.183161249214, 'view:sun_elevation': 20.248337225593005, 's2:degraded_msi_data_percentage': 0.0022, 's2:nodata_pixel_percentage': 0, 's2:saturated_defective_pixel_percentage': 0, 's2:dark_features_percentage': 2.043006, 's2:cloud_shadow_percentage': 4.12275, 's2:vegetation_percentage': 0.054559, 's2:not_vegetated_percentage': 0.154664, 's2:water_percentage': 0.038135, 's2:unclassified_percentage': 0.00642, 's2:medium_proba_clouds_percentage': 7.874592, 's2:high_proba_clouds_percentage': 84.83994, 's2:thin_cirrus_percentage': 0.787582, 's2:snow_ice_percentage': 0.078354, 's2:product_type': 'S2MSI2A', 's2:processing_baseline': '05.09', 's2:product_uri': 'S2B_MSIL2A_20230101T102339_N0509_R065_T32TNR_20230101T113717.SAFE', 's2:generation_time': '2023-01-01T11:37:17.000000Z', 's2:datatake_id': 'GS2B_20230101T102339_030407_N05.09', 's2:datatake_type': 'INS-NOBS', 's2:datastrip_id': 'S2B_OPER_MSI_L2A_DS_2BPS_20230101T113717_S20230101T102333_N05.09', 's2:granule_id': 'S2B_OPER_MSI_L2A_TL_2BPS_20230101T113717_A030407_T32TNR_N05.09', 's2:reflectance_conversion_factor': 1.03412690929912, 'datetime': '2023-01-01T10:28:12.809000Z', 's2:sequence': '0', 'earthsearch:s3_path': 's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230101_0_L2A', 'earthsearch:payload_id': 'roda-sentinel2/workflow-sentinel2-to-stac/315a1af58a55f3166923303539c25ff8', 'earthsearch:boa_offset_applied': True, 'processing:software': {'sentinel2-to-stac': '0.1.0'}, 'updated': '2023-01-01T15:38:00.242Z'}, 'geometry': {'type': 'Polygon', 'coordinates': [[[8.999754387288686, 46.05356536925373], [10.418890992989095, 46.04475738929435], [10.394241393041778, 45.056757746793146], [8.999758655880777, 45.06526899586078], [8.999754387288686, 46.05356536925373]]]}, 'links': [{'rel': 'self', 'type': 'application/geo+json', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a/items/S2B_32TNR_20230101_0_L2A'}, {'rel': 'canonical', 'href': 's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230101_0_L2A/S2B_32TNR_20230101_0_L2A.json', 'type': 'application/json'}, {'rel': 'license', 'href': 'https://sentinel.esa.int/documents/247904/690755/Sentinel_Data_Legal_Notice'}, {'rel': 'derived_from', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l1c/items/S2B_32TNR_20230101_0_L1C', 'type': 'application/geo+json'}, {'rel': 'parent', 'type': 'application/json', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a'}, {'rel': 'collection', 'type': 'application/json', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a'}, {'rel': 'root', 'type': 'application/json', 'href': 'https://earth-search.aws.element84.com/v1'}, {'rel': 'thumbnail', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a/items/S2B_32TNR_20230101_0_L2A/thumbnail'}], 'assets': {'aot': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230101_0_L2A/AOT.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Aerosol optical thickness (AOT)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}, 'blue': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230101_0_L2A/B02.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Blue (band 2) - 10m', 'eo:bands': [{'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'coastal': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230101_0_L2A/B01.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Coastal aerosol (band 1) - 60m', 'eo:bands': [{'name': 'coastal', 'common_name': 'coastal', 'description': 'Coastal aerosol (band 1)', 'center_wavelength': 0.443, 'full_width_half_max': 0.027}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'granule_metadata': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230101_0_L2A/granule_metadata.xml', 'type': 'application/xml', 'roles': ['metadata']}, 'green': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230101_0_L2A/B03.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Green (band 3) - 10m', 'eo:bands': [{'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230101_0_L2A/B08.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'NIR 1 (band 8) - 10m', 'eo:bands': [{'name': 'nir', 'common_name': 'nir', 'description': 'NIR 1 (band 8)', 'center_wavelength': 0.842, 'full_width_half_max': 0.145}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir08': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230101_0_L2A/B8A.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'NIR 2 (band 8A) - 20m', 'eo:bands': [{'name': 'nir08', 'common_name': 'nir08', 'description': 'NIR 2 (band 8A)', 'center_wavelength': 0.865, 'full_width_half_max': 0.033}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir09': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230101_0_L2A/B09.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'NIR 3 (band 9) - 60m', 'eo:bands': [{'name': 'nir09', 'common_name': 'nir09', 'description': 'NIR 3 (band 9)', 'center_wavelength': 0.945, 'full_width_half_max': 0.026}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'red': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230101_0_L2A/B04.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red (band 4) - 10m', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge1': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230101_0_L2A/B05.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red edge 1 (band 5) - 20m', 'eo:bands': [{'name': 'rededge1', 'common_name': 'rededge', 'description': 'Red edge 1 (band 5)', 'center_wavelength': 0.704, 'full_width_half_max': 0.019}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge2': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230101_0_L2A/B06.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red edge 2 (band 6) - 20m', 'eo:bands': [{'name': 'rededge2', 'common_name': 'rededge', 'description': 'Red edge 2 (band 6)', 'center_wavelength': 0.74, 'full_width_half_max': 0.018}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge3': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230101_0_L2A/B07.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red edge 3 (band 7) - 20m', 'eo:bands': [{'name': 'rededge3', 'common_name': 'rededge', 'description': 'Red edge 3 (band 7)', 'center_wavelength': 0.783, 'full_width_half_max': 0.028}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'scl': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230101_0_L2A/SCL.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Scene classification map (SCL)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint8', 'spatial_resolution': 20}], 'roles': ['data', 'reflectance']}, 'swir16': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230101_0_L2A/B11.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'SWIR 1 (band 11) - 20m', 'eo:bands': [{'name': 'swir16', 'common_name': 'swir16', 'description': 'SWIR 1 (band 11)', 'center_wavelength': 1.61, 'full_width_half_max': 0.143}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'swir22': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230101_0_L2A/B12.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'SWIR 2 (band 12) - 20m', 'eo:bands': [{'name': 'swir22', 'common_name': 'swir22', 'description': 'SWIR 2 (band 12)', 'center_wavelength': 2.19, 'full_width_half_max': 0.242}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'thumbnail': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230101_0_L2A/thumbnail.jpg', 'type': 'image/jpeg', 'title': 'Thumbnail image', 'roles': ['thumbnail']}, 'tileinfo_metadata': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230101_0_L2A/tileinfo_metadata.json', 'type': 'application/json', 'roles': ['metadata']}, 'visual': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230101_0_L2A/TCI.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'True color image', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}, {'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}, {'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'roles': ['visual']}, 'wvp': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230101_0_L2A/WVP.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Water vapour (WVP)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'unit': 'cm', 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}, 'aot-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/1/0/AOT.jp2', 'type': 'image/jp2', 'title': 'Aerosol optical thickness (AOT)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}, 'blue-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/1/0/B02.jp2', 'type': 'image/jp2', 'title': 'Blue (band 2) - 10m', 'eo:bands': [{'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'coastal-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/1/0/B01.jp2', 'type': 'image/jp2', 'title': 'Coastal aerosol (band 1) - 60m', 'eo:bands': [{'name': 'coastal', 'common_name': 'coastal', 'description': 'Coastal aerosol (band 1)', 'center_wavelength': 0.443, 'full_width_half_max': 0.027}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'green-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/1/0/B03.jp2', 'type': 'image/jp2', 'title': 'Green (band 3) - 10m', 'eo:bands': [{'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/1/0/B08.jp2', 'type': 'image/jp2', 'title': 'NIR 1 (band 8) - 10m', 'eo:bands': [{'name': 'nir', 'common_name': 'nir', 'description': 'NIR 1 (band 8)', 'center_wavelength': 0.842, 'full_width_half_max': 0.145}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir08-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/1/0/B8A.jp2', 'type': 'image/jp2', 'title': 'NIR 2 (band 8A) - 20m', 'eo:bands': [{'name': 'nir08', 'common_name': 'nir08', 'description': 'NIR 2 (band 8A)', 'center_wavelength': 0.865, 'full_width_half_max': 0.033}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir09-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/1/0/B09.jp2', 'type': 'image/jp2', 'title': 'NIR 3 (band 9) - 60m', 'eo:bands': [{'name': 'nir09', 'common_name': 'nir09', 'description': 'NIR 3 (band 9)', 'center_wavelength': 0.945, 'full_width_half_max': 0.026}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'red-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/1/0/B04.jp2', 'type': 'image/jp2', 'title': 'Red (band 4) - 10m', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge1-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/1/0/B05.jp2', 'type': 'image/jp2', 'title': 'Red edge 1 (band 5) - 20m', 'eo:bands': [{'name': 'rededge1', 'common_name': 'rededge', 'description': 'Red edge 1 (band 5)', 'center_wavelength': 0.704, 'full_width_half_max': 0.019}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge2-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/1/0/B06.jp2', 'type': 'image/jp2', 'title': 'Red edge 2 (band 6) - 20m', 'eo:bands': [{'name': 'rededge2', 'common_name': 'rededge', 'description': 'Red edge 2 (band 6)', 'center_wavelength': 0.74, 'full_width_half_max': 0.018}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge3-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/1/0/B07.jp2', 'type': 'image/jp2', 'title': 'Red edge 3 (band 7) - 20m', 'eo:bands': [{'name': 'rededge3', 'common_name': 'rededge', 'description': 'Red edge 3 (band 7)', 'center_wavelength': 0.783, 'full_width_half_max': 0.028}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'scl-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/1/0/SCL.jp2', 'type': 'image/jp2', 'title': 'Scene classification map (SCL)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint8', 'spatial_resolution': 20}], 'roles': ['data', 'reflectance']}, 'swir16-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/1/0/B11.jp2', 'type': 'image/jp2', 'title': 'SWIR 1 (band 11) - 20m', 'eo:bands': [{'name': 'swir16', 'common_name': 'swir16', 'description': 'SWIR 1 (band 11)', 'center_wavelength': 1.61, 'full_width_half_max': 0.143}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'swir22-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/1/0/B12.jp2', 'type': 'image/jp2', 'title': 'SWIR 2 (band 12) - 20m', 'eo:bands': [{'name': 'swir22', 'common_name': 'swir22', 'description': 'SWIR 2 (band 12)', 'center_wavelength': 2.19, 'full_width_half_max': 0.242}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'visual-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/1/0/TCI.jp2', 'type': 'image/jp2', 'title': 'True color image', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}, {'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}, {'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'roles': ['visual']}, 'wvp-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/1/0/WVP.jp2', 'type': 'image/jp2', 'title': 'Water vapour (WVP)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'unit': 'cm', 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}}, 'bbox': [8.999754387288686, 45.056757746793146, 10.418890992989095, 46.05356536925373], 'stac_extensions': ['https://stac-extensions.github.io/processing/v1.1.0/schema.json', 'https://stac-extensions.github.io/mgrs/v1.0.0/schema.json', 'https://stac-extensions.github.io/grid/v1.0.0/schema.json', 'https://stac-extensions.github.io/view/v1.0.0/schema.json', 'https://stac-extensions.github.io/eo/v1.0.0/schema.json', 'https://stac-extensions.github.io/raster/v1.1.0/schema.json', 'https://stac-extensions.github.io/projection/v1.0.0/schema.json'], 'collection': 'sentinel-2-l2a'}]}

Search items for a specific month

# Complete month
date_YYMM = "2023-01"
# run pystac client search to see available dataset
search = client.search(
    collections=[collection], intersects=geometry, datetime=date_YYMM
) 
# spit out data as GeoJSON dictionary
print(search.item_collection_as_dict())
# loop through each item
for item in search.items_as_dicts():
    print(item)

Show code cell output Hide code cell output

{'type': 'FeatureCollection', 'features': [{'type': 'Feature', 'stac_version': '1.0.0', 'id': 'S2B_32TNR_20230131_0_L2A', 'properties': {'created': '2023-01-31T19:20:02.816Z', 'platform': 'sentinel-2b', 'constellation': 'sentinel-2', 'instruments': ['msi'], 'eo:cloud_cover': 0.112465, 'proj:epsg': 32632, 'mgrs:utm_zone': 32, 'mgrs:latitude_band': 'T', 'mgrs:grid_square': 'NR', 'grid:code': 'MGRS-32TNR', 'view:sun_azimuth': 162.471016303525, 'view:sun_elevation': 25.273284914117596, 's2:degraded_msi_data_percentage': 0.0026, 's2:nodata_pixel_percentage': 3e-05, 's2:saturated_defective_pixel_percentage': 0, 's2:dark_features_percentage': 9.818108, 's2:cloud_shadow_percentage': 0.002522, 's2:vegetation_percentage': 31.585425, 's2:not_vegetated_percentage': 51.599735, 's2:water_percentage': 2.399037, 's2:unclassified_percentage': 0.003381, 's2:medium_proba_clouds_percentage': 0.00499, 's2:high_proba_clouds_percentage': 0.010272, 's2:thin_cirrus_percentage': 0.097203, 's2:snow_ice_percentage': 4.479326, 's2:product_type': 'S2MSI2A', 's2:processing_baseline': '05.09', 's2:product_uri': 'S2B_MSIL2A_20230131T102149_N0509_R065_T32TNR_20230131T131849.SAFE', 's2:generation_time': '2023-01-31T13:18:49.000000Z', 's2:datatake_id': 'GS2B_20230131T102149_030836_N05.09', 's2:datatake_type': 'INS-NOBS', 's2:datastrip_id': 'S2B_OPER_MSI_L2A_DS_2BPS_20230131T131849_S20230131T102549_N05.09', 's2:granule_id': 'S2B_OPER_MSI_L2A_TL_2BPS_20230131T131849_A030836_T32TNR_N05.09', 's2:reflectance_conversion_factor': 1.03138686673961, 'datetime': '2023-01-31T10:28:11.279000Z', 's2:sequence': '0', 'earthsearch:s3_path': 's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230131_0_L2A', 'earthsearch:payload_id': 'roda-sentinel2/workflow-sentinel2-to-stac/7734c7b274348e5d6d4c53ea8a2e5b86', 'earthsearch:boa_offset_applied': True, 'processing:software': {'sentinel2-to-stac': '0.1.0'}, 'updated': '2023-01-31T19:20:02.816Z'}, 'geometry': {'type': 'Polygon', 'coordinates': [[[8.999754387288686, 46.05356536925373], [10.418890992989095, 46.04475738929435], [10.394241393041778, 45.056757746793146], [8.999758655880777, 45.06526899586078], [8.999754387288686, 46.05356536925373]]]}, 'links': [{'rel': 'self', 'type': 'application/geo+json', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a/items/S2B_32TNR_20230131_0_L2A'}, {'rel': 'canonical', 'href': 's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230131_0_L2A/S2B_32TNR_20230131_0_L2A.json', 'type': 'application/json'}, {'rel': 'license', 'href': 'https://sentinel.esa.int/documents/247904/690755/Sentinel_Data_Legal_Notice'}, {'rel': 'derived_from', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l1c/items/S2B_32TNR_20230131_0_L1C', 'type': 'application/geo+json'}, {'rel': 'parent', 'type': 'application/json', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a'}, {'rel': 'collection', 'type': 'application/json', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a'}, {'rel': 'root', 'type': 'application/json', 'href': 'https://earth-search.aws.element84.com/v1'}, {'rel': 'thumbnail', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a/items/S2B_32TNR_20230131_0_L2A/thumbnail'}], 'assets': {'aot': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230131_0_L2A/AOT.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Aerosol optical thickness (AOT)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}, 'blue': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230131_0_L2A/B02.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Blue (band 2) - 10m', 'eo:bands': [{'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'coastal': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230131_0_L2A/B01.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Coastal aerosol (band 1) - 60m', 'eo:bands': [{'name': 'coastal', 'common_name': 'coastal', 'description': 'Coastal aerosol (band 1)', 'center_wavelength': 0.443, 'full_width_half_max': 0.027}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'granule_metadata': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230131_0_L2A/granule_metadata.xml', 'type': 'application/xml', 'roles': ['metadata']}, 'green': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230131_0_L2A/B03.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Green (band 3) - 10m', 'eo:bands': [{'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230131_0_L2A/B08.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'NIR 1 (band 8) - 10m', 'eo:bands': [{'name': 'nir', 'common_name': 'nir', 'description': 'NIR 1 (band 8)', 'center_wavelength': 0.842, 'full_width_half_max': 0.145}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir08': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230131_0_L2A/B8A.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'NIR 2 (band 8A) - 20m', 'eo:bands': [{'name': 'nir08', 'common_name': 'nir08', 'description': 'NIR 2 (band 8A)', 'center_wavelength': 0.865, 'full_width_half_max': 0.033}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir09': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230131_0_L2A/B09.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'NIR 3 (band 9) - 60m', 'eo:bands': [{'name': 'nir09', 'common_name': 'nir09', 'description': 'NIR 3 (band 9)', 'center_wavelength': 0.945, 'full_width_half_max': 0.026}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'red': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230131_0_L2A/B04.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red (band 4) - 10m', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge1': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230131_0_L2A/B05.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red edge 1 (band 5) - 20m', 'eo:bands': [{'name': 'rededge1', 'common_name': 'rededge', 'description': 'Red edge 1 (band 5)', 'center_wavelength': 0.704, 'full_width_half_max': 0.019}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge2': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230131_0_L2A/B06.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red edge 2 (band 6) - 20m', 'eo:bands': [{'name': 'rededge2', 'common_name': 'rededge', 'description': 'Red edge 2 (band 6)', 'center_wavelength': 0.74, 'full_width_half_max': 0.018}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge3': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230131_0_L2A/B07.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red edge 3 (band 7) - 20m', 'eo:bands': [{'name': 'rededge3', 'common_name': 'rededge', 'description': 'Red edge 3 (band 7)', 'center_wavelength': 0.783, 'full_width_half_max': 0.028}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'scl': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230131_0_L2A/SCL.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Scene classification map (SCL)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint8', 'spatial_resolution': 20}], 'roles': ['data', 'reflectance']}, 'swir16': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230131_0_L2A/B11.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'SWIR 1 (band 11) - 20m', 'eo:bands': [{'name': 'swir16', 'common_name': 'swir16', 'description': 'SWIR 1 (band 11)', 'center_wavelength': 1.61, 'full_width_half_max': 0.143}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'swir22': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230131_0_L2A/B12.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'SWIR 2 (band 12) - 20m', 'eo:bands': [{'name': 'swir22', 'common_name': 'swir22', 'description': 'SWIR 2 (band 12)', 'center_wavelength': 2.19, 'full_width_half_max': 0.242}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'thumbnail': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230131_0_L2A/thumbnail.jpg', 'type': 'image/jpeg', 'title': 'Thumbnail image', 'roles': ['thumbnail']}, 'tileinfo_metadata': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230131_0_L2A/tileinfo_metadata.json', 'type': 'application/json', 'roles': ['metadata']}, 'visual': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230131_0_L2A/TCI.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'True color image', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}, {'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}, {'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'roles': ['visual']}, 'wvp': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230131_0_L2A/WVP.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Water vapour (WVP)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'unit': 'cm', 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}, 'aot-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/31/0/AOT.jp2', 'type': 'image/jp2', 'title': 'Aerosol optical thickness (AOT)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}, 'blue-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/31/0/B02.jp2', 'type': 'image/jp2', 'title': 'Blue (band 2) - 10m', 'eo:bands': [{'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'coastal-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/31/0/B01.jp2', 'type': 'image/jp2', 'title': 'Coastal aerosol (band 1) - 60m', 'eo:bands': [{'name': 'coastal', 'common_name': 'coastal', 'description': 'Coastal aerosol (band 1)', 'center_wavelength': 0.443, 'full_width_half_max': 0.027}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'green-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/31/0/B03.jp2', 'type': 'image/jp2', 'title': 'Green (band 3) - 10m', 'eo:bands': [{'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/31/0/B08.jp2', 'type': 'image/jp2', 'title': 'NIR 1 (band 8) - 10m', 'eo:bands': [{'name': 'nir', 'common_name': 'nir', 'description': 'NIR 1 (band 8)', 'center_wavelength': 0.842, 'full_width_half_max': 0.145}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir08-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/31/0/B8A.jp2', 'type': 'image/jp2', 'title': 'NIR 2 (band 8A) - 20m', 'eo:bands': [{'name': 'nir08', 'common_name': 'nir08', 'description': 'NIR 2 (band 8A)', 'center_wavelength': 0.865, 'full_width_half_max': 0.033}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir09-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/31/0/B09.jp2', 'type': 'image/jp2', 'title': 'NIR 3 (band 9) - 60m', 'eo:bands': [{'name': 'nir09', 'common_name': 'nir09', 'description': 'NIR 3 (band 9)', 'center_wavelength': 0.945, 'full_width_half_max': 0.026}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'red-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/31/0/B04.jp2', 'type': 'image/jp2', 'title': 'Red (band 4) - 10m', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge1-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/31/0/B05.jp2', 'type': 'image/jp2', 'title': 'Red edge 1 (band 5) - 20m', 'eo:bands': [{'name': 'rededge1', 'common_name': 'rededge', 'description': 'Red edge 1 (band 5)', 'center_wavelength': 0.704, 'full_width_half_max': 0.019}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge2-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/31/0/B06.jp2', 'type': 'image/jp2', 'title': 'Red edge 2 (band 6) - 20m', 'eo:bands': [{'name': 'rededge2', 'common_name': 'rededge', 'description': 'Red edge 2 (band 6)', 'center_wavelength': 0.74, 'full_width_half_max': 0.018}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge3-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/31/0/B07.jp2', 'type': 'image/jp2', 'title': 'Red edge 3 (band 7) - 20m', 'eo:bands': [{'name': 'rededge3', 'common_name': 'rededge', 'description': 'Red edge 3 (band 7)', 'center_wavelength': 0.783, 'full_width_half_max': 0.028}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'scl-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/31/0/SCL.jp2', 'type': 'image/jp2', 'title': 'Scene classification map (SCL)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint8', 'spatial_resolution': 20}], 'roles': ['data', 'reflectance']}, 'swir16-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/31/0/B11.jp2', 'type': 'image/jp2', 'title': 'SWIR 1 (band 11) - 20m', 'eo:bands': [{'name': 'swir16', 'common_name': 'swir16', 'description': 'SWIR 1 (band 11)', 'center_wavelength': 1.61, 'full_width_half_max': 0.143}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'swir22-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/31/0/B12.jp2', 'type': 'image/jp2', 'title': 'SWIR 2 (band 12) - 20m', 'eo:bands': [{'name': 'swir22', 'common_name': 'swir22', 'description': 'SWIR 2 (band 12)', 'center_wavelength': 2.19, 'full_width_half_max': 0.242}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'visual-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/31/0/TCI.jp2', 'type': 'image/jp2', 'title': 'True color image', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}, {'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}, {'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'roles': ['visual']}, 'wvp-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/31/0/WVP.jp2', 'type': 'image/jp2', 'title': 'Water vapour (WVP)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'unit': 'cm', 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}}, 'bbox': [8.999754387288686, 45.056757746793146, 10.418890992989095, 46.05356536925373], 'stac_extensions': ['https://stac-extensions.github.io/processing/v1.1.0/schema.json', 'https://stac-extensions.github.io/eo/v1.0.0/schema.json', 'https://stac-extensions.github.io/view/v1.0.0/schema.json', 'https://stac-extensions.github.io/grid/v1.0.0/schema.json', 'https://stac-extensions.github.io/projection/v1.0.0/schema.json', 'https://stac-extensions.github.io/raster/v1.1.0/schema.json', 'https://stac-extensions.github.io/mgrs/v1.0.0/schema.json'], 'collection': 'sentinel-2-l2a'}, {'type': 'Feature', 'stac_version': '1.0.0', 'id': 'S2A_32TNR_20230126_0_L2A', 'properties': {'created': '2023-01-26T17:37:32.993Z', 'platform': 'sentinel-2a', 'constellation': 'sentinel-2', 'instruments': ['msi'], 'eo:cloud_cover': 73.252439, 'proj:epsg': 32632, 'mgrs:utm_zone': 32, 'mgrs:latitude_band': 'T', 'mgrs:grid_square': 'NR', 'grid:code': 'MGRS-32TNR', 'view:sun_azimuth': 163.024854791439, 'view:sun_elevation': 24.023377982022893, 's2:degraded_msi_data_percentage': 0.0073, 's2:nodata_pixel_percentage': 1e-05, 's2:saturated_defective_pixel_percentage': 0, 's2:dark_features_percentage': 6.976229, 's2:cloud_shadow_percentage': 0.96215, 's2:vegetation_percentage': 1.920419, 's2:not_vegetated_percentage': 8.183733, 's2:water_percentage': 1.235301, 's2:unclassified_percentage': 2.569909, 's2:medium_proba_clouds_percentage': 18.082398, 's2:high_proba_clouds_percentage': 54.566461, 's2:thin_cirrus_percentage': 0.603585, 's2:snow_ice_percentage': 4.899822, 's2:product_type': 'S2MSI2A', 's2:processing_baseline': '05.09', 's2:product_uri': 'S2A_MSIL2A_20230126T102311_N0509_R065_T32TNR_20230126T140003.SAFE', 's2:generation_time': '2023-01-26T14:00:03.000000Z', 's2:datatake_id': 'GS2A_20230126T102311_039673_N05.09', 's2:datatake_type': 'INS-NOBS', 's2:datastrip_id': 'S2A_OPER_MSI_L2A_DS_2APS_20230126T140003_S20230126T102309_N05.09', 's2:granule_id': 'S2A_OPER_MSI_L2A_TL_2APS_20230126T140003_A039673_T32TNR_N05.09', 's2:reflectance_conversion_factor': 1.0324729322178, 'datetime': '2023-01-26T10:28:11.353000Z', 's2:sequence': '0', 'earthsearch:s3_path': 's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230126_0_L2A', 'earthsearch:payload_id': 'roda-sentinel2/workflow-sentinel2-to-stac/5f6fdf1dcf54ceebfd0f1755f162f030', 'earthsearch:boa_offset_applied': True, 'processing:software': {'sentinel2-to-stac': '0.1.0'}, 'updated': '2023-01-26T17:37:32.993Z'}, 'geometry': {'type': 'Polygon', 'coordinates': [[[8.999754387288686, 46.05356536925373], [10.418890992989095, 46.04475738929435], [10.394241393041778, 45.056757746793146], [8.999758655880777, 45.06526899586078], [8.999754387288686, 46.05356536925373]]]}, 'links': [{'rel': 'self', 'type': 'application/geo+json', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a/items/S2A_32TNR_20230126_0_L2A'}, {'rel': 'canonical', 'href': 's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230126_0_L2A/S2A_32TNR_20230126_0_L2A.json', 'type': 'application/json'}, {'rel': 'license', 'href': 'https://sentinel.esa.int/documents/247904/690755/Sentinel_Data_Legal_Notice'}, {'rel': 'derived_from', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l1c/items/S2A_32TNR_20230126_0_L1C', 'type': 'application/geo+json'}, {'rel': 'parent', 'type': 'application/json', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a'}, {'rel': 'collection', 'type': 'application/json', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a'}, {'rel': 'root', 'type': 'application/json', 'href': 'https://earth-search.aws.element84.com/v1'}, {'rel': 'thumbnail', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a/items/S2A_32TNR_20230126_0_L2A/thumbnail'}], 'assets': {'aot': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230126_0_L2A/AOT.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Aerosol optical thickness (AOT)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}, 'blue': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230126_0_L2A/B02.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Blue (band 2) - 10m', 'eo:bands': [{'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'coastal': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230126_0_L2A/B01.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Coastal aerosol (band 1) - 60m', 'eo:bands': [{'name': 'coastal', 'common_name': 'coastal', 'description': 'Coastal aerosol (band 1)', 'center_wavelength': 0.443, 'full_width_half_max': 0.027}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'granule_metadata': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230126_0_L2A/granule_metadata.xml', 'type': 'application/xml', 'roles': ['metadata']}, 'green': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230126_0_L2A/B03.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Green (band 3) - 10m', 'eo:bands': [{'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230126_0_L2A/B08.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'NIR 1 (band 8) - 10m', 'eo:bands': [{'name': 'nir', 'common_name': 'nir', 'description': 'NIR 1 (band 8)', 'center_wavelength': 0.842, 'full_width_half_max': 0.145}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir08': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230126_0_L2A/B8A.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'NIR 2 (band 8A) - 20m', 'eo:bands': [{'name': 'nir08', 'common_name': 'nir08', 'description': 'NIR 2 (band 8A)', 'center_wavelength': 0.865, 'full_width_half_max': 0.033}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir09': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230126_0_L2A/B09.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'NIR 3 (band 9) - 60m', 'eo:bands': [{'name': 'nir09', 'common_name': 'nir09', 'description': 'NIR 3 (band 9)', 'center_wavelength': 0.945, 'full_width_half_max': 0.026}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'red': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230126_0_L2A/B04.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red (band 4) - 10m', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge1': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230126_0_L2A/B05.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red edge 1 (band 5) - 20m', 'eo:bands': [{'name': 'rededge1', 'common_name': 'rededge', 'description': 'Red edge 1 (band 5)', 'center_wavelength': 0.704, 'full_width_half_max': 0.019}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge2': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230126_0_L2A/B06.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red edge 2 (band 6) - 20m', 'eo:bands': [{'name': 'rededge2', 'common_name': 'rededge', 'description': 'Red edge 2 (band 6)', 'center_wavelength': 0.74, 'full_width_half_max': 0.018}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge3': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230126_0_L2A/B07.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red edge 3 (band 7) - 20m', 'eo:bands': [{'name': 'rededge3', 'common_name': 'rededge', 'description': 'Red edge 3 (band 7)', 'center_wavelength': 0.783, 'full_width_half_max': 0.028}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'scl': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230126_0_L2A/SCL.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Scene classification map (SCL)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint8', 'spatial_resolution': 20}], 'roles': ['data', 'reflectance']}, 'swir16': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230126_0_L2A/B11.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'SWIR 1 (band 11) - 20m', 'eo:bands': [{'name': 'swir16', 'common_name': 'swir16', 'description': 'SWIR 1 (band 11)', 'center_wavelength': 1.61, 'full_width_half_max': 0.143}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'swir22': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230126_0_L2A/B12.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'SWIR 2 (band 12) - 20m', 'eo:bands': [{'name': 'swir22', 'common_name': 'swir22', 'description': 'SWIR 2 (band 12)', 'center_wavelength': 2.19, 'full_width_half_max': 0.242}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'thumbnail': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230126_0_L2A/thumbnail.jpg', 'type': 'image/jpeg', 'title': 'Thumbnail image', 'roles': ['thumbnail']}, 'tileinfo_metadata': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230126_0_L2A/tileinfo_metadata.json', 'type': 'application/json', 'roles': ['metadata']}, 'visual': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230126_0_L2A/TCI.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'True color image', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}, {'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}, {'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'roles': ['visual']}, 'wvp': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230126_0_L2A/WVP.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Water vapour (WVP)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'unit': 'cm', 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}, 'aot-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/26/0/AOT.jp2', 'type': 'image/jp2', 'title': 'Aerosol optical thickness (AOT)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}, 'blue-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/26/0/B02.jp2', 'type': 'image/jp2', 'title': 'Blue (band 2) - 10m', 'eo:bands': [{'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'coastal-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/26/0/B01.jp2', 'type': 'image/jp2', 'title': 'Coastal aerosol (band 1) - 60m', 'eo:bands': [{'name': 'coastal', 'common_name': 'coastal', 'description': 'Coastal aerosol (band 1)', 'center_wavelength': 0.443, 'full_width_half_max': 0.027}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'green-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/26/0/B03.jp2', 'type': 'image/jp2', 'title': 'Green (band 3) - 10m', 'eo:bands': [{'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/26/0/B08.jp2', 'type': 'image/jp2', 'title': 'NIR 1 (band 8) - 10m', 'eo:bands': [{'name': 'nir', 'common_name': 'nir', 'description': 'NIR 1 (band 8)', 'center_wavelength': 0.842, 'full_width_half_max': 0.145}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir08-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/26/0/B8A.jp2', 'type': 'image/jp2', 'title': 'NIR 2 (band 8A) - 20m', 'eo:bands': [{'name': 'nir08', 'common_name': 'nir08', 'description': 'NIR 2 (band 8A)', 'center_wavelength': 0.865, 'full_width_half_max': 0.033}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir09-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/26/0/B09.jp2', 'type': 'image/jp2', 'title': 'NIR 3 (band 9) - 60m', 'eo:bands': [{'name': 'nir09', 'common_name': 'nir09', 'description': 'NIR 3 (band 9)', 'center_wavelength': 0.945, 'full_width_half_max': 0.026}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'red-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/26/0/B04.jp2', 'type': 'image/jp2', 'title': 'Red (band 4) - 10m', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge1-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/26/0/B05.jp2', 'type': 'image/jp2', 'title': 'Red edge 1 (band 5) - 20m', 'eo:bands': [{'name': 'rededge1', 'common_name': 'rededge', 'description': 'Red edge 1 (band 5)', 'center_wavelength': 0.704, 'full_width_half_max': 0.019}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge2-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/26/0/B06.jp2', 'type': 'image/jp2', 'title': 'Red edge 2 (band 6) - 20m', 'eo:bands': [{'name': 'rededge2', 'common_name': 'rededge', 'description': 'Red edge 2 (band 6)', 'center_wavelength': 0.74, 'full_width_half_max': 0.018}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge3-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/26/0/B07.jp2', 'type': 'image/jp2', 'title': 'Red edge 3 (band 7) - 20m', 'eo:bands': [{'name': 'rededge3', 'common_name': 'rededge', 'description': 'Red edge 3 (band 7)', 'center_wavelength': 0.783, 'full_width_half_max': 0.028}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'scl-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/26/0/SCL.jp2', 'type': 'image/jp2', 'title': 'Scene classification map (SCL)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint8', 'spatial_resolution': 20}], 'roles': ['data', 'reflectance']}, 'swir16-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/26/0/B11.jp2', 'type': 'image/jp2', 'title': 'SWIR 1 (band 11) - 20m', 'eo:bands': [{'name': 'swir16', 'common_name': 'swir16', 'description': 'SWIR 1 (band 11)', 'center_wavelength': 1.61, 'full_width_half_max': 0.143}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'swir22-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/26/0/B12.jp2', 'type': 'image/jp2', 'title': 'SWIR 2 (band 12) - 20m', 'eo:bands': [{'name': 'swir22', 'common_name': 'swir22', 'description': 'SWIR 2 (band 12)', 'center_wavelength': 2.19, 'full_width_half_max': 0.242}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'visual-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/26/0/TCI.jp2', 'type': 'image/jp2', 'title': 'True color image', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}, {'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}, {'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'roles': ['visual']}, 'wvp-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/26/0/WVP.jp2', 'type': 'image/jp2', 'title': 'Water vapour (WVP)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'unit': 'cm', 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}}, 'bbox': [8.999754387288686, 45.056757746793146, 10.418890992989095, 46.05356536925373], 'stac_extensions': ['https://stac-extensions.github.io/processing/v1.1.0/schema.json', 'https://stac-extensions.github.io/raster/v1.1.0/schema.json', 'https://stac-extensions.github.io/eo/v1.0.0/schema.json', 'https://stac-extensions.github.io/view/v1.0.0/schema.json', 'https://stac-extensions.github.io/projection/v1.0.0/schema.json', 'https://stac-extensions.github.io/grid/v1.0.0/schema.json', 'https://stac-extensions.github.io/mgrs/v1.0.0/schema.json'], 'collection': 'sentinel-2-l2a'}, {'type': 'Feature', 'stac_version': '1.0.0', 'id': 'S2B_32TNR_20230121_0_L2A', 'properties': {'created': '2023-01-21T17:42:59.862Z', 'platform': 'sentinel-2b', 'constellation': 'sentinel-2', 'instruments': ['msi'], 'eo:cloud_cover': 68.40564, 'proj:epsg': 32632, 'mgrs:utm_zone': 32, 'mgrs:latitude_band': 'T', 'mgrs:grid_square': 'NR', 'grid:code': 'MGRS-32TNR', 'view:sun_azimuth': 163.618644211077, 'view:sun_elevation': 22.926297910763907, 's2:degraded_msi_data_percentage': 0.0021, 's2:nodata_pixel_percentage': 0, 's2:saturated_defective_pixel_percentage': 0, 's2:dark_features_percentage': 5.138951, 's2:cloud_shadow_percentage': 0.037983, 's2:vegetation_percentage': 6.790299, 's2:not_vegetated_percentage': 11.790837, 's2:water_percentage': 0.552928, 's2:unclassified_percentage': 0.03364, 's2:medium_proba_clouds_percentage': 38.76327, 's2:high_proba_clouds_percentage': 10.687659, 's2:thin_cirrus_percentage': 18.954715, 's2:snow_ice_percentage': 7.24972, 's2:product_type': 'S2MSI2A', 's2:processing_baseline': '05.09', 's2:product_uri': 'S2B_MSIL2A_20230121T102239_N0509_R065_T32TNR_20230121T113700.SAFE', 's2:generation_time': '2023-01-21T11:37:00.000000Z', 's2:datatake_id': 'GS2B_20230121T102239_030693_N05.09', 's2:datatake_type': 'INS-NOBS', 's2:datastrip_id': 'S2B_OPER_MSI_L2A_DS_2BPS_20230121T113700_S20230121T102235_N05.09', 's2:granule_id': 'S2B_OPER_MSI_L2A_TL_2BPS_20230121T113700_A030693_T32TNR_N05.09', 's2:reflectance_conversion_factor': 1.03331481581973, 'datetime': '2023-01-21T10:28:11.907000Z', 's2:sequence': '0', 'earthsearch:s3_path': 's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230121_0_L2A', 'earthsearch:payload_id': 'roda-sentinel2/workflow-sentinel2-to-stac/ec2614c790532ccbbfae14d05b5e9f0d', 'earthsearch:boa_offset_applied': True, 'processing:software': {'sentinel2-to-stac': '0.1.0'}, 'updated': '2023-01-21T17:42:59.862Z'}, 'geometry': {'type': 'Polygon', 'coordinates': [[[8.999754387288686, 46.05356536925373], [10.418890992989095, 46.04475738929435], [10.394241393041778, 45.056757746793146], [8.999758655880777, 45.06526899586078], [8.999754387288686, 46.05356536925373]]]}, 'links': [{'rel': 'self', 'type': 'application/geo+json', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a/items/S2B_32TNR_20230121_0_L2A'}, {'rel': 'canonical', 'href': 's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230121_0_L2A/S2B_32TNR_20230121_0_L2A.json', 'type': 'application/json'}, {'rel': 'license', 'href': 'https://sentinel.esa.int/documents/247904/690755/Sentinel_Data_Legal_Notice'}, {'rel': 'derived_from', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l1c/items/S2B_32TNR_20230121_0_L1C', 'type': 'application/geo+json'}, {'rel': 'parent', 'type': 'application/json', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a'}, {'rel': 'collection', 'type': 'application/json', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a'}, {'rel': 'root', 'type': 'application/json', 'href': 'https://earth-search.aws.element84.com/v1'}, {'rel': 'thumbnail', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a/items/S2B_32TNR_20230121_0_L2A/thumbnail'}], 'assets': {'aot': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230121_0_L2A/AOT.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Aerosol optical thickness (AOT)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}, 'blue': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230121_0_L2A/B02.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Blue (band 2) - 10m', 'eo:bands': [{'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'coastal': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230121_0_L2A/B01.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Coastal aerosol (band 1) - 60m', 'eo:bands': [{'name': 'coastal', 'common_name': 'coastal', 'description': 'Coastal aerosol (band 1)', 'center_wavelength': 0.443, 'full_width_half_max': 0.027}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'granule_metadata': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230121_0_L2A/granule_metadata.xml', 'type': 'application/xml', 'roles': ['metadata']}, 'green': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230121_0_L2A/B03.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Green (band 3) - 10m', 'eo:bands': [{'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230121_0_L2A/B08.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'NIR 1 (band 8) - 10m', 'eo:bands': [{'name': 'nir', 'common_name': 'nir', 'description': 'NIR 1 (band 8)', 'center_wavelength': 0.842, 'full_width_half_max': 0.145}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir08': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230121_0_L2A/B8A.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'NIR 2 (band 8A) - 20m', 'eo:bands': [{'name': 'nir08', 'common_name': 'nir08', 'description': 'NIR 2 (band 8A)', 'center_wavelength': 0.865, 'full_width_half_max': 0.033}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir09': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230121_0_L2A/B09.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'NIR 3 (band 9) - 60m', 'eo:bands': [{'name': 'nir09', 'common_name': 'nir09', 'description': 'NIR 3 (band 9)', 'center_wavelength': 0.945, 'full_width_half_max': 0.026}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'red': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230121_0_L2A/B04.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red (band 4) - 10m', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge1': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230121_0_L2A/B05.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red edge 1 (band 5) - 20m', 'eo:bands': [{'name': 'rededge1', 'common_name': 'rededge', 'description': 'Red edge 1 (band 5)', 'center_wavelength': 0.704, 'full_width_half_max': 0.019}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge2': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230121_0_L2A/B06.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red edge 2 (band 6) - 20m', 'eo:bands': [{'name': 'rededge2', 'common_name': 'rededge', 'description': 'Red edge 2 (band 6)', 'center_wavelength': 0.74, 'full_width_half_max': 0.018}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge3': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230121_0_L2A/B07.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red edge 3 (band 7) - 20m', 'eo:bands': [{'name': 'rededge3', 'common_name': 'rededge', 'description': 'Red edge 3 (band 7)', 'center_wavelength': 0.783, 'full_width_half_max': 0.028}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'scl': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230121_0_L2A/SCL.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Scene classification map (SCL)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint8', 'spatial_resolution': 20}], 'roles': ['data', 'reflectance']}, 'swir16': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230121_0_L2A/B11.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'SWIR 1 (band 11) - 20m', 'eo:bands': [{'name': 'swir16', 'common_name': 'swir16', 'description': 'SWIR 1 (band 11)', 'center_wavelength': 1.61, 'full_width_half_max': 0.143}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'swir22': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230121_0_L2A/B12.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'SWIR 2 (band 12) - 20m', 'eo:bands': [{'name': 'swir22', 'common_name': 'swir22', 'description': 'SWIR 2 (band 12)', 'center_wavelength': 2.19, 'full_width_half_max': 0.242}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'thumbnail': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230121_0_L2A/thumbnail.jpg', 'type': 'image/jpeg', 'title': 'Thumbnail image', 'roles': ['thumbnail']}, 'tileinfo_metadata': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230121_0_L2A/tileinfo_metadata.json', 'type': 'application/json', 'roles': ['metadata']}, 'visual': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230121_0_L2A/TCI.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'True color image', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}, {'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}, {'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'roles': ['visual']}, 'wvp': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230121_0_L2A/WVP.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Water vapour (WVP)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'unit': 'cm', 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}, 'aot-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/21/0/AOT.jp2', 'type': 'image/jp2', 'title': 'Aerosol optical thickness (AOT)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}, 'blue-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/21/0/B02.jp2', 'type': 'image/jp2', 'title': 'Blue (band 2) - 10m', 'eo:bands': [{'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'coastal-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/21/0/B01.jp2', 'type': 'image/jp2', 'title': 'Coastal aerosol (band 1) - 60m', 'eo:bands': [{'name': 'coastal', 'common_name': 'coastal', 'description': 'Coastal aerosol (band 1)', 'center_wavelength': 0.443, 'full_width_half_max': 0.027}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'green-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/21/0/B03.jp2', 'type': 'image/jp2', 'title': 'Green (band 3) - 10m', 'eo:bands': [{'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/21/0/B08.jp2', 'type': 'image/jp2', 'title': 'NIR 1 (band 8) - 10m', 'eo:bands': [{'name': 'nir', 'common_name': 'nir', 'description': 'NIR 1 (band 8)', 'center_wavelength': 0.842, 'full_width_half_max': 0.145}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir08-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/21/0/B8A.jp2', 'type': 'image/jp2', 'title': 'NIR 2 (band 8A) - 20m', 'eo:bands': [{'name': 'nir08', 'common_name': 'nir08', 'description': 'NIR 2 (band 8A)', 'center_wavelength': 0.865, 'full_width_half_max': 0.033}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir09-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/21/0/B09.jp2', 'type': 'image/jp2', 'title': 'NIR 3 (band 9) - 60m', 'eo:bands': [{'name': 'nir09', 'common_name': 'nir09', 'description': 'NIR 3 (band 9)', 'center_wavelength': 0.945, 'full_width_half_max': 0.026}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'red-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/21/0/B04.jp2', 'type': 'image/jp2', 'title': 'Red (band 4) - 10m', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge1-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/21/0/B05.jp2', 'type': 'image/jp2', 'title': 'Red edge 1 (band 5) - 20m', 'eo:bands': [{'name': 'rededge1', 'common_name': 'rededge', 'description': 'Red edge 1 (band 5)', 'center_wavelength': 0.704, 'full_width_half_max': 0.019}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge2-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/21/0/B06.jp2', 'type': 'image/jp2', 'title': 'Red edge 2 (band 6) - 20m', 'eo:bands': [{'name': 'rededge2', 'common_name': 'rededge', 'description': 'Red edge 2 (band 6)', 'center_wavelength': 0.74, 'full_width_half_max': 0.018}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge3-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/21/0/B07.jp2', 'type': 'image/jp2', 'title': 'Red edge 3 (band 7) - 20m', 'eo:bands': [{'name': 'rededge3', 'common_name': 'rededge', 'description': 'Red edge 3 (band 7)', 'center_wavelength': 0.783, 'full_width_half_max': 0.028}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'scl-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/21/0/SCL.jp2', 'type': 'image/jp2', 'title': 'Scene classification map (SCL)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint8', 'spatial_resolution': 20}], 'roles': ['data', 'reflectance']}, 'swir16-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/21/0/B11.jp2', 'type': 'image/jp2', 'title': 'SWIR 1 (band 11) - 20m', 'eo:bands': [{'name': 'swir16', 'common_name': 'swir16', 'description': 'SWIR 1 (band 11)', 'center_wavelength': 1.61, 'full_width_half_max': 0.143}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'swir22-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/21/0/B12.jp2', 'type': 'image/jp2', 'title': 'SWIR 2 (band 12) - 20m', 'eo:bands': [{'name': 'swir22', 'common_name': 'swir22', 'description': 'SWIR 2 (band 12)', 'center_wavelength': 2.19, 'full_width_half_max': 0.242}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'visual-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/21/0/TCI.jp2', 'type': 'image/jp2', 'title': 'True color image', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}, {'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}, {'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'roles': ['visual']}, 'wvp-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/21/0/WVP.jp2', 'type': 'image/jp2', 'title': 'Water vapour (WVP)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'unit': 'cm', 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}}, 'bbox': [8.999754387288686, 45.056757746793146, 10.418890992989095, 46.05356536925373], 'stac_extensions': ['https://stac-extensions.github.io/eo/v1.0.0/schema.json', 'https://stac-extensions.github.io/projection/v1.0.0/schema.json', 'https://stac-extensions.github.io/grid/v1.0.0/schema.json', 'https://stac-extensions.github.io/raster/v1.1.0/schema.json', 'https://stac-extensions.github.io/view/v1.0.0/schema.json', 'https://stac-extensions.github.io/processing/v1.1.0/schema.json', 'https://stac-extensions.github.io/mgrs/v1.0.0/schema.json'], 'collection': 'sentinel-2-l2a'}, {'type': 'Feature', 'stac_version': '1.0.0', 'id': 'S2A_32TNR_20230116_0_L2A', 'properties': {'created': '2023-01-16T16:58:50.344Z', 'platform': 'sentinel-2a', 'constellation': 'sentinel-2', 'instruments': ['msi'], 'eo:cloud_cover': 95.510781, 'proj:epsg': 32632, 'mgrs:utm_zone': 32, 'mgrs:latitude_band': 'T', 'mgrs:grid_square': 'NR', 'grid:code': 'MGRS-32TNR', 'view:sun_azimuth': 164.233149382057, 'view:sun_elevation': 21.990654775921797, 's2:degraded_msi_data_percentage': 0.0075, 's2:nodata_pixel_percentage': 0, 's2:saturated_defective_pixel_percentage': 0, 's2:dark_features_percentage': 1.055385, 's2:cloud_shadow_percentage': 3.343091, 's2:vegetation_percentage': 0, 's2:not_vegetated_percentage': 0.000202, 's2:water_percentage': 0.007004, 's2:unclassified_percentage': 4e-05, 's2:medium_proba_clouds_percentage': 47.175184, 's2:high_proba_clouds_percentage': 46.2935, 's2:thin_cirrus_percentage': 2.042097, 's2:snow_ice_percentage': 0.083497, 's2:product_type': 'S2MSI2A', 's2:processing_baseline': '05.09', 's2:product_uri': 'S2A_MSIL2A_20230116T102351_N0509_R065_T32TNR_20230116T135854.SAFE', 's2:generation_time': '2023-01-16T13:58:54.000000Z', 's2:datatake_id': 'GS2A_20230116T102351_039530_N05.09', 's2:datatake_type': 'INS-NOBS', 's2:datastrip_id': 'S2A_OPER_MSI_L2A_DS_2APS_20230116T135854_S20230116T102349_N05.09', 's2:granule_id': 'S2A_OPER_MSI_L2A_TL_2APS_20230116T135854_A039530_T32TNR_N05.09', 's2:reflectance_conversion_factor': 1.03390495472955, 'datetime': '2023-01-16T10:28:10.371000Z', 's2:sequence': '0', 'earthsearch:s3_path': 's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230116_0_L2A', 'earthsearch:payload_id': 'roda-sentinel2/workflow-sentinel2-to-stac/39ce3760ba19612f7ea3b75482a255f7', 'earthsearch:boa_offset_applied': True, 'processing:software': {'sentinel2-to-stac': '0.1.0'}, 'updated': '2023-01-16T16:58:50.344Z'}, 'geometry': {'type': 'Polygon', 'coordinates': [[[8.999754387288686, 46.05356536925373], [10.418890992989095, 46.04475738929435], [10.394241393041778, 45.056757746793146], [8.999758655880777, 45.06526899586078], [8.999754387288686, 46.05356536925373]]]}, 'links': [{'rel': 'self', 'type': 'application/geo+json', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a/items/S2A_32TNR_20230116_0_L2A'}, {'rel': 'canonical', 'href': 's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230116_0_L2A/S2A_32TNR_20230116_0_L2A.json', 'type': 'application/json'}, {'rel': 'license', 'href': 'https://sentinel.esa.int/documents/247904/690755/Sentinel_Data_Legal_Notice'}, {'rel': 'derived_from', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l1c/items/S2A_32TNR_20230116_0_L1C', 'type': 'application/geo+json'}, {'rel': 'parent', 'type': 'application/json', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a'}, {'rel': 'collection', 'type': 'application/json', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a'}, {'rel': 'root', 'type': 'application/json', 'href': 'https://earth-search.aws.element84.com/v1'}, {'rel': 'thumbnail', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a/items/S2A_32TNR_20230116_0_L2A/thumbnail'}], 'assets': {'aot': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230116_0_L2A/AOT.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Aerosol optical thickness (AOT)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}, 'blue': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230116_0_L2A/B02.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Blue (band 2) - 10m', 'eo:bands': [{'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'coastal': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230116_0_L2A/B01.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Coastal aerosol (band 1) - 60m', 'eo:bands': [{'name': 'coastal', 'common_name': 'coastal', 'description': 'Coastal aerosol (band 1)', 'center_wavelength': 0.443, 'full_width_half_max': 0.027}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'granule_metadata': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230116_0_L2A/granule_metadata.xml', 'type': 'application/xml', 'roles': ['metadata']}, 'green': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230116_0_L2A/B03.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Green (band 3) - 10m', 'eo:bands': [{'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230116_0_L2A/B08.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'NIR 1 (band 8) - 10m', 'eo:bands': [{'name': 'nir', 'common_name': 'nir', 'description': 'NIR 1 (band 8)', 'center_wavelength': 0.842, 'full_width_half_max': 0.145}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir08': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230116_0_L2A/B8A.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'NIR 2 (band 8A) - 20m', 'eo:bands': [{'name': 'nir08', 'common_name': 'nir08', 'description': 'NIR 2 (band 8A)', 'center_wavelength': 0.865, 'full_width_half_max': 0.033}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir09': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230116_0_L2A/B09.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'NIR 3 (band 9) - 60m', 'eo:bands': [{'name': 'nir09', 'common_name': 'nir09', 'description': 'NIR 3 (band 9)', 'center_wavelength': 0.945, 'full_width_half_max': 0.026}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'red': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230116_0_L2A/B04.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red (band 4) - 10m', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge1': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230116_0_L2A/B05.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red edge 1 (band 5) - 20m', 'eo:bands': [{'name': 'rededge1', 'common_name': 'rededge', 'description': 'Red edge 1 (band 5)', 'center_wavelength': 0.704, 'full_width_half_max': 0.019}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge2': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230116_0_L2A/B06.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red edge 2 (band 6) - 20m', 'eo:bands': [{'name': 'rededge2', 'common_name': 'rededge', 'description': 'Red edge 2 (band 6)', 'center_wavelength': 0.74, 'full_width_half_max': 0.018}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge3': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230116_0_L2A/B07.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red edge 3 (band 7) - 20m', 'eo:bands': [{'name': 'rededge3', 'common_name': 'rededge', 'description': 'Red edge 3 (band 7)', 'center_wavelength': 0.783, 'full_width_half_max': 0.028}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'scl': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230116_0_L2A/SCL.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Scene classification map (SCL)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint8', 'spatial_resolution': 20}], 'roles': ['data', 'reflectance']}, 'swir16': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230116_0_L2A/B11.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'SWIR 1 (band 11) - 20m', 'eo:bands': [{'name': 'swir16', 'common_name': 'swir16', 'description': 'SWIR 1 (band 11)', 'center_wavelength': 1.61, 'full_width_half_max': 0.143}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'swir22': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230116_0_L2A/B12.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'SWIR 2 (band 12) - 20m', 'eo:bands': [{'name': 'swir22', 'common_name': 'swir22', 'description': 'SWIR 2 (band 12)', 'center_wavelength': 2.19, 'full_width_half_max': 0.242}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'thumbnail': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230116_0_L2A/thumbnail.jpg', 'type': 'image/jpeg', 'title': 'Thumbnail image', 'roles': ['thumbnail']}, 'tileinfo_metadata': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230116_0_L2A/tileinfo_metadata.json', 'type': 'application/json', 'roles': ['metadata']}, 'visual': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230116_0_L2A/TCI.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'True color image', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}, {'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}, {'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'roles': ['visual']}, 'wvp': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230116_0_L2A/WVP.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Water vapour (WVP)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'unit': 'cm', 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}, 'aot-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/16/0/AOT.jp2', 'type': 'image/jp2', 'title': 'Aerosol optical thickness (AOT)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}, 'blue-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/16/0/B02.jp2', 'type': 'image/jp2', 'title': 'Blue (band 2) - 10m', 'eo:bands': [{'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'coastal-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/16/0/B01.jp2', 'type': 'image/jp2', 'title': 'Coastal aerosol (band 1) - 60m', 'eo:bands': [{'name': 'coastal', 'common_name': 'coastal', 'description': 'Coastal aerosol (band 1)', 'center_wavelength': 0.443, 'full_width_half_max': 0.027}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'green-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/16/0/B03.jp2', 'type': 'image/jp2', 'title': 'Green (band 3) - 10m', 'eo:bands': [{'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/16/0/B08.jp2', 'type': 'image/jp2', 'title': 'NIR 1 (band 8) - 10m', 'eo:bands': [{'name': 'nir', 'common_name': 'nir', 'description': 'NIR 1 (band 8)', 'center_wavelength': 0.842, 'full_width_half_max': 0.145}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir08-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/16/0/B8A.jp2', 'type': 'image/jp2', 'title': 'NIR 2 (band 8A) - 20m', 'eo:bands': [{'name': 'nir08', 'common_name': 'nir08', 'description': 'NIR 2 (band 8A)', 'center_wavelength': 0.865, 'full_width_half_max': 0.033}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir09-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/16/0/B09.jp2', 'type': 'image/jp2', 'title': 'NIR 3 (band 9) - 60m', 'eo:bands': [{'name': 'nir09', 'common_name': 'nir09', 'description': 'NIR 3 (band 9)', 'center_wavelength': 0.945, 'full_width_half_max': 0.026}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'red-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/16/0/B04.jp2', 'type': 'image/jp2', 'title': 'Red (band 4) - 10m', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge1-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/16/0/B05.jp2', 'type': 'image/jp2', 'title': 'Red edge 1 (band 5) - 20m', 'eo:bands': [{'name': 'rededge1', 'common_name': 'rededge', 'description': 'Red edge 1 (band 5)', 'center_wavelength': 0.704, 'full_width_half_max': 0.019}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge2-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/16/0/B06.jp2', 'type': 'image/jp2', 'title': 'Red edge 2 (band 6) - 20m', 'eo:bands': [{'name': 'rededge2', 'common_name': 'rededge', 'description': 'Red edge 2 (band 6)', 'center_wavelength': 0.74, 'full_width_half_max': 0.018}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge3-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/16/0/B07.jp2', 'type': 'image/jp2', 'title': 'Red edge 3 (band 7) - 20m', 'eo:bands': [{'name': 'rededge3', 'common_name': 'rededge', 'description': 'Red edge 3 (band 7)', 'center_wavelength': 0.783, 'full_width_half_max': 0.028}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'scl-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/16/0/SCL.jp2', 'type': 'image/jp2', 'title': 'Scene classification map (SCL)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint8', 'spatial_resolution': 20}], 'roles': ['data', 'reflectance']}, 'swir16-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/16/0/B11.jp2', 'type': 'image/jp2', 'title': 'SWIR 1 (band 11) - 20m', 'eo:bands': [{'name': 'swir16', 'common_name': 'swir16', 'description': 'SWIR 1 (band 11)', 'center_wavelength': 1.61, 'full_width_half_max': 0.143}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'swir22-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/16/0/B12.jp2', 'type': 'image/jp2', 'title': 'SWIR 2 (band 12) - 20m', 'eo:bands': [{'name': 'swir22', 'common_name': 'swir22', 'description': 'SWIR 2 (band 12)', 'center_wavelength': 2.19, 'full_width_half_max': 0.242}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'visual-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/16/0/TCI.jp2', 'type': 'image/jp2', 'title': 'True color image', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}, {'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}, {'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'roles': ['visual']}, 'wvp-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/16/0/WVP.jp2', 'type': 'image/jp2', 'title': 'Water vapour (WVP)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'unit': 'cm', 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}}, 'bbox': [8.999754387288686, 45.056757746793146, 10.418890992989095, 46.05356536925373], 'stac_extensions': ['https://stac-extensions.github.io/eo/v1.0.0/schema.json', 'https://stac-extensions.github.io/mgrs/v1.0.0/schema.json', 'https://stac-extensions.github.io/grid/v1.0.0/schema.json', 'https://stac-extensions.github.io/projection/v1.0.0/schema.json', 'https://stac-extensions.github.io/processing/v1.1.0/schema.json', 'https://stac-extensions.github.io/raster/v1.1.0/schema.json', 'https://stac-extensions.github.io/view/v1.0.0/schema.json'], 'collection': 'sentinel-2-l2a'}, {'type': 'Feature', 'stac_version': '1.0.0', 'id': 'S2A_32TNR_20230113_0_L2A', 'properties': {'created': '2023-01-13T19:57:10.004Z', 'platform': 'sentinel-2a', 'constellation': 'sentinel-2', 'instruments': ['msi'], 'eo:cloud_cover': 99.582672, 'proj:epsg': 32632, 'mgrs:utm_zone': 32, 'mgrs:latitude_band': 'T', 'mgrs:grid_square': 'NR', 'grid:code': 'MGRS-32TNR', 'view:sun_azimuth': 162.190744160575, 'view:sun_elevation': 21.013624237272097, 's2:degraded_msi_data_percentage': 0.0261, 's2:nodata_pixel_percentage': 57.467782, 's2:saturated_defective_pixel_percentage': 0, 's2:dark_features_percentage': 0.064941, 's2:cloud_shadow_percentage': 0.350176, 's2:vegetation_percentage': 0, 's2:not_vegetated_percentage': 0, 's2:water_percentage': 0, 's2:unclassified_percentage': 0, 's2:medium_proba_clouds_percentage': 4.1649, 's2:high_proba_clouds_percentage': 95.417774, 's2:thin_cirrus_percentage': 0, 's2:snow_ice_percentage': 0.002208, 's2:product_type': 'S2MSI2A', 's2:processing_baseline': '05.09', 's2:product_uri': 'S2A_MSIL2A_20230113T101401_N0509_R022_T32TNR_20230113T141756.SAFE', 's2:generation_time': '2023-01-13T14:17:56.000000Z', 's2:datatake_id': 'GS2A_20230113T101401_039487_N05.09', 's2:datatake_type': 'INS-NOBS', 's2:datastrip_id': 'S2A_OPER_MSI_L2A_DS_2APS_20230113T141756_S20230113T101355_N05.09', 's2:granule_id': 'S2A_OPER_MSI_L2A_TL_2APS_20230113T141756_A039487_T32TNR_N05.09', 's2:reflectance_conversion_factor': 1.03413658824197, 'datetime': '2023-01-13T10:18:14.252000Z', 's2:sequence': '0', 'earthsearch:s3_path': 's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230113_0_L2A', 'earthsearch:payload_id': 'roda-sentinel2/workflow-sentinel2-to-stac/9827f5a7cc860f22c0794446814030b3', 'earthsearch:boa_offset_applied': True, 'processing:software': {'sentinel2-to-stac': '0.1.0'}, 'updated': '2023-01-13T19:57:10.004Z'}, 'geometry': {'type': 'Polygon', 'coordinates': [[[9.98578523599899, 46.04931410205097], [10.418890992989095, 46.04475738929435], [10.394241393041778, 45.056757746793146], [9.640480672002681, 45.06347304234703], [9.858947125625718, 45.70079724768099], [9.87323068124495, 45.73535334931253], [9.912585796470207, 45.84650655820829], [9.930226485282407, 45.90429478370097], [9.951524384881228, 45.95542106805855], [9.98578523599899, 46.04931410205097]]]}, 'links': [{'rel': 'self', 'type': 'application/geo+json', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a/items/S2A_32TNR_20230113_0_L2A'}, {'rel': 'canonical', 'href': 's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230113_0_L2A/S2A_32TNR_20230113_0_L2A.json', 'type': 'application/json'}, {'rel': 'license', 'href': 'https://sentinel.esa.int/documents/247904/690755/Sentinel_Data_Legal_Notice'}, {'rel': 'derived_from', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l1c/items/S2A_32TNR_20230113_0_L1C', 'type': 'application/geo+json'}, {'rel': 'parent', 'type': 'application/json', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a'}, {'rel': 'collection', 'type': 'application/json', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a'}, {'rel': 'root', 'type': 'application/json', 'href': 'https://earth-search.aws.element84.com/v1'}, {'rel': 'thumbnail', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a/items/S2A_32TNR_20230113_0_L2A/thumbnail'}], 'assets': {'aot': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230113_0_L2A/AOT.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Aerosol optical thickness (AOT)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}, 'blue': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230113_0_L2A/B02.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Blue (band 2) - 10m', 'eo:bands': [{'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'coastal': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230113_0_L2A/B01.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Coastal aerosol (band 1) - 60m', 'eo:bands': [{'name': 'coastal', 'common_name': 'coastal', 'description': 'Coastal aerosol (band 1)', 'center_wavelength': 0.443, 'full_width_half_max': 0.027}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'granule_metadata': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230113_0_L2A/granule_metadata.xml', 'type': 'application/xml', 'roles': ['metadata']}, 'green': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230113_0_L2A/B03.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Green (band 3) - 10m', 'eo:bands': [{'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230113_0_L2A/B08.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'NIR 1 (band 8) - 10m', 'eo:bands': [{'name': 'nir', 'common_name': 'nir', 'description': 'NIR 1 (band 8)', 'center_wavelength': 0.842, 'full_width_half_max': 0.145}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir08': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230113_0_L2A/B8A.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'NIR 2 (band 8A) - 20m', 'eo:bands': [{'name': 'nir08', 'common_name': 'nir08', 'description': 'NIR 2 (band 8A)', 'center_wavelength': 0.865, 'full_width_half_max': 0.033}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir09': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230113_0_L2A/B09.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'NIR 3 (band 9) - 60m', 'eo:bands': [{'name': 'nir09', 'common_name': 'nir09', 'description': 'NIR 3 (band 9)', 'center_wavelength': 0.945, 'full_width_half_max': 0.026}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'red': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230113_0_L2A/B04.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red (band 4) - 10m', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge1': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230113_0_L2A/B05.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red edge 1 (band 5) - 20m', 'eo:bands': [{'name': 'rededge1', 'common_name': 'rededge', 'description': 'Red edge 1 (band 5)', 'center_wavelength': 0.704, 'full_width_half_max': 0.019}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge2': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230113_0_L2A/B06.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red edge 2 (band 6) - 20m', 'eo:bands': [{'name': 'rededge2', 'common_name': 'rededge', 'description': 'Red edge 2 (band 6)', 'center_wavelength': 0.74, 'full_width_half_max': 0.018}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge3': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230113_0_L2A/B07.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red edge 3 (band 7) - 20m', 'eo:bands': [{'name': 'rededge3', 'common_name': 'rededge', 'description': 'Red edge 3 (band 7)', 'center_wavelength': 0.783, 'full_width_half_max': 0.028}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'scl': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230113_0_L2A/SCL.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Scene classification map (SCL)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint8', 'spatial_resolution': 20}], 'roles': ['data', 'reflectance']}, 'swir16': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230113_0_L2A/B11.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'SWIR 1 (band 11) - 20m', 'eo:bands': [{'name': 'swir16', 'common_name': 'swir16', 'description': 'SWIR 1 (band 11)', 'center_wavelength': 1.61, 'full_width_half_max': 0.143}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'swir22': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230113_0_L2A/B12.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'SWIR 2 (band 12) - 20m', 'eo:bands': [{'name': 'swir22', 'common_name': 'swir22', 'description': 'SWIR 2 (band 12)', 'center_wavelength': 2.19, 'full_width_half_max': 0.242}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'thumbnail': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230113_0_L2A/thumbnail.jpg', 'type': 'image/jpeg', 'title': 'Thumbnail image', 'roles': ['thumbnail']}, 'tileinfo_metadata': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230113_0_L2A/tileinfo_metadata.json', 'type': 'application/json', 'roles': ['metadata']}, 'visual': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230113_0_L2A/TCI.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'True color image', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}, {'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}, {'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'roles': ['visual']}, 'wvp': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230113_0_L2A/WVP.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Water vapour (WVP)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'unit': 'cm', 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}, 'aot-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/13/0/AOT.jp2', 'type': 'image/jp2', 'title': 'Aerosol optical thickness (AOT)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}, 'blue-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/13/0/B02.jp2', 'type': 'image/jp2', 'title': 'Blue (band 2) - 10m', 'eo:bands': [{'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'coastal-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/13/0/B01.jp2', 'type': 'image/jp2', 'title': 'Coastal aerosol (band 1) - 60m', 'eo:bands': [{'name': 'coastal', 'common_name': 'coastal', 'description': 'Coastal aerosol (band 1)', 'center_wavelength': 0.443, 'full_width_half_max': 0.027}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'green-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/13/0/B03.jp2', 'type': 'image/jp2', 'title': 'Green (band 3) - 10m', 'eo:bands': [{'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/13/0/B08.jp2', 'type': 'image/jp2', 'title': 'NIR 1 (band 8) - 10m', 'eo:bands': [{'name': 'nir', 'common_name': 'nir', 'description': 'NIR 1 (band 8)', 'center_wavelength': 0.842, 'full_width_half_max': 0.145}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir08-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/13/0/B8A.jp2', 'type': 'image/jp2', 'title': 'NIR 2 (band 8A) - 20m', 'eo:bands': [{'name': 'nir08', 'common_name': 'nir08', 'description': 'NIR 2 (band 8A)', 'center_wavelength': 0.865, 'full_width_half_max': 0.033}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir09-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/13/0/B09.jp2', 'type': 'image/jp2', 'title': 'NIR 3 (band 9) - 60m', 'eo:bands': [{'name': 'nir09', 'common_name': 'nir09', 'description': 'NIR 3 (band 9)', 'center_wavelength': 0.945, 'full_width_half_max': 0.026}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'red-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/13/0/B04.jp2', 'type': 'image/jp2', 'title': 'Red (band 4) - 10m', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge1-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/13/0/B05.jp2', 'type': 'image/jp2', 'title': 'Red edge 1 (band 5) - 20m', 'eo:bands': [{'name': 'rededge1', 'common_name': 'rededge', 'description': 'Red edge 1 (band 5)', 'center_wavelength': 0.704, 'full_width_half_max': 0.019}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge2-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/13/0/B06.jp2', 'type': 'image/jp2', 'title': 'Red edge 2 (band 6) - 20m', 'eo:bands': [{'name': 'rededge2', 'common_name': 'rededge', 'description': 'Red edge 2 (band 6)', 'center_wavelength': 0.74, 'full_width_half_max': 0.018}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge3-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/13/0/B07.jp2', 'type': 'image/jp2', 'title': 'Red edge 3 (band 7) - 20m', 'eo:bands': [{'name': 'rededge3', 'common_name': 'rededge', 'description': 'Red edge 3 (band 7)', 'center_wavelength': 0.783, 'full_width_half_max': 0.028}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'scl-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/13/0/SCL.jp2', 'type': 'image/jp2', 'title': 'Scene classification map (SCL)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint8', 'spatial_resolution': 20}], 'roles': ['data', 'reflectance']}, 'swir16-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/13/0/B11.jp2', 'type': 'image/jp2', 'title': 'SWIR 1 (band 11) - 20m', 'eo:bands': [{'name': 'swir16', 'common_name': 'swir16', 'description': 'SWIR 1 (band 11)', 'center_wavelength': 1.61, 'full_width_half_max': 0.143}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'swir22-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/13/0/B12.jp2', 'type': 'image/jp2', 'title': 'SWIR 2 (band 12) - 20m', 'eo:bands': [{'name': 'swir22', 'common_name': 'swir22', 'description': 'SWIR 2 (band 12)', 'center_wavelength': 2.19, 'full_width_half_max': 0.242}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'visual-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/13/0/TCI.jp2', 'type': 'image/jp2', 'title': 'True color image', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}, {'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}, {'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'roles': ['visual']}, 'wvp-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/13/0/WVP.jp2', 'type': 'image/jp2', 'title': 'Water vapour (WVP)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'unit': 'cm', 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}}, 'bbox': [9.640480672002681, 45.056757746793146, 10.418890992989095, 46.04931410205097], 'stac_extensions': ['https://stac-extensions.github.io/mgrs/v1.0.0/schema.json', 'https://stac-extensions.github.io/grid/v1.0.0/schema.json', 'https://stac-extensions.github.io/eo/v1.0.0/schema.json', 'https://stac-extensions.github.io/raster/v1.1.0/schema.json', 'https://stac-extensions.github.io/processing/v1.1.0/schema.json', 'https://stac-extensions.github.io/view/v1.0.0/schema.json', 'https://stac-extensions.github.io/projection/v1.0.0/schema.json'], 'collection': 'sentinel-2-l2a'}, {'type': 'Feature', 'stac_version': '1.0.0', 'id': 'S2B_32TNR_20230111_0_L2A', 'properties': {'created': '2023-01-11T18:04:07.783Z', 'platform': 'sentinel-2b', 'constellation': 'sentinel-2', 'instruments': ['msi'], 'eo:cloud_cover': 98.817629, 'proj:epsg': 32632, 'mgrs:utm_zone': 32, 'mgrs:latitude_band': 'T', 'mgrs:grid_square': 'NR', 'grid:code': 'MGRS-32TNR', 'view:sun_azimuth': 164.871039983062, 'view:sun_elevation': 21.2280027455798, 's2:degraded_msi_data_percentage': 0.002, 's2:nodata_pixel_percentage': 0, 's2:saturated_defective_pixel_percentage': 0, 's2:dark_features_percentage': 0.210042, 's2:cloud_shadow_percentage': 0.965982, 's2:vegetation_percentage': 0, 's2:not_vegetated_percentage': 7e-06, 's2:water_percentage': 0.000627, 's2:unclassified_percentage': 0, 's2:medium_proba_clouds_percentage': 26.701248, 's2:high_proba_clouds_percentage': 72.112131, 's2:thin_cirrus_percentage': 0.00425, 's2:snow_ice_percentage': 0.00571, 's2:product_type': 'S2MSI2A', 's2:processing_baseline': '05.09', 's2:product_uri': 'S2B_MSIL2A_20230111T102309_N0509_R065_T32TNR_20230111T113531.SAFE', 's2:generation_time': '2023-01-11T11:35:31.000000Z', 's2:datatake_id': 'GS2B_20230111T102309_030550_N05.09', 's2:datatake_type': 'INS-NOBS', 's2:datastrip_id': 'S2B_OPER_MSI_L2A_DS_2BPS_20230111T113531_S20230111T102308_N05.09', 's2:granule_id': 'S2B_OPER_MSI_L2A_TL_2BPS_20230111T113531_A030550_T32TNR_N05.09', 's2:reflectance_conversion_factor': 1.03423862301394, 'datetime': '2023-01-11T10:28:09.917000Z', 's2:sequence': '0', 'earthsearch:s3_path': 's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230111_0_L2A', 'earthsearch:payload_id': 'roda-sentinel2/workflow-sentinel2-to-stac/3cbd0f348cf9b6ef85bbc422dcf6d47e', 'earthsearch:boa_offset_applied': True, 'processing:software': {'sentinel2-to-stac': '0.1.0'}, 'updated': '2023-01-11T18:04:07.783Z'}, 'geometry': {'type': 'Polygon', 'coordinates': [[[8.999754387288686, 46.05356536925373], [10.418890992989095, 46.04475738929435], [10.394241393041778, 45.056757746793146], [8.999758655880777, 45.06526899586078], [8.999754387288686, 46.05356536925373]]]}, 'links': [{'rel': 'self', 'type': 'application/geo+json', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a/items/S2B_32TNR_20230111_0_L2A'}, {'rel': 'canonical', 'href': 's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230111_0_L2A/S2B_32TNR_20230111_0_L2A.json', 'type': 'application/json'}, {'rel': 'license', 'href': 'https://sentinel.esa.int/documents/247904/690755/Sentinel_Data_Legal_Notice'}, {'rel': 'derived_from', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l1c/items/S2B_32TNR_20230111_0_L1C', 'type': 'application/geo+json'}, {'rel': 'parent', 'type': 'application/json', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a'}, {'rel': 'collection', 'type': 'application/json', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a'}, {'rel': 'root', 'type': 'application/json', 'href': 'https://earth-search.aws.element84.com/v1'}, {'rel': 'thumbnail', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a/items/S2B_32TNR_20230111_0_L2A/thumbnail'}], 'assets': {'aot': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230111_0_L2A/AOT.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Aerosol optical thickness (AOT)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}, 'blue': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230111_0_L2A/B02.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Blue (band 2) - 10m', 'eo:bands': [{'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'coastal': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230111_0_L2A/B01.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Coastal aerosol (band 1) - 60m', 'eo:bands': [{'name': 'coastal', 'common_name': 'coastal', 'description': 'Coastal aerosol (band 1)', 'center_wavelength': 0.443, 'full_width_half_max': 0.027}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'granule_metadata': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230111_0_L2A/granule_metadata.xml', 'type': 'application/xml', 'roles': ['metadata']}, 'green': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230111_0_L2A/B03.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Green (band 3) - 10m', 'eo:bands': [{'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230111_0_L2A/B08.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'NIR 1 (band 8) - 10m', 'eo:bands': [{'name': 'nir', 'common_name': 'nir', 'description': 'NIR 1 (band 8)', 'center_wavelength': 0.842, 'full_width_half_max': 0.145}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir08': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230111_0_L2A/B8A.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'NIR 2 (band 8A) - 20m', 'eo:bands': [{'name': 'nir08', 'common_name': 'nir08', 'description': 'NIR 2 (band 8A)', 'center_wavelength': 0.865, 'full_width_half_max': 0.033}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir09': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230111_0_L2A/B09.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'NIR 3 (band 9) - 60m', 'eo:bands': [{'name': 'nir09', 'common_name': 'nir09', 'description': 'NIR 3 (band 9)', 'center_wavelength': 0.945, 'full_width_half_max': 0.026}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'red': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230111_0_L2A/B04.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red (band 4) - 10m', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge1': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230111_0_L2A/B05.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red edge 1 (band 5) - 20m', 'eo:bands': [{'name': 'rededge1', 'common_name': 'rededge', 'description': 'Red edge 1 (band 5)', 'center_wavelength': 0.704, 'full_width_half_max': 0.019}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge2': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230111_0_L2A/B06.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red edge 2 (band 6) - 20m', 'eo:bands': [{'name': 'rededge2', 'common_name': 'rededge', 'description': 'Red edge 2 (band 6)', 'center_wavelength': 0.74, 'full_width_half_max': 0.018}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge3': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230111_0_L2A/B07.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red edge 3 (band 7) - 20m', 'eo:bands': [{'name': 'rededge3', 'common_name': 'rededge', 'description': 'Red edge 3 (band 7)', 'center_wavelength': 0.783, 'full_width_half_max': 0.028}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'scl': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230111_0_L2A/SCL.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Scene classification map (SCL)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint8', 'spatial_resolution': 20}], 'roles': ['data', 'reflectance']}, 'swir16': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230111_0_L2A/B11.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'SWIR 1 (band 11) - 20m', 'eo:bands': [{'name': 'swir16', 'common_name': 'swir16', 'description': 'SWIR 1 (band 11)', 'center_wavelength': 1.61, 'full_width_half_max': 0.143}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'swir22': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230111_0_L2A/B12.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'SWIR 2 (band 12) - 20m', 'eo:bands': [{'name': 'swir22', 'common_name': 'swir22', 'description': 'SWIR 2 (band 12)', 'center_wavelength': 2.19, 'full_width_half_max': 0.242}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'thumbnail': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230111_0_L2A/thumbnail.jpg', 'type': 'image/jpeg', 'title': 'Thumbnail image', 'roles': ['thumbnail']}, 'tileinfo_metadata': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230111_0_L2A/tileinfo_metadata.json', 'type': 'application/json', 'roles': ['metadata']}, 'visual': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230111_0_L2A/TCI.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'True color image', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}, {'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}, {'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'roles': ['visual']}, 'wvp': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230111_0_L2A/WVP.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Water vapour (WVP)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'unit': 'cm', 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}, 'aot-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/11/0/AOT.jp2', 'type': 'image/jp2', 'title': 'Aerosol optical thickness (AOT)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}, 'blue-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/11/0/B02.jp2', 'type': 'image/jp2', 'title': 'Blue (band 2) - 10m', 'eo:bands': [{'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'coastal-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/11/0/B01.jp2', 'type': 'image/jp2', 'title': 'Coastal aerosol (band 1) - 60m', 'eo:bands': [{'name': 'coastal', 'common_name': 'coastal', 'description': 'Coastal aerosol (band 1)', 'center_wavelength': 0.443, 'full_width_half_max': 0.027}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'green-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/11/0/B03.jp2', 'type': 'image/jp2', 'title': 'Green (band 3) - 10m', 'eo:bands': [{'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/11/0/B08.jp2', 'type': 'image/jp2', 'title': 'NIR 1 (band 8) - 10m', 'eo:bands': [{'name': 'nir', 'common_name': 'nir', 'description': 'NIR 1 (band 8)', 'center_wavelength': 0.842, 'full_width_half_max': 0.145}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir08-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/11/0/B8A.jp2', 'type': 'image/jp2', 'title': 'NIR 2 (band 8A) - 20m', 'eo:bands': [{'name': 'nir08', 'common_name': 'nir08', 'description': 'NIR 2 (band 8A)', 'center_wavelength': 0.865, 'full_width_half_max': 0.033}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir09-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/11/0/B09.jp2', 'type': 'image/jp2', 'title': 'NIR 3 (band 9) - 60m', 'eo:bands': [{'name': 'nir09', 'common_name': 'nir09', 'description': 'NIR 3 (band 9)', 'center_wavelength': 0.945, 'full_width_half_max': 0.026}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'red-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/11/0/B04.jp2', 'type': 'image/jp2', 'title': 'Red (band 4) - 10m', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge1-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/11/0/B05.jp2', 'type': 'image/jp2', 'title': 'Red edge 1 (band 5) - 20m', 'eo:bands': [{'name': 'rededge1', 'common_name': 'rededge', 'description': 'Red edge 1 (band 5)', 'center_wavelength': 0.704, 'full_width_half_max': 0.019}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge2-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/11/0/B06.jp2', 'type': 'image/jp2', 'title': 'Red edge 2 (band 6) - 20m', 'eo:bands': [{'name': 'rededge2', 'common_name': 'rededge', 'description': 'Red edge 2 (band 6)', 'center_wavelength': 0.74, 'full_width_half_max': 0.018}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge3-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/11/0/B07.jp2', 'type': 'image/jp2', 'title': 'Red edge 3 (band 7) - 20m', 'eo:bands': [{'name': 'rededge3', 'common_name': 'rededge', 'description': 'Red edge 3 (band 7)', 'center_wavelength': 0.783, 'full_width_half_max': 0.028}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'scl-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/11/0/SCL.jp2', 'type': 'image/jp2', 'title': 'Scene classification map (SCL)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint8', 'spatial_resolution': 20}], 'roles': ['data', 'reflectance']}, 'swir16-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/11/0/B11.jp2', 'type': 'image/jp2', 'title': 'SWIR 1 (band 11) - 20m', 'eo:bands': [{'name': 'swir16', 'common_name': 'swir16', 'description': 'SWIR 1 (band 11)', 'center_wavelength': 1.61, 'full_width_half_max': 0.143}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'swir22-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/11/0/B12.jp2', 'type': 'image/jp2', 'title': 'SWIR 2 (band 12) - 20m', 'eo:bands': [{'name': 'swir22', 'common_name': 'swir22', 'description': 'SWIR 2 (band 12)', 'center_wavelength': 2.19, 'full_width_half_max': 0.242}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'visual-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/11/0/TCI.jp2', 'type': 'image/jp2', 'title': 'True color image', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}, {'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}, {'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'roles': ['visual']}, 'wvp-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/11/0/WVP.jp2', 'type': 'image/jp2', 'title': 'Water vapour (WVP)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'unit': 'cm', 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}}, 'bbox': [8.999754387288686, 45.056757746793146, 10.418890992989095, 46.05356536925373], 'stac_extensions': ['https://stac-extensions.github.io/grid/v1.0.0/schema.json', 'https://stac-extensions.github.io/eo/v1.0.0/schema.json', 'https://stac-extensions.github.io/view/v1.0.0/schema.json', 'https://stac-extensions.github.io/raster/v1.1.0/schema.json', 'https://stac-extensions.github.io/mgrs/v1.0.0/schema.json', 'https://stac-extensions.github.io/processing/v1.1.0/schema.json', 'https://stac-extensions.github.io/projection/v1.0.0/schema.json'], 'collection': 'sentinel-2-l2a'}, {'type': 'Feature', 'stac_version': '1.0.0', 'id': 'S2A_32TNR_20230106_0_L2A', 'properties': {'created': '2023-01-06T16:36:02.543Z', 'platform': 'sentinel-2a', 'constellation': 'sentinel-2', 'instruments': ['msi'], 'eo:cloud_cover': 73.859167, 'proj:epsg': 32632, 'mgrs:utm_zone': 32, 'mgrs:latitude_band': 'T', 'mgrs:grid_square': 'NR', 'grid:code': 'MGRS-32TNR', 'view:sun_azimuth': 165.53338111519, 'view:sun_elevation': 20.647158370560902, 's2:degraded_msi_data_percentage': 0.0077, 's2:nodata_pixel_percentage': 1e-05, 's2:saturated_defective_pixel_percentage': 0, 's2:dark_features_percentage': 10.1788, 's2:cloud_shadow_percentage': 0.202727, 's2:vegetation_percentage': 2.812002, 's2:not_vegetated_percentage': 9.910572, 's2:water_percentage': 0.371034, 's2:unclassified_percentage': 0.158895, 's2:medium_proba_clouds_percentage': 2.911295, 's2:high_proba_clouds_percentage': 69.466138, 's2:thin_cirrus_percentage': 1.48173, 's2:snow_ice_percentage': 2.50681, 's2:product_type': 'S2MSI2A', 's2:processing_baseline': '05.09', 's2:product_uri': 'S2A_MSIL2A_20230106T102411_N0509_R065_T32TNR_20230106T135852.SAFE', 's2:generation_time': '2023-01-06T13:58:52.000000Z', 's2:datatake_id': 'GS2A_20230106T102411_039387_N05.09', 's2:datatake_type': 'INS-NOBS', 's2:datastrip_id': 'S2A_OPER_MSI_L2A_DS_2APS_20230106T135852_S20230106T102410_N05.09', 's2:granule_id': 'S2A_OPER_MSI_L2A_TL_2APS_20230106T135852_A039387_T32TNR_N05.09', 's2:reflectance_conversion_factor': 1.03431280422273, 'datetime': '2023-01-06T10:28:12.990000Z', 's2:sequence': '0', 'earthsearch:s3_path': 's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230106_0_L2A', 'earthsearch:payload_id': 'roda-sentinel2/workflow-sentinel2-to-stac/52d1b17989b825263c434b7b60c7d798', 'earthsearch:boa_offset_applied': True, 'processing:software': {'sentinel2-to-stac': '0.1.0'}, 'updated': '2023-01-06T16:36:02.543Z'}, 'geometry': {'type': 'Polygon', 'coordinates': [[[8.999754387288686, 46.05356536925373], [10.418890992989095, 46.04475738929435], [10.394241393041778, 45.056757746793146], [8.999758655880777, 45.06526899586078], [8.999754387288686, 46.05356536925373]]]}, 'links': [{'rel': 'self', 'type': 'application/geo+json', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a/items/S2A_32TNR_20230106_0_L2A'}, {'rel': 'canonical', 'href': 's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230106_0_L2A/S2A_32TNR_20230106_0_L2A.json', 'type': 'application/json'}, {'rel': 'license', 'href': 'https://sentinel.esa.int/documents/247904/690755/Sentinel_Data_Legal_Notice'}, {'rel': 'derived_from', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l1c/items/S2A_32TNR_20230106_0_L1C', 'type': 'application/geo+json'}, {'rel': 'parent', 'type': 'application/json', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a'}, {'rel': 'collection', 'type': 'application/json', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a'}, {'rel': 'root', 'type': 'application/json', 'href': 'https://earth-search.aws.element84.com/v1'}, {'rel': 'thumbnail', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a/items/S2A_32TNR_20230106_0_L2A/thumbnail'}], 'assets': {'aot': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230106_0_L2A/AOT.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Aerosol optical thickness (AOT)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}, 'blue': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230106_0_L2A/B02.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Blue (band 2) - 10m', 'eo:bands': [{'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'coastal': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230106_0_L2A/B01.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Coastal aerosol (band 1) - 60m', 'eo:bands': [{'name': 'coastal', 'common_name': 'coastal', 'description': 'Coastal aerosol (band 1)', 'center_wavelength': 0.443, 'full_width_half_max': 0.027}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'granule_metadata': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230106_0_L2A/granule_metadata.xml', 'type': 'application/xml', 'roles': ['metadata']}, 'green': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230106_0_L2A/B03.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Green (band 3) - 10m', 'eo:bands': [{'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230106_0_L2A/B08.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'NIR 1 (band 8) - 10m', 'eo:bands': [{'name': 'nir', 'common_name': 'nir', 'description': 'NIR 1 (band 8)', 'center_wavelength': 0.842, 'full_width_half_max': 0.145}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir08': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230106_0_L2A/B8A.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'NIR 2 (band 8A) - 20m', 'eo:bands': [{'name': 'nir08', 'common_name': 'nir08', 'description': 'NIR 2 (band 8A)', 'center_wavelength': 0.865, 'full_width_half_max': 0.033}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir09': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230106_0_L2A/B09.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'NIR 3 (band 9) - 60m', 'eo:bands': [{'name': 'nir09', 'common_name': 'nir09', 'description': 'NIR 3 (band 9)', 'center_wavelength': 0.945, 'full_width_half_max': 0.026}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'red': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230106_0_L2A/B04.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red (band 4) - 10m', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge1': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230106_0_L2A/B05.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red edge 1 (band 5) - 20m', 'eo:bands': [{'name': 'rededge1', 'common_name': 'rededge', 'description': 'Red edge 1 (band 5)', 'center_wavelength': 0.704, 'full_width_half_max': 0.019}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge2': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230106_0_L2A/B06.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red edge 2 (band 6) - 20m', 'eo:bands': [{'name': 'rededge2', 'common_name': 'rededge', 'description': 'Red edge 2 (band 6)', 'center_wavelength': 0.74, 'full_width_half_max': 0.018}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge3': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230106_0_L2A/B07.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red edge 3 (band 7) - 20m', 'eo:bands': [{'name': 'rededge3', 'common_name': 'rededge', 'description': 'Red edge 3 (band 7)', 'center_wavelength': 0.783, 'full_width_half_max': 0.028}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'scl': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230106_0_L2A/SCL.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Scene classification map (SCL)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint8', 'spatial_resolution': 20}], 'roles': ['data', 'reflectance']}, 'swir16': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230106_0_L2A/B11.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'SWIR 1 (band 11) - 20m', 'eo:bands': [{'name': 'swir16', 'common_name': 'swir16', 'description': 'SWIR 1 (band 11)', 'center_wavelength': 1.61, 'full_width_half_max': 0.143}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'swir22': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230106_0_L2A/B12.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'SWIR 2 (band 12) - 20m', 'eo:bands': [{'name': 'swir22', 'common_name': 'swir22', 'description': 'SWIR 2 (band 12)', 'center_wavelength': 2.19, 'full_width_half_max': 0.242}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'thumbnail': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230106_0_L2A/thumbnail.jpg', 'type': 'image/jpeg', 'title': 'Thumbnail image', 'roles': ['thumbnail']}, 'tileinfo_metadata': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230106_0_L2A/tileinfo_metadata.json', 'type': 'application/json', 'roles': ['metadata']}, 'visual': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230106_0_L2A/TCI.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'True color image', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}, {'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}, {'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'roles': ['visual']}, 'wvp': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230106_0_L2A/WVP.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Water vapour (WVP)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'unit': 'cm', 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}, 'aot-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/6/0/AOT.jp2', 'type': 'image/jp2', 'title': 'Aerosol optical thickness (AOT)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}, 'blue-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/6/0/B02.jp2', 'type': 'image/jp2', 'title': 'Blue (band 2) - 10m', 'eo:bands': [{'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'coastal-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/6/0/B01.jp2', 'type': 'image/jp2', 'title': 'Coastal aerosol (band 1) - 60m', 'eo:bands': [{'name': 'coastal', 'common_name': 'coastal', 'description': 'Coastal aerosol (band 1)', 'center_wavelength': 0.443, 'full_width_half_max': 0.027}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'green-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/6/0/B03.jp2', 'type': 'image/jp2', 'title': 'Green (band 3) - 10m', 'eo:bands': [{'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/6/0/B08.jp2', 'type': 'image/jp2', 'title': 'NIR 1 (band 8) - 10m', 'eo:bands': [{'name': 'nir', 'common_name': 'nir', 'description': 'NIR 1 (band 8)', 'center_wavelength': 0.842, 'full_width_half_max': 0.145}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir08-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/6/0/B8A.jp2', 'type': 'image/jp2', 'title': 'NIR 2 (band 8A) - 20m', 'eo:bands': [{'name': 'nir08', 'common_name': 'nir08', 'description': 'NIR 2 (band 8A)', 'center_wavelength': 0.865, 'full_width_half_max': 0.033}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir09-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/6/0/B09.jp2', 'type': 'image/jp2', 'title': 'NIR 3 (band 9) - 60m', 'eo:bands': [{'name': 'nir09', 'common_name': 'nir09', 'description': 'NIR 3 (band 9)', 'center_wavelength': 0.945, 'full_width_half_max': 0.026}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'red-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/6/0/B04.jp2', 'type': 'image/jp2', 'title': 'Red (band 4) - 10m', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge1-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/6/0/B05.jp2', 'type': 'image/jp2', 'title': 'Red edge 1 (band 5) - 20m', 'eo:bands': [{'name': 'rededge1', 'common_name': 'rededge', 'description': 'Red edge 1 (band 5)', 'center_wavelength': 0.704, 'full_width_half_max': 0.019}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge2-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/6/0/B06.jp2', 'type': 'image/jp2', 'title': 'Red edge 2 (band 6) - 20m', 'eo:bands': [{'name': 'rededge2', 'common_name': 'rededge', 'description': 'Red edge 2 (band 6)', 'center_wavelength': 0.74, 'full_width_half_max': 0.018}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge3-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/6/0/B07.jp2', 'type': 'image/jp2', 'title': 'Red edge 3 (band 7) - 20m', 'eo:bands': [{'name': 'rededge3', 'common_name': 'rededge', 'description': 'Red edge 3 (band 7)', 'center_wavelength': 0.783, 'full_width_half_max': 0.028}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'scl-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/6/0/SCL.jp2', 'type': 'image/jp2', 'title': 'Scene classification map (SCL)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint8', 'spatial_resolution': 20}], 'roles': ['data', 'reflectance']}, 'swir16-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/6/0/B11.jp2', 'type': 'image/jp2', 'title': 'SWIR 1 (band 11) - 20m', 'eo:bands': [{'name': 'swir16', 'common_name': 'swir16', 'description': 'SWIR 1 (band 11)', 'center_wavelength': 1.61, 'full_width_half_max': 0.143}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'swir22-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/6/0/B12.jp2', 'type': 'image/jp2', 'title': 'SWIR 2 (band 12) - 20m', 'eo:bands': [{'name': 'swir22', 'common_name': 'swir22', 'description': 'SWIR 2 (band 12)', 'center_wavelength': 2.19, 'full_width_half_max': 0.242}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'visual-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/6/0/TCI.jp2', 'type': 'image/jp2', 'title': 'True color image', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}, {'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}, {'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'roles': ['visual']}, 'wvp-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/6/0/WVP.jp2', 'type': 'image/jp2', 'title': 'Water vapour (WVP)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'unit': 'cm', 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}}, 'bbox': [8.999754387288686, 45.056757746793146, 10.418890992989095, 46.05356536925373], 'stac_extensions': ['https://stac-extensions.github.io/projection/v1.0.0/schema.json', 'https://stac-extensions.github.io/processing/v1.1.0/schema.json', 'https://stac-extensions.github.io/raster/v1.1.0/schema.json', 'https://stac-extensions.github.io/mgrs/v1.0.0/schema.json', 'https://stac-extensions.github.io/eo/v1.0.0/schema.json', 'https://stac-extensions.github.io/view/v1.0.0/schema.json', 'https://stac-extensions.github.io/grid/v1.0.0/schema.json'], 'collection': 'sentinel-2-l2a'}, {'type': 'Feature', 'stac_version': '1.0.0', 'id': 'S2A_32TNR_20230103_0_L2A', 'properties': {'created': '2023-01-03T18:22:37.684Z', 'platform': 'sentinel-2a', 'constellation': 'sentinel-2', 'instruments': ['msi'], 'eo:cloud_cover': 99.564856, 'proj:epsg': 32632, 'mgrs:utm_zone': 32, 'mgrs:latitude_band': 'T', 'mgrs:grid_square': 'NR', 'grid:code': 'MGRS-32TNR', 'view:sun_azimuth': 163.528380656674, 'view:sun_elevation': 19.925411205586798, 's2:degraded_msi_data_percentage': 0.0262, 's2:nodata_pixel_percentage': 57.558095, 's2:saturated_defective_pixel_percentage': 0, 's2:dark_features_percentage': 0.151657, 's2:cloud_shadow_percentage': 0.282778, 's2:vegetation_percentage': 0, 's2:not_vegetated_percentage': 2.3e-05, 's2:water_percentage': 0, 's2:unclassified_percentage': 0, 's2:medium_proba_clouds_percentage': 42.935824, 's2:high_proba_clouds_percentage': 55.213439, 's2:thin_cirrus_percentage': 1.415592, 's2:snow_ice_percentage': 0.000688, 's2:product_type': 'S2MSI2A', 's2:processing_baseline': '05.09', 's2:product_uri': 'S2A_MSIL2A_20230103T101411_N0509_R022_T32TNR_20230103T141354.SAFE', 's2:generation_time': '2023-01-03T14:13:54.000000Z', 's2:datatake_id': 'GS2A_20230103T101411_039344_N05.09', 's2:datatake_type': 'INS-NOBS', 's2:datastrip_id': 'S2A_OPER_MSI_L2A_DS_2APS_20230103T141354_S20230103T101412_N05.09', 's2:granule_id': 'S2A_OPER_MSI_L2A_TL_2APS_20230103T141354_A039344_T32TNR_N05.09', 's2:reflectance_conversion_factor': 1.03423214479167, 'datetime': '2023-01-03T10:18:15.855000Z', 's2:sequence': '0', 'earthsearch:s3_path': 's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230103_0_L2A', 'earthsearch:payload_id': 'roda-sentinel2/workflow-sentinel2-to-stac/33011aa35b463c0df3e160f9994e38b3', 'earthsearch:boa_offset_applied': True, 'processing:software': {'sentinel2-to-stac': '0.1.0'}, 'updated': '2023-01-03T18:22:37.684Z'}, 'geometry': {'type': 'Polygon', 'coordinates': [[[9.987077898618935, 46.049302944757976], [10.418890992989095, 46.04475738929435], [10.394241393041778, 45.056757746793146], [9.641750831988006, 45.063465911893246], [9.862059199692194, 45.70564044755334], [9.874518204419106, 45.73552222468264], [9.91360119080522, 45.845598181974566], [9.93155799866988, 45.90447440248435], [9.953091304442129, 45.95648844930005], [9.987077898618935, 46.049302944757976]]]}, 'links': [{'rel': 'self', 'type': 'application/geo+json', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a/items/S2A_32TNR_20230103_0_L2A'}, {'rel': 'canonical', 'href': 's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230103_0_L2A/S2A_32TNR_20230103_0_L2A.json', 'type': 'application/json'}, {'rel': 'license', 'href': 'https://sentinel.esa.int/documents/247904/690755/Sentinel_Data_Legal_Notice'}, {'rel': 'derived_from', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l1c/items/S2A_32TNR_20230103_0_L1C', 'type': 'application/geo+json'}, {'rel': 'parent', 'type': 'application/json', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a'}, {'rel': 'collection', 'type': 'application/json', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a'}, {'rel': 'root', 'type': 'application/json', 'href': 'https://earth-search.aws.element84.com/v1'}, {'rel': 'thumbnail', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a/items/S2A_32TNR_20230103_0_L2A/thumbnail'}], 'assets': {'aot': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230103_0_L2A/AOT.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Aerosol optical thickness (AOT)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}, 'blue': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230103_0_L2A/B02.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Blue (band 2) - 10m', 'eo:bands': [{'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'coastal': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230103_0_L2A/B01.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Coastal aerosol (band 1) - 60m', 'eo:bands': [{'name': 'coastal', 'common_name': 'coastal', 'description': 'Coastal aerosol (band 1)', 'center_wavelength': 0.443, 'full_width_half_max': 0.027}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'granule_metadata': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230103_0_L2A/granule_metadata.xml', 'type': 'application/xml', 'roles': ['metadata']}, 'green': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230103_0_L2A/B03.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Green (band 3) - 10m', 'eo:bands': [{'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230103_0_L2A/B08.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'NIR 1 (band 8) - 10m', 'eo:bands': [{'name': 'nir', 'common_name': 'nir', 'description': 'NIR 1 (band 8)', 'center_wavelength': 0.842, 'full_width_half_max': 0.145}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir08': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230103_0_L2A/B8A.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'NIR 2 (band 8A) - 20m', 'eo:bands': [{'name': 'nir08', 'common_name': 'nir08', 'description': 'NIR 2 (band 8A)', 'center_wavelength': 0.865, 'full_width_half_max': 0.033}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir09': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230103_0_L2A/B09.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'NIR 3 (band 9) - 60m', 'eo:bands': [{'name': 'nir09', 'common_name': 'nir09', 'description': 'NIR 3 (band 9)', 'center_wavelength': 0.945, 'full_width_half_max': 0.026}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'red': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230103_0_L2A/B04.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red (band 4) - 10m', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge1': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230103_0_L2A/B05.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red edge 1 (band 5) - 20m', 'eo:bands': [{'name': 'rededge1', 'common_name': 'rededge', 'description': 'Red edge 1 (band 5)', 'center_wavelength': 0.704, 'full_width_half_max': 0.019}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge2': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230103_0_L2A/B06.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red edge 2 (band 6) - 20m', 'eo:bands': [{'name': 'rededge2', 'common_name': 'rededge', 'description': 'Red edge 2 (band 6)', 'center_wavelength': 0.74, 'full_width_half_max': 0.018}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge3': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230103_0_L2A/B07.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red edge 3 (band 7) - 20m', 'eo:bands': [{'name': 'rededge3', 'common_name': 'rededge', 'description': 'Red edge 3 (band 7)', 'center_wavelength': 0.783, 'full_width_half_max': 0.028}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'scl': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230103_0_L2A/SCL.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Scene classification map (SCL)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint8', 'spatial_resolution': 20}], 'roles': ['data', 'reflectance']}, 'swir16': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230103_0_L2A/B11.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'SWIR 1 (band 11) - 20m', 'eo:bands': [{'name': 'swir16', 'common_name': 'swir16', 'description': 'SWIR 1 (band 11)', 'center_wavelength': 1.61, 'full_width_half_max': 0.143}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'swir22': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230103_0_L2A/B12.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'SWIR 2 (band 12) - 20m', 'eo:bands': [{'name': 'swir22', 'common_name': 'swir22', 'description': 'SWIR 2 (band 12)', 'center_wavelength': 2.19, 'full_width_half_max': 0.242}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'thumbnail': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230103_0_L2A/thumbnail.jpg', 'type': 'image/jpeg', 'title': 'Thumbnail image', 'roles': ['thumbnail']}, 'tileinfo_metadata': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230103_0_L2A/tileinfo_metadata.json', 'type': 'application/json', 'roles': ['metadata']}, 'visual': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230103_0_L2A/TCI.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'True color image', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}, {'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}, {'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'roles': ['visual']}, 'wvp': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230103_0_L2A/WVP.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Water vapour (WVP)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'unit': 'cm', 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}, 'aot-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/3/0/AOT.jp2', 'type': 'image/jp2', 'title': 'Aerosol optical thickness (AOT)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}, 'blue-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/3/0/B02.jp2', 'type': 'image/jp2', 'title': 'Blue (band 2) - 10m', 'eo:bands': [{'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'coastal-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/3/0/B01.jp2', 'type': 'image/jp2', 'title': 'Coastal aerosol (band 1) - 60m', 'eo:bands': [{'name': 'coastal', 'common_name': 'coastal', 'description': 'Coastal aerosol (band 1)', 'center_wavelength': 0.443, 'full_width_half_max': 0.027}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'green-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/3/0/B03.jp2', 'type': 'image/jp2', 'title': 'Green (band 3) - 10m', 'eo:bands': [{'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/3/0/B08.jp2', 'type': 'image/jp2', 'title': 'NIR 1 (band 8) - 10m', 'eo:bands': [{'name': 'nir', 'common_name': 'nir', 'description': 'NIR 1 (band 8)', 'center_wavelength': 0.842, 'full_width_half_max': 0.145}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir08-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/3/0/B8A.jp2', 'type': 'image/jp2', 'title': 'NIR 2 (band 8A) - 20m', 'eo:bands': [{'name': 'nir08', 'common_name': 'nir08', 'description': 'NIR 2 (band 8A)', 'center_wavelength': 0.865, 'full_width_half_max': 0.033}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir09-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/3/0/B09.jp2', 'type': 'image/jp2', 'title': 'NIR 3 (band 9) - 60m', 'eo:bands': [{'name': 'nir09', 'common_name': 'nir09', 'description': 'NIR 3 (band 9)', 'center_wavelength': 0.945, 'full_width_half_max': 0.026}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'red-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/3/0/B04.jp2', 'type': 'image/jp2', 'title': 'Red (band 4) - 10m', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge1-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/3/0/B05.jp2', 'type': 'image/jp2', 'title': 'Red edge 1 (band 5) - 20m', 'eo:bands': [{'name': 'rededge1', 'common_name': 'rededge', 'description': 'Red edge 1 (band 5)', 'center_wavelength': 0.704, 'full_width_half_max': 0.019}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge2-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/3/0/B06.jp2', 'type': 'image/jp2', 'title': 'Red edge 2 (band 6) - 20m', 'eo:bands': [{'name': 'rededge2', 'common_name': 'rededge', 'description': 'Red edge 2 (band 6)', 'center_wavelength': 0.74, 'full_width_half_max': 0.018}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge3-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/3/0/B07.jp2', 'type': 'image/jp2', 'title': 'Red edge 3 (band 7) - 20m', 'eo:bands': [{'name': 'rededge3', 'common_name': 'rededge', 'description': 'Red edge 3 (band 7)', 'center_wavelength': 0.783, 'full_width_half_max': 0.028}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'scl-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/3/0/SCL.jp2', 'type': 'image/jp2', 'title': 'Scene classification map (SCL)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint8', 'spatial_resolution': 20}], 'roles': ['data', 'reflectance']}, 'swir16-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/3/0/B11.jp2', 'type': 'image/jp2', 'title': 'SWIR 1 (band 11) - 20m', 'eo:bands': [{'name': 'swir16', 'common_name': 'swir16', 'description': 'SWIR 1 (band 11)', 'center_wavelength': 1.61, 'full_width_half_max': 0.143}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'swir22-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/3/0/B12.jp2', 'type': 'image/jp2', 'title': 'SWIR 2 (band 12) - 20m', 'eo:bands': [{'name': 'swir22', 'common_name': 'swir22', 'description': 'SWIR 2 (band 12)', 'center_wavelength': 2.19, 'full_width_half_max': 0.242}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'visual-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/3/0/TCI.jp2', 'type': 'image/jp2', 'title': 'True color image', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}, {'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}, {'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'roles': ['visual']}, 'wvp-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/3/0/WVP.jp2', 'type': 'image/jp2', 'title': 'Water vapour (WVP)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'unit': 'cm', 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}}, 'bbox': [9.641750831988006, 45.056757746793146, 10.418890992989095, 46.049302944757976], 'stac_extensions': ['https://stac-extensions.github.io/processing/v1.1.0/schema.json', 'https://stac-extensions.github.io/raster/v1.1.0/schema.json', 'https://stac-extensions.github.io/eo/v1.0.0/schema.json', 'https://stac-extensions.github.io/view/v1.0.0/schema.json', 'https://stac-extensions.github.io/mgrs/v1.0.0/schema.json', 'https://stac-extensions.github.io/projection/v1.0.0/schema.json', 'https://stac-extensions.github.io/grid/v1.0.0/schema.json'], 'collection': 'sentinel-2-l2a'}, {'type': 'Feature', 'stac_version': '1.0.0', 'id': 'S2B_32TNR_20230101_0_L2A', 'properties': {'created': '2023-01-01T15:38:00.242Z', 'platform': 'sentinel-2b', 'constellation': 'sentinel-2', 'instruments': ['msi'], 'eo:cloud_cover': 93.50211, 'proj:epsg': 32632, 'mgrs:utm_zone': 32, 'mgrs:latitude_band': 'T', 'mgrs:grid_square': 'NR', 'grid:code': 'MGRS-32TNR', 'view:sun_azimuth': 166.183161249214, 'view:sun_elevation': 20.248337225593005, 's2:degraded_msi_data_percentage': 0.0022, 's2:nodata_pixel_percentage': 0, 's2:saturated_defective_pixel_percentage': 0, 's2:dark_features_percentage': 2.043006, 's2:cloud_shadow_percentage': 4.12275, 's2:vegetation_percentage': 0.054559, 's2:not_vegetated_percentage': 0.154664, 's2:water_percentage': 0.038135, 's2:unclassified_percentage': 0.00642, 's2:medium_proba_clouds_percentage': 7.874592, 's2:high_proba_clouds_percentage': 84.83994, 's2:thin_cirrus_percentage': 0.787582, 's2:snow_ice_percentage': 0.078354, 's2:product_type': 'S2MSI2A', 's2:processing_baseline': '05.09', 's2:product_uri': 'S2B_MSIL2A_20230101T102339_N0509_R065_T32TNR_20230101T113717.SAFE', 's2:generation_time': '2023-01-01T11:37:17.000000Z', 's2:datatake_id': 'GS2B_20230101T102339_030407_N05.09', 's2:datatake_type': 'INS-NOBS', 's2:datastrip_id': 'S2B_OPER_MSI_L2A_DS_2BPS_20230101T113717_S20230101T102333_N05.09', 's2:granule_id': 'S2B_OPER_MSI_L2A_TL_2BPS_20230101T113717_A030407_T32TNR_N05.09', 's2:reflectance_conversion_factor': 1.03412690929912, 'datetime': '2023-01-01T10:28:12.809000Z', 's2:sequence': '0', 'earthsearch:s3_path': 's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230101_0_L2A', 'earthsearch:payload_id': 'roda-sentinel2/workflow-sentinel2-to-stac/315a1af58a55f3166923303539c25ff8', 'earthsearch:boa_offset_applied': True, 'processing:software': {'sentinel2-to-stac': '0.1.0'}, 'updated': '2023-01-01T15:38:00.242Z'}, 'geometry': {'type': 'Polygon', 'coordinates': [[[8.999754387288686, 46.05356536925373], [10.418890992989095, 46.04475738929435], [10.394241393041778, 45.056757746793146], [8.999758655880777, 45.06526899586078], [8.999754387288686, 46.05356536925373]]]}, 'links': [{'rel': 'self', 'type': 'application/geo+json', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a/items/S2B_32TNR_20230101_0_L2A'}, {'rel': 'canonical', 'href': 's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230101_0_L2A/S2B_32TNR_20230101_0_L2A.json', 'type': 'application/json'}, {'rel': 'license', 'href': 'https://sentinel.esa.int/documents/247904/690755/Sentinel_Data_Legal_Notice'}, {'rel': 'derived_from', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l1c/items/S2B_32TNR_20230101_0_L1C', 'type': 'application/geo+json'}, {'rel': 'parent', 'type': 'application/json', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a'}, {'rel': 'collection', 'type': 'application/json', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a'}, {'rel': 'root', 'type': 'application/json', 'href': 'https://earth-search.aws.element84.com/v1'}, {'rel': 'thumbnail', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a/items/S2B_32TNR_20230101_0_L2A/thumbnail'}], 'assets': {'aot': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230101_0_L2A/AOT.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Aerosol optical thickness (AOT)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}, 'blue': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230101_0_L2A/B02.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Blue (band 2) - 10m', 'eo:bands': [{'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'coastal': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230101_0_L2A/B01.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Coastal aerosol (band 1) - 60m', 'eo:bands': [{'name': 'coastal', 'common_name': 'coastal', 'description': 'Coastal aerosol (band 1)', 'center_wavelength': 0.443, 'full_width_half_max': 0.027}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'granule_metadata': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230101_0_L2A/granule_metadata.xml', 'type': 'application/xml', 'roles': ['metadata']}, 'green': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230101_0_L2A/B03.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Green (band 3) - 10m', 'eo:bands': [{'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230101_0_L2A/B08.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'NIR 1 (band 8) - 10m', 'eo:bands': [{'name': 'nir', 'common_name': 'nir', 'description': 'NIR 1 (band 8)', 'center_wavelength': 0.842, 'full_width_half_max': 0.145}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir08': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230101_0_L2A/B8A.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'NIR 2 (band 8A) - 20m', 'eo:bands': [{'name': 'nir08', 'common_name': 'nir08', 'description': 'NIR 2 (band 8A)', 'center_wavelength': 0.865, 'full_width_half_max': 0.033}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir09': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230101_0_L2A/B09.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'NIR 3 (band 9) - 60m', 'eo:bands': [{'name': 'nir09', 'common_name': 'nir09', 'description': 'NIR 3 (band 9)', 'center_wavelength': 0.945, 'full_width_half_max': 0.026}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'red': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230101_0_L2A/B04.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red (band 4) - 10m', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge1': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230101_0_L2A/B05.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red edge 1 (band 5) - 20m', 'eo:bands': [{'name': 'rededge1', 'common_name': 'rededge', 'description': 'Red edge 1 (band 5)', 'center_wavelength': 0.704, 'full_width_half_max': 0.019}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge2': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230101_0_L2A/B06.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red edge 2 (band 6) - 20m', 'eo:bands': [{'name': 'rededge2', 'common_name': 'rededge', 'description': 'Red edge 2 (band 6)', 'center_wavelength': 0.74, 'full_width_half_max': 0.018}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge3': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230101_0_L2A/B07.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red edge 3 (band 7) - 20m', 'eo:bands': [{'name': 'rededge3', 'common_name': 'rededge', 'description': 'Red edge 3 (band 7)', 'center_wavelength': 0.783, 'full_width_half_max': 0.028}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'scl': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230101_0_L2A/SCL.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Scene classification map (SCL)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint8', 'spatial_resolution': 20}], 'roles': ['data', 'reflectance']}, 'swir16': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230101_0_L2A/B11.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'SWIR 1 (band 11) - 20m', 'eo:bands': [{'name': 'swir16', 'common_name': 'swir16', 'description': 'SWIR 1 (band 11)', 'center_wavelength': 1.61, 'full_width_half_max': 0.143}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'swir22': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230101_0_L2A/B12.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'SWIR 2 (band 12) - 20m', 'eo:bands': [{'name': 'swir22', 'common_name': 'swir22', 'description': 'SWIR 2 (band 12)', 'center_wavelength': 2.19, 'full_width_half_max': 0.242}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'thumbnail': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230101_0_L2A/thumbnail.jpg', 'type': 'image/jpeg', 'title': 'Thumbnail image', 'roles': ['thumbnail']}, 'tileinfo_metadata': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230101_0_L2A/tileinfo_metadata.json', 'type': 'application/json', 'roles': ['metadata']}, 'visual': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230101_0_L2A/TCI.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'True color image', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}, {'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}, {'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'roles': ['visual']}, 'wvp': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230101_0_L2A/WVP.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Water vapour (WVP)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'unit': 'cm', 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}, 'aot-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/1/0/AOT.jp2', 'type': 'image/jp2', 'title': 'Aerosol optical thickness (AOT)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}, 'blue-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/1/0/B02.jp2', 'type': 'image/jp2', 'title': 'Blue (band 2) - 10m', 'eo:bands': [{'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'coastal-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/1/0/B01.jp2', 'type': 'image/jp2', 'title': 'Coastal aerosol (band 1) - 60m', 'eo:bands': [{'name': 'coastal', 'common_name': 'coastal', 'description': 'Coastal aerosol (band 1)', 'center_wavelength': 0.443, 'full_width_half_max': 0.027}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'green-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/1/0/B03.jp2', 'type': 'image/jp2', 'title': 'Green (band 3) - 10m', 'eo:bands': [{'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/1/0/B08.jp2', 'type': 'image/jp2', 'title': 'NIR 1 (band 8) - 10m', 'eo:bands': [{'name': 'nir', 'common_name': 'nir', 'description': 'NIR 1 (band 8)', 'center_wavelength': 0.842, 'full_width_half_max': 0.145}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir08-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/1/0/B8A.jp2', 'type': 'image/jp2', 'title': 'NIR 2 (band 8A) - 20m', 'eo:bands': [{'name': 'nir08', 'common_name': 'nir08', 'description': 'NIR 2 (band 8A)', 'center_wavelength': 0.865, 'full_width_half_max': 0.033}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir09-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/1/0/B09.jp2', 'type': 'image/jp2', 'title': 'NIR 3 (band 9) - 60m', 'eo:bands': [{'name': 'nir09', 'common_name': 'nir09', 'description': 'NIR 3 (band 9)', 'center_wavelength': 0.945, 'full_width_half_max': 0.026}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'red-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/1/0/B04.jp2', 'type': 'image/jp2', 'title': 'Red (band 4) - 10m', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge1-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/1/0/B05.jp2', 'type': 'image/jp2', 'title': 'Red edge 1 (band 5) - 20m', 'eo:bands': [{'name': 'rededge1', 'common_name': 'rededge', 'description': 'Red edge 1 (band 5)', 'center_wavelength': 0.704, 'full_width_half_max': 0.019}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge2-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/1/0/B06.jp2', 'type': 'image/jp2', 'title': 'Red edge 2 (band 6) - 20m', 'eo:bands': [{'name': 'rededge2', 'common_name': 'rededge', 'description': 'Red edge 2 (band 6)', 'center_wavelength': 0.74, 'full_width_half_max': 0.018}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge3-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/1/0/B07.jp2', 'type': 'image/jp2', 'title': 'Red edge 3 (band 7) - 20m', 'eo:bands': [{'name': 'rededge3', 'common_name': 'rededge', 'description': 'Red edge 3 (band 7)', 'center_wavelength': 0.783, 'full_width_half_max': 0.028}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'scl-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/1/0/SCL.jp2', 'type': 'image/jp2', 'title': 'Scene classification map (SCL)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint8', 'spatial_resolution': 20}], 'roles': ['data', 'reflectance']}, 'swir16-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/1/0/B11.jp2', 'type': 'image/jp2', 'title': 'SWIR 1 (band 11) - 20m', 'eo:bands': [{'name': 'swir16', 'common_name': 'swir16', 'description': 'SWIR 1 (band 11)', 'center_wavelength': 1.61, 'full_width_half_max': 0.143}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'swir22-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/1/0/B12.jp2', 'type': 'image/jp2', 'title': 'SWIR 2 (band 12) - 20m', 'eo:bands': [{'name': 'swir22', 'common_name': 'swir22', 'description': 'SWIR 2 (band 12)', 'center_wavelength': 2.19, 'full_width_half_max': 0.242}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'visual-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/1/0/TCI.jp2', 'type': 'image/jp2', 'title': 'True color image', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}, {'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}, {'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'roles': ['visual']}, 'wvp-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/1/0/WVP.jp2', 'type': 'image/jp2', 'title': 'Water vapour (WVP)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'unit': 'cm', 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}}, 'bbox': [8.999754387288686, 45.056757746793146, 10.418890992989095, 46.05356536925373], 'stac_extensions': ['https://stac-extensions.github.io/processing/v1.1.0/schema.json', 'https://stac-extensions.github.io/mgrs/v1.0.0/schema.json', 'https://stac-extensions.github.io/grid/v1.0.0/schema.json', 'https://stac-extensions.github.io/view/v1.0.0/schema.json', 'https://stac-extensions.github.io/eo/v1.0.0/schema.json', 'https://stac-extensions.github.io/raster/v1.1.0/schema.json', 'https://stac-extensions.github.io/projection/v1.0.0/schema.json'], 'collection': 'sentinel-2-l2a'}]}

{'type': 'Feature', 'stac_version': '1.0.0', 'id': 'S2B_32TNR_20230131_0_L2A', 'properties': {'created': '2023-01-31T19:20:02.816Z', 'platform': 'sentinel-2b', 'constellation': 'sentinel-2', 'instruments': ['msi'], 'eo:cloud_cover': 0.112465, 'proj:epsg': 32632, 'mgrs:utm_zone': 32, 'mgrs:latitude_band': 'T', 'mgrs:grid_square': 'NR', 'grid:code': 'MGRS-32TNR', 'view:sun_azimuth': 162.471016303525, 'view:sun_elevation': 25.273284914117596, 's2:degraded_msi_data_percentage': 0.0026, 's2:nodata_pixel_percentage': 3e-05, 's2:saturated_defective_pixel_percentage': 0, 's2:dark_features_percentage': 9.818108, 's2:cloud_shadow_percentage': 0.002522, 's2:vegetation_percentage': 31.585425, 's2:not_vegetated_percentage': 51.599735, 's2:water_percentage': 2.399037, 's2:unclassified_percentage': 0.003381, 's2:medium_proba_clouds_percentage': 0.00499, 's2:high_proba_clouds_percentage': 0.010272, 's2:thin_cirrus_percentage': 0.097203, 's2:snow_ice_percentage': 4.479326, 's2:product_type': 'S2MSI2A', 's2:processing_baseline': '05.09', 's2:product_uri': 'S2B_MSIL2A_20230131T102149_N0509_R065_T32TNR_20230131T131849.SAFE', 's2:generation_time': '2023-01-31T13:18:49.000000Z', 's2:datatake_id': 'GS2B_20230131T102149_030836_N05.09', 's2:datatake_type': 'INS-NOBS', 's2:datastrip_id': 'S2B_OPER_MSI_L2A_DS_2BPS_20230131T131849_S20230131T102549_N05.09', 's2:granule_id': 'S2B_OPER_MSI_L2A_TL_2BPS_20230131T131849_A030836_T32TNR_N05.09', 's2:reflectance_conversion_factor': 1.03138686673961, 'datetime': '2023-01-31T10:28:11.279000Z', 's2:sequence': '0', 'earthsearch:s3_path': 's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230131_0_L2A', 'earthsearch:payload_id': 'roda-sentinel2/workflow-sentinel2-to-stac/7734c7b274348e5d6d4c53ea8a2e5b86', 'earthsearch:boa_offset_applied': True, 'processing:software': {'sentinel2-to-stac': '0.1.0'}, 'updated': '2023-01-31T19:20:02.816Z'}, 'geometry': {'type': 'Polygon', 'coordinates': [[[8.999754387288686, 46.05356536925373], [10.418890992989095, 46.04475738929435], [10.394241393041778, 45.056757746793146], [8.999758655880777, 45.06526899586078], [8.999754387288686, 46.05356536925373]]]}, 'links': [{'rel': 'self', 'type': 'application/geo+json', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a/items/S2B_32TNR_20230131_0_L2A'}, {'rel': 'canonical', 'href': 's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230131_0_L2A/S2B_32TNR_20230131_0_L2A.json', 'type': 'application/json'}, {'rel': 'license', 'href': 'https://sentinel.esa.int/documents/247904/690755/Sentinel_Data_Legal_Notice'}, {'rel': 'derived_from', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l1c/items/S2B_32TNR_20230131_0_L1C', 'type': 'application/geo+json'}, {'rel': 'parent', 'type': 'application/json', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a'}, {'rel': 'collection', 'type': 'application/json', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a'}, {'rel': 'root', 'type': 'application/json', 'href': 'https://earth-search.aws.element84.com/v1'}, {'rel': 'thumbnail', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a/items/S2B_32TNR_20230131_0_L2A/thumbnail'}], 'assets': {'aot': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230131_0_L2A/AOT.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Aerosol optical thickness (AOT)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}, 'blue': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230131_0_L2A/B02.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Blue (band 2) - 10m', 'eo:bands': [{'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'coastal': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230131_0_L2A/B01.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Coastal aerosol (band 1) - 60m', 'eo:bands': [{'name': 'coastal', 'common_name': 'coastal', 'description': 'Coastal aerosol (band 1)', 'center_wavelength': 0.443, 'full_width_half_max': 0.027}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'granule_metadata': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230131_0_L2A/granule_metadata.xml', 'type': 'application/xml', 'roles': ['metadata']}, 'green': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230131_0_L2A/B03.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Green (band 3) - 10m', 'eo:bands': [{'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230131_0_L2A/B08.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'NIR 1 (band 8) - 10m', 'eo:bands': [{'name': 'nir', 'common_name': 'nir', 'description': 'NIR 1 (band 8)', 'center_wavelength': 0.842, 'full_width_half_max': 0.145}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir08': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230131_0_L2A/B8A.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'NIR 2 (band 8A) - 20m', 'eo:bands': [{'name': 'nir08', 'common_name': 'nir08', 'description': 'NIR 2 (band 8A)', 'center_wavelength': 0.865, 'full_width_half_max': 0.033}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir09': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230131_0_L2A/B09.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'NIR 3 (band 9) - 60m', 'eo:bands': [{'name': 'nir09', 'common_name': 'nir09', 'description': 'NIR 3 (band 9)', 'center_wavelength': 0.945, 'full_width_half_max': 0.026}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'red': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230131_0_L2A/B04.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red (band 4) - 10m', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge1': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230131_0_L2A/B05.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red edge 1 (band 5) - 20m', 'eo:bands': [{'name': 'rededge1', 'common_name': 'rededge', 'description': 'Red edge 1 (band 5)', 'center_wavelength': 0.704, 'full_width_half_max': 0.019}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge2': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230131_0_L2A/B06.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red edge 2 (band 6) - 20m', 'eo:bands': [{'name': 'rededge2', 'common_name': 'rededge', 'description': 'Red edge 2 (band 6)', 'center_wavelength': 0.74, 'full_width_half_max': 0.018}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge3': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230131_0_L2A/B07.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red edge 3 (band 7) - 20m', 'eo:bands': [{'name': 'rededge3', 'common_name': 'rededge', 'description': 'Red edge 3 (band 7)', 'center_wavelength': 0.783, 'full_width_half_max': 0.028}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'scl': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230131_0_L2A/SCL.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Scene classification map (SCL)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint8', 'spatial_resolution': 20}], 'roles': ['data', 'reflectance']}, 'swir16': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230131_0_L2A/B11.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'SWIR 1 (band 11) - 20m', 'eo:bands': [{'name': 'swir16', 'common_name': 'swir16', 'description': 'SWIR 1 (band 11)', 'center_wavelength': 1.61, 'full_width_half_max': 0.143}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'swir22': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230131_0_L2A/B12.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'SWIR 2 (band 12) - 20m', 'eo:bands': [{'name': 'swir22', 'common_name': 'swir22', 'description': 'SWIR 2 (band 12)', 'center_wavelength': 2.19, 'full_width_half_max': 0.242}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'thumbnail': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230131_0_L2A/thumbnail.jpg', 'type': 'image/jpeg', 'title': 'Thumbnail image', 'roles': ['thumbnail']}, 'tileinfo_metadata': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230131_0_L2A/tileinfo_metadata.json', 'type': 'application/json', 'roles': ['metadata']}, 'visual': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230131_0_L2A/TCI.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'True color image', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}, {'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}, {'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'roles': ['visual']}, 'wvp': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230131_0_L2A/WVP.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Water vapour (WVP)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'unit': 'cm', 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}, 'aot-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/31/0/AOT.jp2', 'type': 'image/jp2', 'title': 'Aerosol optical thickness (AOT)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}, 'blue-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/31/0/B02.jp2', 'type': 'image/jp2', 'title': 'Blue (band 2) - 10m', 'eo:bands': [{'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'coastal-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/31/0/B01.jp2', 'type': 'image/jp2', 'title': 'Coastal aerosol (band 1) - 60m', 'eo:bands': [{'name': 'coastal', 'common_name': 'coastal', 'description': 'Coastal aerosol (band 1)', 'center_wavelength': 0.443, 'full_width_half_max': 0.027}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'green-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/31/0/B03.jp2', 'type': 'image/jp2', 'title': 'Green (band 3) - 10m', 'eo:bands': [{'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/31/0/B08.jp2', 'type': 'image/jp2', 'title': 'NIR 1 (band 8) - 10m', 'eo:bands': [{'name': 'nir', 'common_name': 'nir', 'description': 'NIR 1 (band 8)', 'center_wavelength': 0.842, 'full_width_half_max': 0.145}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir08-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/31/0/B8A.jp2', 'type': 'image/jp2', 'title': 'NIR 2 (band 8A) - 20m', 'eo:bands': [{'name': 'nir08', 'common_name': 'nir08', 'description': 'NIR 2 (band 8A)', 'center_wavelength': 0.865, 'full_width_half_max': 0.033}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir09-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/31/0/B09.jp2', 'type': 'image/jp2', 'title': 'NIR 3 (band 9) - 60m', 'eo:bands': [{'name': 'nir09', 'common_name': 'nir09', 'description': 'NIR 3 (band 9)', 'center_wavelength': 0.945, 'full_width_half_max': 0.026}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'red-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/31/0/B04.jp2', 'type': 'image/jp2', 'title': 'Red (band 4) - 10m', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge1-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/31/0/B05.jp2', 'type': 'image/jp2', 'title': 'Red edge 1 (band 5) - 20m', 'eo:bands': [{'name': 'rededge1', 'common_name': 'rededge', 'description': 'Red edge 1 (band 5)', 'center_wavelength': 0.704, 'full_width_half_max': 0.019}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge2-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/31/0/B06.jp2', 'type': 'image/jp2', 'title': 'Red edge 2 (band 6) - 20m', 'eo:bands': [{'name': 'rededge2', 'common_name': 'rededge', 'description': 'Red edge 2 (band 6)', 'center_wavelength': 0.74, 'full_width_half_max': 0.018}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge3-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/31/0/B07.jp2', 'type': 'image/jp2', 'title': 'Red edge 3 (band 7) - 20m', 'eo:bands': [{'name': 'rededge3', 'common_name': 'rededge', 'description': 'Red edge 3 (band 7)', 'center_wavelength': 0.783, 'full_width_half_max': 0.028}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'scl-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/31/0/SCL.jp2', 'type': 'image/jp2', 'title': 'Scene classification map (SCL)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint8', 'spatial_resolution': 20}], 'roles': ['data', 'reflectance']}, 'swir16-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/31/0/B11.jp2', 'type': 'image/jp2', 'title': 'SWIR 1 (band 11) - 20m', 'eo:bands': [{'name': 'swir16', 'common_name': 'swir16', 'description': 'SWIR 1 (band 11)', 'center_wavelength': 1.61, 'full_width_half_max': 0.143}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'swir22-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/31/0/B12.jp2', 'type': 'image/jp2', 'title': 'SWIR 2 (band 12) - 20m', 'eo:bands': [{'name': 'swir22', 'common_name': 'swir22', 'description': 'SWIR 2 (band 12)', 'center_wavelength': 2.19, 'full_width_half_max': 0.242}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'visual-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/31/0/TCI.jp2', 'type': 'image/jp2', 'title': 'True color image', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}, {'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}, {'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'roles': ['visual']}, 'wvp-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/31/0/WVP.jp2', 'type': 'image/jp2', 'title': 'Water vapour (WVP)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'unit': 'cm', 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}}, 'bbox': [8.999754387288686, 45.056757746793146, 10.418890992989095, 46.05356536925373], 'stac_extensions': ['https://stac-extensions.github.io/processing/v1.1.0/schema.json', 'https://stac-extensions.github.io/eo/v1.0.0/schema.json', 'https://stac-extensions.github.io/view/v1.0.0/schema.json', 'https://stac-extensions.github.io/grid/v1.0.0/schema.json', 'https://stac-extensions.github.io/projection/v1.0.0/schema.json', 'https://stac-extensions.github.io/raster/v1.1.0/schema.json', 'https://stac-extensions.github.io/mgrs/v1.0.0/schema.json'], 'collection': 'sentinel-2-l2a'}
{'type': 'Feature', 'stac_version': '1.0.0', 'id': 'S2A_32TNR_20230126_0_L2A', 'properties': {'created': '2023-01-26T17:37:32.993Z', 'platform': 'sentinel-2a', 'constellation': 'sentinel-2', 'instruments': ['msi'], 'eo:cloud_cover': 73.252439, 'proj:epsg': 32632, 'mgrs:utm_zone': 32, 'mgrs:latitude_band': 'T', 'mgrs:grid_square': 'NR', 'grid:code': 'MGRS-32TNR', 'view:sun_azimuth': 163.024854791439, 'view:sun_elevation': 24.023377982022893, 's2:degraded_msi_data_percentage': 0.0073, 's2:nodata_pixel_percentage': 1e-05, 's2:saturated_defective_pixel_percentage': 0, 's2:dark_features_percentage': 6.976229, 's2:cloud_shadow_percentage': 0.96215, 's2:vegetation_percentage': 1.920419, 's2:not_vegetated_percentage': 8.183733, 's2:water_percentage': 1.235301, 's2:unclassified_percentage': 2.569909, 's2:medium_proba_clouds_percentage': 18.082398, 's2:high_proba_clouds_percentage': 54.566461, 's2:thin_cirrus_percentage': 0.603585, 's2:snow_ice_percentage': 4.899822, 's2:product_type': 'S2MSI2A', 's2:processing_baseline': '05.09', 's2:product_uri': 'S2A_MSIL2A_20230126T102311_N0509_R065_T32TNR_20230126T140003.SAFE', 's2:generation_time': '2023-01-26T14:00:03.000000Z', 's2:datatake_id': 'GS2A_20230126T102311_039673_N05.09', 's2:datatake_type': 'INS-NOBS', 's2:datastrip_id': 'S2A_OPER_MSI_L2A_DS_2APS_20230126T140003_S20230126T102309_N05.09', 's2:granule_id': 'S2A_OPER_MSI_L2A_TL_2APS_20230126T140003_A039673_T32TNR_N05.09', 's2:reflectance_conversion_factor': 1.0324729322178, 'datetime': '2023-01-26T10:28:11.353000Z', 's2:sequence': '0', 'earthsearch:s3_path': 's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230126_0_L2A', 'earthsearch:payload_id': 'roda-sentinel2/workflow-sentinel2-to-stac/5f6fdf1dcf54ceebfd0f1755f162f030', 'earthsearch:boa_offset_applied': True, 'processing:software': {'sentinel2-to-stac': '0.1.0'}, 'updated': '2023-01-26T17:37:32.993Z'}, 'geometry': {'type': 'Polygon', 'coordinates': [[[8.999754387288686, 46.05356536925373], [10.418890992989095, 46.04475738929435], [10.394241393041778, 45.056757746793146], [8.999758655880777, 45.06526899586078], [8.999754387288686, 46.05356536925373]]]}, 'links': [{'rel': 'self', 'type': 'application/geo+json', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a/items/S2A_32TNR_20230126_0_L2A'}, {'rel': 'canonical', 'href': 's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230126_0_L2A/S2A_32TNR_20230126_0_L2A.json', 'type': 'application/json'}, {'rel': 'license', 'href': 'https://sentinel.esa.int/documents/247904/690755/Sentinel_Data_Legal_Notice'}, {'rel': 'derived_from', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l1c/items/S2A_32TNR_20230126_0_L1C', 'type': 'application/geo+json'}, {'rel': 'parent', 'type': 'application/json', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a'}, {'rel': 'collection', 'type': 'application/json', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a'}, {'rel': 'root', 'type': 'application/json', 'href': 'https://earth-search.aws.element84.com/v1'}, {'rel': 'thumbnail', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a/items/S2A_32TNR_20230126_0_L2A/thumbnail'}], 'assets': {'aot': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230126_0_L2A/AOT.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Aerosol optical thickness (AOT)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}, 'blue': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230126_0_L2A/B02.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Blue (band 2) - 10m', 'eo:bands': [{'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'coastal': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230126_0_L2A/B01.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Coastal aerosol (band 1) - 60m', 'eo:bands': [{'name': 'coastal', 'common_name': 'coastal', 'description': 'Coastal aerosol (band 1)', 'center_wavelength': 0.443, 'full_width_half_max': 0.027}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'granule_metadata': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230126_0_L2A/granule_metadata.xml', 'type': 'application/xml', 'roles': ['metadata']}, 'green': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230126_0_L2A/B03.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Green (band 3) - 10m', 'eo:bands': [{'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230126_0_L2A/B08.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'NIR 1 (band 8) - 10m', 'eo:bands': [{'name': 'nir', 'common_name': 'nir', 'description': 'NIR 1 (band 8)', 'center_wavelength': 0.842, 'full_width_half_max': 0.145}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir08': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230126_0_L2A/B8A.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'NIR 2 (band 8A) - 20m', 'eo:bands': [{'name': 'nir08', 'common_name': 'nir08', 'description': 'NIR 2 (band 8A)', 'center_wavelength': 0.865, 'full_width_half_max': 0.033}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir09': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230126_0_L2A/B09.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'NIR 3 (band 9) - 60m', 'eo:bands': [{'name': 'nir09', 'common_name': 'nir09', 'description': 'NIR 3 (band 9)', 'center_wavelength': 0.945, 'full_width_half_max': 0.026}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'red': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230126_0_L2A/B04.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red (band 4) - 10m', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge1': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230126_0_L2A/B05.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red edge 1 (band 5) - 20m', 'eo:bands': [{'name': 'rededge1', 'common_name': 'rededge', 'description': 'Red edge 1 (band 5)', 'center_wavelength': 0.704, 'full_width_half_max': 0.019}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge2': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230126_0_L2A/B06.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red edge 2 (band 6) - 20m', 'eo:bands': [{'name': 'rededge2', 'common_name': 'rededge', 'description': 'Red edge 2 (band 6)', 'center_wavelength': 0.74, 'full_width_half_max': 0.018}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge3': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230126_0_L2A/B07.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red edge 3 (band 7) - 20m', 'eo:bands': [{'name': 'rededge3', 'common_name': 'rededge', 'description': 'Red edge 3 (band 7)', 'center_wavelength': 0.783, 'full_width_half_max': 0.028}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'scl': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230126_0_L2A/SCL.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Scene classification map (SCL)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint8', 'spatial_resolution': 20}], 'roles': ['data', 'reflectance']}, 'swir16': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230126_0_L2A/B11.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'SWIR 1 (band 11) - 20m', 'eo:bands': [{'name': 'swir16', 'common_name': 'swir16', 'description': 'SWIR 1 (band 11)', 'center_wavelength': 1.61, 'full_width_half_max': 0.143}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'swir22': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230126_0_L2A/B12.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'SWIR 2 (band 12) - 20m', 'eo:bands': [{'name': 'swir22', 'common_name': 'swir22', 'description': 'SWIR 2 (band 12)', 'center_wavelength': 2.19, 'full_width_half_max': 0.242}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'thumbnail': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230126_0_L2A/thumbnail.jpg', 'type': 'image/jpeg', 'title': 'Thumbnail image', 'roles': ['thumbnail']}, 'tileinfo_metadata': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230126_0_L2A/tileinfo_metadata.json', 'type': 'application/json', 'roles': ['metadata']}, 'visual': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230126_0_L2A/TCI.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'True color image', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}, {'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}, {'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'roles': ['visual']}, 'wvp': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230126_0_L2A/WVP.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Water vapour (WVP)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'unit': 'cm', 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}, 'aot-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/26/0/AOT.jp2', 'type': 'image/jp2', 'title': 'Aerosol optical thickness (AOT)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}, 'blue-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/26/0/B02.jp2', 'type': 'image/jp2', 'title': 'Blue (band 2) - 10m', 'eo:bands': [{'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'coastal-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/26/0/B01.jp2', 'type': 'image/jp2', 'title': 'Coastal aerosol (band 1) - 60m', 'eo:bands': [{'name': 'coastal', 'common_name': 'coastal', 'description': 'Coastal aerosol (band 1)', 'center_wavelength': 0.443, 'full_width_half_max': 0.027}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'green-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/26/0/B03.jp2', 'type': 'image/jp2', 'title': 'Green (band 3) - 10m', 'eo:bands': [{'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/26/0/B08.jp2', 'type': 'image/jp2', 'title': 'NIR 1 (band 8) - 10m', 'eo:bands': [{'name': 'nir', 'common_name': 'nir', 'description': 'NIR 1 (band 8)', 'center_wavelength': 0.842, 'full_width_half_max': 0.145}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir08-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/26/0/B8A.jp2', 'type': 'image/jp2', 'title': 'NIR 2 (band 8A) - 20m', 'eo:bands': [{'name': 'nir08', 'common_name': 'nir08', 'description': 'NIR 2 (band 8A)', 'center_wavelength': 0.865, 'full_width_half_max': 0.033}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir09-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/26/0/B09.jp2', 'type': 'image/jp2', 'title': 'NIR 3 (band 9) - 60m', 'eo:bands': [{'name': 'nir09', 'common_name': 'nir09', 'description': 'NIR 3 (band 9)', 'center_wavelength': 0.945, 'full_width_half_max': 0.026}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'red-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/26/0/B04.jp2', 'type': 'image/jp2', 'title': 'Red (band 4) - 10m', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge1-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/26/0/B05.jp2', 'type': 'image/jp2', 'title': 'Red edge 1 (band 5) - 20m', 'eo:bands': [{'name': 'rededge1', 'common_name': 'rededge', 'description': 'Red edge 1 (band 5)', 'center_wavelength': 0.704, 'full_width_half_max': 0.019}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge2-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/26/0/B06.jp2', 'type': 'image/jp2', 'title': 'Red edge 2 (band 6) - 20m', 'eo:bands': [{'name': 'rededge2', 'common_name': 'rededge', 'description': 'Red edge 2 (band 6)', 'center_wavelength': 0.74, 'full_width_half_max': 0.018}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge3-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/26/0/B07.jp2', 'type': 'image/jp2', 'title': 'Red edge 3 (band 7) - 20m', 'eo:bands': [{'name': 'rededge3', 'common_name': 'rededge', 'description': 'Red edge 3 (band 7)', 'center_wavelength': 0.783, 'full_width_half_max': 0.028}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'scl-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/26/0/SCL.jp2', 'type': 'image/jp2', 'title': 'Scene classification map (SCL)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint8', 'spatial_resolution': 20}], 'roles': ['data', 'reflectance']}, 'swir16-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/26/0/B11.jp2', 'type': 'image/jp2', 'title': 'SWIR 1 (band 11) - 20m', 'eo:bands': [{'name': 'swir16', 'common_name': 'swir16', 'description': 'SWIR 1 (band 11)', 'center_wavelength': 1.61, 'full_width_half_max': 0.143}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'swir22-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/26/0/B12.jp2', 'type': 'image/jp2', 'title': 'SWIR 2 (band 12) - 20m', 'eo:bands': [{'name': 'swir22', 'common_name': 'swir22', 'description': 'SWIR 2 (band 12)', 'center_wavelength': 2.19, 'full_width_half_max': 0.242}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'visual-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/26/0/TCI.jp2', 'type': 'image/jp2', 'title': 'True color image', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}, {'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}, {'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'roles': ['visual']}, 'wvp-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/26/0/WVP.jp2', 'type': 'image/jp2', 'title': 'Water vapour (WVP)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'unit': 'cm', 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}}, 'bbox': [8.999754387288686, 45.056757746793146, 10.418890992989095, 46.05356536925373], 'stac_extensions': ['https://stac-extensions.github.io/processing/v1.1.0/schema.json', 'https://stac-extensions.github.io/raster/v1.1.0/schema.json', 'https://stac-extensions.github.io/eo/v1.0.0/schema.json', 'https://stac-extensions.github.io/view/v1.0.0/schema.json', 'https://stac-extensions.github.io/projection/v1.0.0/schema.json', 'https://stac-extensions.github.io/grid/v1.0.0/schema.json', 'https://stac-extensions.github.io/mgrs/v1.0.0/schema.json'], 'collection': 'sentinel-2-l2a'}
{'type': 'Feature', 'stac_version': '1.0.0', 'id': 'S2B_32TNR_20230121_0_L2A', 'properties': {'created': '2023-01-21T17:42:59.862Z', 'platform': 'sentinel-2b', 'constellation': 'sentinel-2', 'instruments': ['msi'], 'eo:cloud_cover': 68.40564, 'proj:epsg': 32632, 'mgrs:utm_zone': 32, 'mgrs:latitude_band': 'T', 'mgrs:grid_square': 'NR', 'grid:code': 'MGRS-32TNR', 'view:sun_azimuth': 163.618644211077, 'view:sun_elevation': 22.926297910763907, 's2:degraded_msi_data_percentage': 0.0021, 's2:nodata_pixel_percentage': 0, 's2:saturated_defective_pixel_percentage': 0, 's2:dark_features_percentage': 5.138951, 's2:cloud_shadow_percentage': 0.037983, 's2:vegetation_percentage': 6.790299, 's2:not_vegetated_percentage': 11.790837, 's2:water_percentage': 0.552928, 's2:unclassified_percentage': 0.03364, 's2:medium_proba_clouds_percentage': 38.76327, 's2:high_proba_clouds_percentage': 10.687659, 's2:thin_cirrus_percentage': 18.954715, 's2:snow_ice_percentage': 7.24972, 's2:product_type': 'S2MSI2A', 's2:processing_baseline': '05.09', 's2:product_uri': 'S2B_MSIL2A_20230121T102239_N0509_R065_T32TNR_20230121T113700.SAFE', 's2:generation_time': '2023-01-21T11:37:00.000000Z', 's2:datatake_id': 'GS2B_20230121T102239_030693_N05.09', 's2:datatake_type': 'INS-NOBS', 's2:datastrip_id': 'S2B_OPER_MSI_L2A_DS_2BPS_20230121T113700_S20230121T102235_N05.09', 's2:granule_id': 'S2B_OPER_MSI_L2A_TL_2BPS_20230121T113700_A030693_T32TNR_N05.09', 's2:reflectance_conversion_factor': 1.03331481581973, 'datetime': '2023-01-21T10:28:11.907000Z', 's2:sequence': '0', 'earthsearch:s3_path': 's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230121_0_L2A', 'earthsearch:payload_id': 'roda-sentinel2/workflow-sentinel2-to-stac/ec2614c790532ccbbfae14d05b5e9f0d', 'earthsearch:boa_offset_applied': True, 'processing:software': {'sentinel2-to-stac': '0.1.0'}, 'updated': '2023-01-21T17:42:59.862Z'}, 'geometry': {'type': 'Polygon', 'coordinates': [[[8.999754387288686, 46.05356536925373], [10.418890992989095, 46.04475738929435], [10.394241393041778, 45.056757746793146], [8.999758655880777, 45.06526899586078], [8.999754387288686, 46.05356536925373]]]}, 'links': [{'rel': 'self', 'type': 'application/geo+json', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a/items/S2B_32TNR_20230121_0_L2A'}, {'rel': 'canonical', 'href': 's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230121_0_L2A/S2B_32TNR_20230121_0_L2A.json', 'type': 'application/json'}, {'rel': 'license', 'href': 'https://sentinel.esa.int/documents/247904/690755/Sentinel_Data_Legal_Notice'}, {'rel': 'derived_from', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l1c/items/S2B_32TNR_20230121_0_L1C', 'type': 'application/geo+json'}, {'rel': 'parent', 'type': 'application/json', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a'}, {'rel': 'collection', 'type': 'application/json', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a'}, {'rel': 'root', 'type': 'application/json', 'href': 'https://earth-search.aws.element84.com/v1'}, {'rel': 'thumbnail', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a/items/S2B_32TNR_20230121_0_L2A/thumbnail'}], 'assets': {'aot': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230121_0_L2A/AOT.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Aerosol optical thickness (AOT)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}, 'blue': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230121_0_L2A/B02.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Blue (band 2) - 10m', 'eo:bands': [{'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'coastal': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230121_0_L2A/B01.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Coastal aerosol (band 1) - 60m', 'eo:bands': [{'name': 'coastal', 'common_name': 'coastal', 'description': 'Coastal aerosol (band 1)', 'center_wavelength': 0.443, 'full_width_half_max': 0.027}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'granule_metadata': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230121_0_L2A/granule_metadata.xml', 'type': 'application/xml', 'roles': ['metadata']}, 'green': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230121_0_L2A/B03.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Green (band 3) - 10m', 'eo:bands': [{'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230121_0_L2A/B08.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'NIR 1 (band 8) - 10m', 'eo:bands': [{'name': 'nir', 'common_name': 'nir', 'description': 'NIR 1 (band 8)', 'center_wavelength': 0.842, 'full_width_half_max': 0.145}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir08': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230121_0_L2A/B8A.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'NIR 2 (band 8A) - 20m', 'eo:bands': [{'name': 'nir08', 'common_name': 'nir08', 'description': 'NIR 2 (band 8A)', 'center_wavelength': 0.865, 'full_width_half_max': 0.033}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir09': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230121_0_L2A/B09.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'NIR 3 (band 9) - 60m', 'eo:bands': [{'name': 'nir09', 'common_name': 'nir09', 'description': 'NIR 3 (band 9)', 'center_wavelength': 0.945, 'full_width_half_max': 0.026}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'red': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230121_0_L2A/B04.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red (band 4) - 10m', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge1': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230121_0_L2A/B05.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red edge 1 (band 5) - 20m', 'eo:bands': [{'name': 'rededge1', 'common_name': 'rededge', 'description': 'Red edge 1 (band 5)', 'center_wavelength': 0.704, 'full_width_half_max': 0.019}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge2': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230121_0_L2A/B06.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red edge 2 (band 6) - 20m', 'eo:bands': [{'name': 'rededge2', 'common_name': 'rededge', 'description': 'Red edge 2 (band 6)', 'center_wavelength': 0.74, 'full_width_half_max': 0.018}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge3': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230121_0_L2A/B07.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red edge 3 (band 7) - 20m', 'eo:bands': [{'name': 'rededge3', 'common_name': 'rededge', 'description': 'Red edge 3 (band 7)', 'center_wavelength': 0.783, 'full_width_half_max': 0.028}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'scl': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230121_0_L2A/SCL.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Scene classification map (SCL)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint8', 'spatial_resolution': 20}], 'roles': ['data', 'reflectance']}, 'swir16': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230121_0_L2A/B11.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'SWIR 1 (band 11) - 20m', 'eo:bands': [{'name': 'swir16', 'common_name': 'swir16', 'description': 'SWIR 1 (band 11)', 'center_wavelength': 1.61, 'full_width_half_max': 0.143}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'swir22': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230121_0_L2A/B12.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'SWIR 2 (band 12) - 20m', 'eo:bands': [{'name': 'swir22', 'common_name': 'swir22', 'description': 'SWIR 2 (band 12)', 'center_wavelength': 2.19, 'full_width_half_max': 0.242}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'thumbnail': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230121_0_L2A/thumbnail.jpg', 'type': 'image/jpeg', 'title': 'Thumbnail image', 'roles': ['thumbnail']}, 'tileinfo_metadata': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230121_0_L2A/tileinfo_metadata.json', 'type': 'application/json', 'roles': ['metadata']}, 'visual': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230121_0_L2A/TCI.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'True color image', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}, {'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}, {'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'roles': ['visual']}, 'wvp': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230121_0_L2A/WVP.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Water vapour (WVP)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'unit': 'cm', 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}, 'aot-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/21/0/AOT.jp2', 'type': 'image/jp2', 'title': 'Aerosol optical thickness (AOT)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}, 'blue-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/21/0/B02.jp2', 'type': 'image/jp2', 'title': 'Blue (band 2) - 10m', 'eo:bands': [{'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'coastal-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/21/0/B01.jp2', 'type': 'image/jp2', 'title': 'Coastal aerosol (band 1) - 60m', 'eo:bands': [{'name': 'coastal', 'common_name': 'coastal', 'description': 'Coastal aerosol (band 1)', 'center_wavelength': 0.443, 'full_width_half_max': 0.027}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'green-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/21/0/B03.jp2', 'type': 'image/jp2', 'title': 'Green (band 3) - 10m', 'eo:bands': [{'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/21/0/B08.jp2', 'type': 'image/jp2', 'title': 'NIR 1 (band 8) - 10m', 'eo:bands': [{'name': 'nir', 'common_name': 'nir', 'description': 'NIR 1 (band 8)', 'center_wavelength': 0.842, 'full_width_half_max': 0.145}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir08-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/21/0/B8A.jp2', 'type': 'image/jp2', 'title': 'NIR 2 (band 8A) - 20m', 'eo:bands': [{'name': 'nir08', 'common_name': 'nir08', 'description': 'NIR 2 (band 8A)', 'center_wavelength': 0.865, 'full_width_half_max': 0.033}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir09-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/21/0/B09.jp2', 'type': 'image/jp2', 'title': 'NIR 3 (band 9) - 60m', 'eo:bands': [{'name': 'nir09', 'common_name': 'nir09', 'description': 'NIR 3 (band 9)', 'center_wavelength': 0.945, 'full_width_half_max': 0.026}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'red-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/21/0/B04.jp2', 'type': 'image/jp2', 'title': 'Red (band 4) - 10m', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge1-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/21/0/B05.jp2', 'type': 'image/jp2', 'title': 'Red edge 1 (band 5) - 20m', 'eo:bands': [{'name': 'rededge1', 'common_name': 'rededge', 'description': 'Red edge 1 (band 5)', 'center_wavelength': 0.704, 'full_width_half_max': 0.019}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge2-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/21/0/B06.jp2', 'type': 'image/jp2', 'title': 'Red edge 2 (band 6) - 20m', 'eo:bands': [{'name': 'rededge2', 'common_name': 'rededge', 'description': 'Red edge 2 (band 6)', 'center_wavelength': 0.74, 'full_width_half_max': 0.018}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge3-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/21/0/B07.jp2', 'type': 'image/jp2', 'title': 'Red edge 3 (band 7) - 20m', 'eo:bands': [{'name': 'rededge3', 'common_name': 'rededge', 'description': 'Red edge 3 (band 7)', 'center_wavelength': 0.783, 'full_width_half_max': 0.028}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'scl-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/21/0/SCL.jp2', 'type': 'image/jp2', 'title': 'Scene classification map (SCL)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint8', 'spatial_resolution': 20}], 'roles': ['data', 'reflectance']}, 'swir16-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/21/0/B11.jp2', 'type': 'image/jp2', 'title': 'SWIR 1 (band 11) - 20m', 'eo:bands': [{'name': 'swir16', 'common_name': 'swir16', 'description': 'SWIR 1 (band 11)', 'center_wavelength': 1.61, 'full_width_half_max': 0.143}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'swir22-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/21/0/B12.jp2', 'type': 'image/jp2', 'title': 'SWIR 2 (band 12) - 20m', 'eo:bands': [{'name': 'swir22', 'common_name': 'swir22', 'description': 'SWIR 2 (band 12)', 'center_wavelength': 2.19, 'full_width_half_max': 0.242}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'visual-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/21/0/TCI.jp2', 'type': 'image/jp2', 'title': 'True color image', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}, {'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}, {'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'roles': ['visual']}, 'wvp-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/21/0/WVP.jp2', 'type': 'image/jp2', 'title': 'Water vapour (WVP)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'unit': 'cm', 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}}, 'bbox': [8.999754387288686, 45.056757746793146, 10.418890992989095, 46.05356536925373], 'stac_extensions': ['https://stac-extensions.github.io/eo/v1.0.0/schema.json', 'https://stac-extensions.github.io/projection/v1.0.0/schema.json', 'https://stac-extensions.github.io/grid/v1.0.0/schema.json', 'https://stac-extensions.github.io/raster/v1.1.0/schema.json', 'https://stac-extensions.github.io/view/v1.0.0/schema.json', 'https://stac-extensions.github.io/processing/v1.1.0/schema.json', 'https://stac-extensions.github.io/mgrs/v1.0.0/schema.json'], 'collection': 'sentinel-2-l2a'}
{'type': 'Feature', 'stac_version': '1.0.0', 'id': 'S2A_32TNR_20230116_0_L2A', 'properties': {'created': '2023-01-16T16:58:50.344Z', 'platform': 'sentinel-2a', 'constellation': 'sentinel-2', 'instruments': ['msi'], 'eo:cloud_cover': 95.510781, 'proj:epsg': 32632, 'mgrs:utm_zone': 32, 'mgrs:latitude_band': 'T', 'mgrs:grid_square': 'NR', 'grid:code': 'MGRS-32TNR', 'view:sun_azimuth': 164.233149382057, 'view:sun_elevation': 21.990654775921797, 's2:degraded_msi_data_percentage': 0.0075, 's2:nodata_pixel_percentage': 0, 's2:saturated_defective_pixel_percentage': 0, 's2:dark_features_percentage': 1.055385, 's2:cloud_shadow_percentage': 3.343091, 's2:vegetation_percentage': 0, 's2:not_vegetated_percentage': 0.000202, 's2:water_percentage': 0.007004, 's2:unclassified_percentage': 4e-05, 's2:medium_proba_clouds_percentage': 47.175184, 's2:high_proba_clouds_percentage': 46.2935, 's2:thin_cirrus_percentage': 2.042097, 's2:snow_ice_percentage': 0.083497, 's2:product_type': 'S2MSI2A', 's2:processing_baseline': '05.09', 's2:product_uri': 'S2A_MSIL2A_20230116T102351_N0509_R065_T32TNR_20230116T135854.SAFE', 's2:generation_time': '2023-01-16T13:58:54.000000Z', 's2:datatake_id': 'GS2A_20230116T102351_039530_N05.09', 's2:datatake_type': 'INS-NOBS', 's2:datastrip_id': 'S2A_OPER_MSI_L2A_DS_2APS_20230116T135854_S20230116T102349_N05.09', 's2:granule_id': 'S2A_OPER_MSI_L2A_TL_2APS_20230116T135854_A039530_T32TNR_N05.09', 's2:reflectance_conversion_factor': 1.03390495472955, 'datetime': '2023-01-16T10:28:10.371000Z', 's2:sequence': '0', 'earthsearch:s3_path': 's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230116_0_L2A', 'earthsearch:payload_id': 'roda-sentinel2/workflow-sentinel2-to-stac/39ce3760ba19612f7ea3b75482a255f7', 'earthsearch:boa_offset_applied': True, 'processing:software': {'sentinel2-to-stac': '0.1.0'}, 'updated': '2023-01-16T16:58:50.344Z'}, 'geometry': {'type': 'Polygon', 'coordinates': [[[8.999754387288686, 46.05356536925373], [10.418890992989095, 46.04475738929435], [10.394241393041778, 45.056757746793146], [8.999758655880777, 45.06526899586078], [8.999754387288686, 46.05356536925373]]]}, 'links': [{'rel': 'self', 'type': 'application/geo+json', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a/items/S2A_32TNR_20230116_0_L2A'}, {'rel': 'canonical', 'href': 's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230116_0_L2A/S2A_32TNR_20230116_0_L2A.json', 'type': 'application/json'}, {'rel': 'license', 'href': 'https://sentinel.esa.int/documents/247904/690755/Sentinel_Data_Legal_Notice'}, {'rel': 'derived_from', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l1c/items/S2A_32TNR_20230116_0_L1C', 'type': 'application/geo+json'}, {'rel': 'parent', 'type': 'application/json', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a'}, {'rel': 'collection', 'type': 'application/json', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a'}, {'rel': 'root', 'type': 'application/json', 'href': 'https://earth-search.aws.element84.com/v1'}, {'rel': 'thumbnail', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a/items/S2A_32TNR_20230116_0_L2A/thumbnail'}], 'assets': {'aot': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230116_0_L2A/AOT.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Aerosol optical thickness (AOT)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}, 'blue': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230116_0_L2A/B02.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Blue (band 2) - 10m', 'eo:bands': [{'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'coastal': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230116_0_L2A/B01.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Coastal aerosol (band 1) - 60m', 'eo:bands': [{'name': 'coastal', 'common_name': 'coastal', 'description': 'Coastal aerosol (band 1)', 'center_wavelength': 0.443, 'full_width_half_max': 0.027}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'granule_metadata': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230116_0_L2A/granule_metadata.xml', 'type': 'application/xml', 'roles': ['metadata']}, 'green': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230116_0_L2A/B03.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Green (band 3) - 10m', 'eo:bands': [{'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230116_0_L2A/B08.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'NIR 1 (band 8) - 10m', 'eo:bands': [{'name': 'nir', 'common_name': 'nir', 'description': 'NIR 1 (band 8)', 'center_wavelength': 0.842, 'full_width_half_max': 0.145}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir08': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230116_0_L2A/B8A.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'NIR 2 (band 8A) - 20m', 'eo:bands': [{'name': 'nir08', 'common_name': 'nir08', 'description': 'NIR 2 (band 8A)', 'center_wavelength': 0.865, 'full_width_half_max': 0.033}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir09': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230116_0_L2A/B09.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'NIR 3 (band 9) - 60m', 'eo:bands': [{'name': 'nir09', 'common_name': 'nir09', 'description': 'NIR 3 (band 9)', 'center_wavelength': 0.945, 'full_width_half_max': 0.026}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'red': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230116_0_L2A/B04.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red (band 4) - 10m', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge1': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230116_0_L2A/B05.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red edge 1 (band 5) - 20m', 'eo:bands': [{'name': 'rededge1', 'common_name': 'rededge', 'description': 'Red edge 1 (band 5)', 'center_wavelength': 0.704, 'full_width_half_max': 0.019}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge2': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230116_0_L2A/B06.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red edge 2 (band 6) - 20m', 'eo:bands': [{'name': 'rededge2', 'common_name': 'rededge', 'description': 'Red edge 2 (band 6)', 'center_wavelength': 0.74, 'full_width_half_max': 0.018}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge3': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230116_0_L2A/B07.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red edge 3 (band 7) - 20m', 'eo:bands': [{'name': 'rededge3', 'common_name': 'rededge', 'description': 'Red edge 3 (band 7)', 'center_wavelength': 0.783, 'full_width_half_max': 0.028}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'scl': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230116_0_L2A/SCL.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Scene classification map (SCL)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint8', 'spatial_resolution': 20}], 'roles': ['data', 'reflectance']}, 'swir16': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230116_0_L2A/B11.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'SWIR 1 (band 11) - 20m', 'eo:bands': [{'name': 'swir16', 'common_name': 'swir16', 'description': 'SWIR 1 (band 11)', 'center_wavelength': 1.61, 'full_width_half_max': 0.143}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'swir22': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230116_0_L2A/B12.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'SWIR 2 (band 12) - 20m', 'eo:bands': [{'name': 'swir22', 'common_name': 'swir22', 'description': 'SWIR 2 (band 12)', 'center_wavelength': 2.19, 'full_width_half_max': 0.242}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'thumbnail': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230116_0_L2A/thumbnail.jpg', 'type': 'image/jpeg', 'title': 'Thumbnail image', 'roles': ['thumbnail']}, 'tileinfo_metadata': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230116_0_L2A/tileinfo_metadata.json', 'type': 'application/json', 'roles': ['metadata']}, 'visual': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230116_0_L2A/TCI.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'True color image', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}, {'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}, {'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'roles': ['visual']}, 'wvp': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230116_0_L2A/WVP.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Water vapour (WVP)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'unit': 'cm', 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}, 'aot-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/16/0/AOT.jp2', 'type': 'image/jp2', 'title': 'Aerosol optical thickness (AOT)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}, 'blue-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/16/0/B02.jp2', 'type': 'image/jp2', 'title': 'Blue (band 2) - 10m', 'eo:bands': [{'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'coastal-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/16/0/B01.jp2', 'type': 'image/jp2', 'title': 'Coastal aerosol (band 1) - 60m', 'eo:bands': [{'name': 'coastal', 'common_name': 'coastal', 'description': 'Coastal aerosol (band 1)', 'center_wavelength': 0.443, 'full_width_half_max': 0.027}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'green-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/16/0/B03.jp2', 'type': 'image/jp2', 'title': 'Green (band 3) - 10m', 'eo:bands': [{'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/16/0/B08.jp2', 'type': 'image/jp2', 'title': 'NIR 1 (band 8) - 10m', 'eo:bands': [{'name': 'nir', 'common_name': 'nir', 'description': 'NIR 1 (band 8)', 'center_wavelength': 0.842, 'full_width_half_max': 0.145}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir08-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/16/0/B8A.jp2', 'type': 'image/jp2', 'title': 'NIR 2 (band 8A) - 20m', 'eo:bands': [{'name': 'nir08', 'common_name': 'nir08', 'description': 'NIR 2 (band 8A)', 'center_wavelength': 0.865, 'full_width_half_max': 0.033}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir09-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/16/0/B09.jp2', 'type': 'image/jp2', 'title': 'NIR 3 (band 9) - 60m', 'eo:bands': [{'name': 'nir09', 'common_name': 'nir09', 'description': 'NIR 3 (band 9)', 'center_wavelength': 0.945, 'full_width_half_max': 0.026}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'red-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/16/0/B04.jp2', 'type': 'image/jp2', 'title': 'Red (band 4) - 10m', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge1-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/16/0/B05.jp2', 'type': 'image/jp2', 'title': 'Red edge 1 (band 5) - 20m', 'eo:bands': [{'name': 'rededge1', 'common_name': 'rededge', 'description': 'Red edge 1 (band 5)', 'center_wavelength': 0.704, 'full_width_half_max': 0.019}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge2-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/16/0/B06.jp2', 'type': 'image/jp2', 'title': 'Red edge 2 (band 6) - 20m', 'eo:bands': [{'name': 'rededge2', 'common_name': 'rededge', 'description': 'Red edge 2 (band 6)', 'center_wavelength': 0.74, 'full_width_half_max': 0.018}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge3-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/16/0/B07.jp2', 'type': 'image/jp2', 'title': 'Red edge 3 (band 7) - 20m', 'eo:bands': [{'name': 'rededge3', 'common_name': 'rededge', 'description': 'Red edge 3 (band 7)', 'center_wavelength': 0.783, 'full_width_half_max': 0.028}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'scl-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/16/0/SCL.jp2', 'type': 'image/jp2', 'title': 'Scene classification map (SCL)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint8', 'spatial_resolution': 20}], 'roles': ['data', 'reflectance']}, 'swir16-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/16/0/B11.jp2', 'type': 'image/jp2', 'title': 'SWIR 1 (band 11) - 20m', 'eo:bands': [{'name': 'swir16', 'common_name': 'swir16', 'description': 'SWIR 1 (band 11)', 'center_wavelength': 1.61, 'full_width_half_max': 0.143}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'swir22-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/16/0/B12.jp2', 'type': 'image/jp2', 'title': 'SWIR 2 (band 12) - 20m', 'eo:bands': [{'name': 'swir22', 'common_name': 'swir22', 'description': 'SWIR 2 (band 12)', 'center_wavelength': 2.19, 'full_width_half_max': 0.242}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'visual-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/16/0/TCI.jp2', 'type': 'image/jp2', 'title': 'True color image', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}, {'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}, {'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'roles': ['visual']}, 'wvp-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/16/0/WVP.jp2', 'type': 'image/jp2', 'title': 'Water vapour (WVP)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'unit': 'cm', 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}}, 'bbox': [8.999754387288686, 45.056757746793146, 10.418890992989095, 46.05356536925373], 'stac_extensions': ['https://stac-extensions.github.io/eo/v1.0.0/schema.json', 'https://stac-extensions.github.io/mgrs/v1.0.0/schema.json', 'https://stac-extensions.github.io/grid/v1.0.0/schema.json', 'https://stac-extensions.github.io/projection/v1.0.0/schema.json', 'https://stac-extensions.github.io/processing/v1.1.0/schema.json', 'https://stac-extensions.github.io/raster/v1.1.0/schema.json', 'https://stac-extensions.github.io/view/v1.0.0/schema.json'], 'collection': 'sentinel-2-l2a'}
{'type': 'Feature', 'stac_version': '1.0.0', 'id': 'S2A_32TNR_20230113_0_L2A', 'properties': {'created': '2023-01-13T19:57:10.004Z', 'platform': 'sentinel-2a', 'constellation': 'sentinel-2', 'instruments': ['msi'], 'eo:cloud_cover': 99.582672, 'proj:epsg': 32632, 'mgrs:utm_zone': 32, 'mgrs:latitude_band': 'T', 'mgrs:grid_square': 'NR', 'grid:code': 'MGRS-32TNR', 'view:sun_azimuth': 162.190744160575, 'view:sun_elevation': 21.013624237272097, 's2:degraded_msi_data_percentage': 0.0261, 's2:nodata_pixel_percentage': 57.467782, 's2:saturated_defective_pixel_percentage': 0, 's2:dark_features_percentage': 0.064941, 's2:cloud_shadow_percentage': 0.350176, 's2:vegetation_percentage': 0, 's2:not_vegetated_percentage': 0, 's2:water_percentage': 0, 's2:unclassified_percentage': 0, 's2:medium_proba_clouds_percentage': 4.1649, 's2:high_proba_clouds_percentage': 95.417774, 's2:thin_cirrus_percentage': 0, 's2:snow_ice_percentage': 0.002208, 's2:product_type': 'S2MSI2A', 's2:processing_baseline': '05.09', 's2:product_uri': 'S2A_MSIL2A_20230113T101401_N0509_R022_T32TNR_20230113T141756.SAFE', 's2:generation_time': '2023-01-13T14:17:56.000000Z', 's2:datatake_id': 'GS2A_20230113T101401_039487_N05.09', 's2:datatake_type': 'INS-NOBS', 's2:datastrip_id': 'S2A_OPER_MSI_L2A_DS_2APS_20230113T141756_S20230113T101355_N05.09', 's2:granule_id': 'S2A_OPER_MSI_L2A_TL_2APS_20230113T141756_A039487_T32TNR_N05.09', 's2:reflectance_conversion_factor': 1.03413658824197, 'datetime': '2023-01-13T10:18:14.252000Z', 's2:sequence': '0', 'earthsearch:s3_path': 's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230113_0_L2A', 'earthsearch:payload_id': 'roda-sentinel2/workflow-sentinel2-to-stac/9827f5a7cc860f22c0794446814030b3', 'earthsearch:boa_offset_applied': True, 'processing:software': {'sentinel2-to-stac': '0.1.0'}, 'updated': '2023-01-13T19:57:10.004Z'}, 'geometry': {'type': 'Polygon', 'coordinates': [[[9.98578523599899, 46.04931410205097], [10.418890992989095, 46.04475738929435], [10.394241393041778, 45.056757746793146], [9.640480672002681, 45.06347304234703], [9.858947125625718, 45.70079724768099], [9.87323068124495, 45.73535334931253], [9.912585796470207, 45.84650655820829], [9.930226485282407, 45.90429478370097], [9.951524384881228, 45.95542106805855], [9.98578523599899, 46.04931410205097]]]}, 'links': [{'rel': 'self', 'type': 'application/geo+json', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a/items/S2A_32TNR_20230113_0_L2A'}, {'rel': 'canonical', 'href': 's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230113_0_L2A/S2A_32TNR_20230113_0_L2A.json', 'type': 'application/json'}, {'rel': 'license', 'href': 'https://sentinel.esa.int/documents/247904/690755/Sentinel_Data_Legal_Notice'}, {'rel': 'derived_from', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l1c/items/S2A_32TNR_20230113_0_L1C', 'type': 'application/geo+json'}, {'rel': 'parent', 'type': 'application/json', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a'}, {'rel': 'collection', 'type': 'application/json', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a'}, {'rel': 'root', 'type': 'application/json', 'href': 'https://earth-search.aws.element84.com/v1'}, {'rel': 'thumbnail', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a/items/S2A_32TNR_20230113_0_L2A/thumbnail'}], 'assets': {'aot': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230113_0_L2A/AOT.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Aerosol optical thickness (AOT)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}, 'blue': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230113_0_L2A/B02.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Blue (band 2) - 10m', 'eo:bands': [{'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'coastal': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230113_0_L2A/B01.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Coastal aerosol (band 1) - 60m', 'eo:bands': [{'name': 'coastal', 'common_name': 'coastal', 'description': 'Coastal aerosol (band 1)', 'center_wavelength': 0.443, 'full_width_half_max': 0.027}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'granule_metadata': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230113_0_L2A/granule_metadata.xml', 'type': 'application/xml', 'roles': ['metadata']}, 'green': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230113_0_L2A/B03.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Green (band 3) - 10m', 'eo:bands': [{'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230113_0_L2A/B08.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'NIR 1 (band 8) - 10m', 'eo:bands': [{'name': 'nir', 'common_name': 'nir', 'description': 'NIR 1 (band 8)', 'center_wavelength': 0.842, 'full_width_half_max': 0.145}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir08': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230113_0_L2A/B8A.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'NIR 2 (band 8A) - 20m', 'eo:bands': [{'name': 'nir08', 'common_name': 'nir08', 'description': 'NIR 2 (band 8A)', 'center_wavelength': 0.865, 'full_width_half_max': 0.033}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir09': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230113_0_L2A/B09.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'NIR 3 (band 9) - 60m', 'eo:bands': [{'name': 'nir09', 'common_name': 'nir09', 'description': 'NIR 3 (band 9)', 'center_wavelength': 0.945, 'full_width_half_max': 0.026}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'red': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230113_0_L2A/B04.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red (band 4) - 10m', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge1': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230113_0_L2A/B05.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red edge 1 (band 5) - 20m', 'eo:bands': [{'name': 'rededge1', 'common_name': 'rededge', 'description': 'Red edge 1 (band 5)', 'center_wavelength': 0.704, 'full_width_half_max': 0.019}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge2': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230113_0_L2A/B06.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red edge 2 (band 6) - 20m', 'eo:bands': [{'name': 'rededge2', 'common_name': 'rededge', 'description': 'Red edge 2 (band 6)', 'center_wavelength': 0.74, 'full_width_half_max': 0.018}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge3': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230113_0_L2A/B07.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red edge 3 (band 7) - 20m', 'eo:bands': [{'name': 'rededge3', 'common_name': 'rededge', 'description': 'Red edge 3 (band 7)', 'center_wavelength': 0.783, 'full_width_half_max': 0.028}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'scl': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230113_0_L2A/SCL.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Scene classification map (SCL)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint8', 'spatial_resolution': 20}], 'roles': ['data', 'reflectance']}, 'swir16': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230113_0_L2A/B11.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'SWIR 1 (band 11) - 20m', 'eo:bands': [{'name': 'swir16', 'common_name': 'swir16', 'description': 'SWIR 1 (band 11)', 'center_wavelength': 1.61, 'full_width_half_max': 0.143}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'swir22': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230113_0_L2A/B12.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'SWIR 2 (band 12) - 20m', 'eo:bands': [{'name': 'swir22', 'common_name': 'swir22', 'description': 'SWIR 2 (band 12)', 'center_wavelength': 2.19, 'full_width_half_max': 0.242}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'thumbnail': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230113_0_L2A/thumbnail.jpg', 'type': 'image/jpeg', 'title': 'Thumbnail image', 'roles': ['thumbnail']}, 'tileinfo_metadata': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230113_0_L2A/tileinfo_metadata.json', 'type': 'application/json', 'roles': ['metadata']}, 'visual': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230113_0_L2A/TCI.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'True color image', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}, {'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}, {'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'roles': ['visual']}, 'wvp': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230113_0_L2A/WVP.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Water vapour (WVP)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'unit': 'cm', 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}, 'aot-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/13/0/AOT.jp2', 'type': 'image/jp2', 'title': 'Aerosol optical thickness (AOT)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}, 'blue-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/13/0/B02.jp2', 'type': 'image/jp2', 'title': 'Blue (band 2) - 10m', 'eo:bands': [{'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'coastal-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/13/0/B01.jp2', 'type': 'image/jp2', 'title': 'Coastal aerosol (band 1) - 60m', 'eo:bands': [{'name': 'coastal', 'common_name': 'coastal', 'description': 'Coastal aerosol (band 1)', 'center_wavelength': 0.443, 'full_width_half_max': 0.027}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'green-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/13/0/B03.jp2', 'type': 'image/jp2', 'title': 'Green (band 3) - 10m', 'eo:bands': [{'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/13/0/B08.jp2', 'type': 'image/jp2', 'title': 'NIR 1 (band 8) - 10m', 'eo:bands': [{'name': 'nir', 'common_name': 'nir', 'description': 'NIR 1 (band 8)', 'center_wavelength': 0.842, 'full_width_half_max': 0.145}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir08-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/13/0/B8A.jp2', 'type': 'image/jp2', 'title': 'NIR 2 (band 8A) - 20m', 'eo:bands': [{'name': 'nir08', 'common_name': 'nir08', 'description': 'NIR 2 (band 8A)', 'center_wavelength': 0.865, 'full_width_half_max': 0.033}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir09-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/13/0/B09.jp2', 'type': 'image/jp2', 'title': 'NIR 3 (band 9) - 60m', 'eo:bands': [{'name': 'nir09', 'common_name': 'nir09', 'description': 'NIR 3 (band 9)', 'center_wavelength': 0.945, 'full_width_half_max': 0.026}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'red-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/13/0/B04.jp2', 'type': 'image/jp2', 'title': 'Red (band 4) - 10m', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge1-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/13/0/B05.jp2', 'type': 'image/jp2', 'title': 'Red edge 1 (band 5) - 20m', 'eo:bands': [{'name': 'rededge1', 'common_name': 'rededge', 'description': 'Red edge 1 (band 5)', 'center_wavelength': 0.704, 'full_width_half_max': 0.019}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge2-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/13/0/B06.jp2', 'type': 'image/jp2', 'title': 'Red edge 2 (band 6) - 20m', 'eo:bands': [{'name': 'rededge2', 'common_name': 'rededge', 'description': 'Red edge 2 (band 6)', 'center_wavelength': 0.74, 'full_width_half_max': 0.018}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge3-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/13/0/B07.jp2', 'type': 'image/jp2', 'title': 'Red edge 3 (band 7) - 20m', 'eo:bands': [{'name': 'rededge3', 'common_name': 'rededge', 'description': 'Red edge 3 (band 7)', 'center_wavelength': 0.783, 'full_width_half_max': 0.028}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'scl-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/13/0/SCL.jp2', 'type': 'image/jp2', 'title': 'Scene classification map (SCL)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint8', 'spatial_resolution': 20}], 'roles': ['data', 'reflectance']}, 'swir16-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/13/0/B11.jp2', 'type': 'image/jp2', 'title': 'SWIR 1 (band 11) - 20m', 'eo:bands': [{'name': 'swir16', 'common_name': 'swir16', 'description': 'SWIR 1 (band 11)', 'center_wavelength': 1.61, 'full_width_half_max': 0.143}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'swir22-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/13/0/B12.jp2', 'type': 'image/jp2', 'title': 'SWIR 2 (band 12) - 20m', 'eo:bands': [{'name': 'swir22', 'common_name': 'swir22', 'description': 'SWIR 2 (band 12)', 'center_wavelength': 2.19, 'full_width_half_max': 0.242}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'visual-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/13/0/TCI.jp2', 'type': 'image/jp2', 'title': 'True color image', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}, {'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}, {'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'roles': ['visual']}, 'wvp-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/13/0/WVP.jp2', 'type': 'image/jp2', 'title': 'Water vapour (WVP)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'unit': 'cm', 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}}, 'bbox': [9.640480672002681, 45.056757746793146, 10.418890992989095, 46.04931410205097], 'stac_extensions': ['https://stac-extensions.github.io/mgrs/v1.0.0/schema.json', 'https://stac-extensions.github.io/grid/v1.0.0/schema.json', 'https://stac-extensions.github.io/eo/v1.0.0/schema.json', 'https://stac-extensions.github.io/raster/v1.1.0/schema.json', 'https://stac-extensions.github.io/processing/v1.1.0/schema.json', 'https://stac-extensions.github.io/view/v1.0.0/schema.json', 'https://stac-extensions.github.io/projection/v1.0.0/schema.json'], 'collection': 'sentinel-2-l2a'}
{'type': 'Feature', 'stac_version': '1.0.0', 'id': 'S2B_32TNR_20230111_0_L2A', 'properties': {'created': '2023-01-11T18:04:07.783Z', 'platform': 'sentinel-2b', 'constellation': 'sentinel-2', 'instruments': ['msi'], 'eo:cloud_cover': 98.817629, 'proj:epsg': 32632, 'mgrs:utm_zone': 32, 'mgrs:latitude_band': 'T', 'mgrs:grid_square': 'NR', 'grid:code': 'MGRS-32TNR', 'view:sun_azimuth': 164.871039983062, 'view:sun_elevation': 21.2280027455798, 's2:degraded_msi_data_percentage': 0.002, 's2:nodata_pixel_percentage': 0, 's2:saturated_defective_pixel_percentage': 0, 's2:dark_features_percentage': 0.210042, 's2:cloud_shadow_percentage': 0.965982, 's2:vegetation_percentage': 0, 's2:not_vegetated_percentage': 7e-06, 's2:water_percentage': 0.000627, 's2:unclassified_percentage': 0, 's2:medium_proba_clouds_percentage': 26.701248, 's2:high_proba_clouds_percentage': 72.112131, 's2:thin_cirrus_percentage': 0.00425, 's2:snow_ice_percentage': 0.00571, 's2:product_type': 'S2MSI2A', 's2:processing_baseline': '05.09', 's2:product_uri': 'S2B_MSIL2A_20230111T102309_N0509_R065_T32TNR_20230111T113531.SAFE', 's2:generation_time': '2023-01-11T11:35:31.000000Z', 's2:datatake_id': 'GS2B_20230111T102309_030550_N05.09', 's2:datatake_type': 'INS-NOBS', 's2:datastrip_id': 'S2B_OPER_MSI_L2A_DS_2BPS_20230111T113531_S20230111T102308_N05.09', 's2:granule_id': 'S2B_OPER_MSI_L2A_TL_2BPS_20230111T113531_A030550_T32TNR_N05.09', 's2:reflectance_conversion_factor': 1.03423862301394, 'datetime': '2023-01-11T10:28:09.917000Z', 's2:sequence': '0', 'earthsearch:s3_path': 's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230111_0_L2A', 'earthsearch:payload_id': 'roda-sentinel2/workflow-sentinel2-to-stac/3cbd0f348cf9b6ef85bbc422dcf6d47e', 'earthsearch:boa_offset_applied': True, 'processing:software': {'sentinel2-to-stac': '0.1.0'}, 'updated': '2023-01-11T18:04:07.783Z'}, 'geometry': {'type': 'Polygon', 'coordinates': [[[8.999754387288686, 46.05356536925373], [10.418890992989095, 46.04475738929435], [10.394241393041778, 45.056757746793146], [8.999758655880777, 45.06526899586078], [8.999754387288686, 46.05356536925373]]]}, 'links': [{'rel': 'self', 'type': 'application/geo+json', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a/items/S2B_32TNR_20230111_0_L2A'}, {'rel': 'canonical', 'href': 's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230111_0_L2A/S2B_32TNR_20230111_0_L2A.json', 'type': 'application/json'}, {'rel': 'license', 'href': 'https://sentinel.esa.int/documents/247904/690755/Sentinel_Data_Legal_Notice'}, {'rel': 'derived_from', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l1c/items/S2B_32TNR_20230111_0_L1C', 'type': 'application/geo+json'}, {'rel': 'parent', 'type': 'application/json', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a'}, {'rel': 'collection', 'type': 'application/json', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a'}, {'rel': 'root', 'type': 'application/json', 'href': 'https://earth-search.aws.element84.com/v1'}, {'rel': 'thumbnail', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a/items/S2B_32TNR_20230111_0_L2A/thumbnail'}], 'assets': {'aot': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230111_0_L2A/AOT.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Aerosol optical thickness (AOT)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}, 'blue': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230111_0_L2A/B02.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Blue (band 2) - 10m', 'eo:bands': [{'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'coastal': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230111_0_L2A/B01.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Coastal aerosol (band 1) - 60m', 'eo:bands': [{'name': 'coastal', 'common_name': 'coastal', 'description': 'Coastal aerosol (band 1)', 'center_wavelength': 0.443, 'full_width_half_max': 0.027}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'granule_metadata': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230111_0_L2A/granule_metadata.xml', 'type': 'application/xml', 'roles': ['metadata']}, 'green': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230111_0_L2A/B03.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Green (band 3) - 10m', 'eo:bands': [{'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230111_0_L2A/B08.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'NIR 1 (band 8) - 10m', 'eo:bands': [{'name': 'nir', 'common_name': 'nir', 'description': 'NIR 1 (band 8)', 'center_wavelength': 0.842, 'full_width_half_max': 0.145}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir08': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230111_0_L2A/B8A.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'NIR 2 (band 8A) - 20m', 'eo:bands': [{'name': 'nir08', 'common_name': 'nir08', 'description': 'NIR 2 (band 8A)', 'center_wavelength': 0.865, 'full_width_half_max': 0.033}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir09': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230111_0_L2A/B09.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'NIR 3 (band 9) - 60m', 'eo:bands': [{'name': 'nir09', 'common_name': 'nir09', 'description': 'NIR 3 (band 9)', 'center_wavelength': 0.945, 'full_width_half_max': 0.026}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'red': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230111_0_L2A/B04.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red (band 4) - 10m', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge1': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230111_0_L2A/B05.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red edge 1 (band 5) - 20m', 'eo:bands': [{'name': 'rededge1', 'common_name': 'rededge', 'description': 'Red edge 1 (band 5)', 'center_wavelength': 0.704, 'full_width_half_max': 0.019}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge2': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230111_0_L2A/B06.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red edge 2 (band 6) - 20m', 'eo:bands': [{'name': 'rededge2', 'common_name': 'rededge', 'description': 'Red edge 2 (band 6)', 'center_wavelength': 0.74, 'full_width_half_max': 0.018}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge3': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230111_0_L2A/B07.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red edge 3 (band 7) - 20m', 'eo:bands': [{'name': 'rededge3', 'common_name': 'rededge', 'description': 'Red edge 3 (band 7)', 'center_wavelength': 0.783, 'full_width_half_max': 0.028}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'scl': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230111_0_L2A/SCL.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Scene classification map (SCL)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint8', 'spatial_resolution': 20}], 'roles': ['data', 'reflectance']}, 'swir16': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230111_0_L2A/B11.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'SWIR 1 (band 11) - 20m', 'eo:bands': [{'name': 'swir16', 'common_name': 'swir16', 'description': 'SWIR 1 (band 11)', 'center_wavelength': 1.61, 'full_width_half_max': 0.143}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'swir22': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230111_0_L2A/B12.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'SWIR 2 (band 12) - 20m', 'eo:bands': [{'name': 'swir22', 'common_name': 'swir22', 'description': 'SWIR 2 (band 12)', 'center_wavelength': 2.19, 'full_width_half_max': 0.242}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'thumbnail': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230111_0_L2A/thumbnail.jpg', 'type': 'image/jpeg', 'title': 'Thumbnail image', 'roles': ['thumbnail']}, 'tileinfo_metadata': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230111_0_L2A/tileinfo_metadata.json', 'type': 'application/json', 'roles': ['metadata']}, 'visual': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230111_0_L2A/TCI.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'True color image', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}, {'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}, {'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'roles': ['visual']}, 'wvp': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230111_0_L2A/WVP.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Water vapour (WVP)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'unit': 'cm', 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}, 'aot-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/11/0/AOT.jp2', 'type': 'image/jp2', 'title': 'Aerosol optical thickness (AOT)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}, 'blue-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/11/0/B02.jp2', 'type': 'image/jp2', 'title': 'Blue (band 2) - 10m', 'eo:bands': [{'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'coastal-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/11/0/B01.jp2', 'type': 'image/jp2', 'title': 'Coastal aerosol (band 1) - 60m', 'eo:bands': [{'name': 'coastal', 'common_name': 'coastal', 'description': 'Coastal aerosol (band 1)', 'center_wavelength': 0.443, 'full_width_half_max': 0.027}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'green-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/11/0/B03.jp2', 'type': 'image/jp2', 'title': 'Green (band 3) - 10m', 'eo:bands': [{'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/11/0/B08.jp2', 'type': 'image/jp2', 'title': 'NIR 1 (band 8) - 10m', 'eo:bands': [{'name': 'nir', 'common_name': 'nir', 'description': 'NIR 1 (band 8)', 'center_wavelength': 0.842, 'full_width_half_max': 0.145}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir08-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/11/0/B8A.jp2', 'type': 'image/jp2', 'title': 'NIR 2 (band 8A) - 20m', 'eo:bands': [{'name': 'nir08', 'common_name': 'nir08', 'description': 'NIR 2 (band 8A)', 'center_wavelength': 0.865, 'full_width_half_max': 0.033}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir09-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/11/0/B09.jp2', 'type': 'image/jp2', 'title': 'NIR 3 (band 9) - 60m', 'eo:bands': [{'name': 'nir09', 'common_name': 'nir09', 'description': 'NIR 3 (band 9)', 'center_wavelength': 0.945, 'full_width_half_max': 0.026}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'red-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/11/0/B04.jp2', 'type': 'image/jp2', 'title': 'Red (band 4) - 10m', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge1-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/11/0/B05.jp2', 'type': 'image/jp2', 'title': 'Red edge 1 (band 5) - 20m', 'eo:bands': [{'name': 'rededge1', 'common_name': 'rededge', 'description': 'Red edge 1 (band 5)', 'center_wavelength': 0.704, 'full_width_half_max': 0.019}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge2-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/11/0/B06.jp2', 'type': 'image/jp2', 'title': 'Red edge 2 (band 6) - 20m', 'eo:bands': [{'name': 'rededge2', 'common_name': 'rededge', 'description': 'Red edge 2 (band 6)', 'center_wavelength': 0.74, 'full_width_half_max': 0.018}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge3-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/11/0/B07.jp2', 'type': 'image/jp2', 'title': 'Red edge 3 (band 7) - 20m', 'eo:bands': [{'name': 'rededge3', 'common_name': 'rededge', 'description': 'Red edge 3 (band 7)', 'center_wavelength': 0.783, 'full_width_half_max': 0.028}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'scl-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/11/0/SCL.jp2', 'type': 'image/jp2', 'title': 'Scene classification map (SCL)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint8', 'spatial_resolution': 20}], 'roles': ['data', 'reflectance']}, 'swir16-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/11/0/B11.jp2', 'type': 'image/jp2', 'title': 'SWIR 1 (band 11) - 20m', 'eo:bands': [{'name': 'swir16', 'common_name': 'swir16', 'description': 'SWIR 1 (band 11)', 'center_wavelength': 1.61, 'full_width_half_max': 0.143}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'swir22-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/11/0/B12.jp2', 'type': 'image/jp2', 'title': 'SWIR 2 (band 12) - 20m', 'eo:bands': [{'name': 'swir22', 'common_name': 'swir22', 'description': 'SWIR 2 (band 12)', 'center_wavelength': 2.19, 'full_width_half_max': 0.242}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'visual-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/11/0/TCI.jp2', 'type': 'image/jp2', 'title': 'True color image', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}, {'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}, {'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'roles': ['visual']}, 'wvp-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/11/0/WVP.jp2', 'type': 'image/jp2', 'title': 'Water vapour (WVP)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'unit': 'cm', 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}}, 'bbox': [8.999754387288686, 45.056757746793146, 10.418890992989095, 46.05356536925373], 'stac_extensions': ['https://stac-extensions.github.io/grid/v1.0.0/schema.json', 'https://stac-extensions.github.io/eo/v1.0.0/schema.json', 'https://stac-extensions.github.io/view/v1.0.0/schema.json', 'https://stac-extensions.github.io/raster/v1.1.0/schema.json', 'https://stac-extensions.github.io/mgrs/v1.0.0/schema.json', 'https://stac-extensions.github.io/processing/v1.1.0/schema.json', 'https://stac-extensions.github.io/projection/v1.0.0/schema.json'], 'collection': 'sentinel-2-l2a'}
{'type': 'Feature', 'stac_version': '1.0.0', 'id': 'S2A_32TNR_20230106_0_L2A', 'properties': {'created': '2023-01-06T16:36:02.543Z', 'platform': 'sentinel-2a', 'constellation': 'sentinel-2', 'instruments': ['msi'], 'eo:cloud_cover': 73.859167, 'proj:epsg': 32632, 'mgrs:utm_zone': 32, 'mgrs:latitude_band': 'T', 'mgrs:grid_square': 'NR', 'grid:code': 'MGRS-32TNR', 'view:sun_azimuth': 165.53338111519, 'view:sun_elevation': 20.647158370560902, 's2:degraded_msi_data_percentage': 0.0077, 's2:nodata_pixel_percentage': 1e-05, 's2:saturated_defective_pixel_percentage': 0, 's2:dark_features_percentage': 10.1788, 's2:cloud_shadow_percentage': 0.202727, 's2:vegetation_percentage': 2.812002, 's2:not_vegetated_percentage': 9.910572, 's2:water_percentage': 0.371034, 's2:unclassified_percentage': 0.158895, 's2:medium_proba_clouds_percentage': 2.911295, 's2:high_proba_clouds_percentage': 69.466138, 's2:thin_cirrus_percentage': 1.48173, 's2:snow_ice_percentage': 2.50681, 's2:product_type': 'S2MSI2A', 's2:processing_baseline': '05.09', 's2:product_uri': 'S2A_MSIL2A_20230106T102411_N0509_R065_T32TNR_20230106T135852.SAFE', 's2:generation_time': '2023-01-06T13:58:52.000000Z', 's2:datatake_id': 'GS2A_20230106T102411_039387_N05.09', 's2:datatake_type': 'INS-NOBS', 's2:datastrip_id': 'S2A_OPER_MSI_L2A_DS_2APS_20230106T135852_S20230106T102410_N05.09', 's2:granule_id': 'S2A_OPER_MSI_L2A_TL_2APS_20230106T135852_A039387_T32TNR_N05.09', 's2:reflectance_conversion_factor': 1.03431280422273, 'datetime': '2023-01-06T10:28:12.990000Z', 's2:sequence': '0', 'earthsearch:s3_path': 's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230106_0_L2A', 'earthsearch:payload_id': 'roda-sentinel2/workflow-sentinel2-to-stac/52d1b17989b825263c434b7b60c7d798', 'earthsearch:boa_offset_applied': True, 'processing:software': {'sentinel2-to-stac': '0.1.0'}, 'updated': '2023-01-06T16:36:02.543Z'}, 'geometry': {'type': 'Polygon', 'coordinates': [[[8.999754387288686, 46.05356536925373], [10.418890992989095, 46.04475738929435], [10.394241393041778, 45.056757746793146], [8.999758655880777, 45.06526899586078], [8.999754387288686, 46.05356536925373]]]}, 'links': [{'rel': 'self', 'type': 'application/geo+json', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a/items/S2A_32TNR_20230106_0_L2A'}, {'rel': 'canonical', 'href': 's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230106_0_L2A/S2A_32TNR_20230106_0_L2A.json', 'type': 'application/json'}, {'rel': 'license', 'href': 'https://sentinel.esa.int/documents/247904/690755/Sentinel_Data_Legal_Notice'}, {'rel': 'derived_from', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l1c/items/S2A_32TNR_20230106_0_L1C', 'type': 'application/geo+json'}, {'rel': 'parent', 'type': 'application/json', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a'}, {'rel': 'collection', 'type': 'application/json', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a'}, {'rel': 'root', 'type': 'application/json', 'href': 'https://earth-search.aws.element84.com/v1'}, {'rel': 'thumbnail', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a/items/S2A_32TNR_20230106_0_L2A/thumbnail'}], 'assets': {'aot': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230106_0_L2A/AOT.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Aerosol optical thickness (AOT)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}, 'blue': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230106_0_L2A/B02.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Blue (band 2) - 10m', 'eo:bands': [{'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'coastal': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230106_0_L2A/B01.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Coastal aerosol (band 1) - 60m', 'eo:bands': [{'name': 'coastal', 'common_name': 'coastal', 'description': 'Coastal aerosol (band 1)', 'center_wavelength': 0.443, 'full_width_half_max': 0.027}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'granule_metadata': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230106_0_L2A/granule_metadata.xml', 'type': 'application/xml', 'roles': ['metadata']}, 'green': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230106_0_L2A/B03.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Green (band 3) - 10m', 'eo:bands': [{'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230106_0_L2A/B08.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'NIR 1 (band 8) - 10m', 'eo:bands': [{'name': 'nir', 'common_name': 'nir', 'description': 'NIR 1 (band 8)', 'center_wavelength': 0.842, 'full_width_half_max': 0.145}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir08': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230106_0_L2A/B8A.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'NIR 2 (band 8A) - 20m', 'eo:bands': [{'name': 'nir08', 'common_name': 'nir08', 'description': 'NIR 2 (band 8A)', 'center_wavelength': 0.865, 'full_width_half_max': 0.033}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir09': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230106_0_L2A/B09.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'NIR 3 (band 9) - 60m', 'eo:bands': [{'name': 'nir09', 'common_name': 'nir09', 'description': 'NIR 3 (band 9)', 'center_wavelength': 0.945, 'full_width_half_max': 0.026}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'red': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230106_0_L2A/B04.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red (band 4) - 10m', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge1': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230106_0_L2A/B05.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red edge 1 (band 5) - 20m', 'eo:bands': [{'name': 'rededge1', 'common_name': 'rededge', 'description': 'Red edge 1 (band 5)', 'center_wavelength': 0.704, 'full_width_half_max': 0.019}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge2': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230106_0_L2A/B06.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red edge 2 (band 6) - 20m', 'eo:bands': [{'name': 'rededge2', 'common_name': 'rededge', 'description': 'Red edge 2 (band 6)', 'center_wavelength': 0.74, 'full_width_half_max': 0.018}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge3': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230106_0_L2A/B07.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red edge 3 (band 7) - 20m', 'eo:bands': [{'name': 'rededge3', 'common_name': 'rededge', 'description': 'Red edge 3 (band 7)', 'center_wavelength': 0.783, 'full_width_half_max': 0.028}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'scl': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230106_0_L2A/SCL.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Scene classification map (SCL)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint8', 'spatial_resolution': 20}], 'roles': ['data', 'reflectance']}, 'swir16': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230106_0_L2A/B11.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'SWIR 1 (band 11) - 20m', 'eo:bands': [{'name': 'swir16', 'common_name': 'swir16', 'description': 'SWIR 1 (band 11)', 'center_wavelength': 1.61, 'full_width_half_max': 0.143}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'swir22': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230106_0_L2A/B12.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'SWIR 2 (band 12) - 20m', 'eo:bands': [{'name': 'swir22', 'common_name': 'swir22', 'description': 'SWIR 2 (band 12)', 'center_wavelength': 2.19, 'full_width_half_max': 0.242}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'thumbnail': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230106_0_L2A/thumbnail.jpg', 'type': 'image/jpeg', 'title': 'Thumbnail image', 'roles': ['thumbnail']}, 'tileinfo_metadata': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230106_0_L2A/tileinfo_metadata.json', 'type': 'application/json', 'roles': ['metadata']}, 'visual': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230106_0_L2A/TCI.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'True color image', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}, {'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}, {'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'roles': ['visual']}, 'wvp': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230106_0_L2A/WVP.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Water vapour (WVP)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'unit': 'cm', 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}, 'aot-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/6/0/AOT.jp2', 'type': 'image/jp2', 'title': 'Aerosol optical thickness (AOT)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}, 'blue-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/6/0/B02.jp2', 'type': 'image/jp2', 'title': 'Blue (band 2) - 10m', 'eo:bands': [{'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'coastal-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/6/0/B01.jp2', 'type': 'image/jp2', 'title': 'Coastal aerosol (band 1) - 60m', 'eo:bands': [{'name': 'coastal', 'common_name': 'coastal', 'description': 'Coastal aerosol (band 1)', 'center_wavelength': 0.443, 'full_width_half_max': 0.027}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'green-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/6/0/B03.jp2', 'type': 'image/jp2', 'title': 'Green (band 3) - 10m', 'eo:bands': [{'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/6/0/B08.jp2', 'type': 'image/jp2', 'title': 'NIR 1 (band 8) - 10m', 'eo:bands': [{'name': 'nir', 'common_name': 'nir', 'description': 'NIR 1 (band 8)', 'center_wavelength': 0.842, 'full_width_half_max': 0.145}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir08-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/6/0/B8A.jp2', 'type': 'image/jp2', 'title': 'NIR 2 (band 8A) - 20m', 'eo:bands': [{'name': 'nir08', 'common_name': 'nir08', 'description': 'NIR 2 (band 8A)', 'center_wavelength': 0.865, 'full_width_half_max': 0.033}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir09-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/6/0/B09.jp2', 'type': 'image/jp2', 'title': 'NIR 3 (band 9) - 60m', 'eo:bands': [{'name': 'nir09', 'common_name': 'nir09', 'description': 'NIR 3 (band 9)', 'center_wavelength': 0.945, 'full_width_half_max': 0.026}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'red-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/6/0/B04.jp2', 'type': 'image/jp2', 'title': 'Red (band 4) - 10m', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge1-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/6/0/B05.jp2', 'type': 'image/jp2', 'title': 'Red edge 1 (band 5) - 20m', 'eo:bands': [{'name': 'rededge1', 'common_name': 'rededge', 'description': 'Red edge 1 (band 5)', 'center_wavelength': 0.704, 'full_width_half_max': 0.019}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge2-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/6/0/B06.jp2', 'type': 'image/jp2', 'title': 'Red edge 2 (band 6) - 20m', 'eo:bands': [{'name': 'rededge2', 'common_name': 'rededge', 'description': 'Red edge 2 (band 6)', 'center_wavelength': 0.74, 'full_width_half_max': 0.018}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge3-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/6/0/B07.jp2', 'type': 'image/jp2', 'title': 'Red edge 3 (band 7) - 20m', 'eo:bands': [{'name': 'rededge3', 'common_name': 'rededge', 'description': 'Red edge 3 (band 7)', 'center_wavelength': 0.783, 'full_width_half_max': 0.028}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'scl-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/6/0/SCL.jp2', 'type': 'image/jp2', 'title': 'Scene classification map (SCL)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint8', 'spatial_resolution': 20}], 'roles': ['data', 'reflectance']}, 'swir16-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/6/0/B11.jp2', 'type': 'image/jp2', 'title': 'SWIR 1 (band 11) - 20m', 'eo:bands': [{'name': 'swir16', 'common_name': 'swir16', 'description': 'SWIR 1 (band 11)', 'center_wavelength': 1.61, 'full_width_half_max': 0.143}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'swir22-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/6/0/B12.jp2', 'type': 'image/jp2', 'title': 'SWIR 2 (band 12) - 20m', 'eo:bands': [{'name': 'swir22', 'common_name': 'swir22', 'description': 'SWIR 2 (band 12)', 'center_wavelength': 2.19, 'full_width_half_max': 0.242}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'visual-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/6/0/TCI.jp2', 'type': 'image/jp2', 'title': 'True color image', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}, {'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}, {'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'roles': ['visual']}, 'wvp-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/6/0/WVP.jp2', 'type': 'image/jp2', 'title': 'Water vapour (WVP)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'unit': 'cm', 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}}, 'bbox': [8.999754387288686, 45.056757746793146, 10.418890992989095, 46.05356536925373], 'stac_extensions': ['https://stac-extensions.github.io/projection/v1.0.0/schema.json', 'https://stac-extensions.github.io/processing/v1.1.0/schema.json', 'https://stac-extensions.github.io/raster/v1.1.0/schema.json', 'https://stac-extensions.github.io/mgrs/v1.0.0/schema.json', 'https://stac-extensions.github.io/eo/v1.0.0/schema.json', 'https://stac-extensions.github.io/view/v1.0.0/schema.json', 'https://stac-extensions.github.io/grid/v1.0.0/schema.json'], 'collection': 'sentinel-2-l2a'}
{'type': 'Feature', 'stac_version': '1.0.0', 'id': 'S2A_32TNR_20230103_0_L2A', 'properties': {'created': '2023-01-03T18:22:37.684Z', 'platform': 'sentinel-2a', 'constellation': 'sentinel-2', 'instruments': ['msi'], 'eo:cloud_cover': 99.564856, 'proj:epsg': 32632, 'mgrs:utm_zone': 32, 'mgrs:latitude_band': 'T', 'mgrs:grid_square': 'NR', 'grid:code': 'MGRS-32TNR', 'view:sun_azimuth': 163.528380656674, 'view:sun_elevation': 19.925411205586798, 's2:degraded_msi_data_percentage': 0.0262, 's2:nodata_pixel_percentage': 57.558095, 's2:saturated_defective_pixel_percentage': 0, 's2:dark_features_percentage': 0.151657, 's2:cloud_shadow_percentage': 0.282778, 's2:vegetation_percentage': 0, 's2:not_vegetated_percentage': 2.3e-05, 's2:water_percentage': 0, 's2:unclassified_percentage': 0, 's2:medium_proba_clouds_percentage': 42.935824, 's2:high_proba_clouds_percentage': 55.213439, 's2:thin_cirrus_percentage': 1.415592, 's2:snow_ice_percentage': 0.000688, 's2:product_type': 'S2MSI2A', 's2:processing_baseline': '05.09', 's2:product_uri': 'S2A_MSIL2A_20230103T101411_N0509_R022_T32TNR_20230103T141354.SAFE', 's2:generation_time': '2023-01-03T14:13:54.000000Z', 's2:datatake_id': 'GS2A_20230103T101411_039344_N05.09', 's2:datatake_type': 'INS-NOBS', 's2:datastrip_id': 'S2A_OPER_MSI_L2A_DS_2APS_20230103T141354_S20230103T101412_N05.09', 's2:granule_id': 'S2A_OPER_MSI_L2A_TL_2APS_20230103T141354_A039344_T32TNR_N05.09', 's2:reflectance_conversion_factor': 1.03423214479167, 'datetime': '2023-01-03T10:18:15.855000Z', 's2:sequence': '0', 'earthsearch:s3_path': 's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230103_0_L2A', 'earthsearch:payload_id': 'roda-sentinel2/workflow-sentinel2-to-stac/33011aa35b463c0df3e160f9994e38b3', 'earthsearch:boa_offset_applied': True, 'processing:software': {'sentinel2-to-stac': '0.1.0'}, 'updated': '2023-01-03T18:22:37.684Z'}, 'geometry': {'type': 'Polygon', 'coordinates': [[[9.987077898618935, 46.049302944757976], [10.418890992989095, 46.04475738929435], [10.394241393041778, 45.056757746793146], [9.641750831988006, 45.063465911893246], [9.862059199692194, 45.70564044755334], [9.874518204419106, 45.73552222468264], [9.91360119080522, 45.845598181974566], [9.93155799866988, 45.90447440248435], [9.953091304442129, 45.95648844930005], [9.987077898618935, 46.049302944757976]]]}, 'links': [{'rel': 'self', 'type': 'application/geo+json', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a/items/S2A_32TNR_20230103_0_L2A'}, {'rel': 'canonical', 'href': 's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230103_0_L2A/S2A_32TNR_20230103_0_L2A.json', 'type': 'application/json'}, {'rel': 'license', 'href': 'https://sentinel.esa.int/documents/247904/690755/Sentinel_Data_Legal_Notice'}, {'rel': 'derived_from', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l1c/items/S2A_32TNR_20230103_0_L1C', 'type': 'application/geo+json'}, {'rel': 'parent', 'type': 'application/json', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a'}, {'rel': 'collection', 'type': 'application/json', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a'}, {'rel': 'root', 'type': 'application/json', 'href': 'https://earth-search.aws.element84.com/v1'}, {'rel': 'thumbnail', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a/items/S2A_32TNR_20230103_0_L2A/thumbnail'}], 'assets': {'aot': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230103_0_L2A/AOT.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Aerosol optical thickness (AOT)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}, 'blue': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230103_0_L2A/B02.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Blue (band 2) - 10m', 'eo:bands': [{'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'coastal': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230103_0_L2A/B01.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Coastal aerosol (band 1) - 60m', 'eo:bands': [{'name': 'coastal', 'common_name': 'coastal', 'description': 'Coastal aerosol (band 1)', 'center_wavelength': 0.443, 'full_width_half_max': 0.027}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'granule_metadata': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230103_0_L2A/granule_metadata.xml', 'type': 'application/xml', 'roles': ['metadata']}, 'green': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230103_0_L2A/B03.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Green (band 3) - 10m', 'eo:bands': [{'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230103_0_L2A/B08.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'NIR 1 (band 8) - 10m', 'eo:bands': [{'name': 'nir', 'common_name': 'nir', 'description': 'NIR 1 (band 8)', 'center_wavelength': 0.842, 'full_width_half_max': 0.145}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir08': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230103_0_L2A/B8A.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'NIR 2 (band 8A) - 20m', 'eo:bands': [{'name': 'nir08', 'common_name': 'nir08', 'description': 'NIR 2 (band 8A)', 'center_wavelength': 0.865, 'full_width_half_max': 0.033}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir09': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230103_0_L2A/B09.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'NIR 3 (band 9) - 60m', 'eo:bands': [{'name': 'nir09', 'common_name': 'nir09', 'description': 'NIR 3 (band 9)', 'center_wavelength': 0.945, 'full_width_half_max': 0.026}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'red': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230103_0_L2A/B04.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red (band 4) - 10m', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge1': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230103_0_L2A/B05.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red edge 1 (band 5) - 20m', 'eo:bands': [{'name': 'rededge1', 'common_name': 'rededge', 'description': 'Red edge 1 (band 5)', 'center_wavelength': 0.704, 'full_width_half_max': 0.019}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge2': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230103_0_L2A/B06.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red edge 2 (band 6) - 20m', 'eo:bands': [{'name': 'rededge2', 'common_name': 'rededge', 'description': 'Red edge 2 (band 6)', 'center_wavelength': 0.74, 'full_width_half_max': 0.018}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge3': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230103_0_L2A/B07.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red edge 3 (band 7) - 20m', 'eo:bands': [{'name': 'rededge3', 'common_name': 'rededge', 'description': 'Red edge 3 (band 7)', 'center_wavelength': 0.783, 'full_width_half_max': 0.028}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'scl': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230103_0_L2A/SCL.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Scene classification map (SCL)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint8', 'spatial_resolution': 20}], 'roles': ['data', 'reflectance']}, 'swir16': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230103_0_L2A/B11.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'SWIR 1 (band 11) - 20m', 'eo:bands': [{'name': 'swir16', 'common_name': 'swir16', 'description': 'SWIR 1 (band 11)', 'center_wavelength': 1.61, 'full_width_half_max': 0.143}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'swir22': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230103_0_L2A/B12.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'SWIR 2 (band 12) - 20m', 'eo:bands': [{'name': 'swir22', 'common_name': 'swir22', 'description': 'SWIR 2 (band 12)', 'center_wavelength': 2.19, 'full_width_half_max': 0.242}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'thumbnail': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230103_0_L2A/thumbnail.jpg', 'type': 'image/jpeg', 'title': 'Thumbnail image', 'roles': ['thumbnail']}, 'tileinfo_metadata': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230103_0_L2A/tileinfo_metadata.json', 'type': 'application/json', 'roles': ['metadata']}, 'visual': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230103_0_L2A/TCI.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'True color image', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}, {'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}, {'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'roles': ['visual']}, 'wvp': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230103_0_L2A/WVP.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Water vapour (WVP)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'unit': 'cm', 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}, 'aot-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/3/0/AOT.jp2', 'type': 'image/jp2', 'title': 'Aerosol optical thickness (AOT)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}, 'blue-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/3/0/B02.jp2', 'type': 'image/jp2', 'title': 'Blue (band 2) - 10m', 'eo:bands': [{'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'coastal-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/3/0/B01.jp2', 'type': 'image/jp2', 'title': 'Coastal aerosol (band 1) - 60m', 'eo:bands': [{'name': 'coastal', 'common_name': 'coastal', 'description': 'Coastal aerosol (band 1)', 'center_wavelength': 0.443, 'full_width_half_max': 0.027}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'green-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/3/0/B03.jp2', 'type': 'image/jp2', 'title': 'Green (band 3) - 10m', 'eo:bands': [{'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/3/0/B08.jp2', 'type': 'image/jp2', 'title': 'NIR 1 (band 8) - 10m', 'eo:bands': [{'name': 'nir', 'common_name': 'nir', 'description': 'NIR 1 (band 8)', 'center_wavelength': 0.842, 'full_width_half_max': 0.145}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir08-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/3/0/B8A.jp2', 'type': 'image/jp2', 'title': 'NIR 2 (band 8A) - 20m', 'eo:bands': [{'name': 'nir08', 'common_name': 'nir08', 'description': 'NIR 2 (band 8A)', 'center_wavelength': 0.865, 'full_width_half_max': 0.033}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir09-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/3/0/B09.jp2', 'type': 'image/jp2', 'title': 'NIR 3 (band 9) - 60m', 'eo:bands': [{'name': 'nir09', 'common_name': 'nir09', 'description': 'NIR 3 (band 9)', 'center_wavelength': 0.945, 'full_width_half_max': 0.026}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'red-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/3/0/B04.jp2', 'type': 'image/jp2', 'title': 'Red (band 4) - 10m', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge1-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/3/0/B05.jp2', 'type': 'image/jp2', 'title': 'Red edge 1 (band 5) - 20m', 'eo:bands': [{'name': 'rededge1', 'common_name': 'rededge', 'description': 'Red edge 1 (band 5)', 'center_wavelength': 0.704, 'full_width_half_max': 0.019}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge2-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/3/0/B06.jp2', 'type': 'image/jp2', 'title': 'Red edge 2 (band 6) - 20m', 'eo:bands': [{'name': 'rededge2', 'common_name': 'rededge', 'description': 'Red edge 2 (band 6)', 'center_wavelength': 0.74, 'full_width_half_max': 0.018}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge3-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/3/0/B07.jp2', 'type': 'image/jp2', 'title': 'Red edge 3 (band 7) - 20m', 'eo:bands': [{'name': 'rededge3', 'common_name': 'rededge', 'description': 'Red edge 3 (band 7)', 'center_wavelength': 0.783, 'full_width_half_max': 0.028}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'scl-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/3/0/SCL.jp2', 'type': 'image/jp2', 'title': 'Scene classification map (SCL)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint8', 'spatial_resolution': 20}], 'roles': ['data', 'reflectance']}, 'swir16-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/3/0/B11.jp2', 'type': 'image/jp2', 'title': 'SWIR 1 (band 11) - 20m', 'eo:bands': [{'name': 'swir16', 'common_name': 'swir16', 'description': 'SWIR 1 (band 11)', 'center_wavelength': 1.61, 'full_width_half_max': 0.143}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'swir22-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/3/0/B12.jp2', 'type': 'image/jp2', 'title': 'SWIR 2 (band 12) - 20m', 'eo:bands': [{'name': 'swir22', 'common_name': 'swir22', 'description': 'SWIR 2 (band 12)', 'center_wavelength': 2.19, 'full_width_half_max': 0.242}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'visual-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/3/0/TCI.jp2', 'type': 'image/jp2', 'title': 'True color image', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}, {'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}, {'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'roles': ['visual']}, 'wvp-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/3/0/WVP.jp2', 'type': 'image/jp2', 'title': 'Water vapour (WVP)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'unit': 'cm', 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}}, 'bbox': [9.641750831988006, 45.056757746793146, 10.418890992989095, 46.049302944757976], 'stac_extensions': ['https://stac-extensions.github.io/processing/v1.1.0/schema.json', 'https://stac-extensions.github.io/raster/v1.1.0/schema.json', 'https://stac-extensions.github.io/eo/v1.0.0/schema.json', 'https://stac-extensions.github.io/view/v1.0.0/schema.json', 'https://stac-extensions.github.io/mgrs/v1.0.0/schema.json', 'https://stac-extensions.github.io/projection/v1.0.0/schema.json', 'https://stac-extensions.github.io/grid/v1.0.0/schema.json'], 'collection': 'sentinel-2-l2a'}
{'type': 'Feature', 'stac_version': '1.0.0', 'id': 'S2B_32TNR_20230101_0_L2A', 'properties': {'created': '2023-01-01T15:38:00.242Z', 'platform': 'sentinel-2b', 'constellation': 'sentinel-2', 'instruments': ['msi'], 'eo:cloud_cover': 93.50211, 'proj:epsg': 32632, 'mgrs:utm_zone': 32, 'mgrs:latitude_band': 'T', 'mgrs:grid_square': 'NR', 'grid:code': 'MGRS-32TNR', 'view:sun_azimuth': 166.183161249214, 'view:sun_elevation': 20.248337225593005, 's2:degraded_msi_data_percentage': 0.0022, 's2:nodata_pixel_percentage': 0, 's2:saturated_defective_pixel_percentage': 0, 's2:dark_features_percentage': 2.043006, 's2:cloud_shadow_percentage': 4.12275, 's2:vegetation_percentage': 0.054559, 's2:not_vegetated_percentage': 0.154664, 's2:water_percentage': 0.038135, 's2:unclassified_percentage': 0.00642, 's2:medium_proba_clouds_percentage': 7.874592, 's2:high_proba_clouds_percentage': 84.83994, 's2:thin_cirrus_percentage': 0.787582, 's2:snow_ice_percentage': 0.078354, 's2:product_type': 'S2MSI2A', 's2:processing_baseline': '05.09', 's2:product_uri': 'S2B_MSIL2A_20230101T102339_N0509_R065_T32TNR_20230101T113717.SAFE', 's2:generation_time': '2023-01-01T11:37:17.000000Z', 's2:datatake_id': 'GS2B_20230101T102339_030407_N05.09', 's2:datatake_type': 'INS-NOBS', 's2:datastrip_id': 'S2B_OPER_MSI_L2A_DS_2BPS_20230101T113717_S20230101T102333_N05.09', 's2:granule_id': 'S2B_OPER_MSI_L2A_TL_2BPS_20230101T113717_A030407_T32TNR_N05.09', 's2:reflectance_conversion_factor': 1.03412690929912, 'datetime': '2023-01-01T10:28:12.809000Z', 's2:sequence': '0', 'earthsearch:s3_path': 's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230101_0_L2A', 'earthsearch:payload_id': 'roda-sentinel2/workflow-sentinel2-to-stac/315a1af58a55f3166923303539c25ff8', 'earthsearch:boa_offset_applied': True, 'processing:software': {'sentinel2-to-stac': '0.1.0'}, 'updated': '2023-01-01T15:38:00.242Z'}, 'geometry': {'type': 'Polygon', 'coordinates': [[[8.999754387288686, 46.05356536925373], [10.418890992989095, 46.04475738929435], [10.394241393041778, 45.056757746793146], [8.999758655880777, 45.06526899586078], [8.999754387288686, 46.05356536925373]]]}, 'links': [{'rel': 'self', 'type': 'application/geo+json', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a/items/S2B_32TNR_20230101_0_L2A'}, {'rel': 'canonical', 'href': 's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230101_0_L2A/S2B_32TNR_20230101_0_L2A.json', 'type': 'application/json'}, {'rel': 'license', 'href': 'https://sentinel.esa.int/documents/247904/690755/Sentinel_Data_Legal_Notice'}, {'rel': 'derived_from', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l1c/items/S2B_32TNR_20230101_0_L1C', 'type': 'application/geo+json'}, {'rel': 'parent', 'type': 'application/json', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a'}, {'rel': 'collection', 'type': 'application/json', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a'}, {'rel': 'root', 'type': 'application/json', 'href': 'https://earth-search.aws.element84.com/v1'}, {'rel': 'thumbnail', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a/items/S2B_32TNR_20230101_0_L2A/thumbnail'}], 'assets': {'aot': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230101_0_L2A/AOT.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Aerosol optical thickness (AOT)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}, 'blue': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230101_0_L2A/B02.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Blue (band 2) - 10m', 'eo:bands': [{'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'coastal': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230101_0_L2A/B01.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Coastal aerosol (band 1) - 60m', 'eo:bands': [{'name': 'coastal', 'common_name': 'coastal', 'description': 'Coastal aerosol (band 1)', 'center_wavelength': 0.443, 'full_width_half_max': 0.027}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'granule_metadata': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230101_0_L2A/granule_metadata.xml', 'type': 'application/xml', 'roles': ['metadata']}, 'green': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230101_0_L2A/B03.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Green (band 3) - 10m', 'eo:bands': [{'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230101_0_L2A/B08.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'NIR 1 (band 8) - 10m', 'eo:bands': [{'name': 'nir', 'common_name': 'nir', 'description': 'NIR 1 (band 8)', 'center_wavelength': 0.842, 'full_width_half_max': 0.145}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir08': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230101_0_L2A/B8A.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'NIR 2 (band 8A) - 20m', 'eo:bands': [{'name': 'nir08', 'common_name': 'nir08', 'description': 'NIR 2 (band 8A)', 'center_wavelength': 0.865, 'full_width_half_max': 0.033}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir09': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230101_0_L2A/B09.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'NIR 3 (band 9) - 60m', 'eo:bands': [{'name': 'nir09', 'common_name': 'nir09', 'description': 'NIR 3 (band 9)', 'center_wavelength': 0.945, 'full_width_half_max': 0.026}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'red': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230101_0_L2A/B04.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red (band 4) - 10m', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge1': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230101_0_L2A/B05.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red edge 1 (band 5) - 20m', 'eo:bands': [{'name': 'rededge1', 'common_name': 'rededge', 'description': 'Red edge 1 (band 5)', 'center_wavelength': 0.704, 'full_width_half_max': 0.019}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge2': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230101_0_L2A/B06.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red edge 2 (band 6) - 20m', 'eo:bands': [{'name': 'rededge2', 'common_name': 'rededge', 'description': 'Red edge 2 (band 6)', 'center_wavelength': 0.74, 'full_width_half_max': 0.018}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge3': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230101_0_L2A/B07.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red edge 3 (band 7) - 20m', 'eo:bands': [{'name': 'rededge3', 'common_name': 'rededge', 'description': 'Red edge 3 (band 7)', 'center_wavelength': 0.783, 'full_width_half_max': 0.028}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'scl': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230101_0_L2A/SCL.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Scene classification map (SCL)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint8', 'spatial_resolution': 20}], 'roles': ['data', 'reflectance']}, 'swir16': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230101_0_L2A/B11.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'SWIR 1 (band 11) - 20m', 'eo:bands': [{'name': 'swir16', 'common_name': 'swir16', 'description': 'SWIR 1 (band 11)', 'center_wavelength': 1.61, 'full_width_half_max': 0.143}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'swir22': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230101_0_L2A/B12.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'SWIR 2 (band 12) - 20m', 'eo:bands': [{'name': 'swir22', 'common_name': 'swir22', 'description': 'SWIR 2 (band 12)', 'center_wavelength': 2.19, 'full_width_half_max': 0.242}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'thumbnail': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230101_0_L2A/thumbnail.jpg', 'type': 'image/jpeg', 'title': 'Thumbnail image', 'roles': ['thumbnail']}, 'tileinfo_metadata': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230101_0_L2A/tileinfo_metadata.json', 'type': 'application/json', 'roles': ['metadata']}, 'visual': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230101_0_L2A/TCI.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'True color image', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}, {'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}, {'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'roles': ['visual']}, 'wvp': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230101_0_L2A/WVP.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Water vapour (WVP)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'unit': 'cm', 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}, 'aot-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/1/0/AOT.jp2', 'type': 'image/jp2', 'title': 'Aerosol optical thickness (AOT)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}, 'blue-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/1/0/B02.jp2', 'type': 'image/jp2', 'title': 'Blue (band 2) - 10m', 'eo:bands': [{'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'coastal-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/1/0/B01.jp2', 'type': 'image/jp2', 'title': 'Coastal aerosol (band 1) - 60m', 'eo:bands': [{'name': 'coastal', 'common_name': 'coastal', 'description': 'Coastal aerosol (band 1)', 'center_wavelength': 0.443, 'full_width_half_max': 0.027}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'green-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/1/0/B03.jp2', 'type': 'image/jp2', 'title': 'Green (band 3) - 10m', 'eo:bands': [{'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/1/0/B08.jp2', 'type': 'image/jp2', 'title': 'NIR 1 (band 8) - 10m', 'eo:bands': [{'name': 'nir', 'common_name': 'nir', 'description': 'NIR 1 (band 8)', 'center_wavelength': 0.842, 'full_width_half_max': 0.145}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir08-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/1/0/B8A.jp2', 'type': 'image/jp2', 'title': 'NIR 2 (band 8A) - 20m', 'eo:bands': [{'name': 'nir08', 'common_name': 'nir08', 'description': 'NIR 2 (band 8A)', 'center_wavelength': 0.865, 'full_width_half_max': 0.033}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir09-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/1/0/B09.jp2', 'type': 'image/jp2', 'title': 'NIR 3 (band 9) - 60m', 'eo:bands': [{'name': 'nir09', 'common_name': 'nir09', 'description': 'NIR 3 (band 9)', 'center_wavelength': 0.945, 'full_width_half_max': 0.026}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'red-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/1/0/B04.jp2', 'type': 'image/jp2', 'title': 'Red (band 4) - 10m', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge1-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/1/0/B05.jp2', 'type': 'image/jp2', 'title': 'Red edge 1 (band 5) - 20m', 'eo:bands': [{'name': 'rededge1', 'common_name': 'rededge', 'description': 'Red edge 1 (band 5)', 'center_wavelength': 0.704, 'full_width_half_max': 0.019}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge2-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/1/0/B06.jp2', 'type': 'image/jp2', 'title': 'Red edge 2 (band 6) - 20m', 'eo:bands': [{'name': 'rededge2', 'common_name': 'rededge', 'description': 'Red edge 2 (band 6)', 'center_wavelength': 0.74, 'full_width_half_max': 0.018}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge3-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/1/0/B07.jp2', 'type': 'image/jp2', 'title': 'Red edge 3 (band 7) - 20m', 'eo:bands': [{'name': 'rededge3', 'common_name': 'rededge', 'description': 'Red edge 3 (band 7)', 'center_wavelength': 0.783, 'full_width_half_max': 0.028}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'scl-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/1/0/SCL.jp2', 'type': 'image/jp2', 'title': 'Scene classification map (SCL)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint8', 'spatial_resolution': 20}], 'roles': ['data', 'reflectance']}, 'swir16-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/1/0/B11.jp2', 'type': 'image/jp2', 'title': 'SWIR 1 (band 11) - 20m', 'eo:bands': [{'name': 'swir16', 'common_name': 'swir16', 'description': 'SWIR 1 (band 11)', 'center_wavelength': 1.61, 'full_width_half_max': 0.143}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'swir22-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/1/0/B12.jp2', 'type': 'image/jp2', 'title': 'SWIR 2 (band 12) - 20m', 'eo:bands': [{'name': 'swir22', 'common_name': 'swir22', 'description': 'SWIR 2 (band 12)', 'center_wavelength': 2.19, 'full_width_half_max': 0.242}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'visual-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/1/0/TCI.jp2', 'type': 'image/jp2', 'title': 'True color image', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}, {'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}, {'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'roles': ['visual']}, 'wvp-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/1/0/WVP.jp2', 'type': 'image/jp2', 'title': 'Water vapour (WVP)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'unit': 'cm', 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}}, 'bbox': [8.999754387288686, 45.056757746793146, 10.418890992989095, 46.05356536925373], 'stac_extensions': ['https://stac-extensions.github.io/processing/v1.1.0/schema.json', 'https://stac-extensions.github.io/mgrs/v1.0.0/schema.json', 'https://stac-extensions.github.io/grid/v1.0.0/schema.json', 'https://stac-extensions.github.io/view/v1.0.0/schema.json', 'https://stac-extensions.github.io/eo/v1.0.0/schema.json', 'https://stac-extensions.github.io/raster/v1.1.0/schema.json', 'https://stac-extensions.github.io/projection/v1.0.0/schema.json'], 'collection': 'sentinel-2-l2a'}

Search items for a date range

# Date range
date_range = "2023-01-10/2023-01-20"
# run pystac client search to see available dataset
search = client.search(
    collections=[collection], intersects=geometry, datetime=date_range
)
# spit out data as GeoJSON dictionary
print(search.item_collection_as_dict())
# loop through each item
for item in search.items_as_dicts():
    print(item)

Show code cell output Hide code cell output

{'type': 'FeatureCollection', 'features': [{'type': 'Feature', 'stac_version': '1.0.0', 'id': 'S2A_32TNR_20230116_0_L2A', 'properties': {'created': '2023-01-16T16:58:50.344Z', 'platform': 'sentinel-2a', 'constellation': 'sentinel-2', 'instruments': ['msi'], 'eo:cloud_cover': 95.510781, 'proj:epsg': 32632, 'mgrs:utm_zone': 32, 'mgrs:latitude_band': 'T', 'mgrs:grid_square': 'NR', 'grid:code': 'MGRS-32TNR', 'view:sun_azimuth': 164.233149382057, 'view:sun_elevation': 21.990654775921797, 's2:degraded_msi_data_percentage': 0.0075, 's2:nodata_pixel_percentage': 0, 's2:saturated_defective_pixel_percentage': 0, 's2:dark_features_percentage': 1.055385, 's2:cloud_shadow_percentage': 3.343091, 's2:vegetation_percentage': 0, 's2:not_vegetated_percentage': 0.000202, 's2:water_percentage': 0.007004, 's2:unclassified_percentage': 4e-05, 's2:medium_proba_clouds_percentage': 47.175184, 's2:high_proba_clouds_percentage': 46.2935, 's2:thin_cirrus_percentage': 2.042097, 's2:snow_ice_percentage': 0.083497, 's2:product_type': 'S2MSI2A', 's2:processing_baseline': '05.09', 's2:product_uri': 'S2A_MSIL2A_20230116T102351_N0509_R065_T32TNR_20230116T135854.SAFE', 's2:generation_time': '2023-01-16T13:58:54.000000Z', 's2:datatake_id': 'GS2A_20230116T102351_039530_N05.09', 's2:datatake_type': 'INS-NOBS', 's2:datastrip_id': 'S2A_OPER_MSI_L2A_DS_2APS_20230116T135854_S20230116T102349_N05.09', 's2:granule_id': 'S2A_OPER_MSI_L2A_TL_2APS_20230116T135854_A039530_T32TNR_N05.09', 's2:reflectance_conversion_factor': 1.03390495472955, 'datetime': '2023-01-16T10:28:10.371000Z', 's2:sequence': '0', 'earthsearch:s3_path': 's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230116_0_L2A', 'earthsearch:payload_id': 'roda-sentinel2/workflow-sentinel2-to-stac/39ce3760ba19612f7ea3b75482a255f7', 'earthsearch:boa_offset_applied': True, 'processing:software': {'sentinel2-to-stac': '0.1.0'}, 'updated': '2023-01-16T16:58:50.344Z'}, 'geometry': {'type': 'Polygon', 'coordinates': [[[8.999754387288686, 46.05356536925373], [10.418890992989095, 46.04475738929435], [10.394241393041778, 45.056757746793146], [8.999758655880777, 45.06526899586078], [8.999754387288686, 46.05356536925373]]]}, 'links': [{'rel': 'self', 'type': 'application/geo+json', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a/items/S2A_32TNR_20230116_0_L2A'}, {'rel': 'canonical', 'href': 's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230116_0_L2A/S2A_32TNR_20230116_0_L2A.json', 'type': 'application/json'}, {'rel': 'license', 'href': 'https://sentinel.esa.int/documents/247904/690755/Sentinel_Data_Legal_Notice'}, {'rel': 'derived_from', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l1c/items/S2A_32TNR_20230116_0_L1C', 'type': 'application/geo+json'}, {'rel': 'parent', 'type': 'application/json', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a'}, {'rel': 'collection', 'type': 'application/json', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a'}, {'rel': 'root', 'type': 'application/json', 'href': 'https://earth-search.aws.element84.com/v1'}, {'rel': 'thumbnail', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a/items/S2A_32TNR_20230116_0_L2A/thumbnail'}], 'assets': {'aot': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230116_0_L2A/AOT.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Aerosol optical thickness (AOT)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}, 'blue': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230116_0_L2A/B02.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Blue (band 2) - 10m', 'eo:bands': [{'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'coastal': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230116_0_L2A/B01.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Coastal aerosol (band 1) - 60m', 'eo:bands': [{'name': 'coastal', 'common_name': 'coastal', 'description': 'Coastal aerosol (band 1)', 'center_wavelength': 0.443, 'full_width_half_max': 0.027}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'granule_metadata': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230116_0_L2A/granule_metadata.xml', 'type': 'application/xml', 'roles': ['metadata']}, 'green': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230116_0_L2A/B03.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Green (band 3) - 10m', 'eo:bands': [{'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230116_0_L2A/B08.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'NIR 1 (band 8) - 10m', 'eo:bands': [{'name': 'nir', 'common_name': 'nir', 'description': 'NIR 1 (band 8)', 'center_wavelength': 0.842, 'full_width_half_max': 0.145}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir08': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230116_0_L2A/B8A.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'NIR 2 (band 8A) - 20m', 'eo:bands': [{'name': 'nir08', 'common_name': 'nir08', 'description': 'NIR 2 (band 8A)', 'center_wavelength': 0.865, 'full_width_half_max': 0.033}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir09': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230116_0_L2A/B09.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'NIR 3 (band 9) - 60m', 'eo:bands': [{'name': 'nir09', 'common_name': 'nir09', 'description': 'NIR 3 (band 9)', 'center_wavelength': 0.945, 'full_width_half_max': 0.026}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'red': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230116_0_L2A/B04.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red (band 4) - 10m', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge1': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230116_0_L2A/B05.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red edge 1 (band 5) - 20m', 'eo:bands': [{'name': 'rededge1', 'common_name': 'rededge', 'description': 'Red edge 1 (band 5)', 'center_wavelength': 0.704, 'full_width_half_max': 0.019}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge2': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230116_0_L2A/B06.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red edge 2 (band 6) - 20m', 'eo:bands': [{'name': 'rededge2', 'common_name': 'rededge', 'description': 'Red edge 2 (band 6)', 'center_wavelength': 0.74, 'full_width_half_max': 0.018}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge3': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230116_0_L2A/B07.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red edge 3 (band 7) - 20m', 'eo:bands': [{'name': 'rededge3', 'common_name': 'rededge', 'description': 'Red edge 3 (band 7)', 'center_wavelength': 0.783, 'full_width_half_max': 0.028}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'scl': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230116_0_L2A/SCL.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Scene classification map (SCL)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint8', 'spatial_resolution': 20}], 'roles': ['data', 'reflectance']}, 'swir16': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230116_0_L2A/B11.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'SWIR 1 (band 11) - 20m', 'eo:bands': [{'name': 'swir16', 'common_name': 'swir16', 'description': 'SWIR 1 (band 11)', 'center_wavelength': 1.61, 'full_width_half_max': 0.143}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'swir22': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230116_0_L2A/B12.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'SWIR 2 (band 12) - 20m', 'eo:bands': [{'name': 'swir22', 'common_name': 'swir22', 'description': 'SWIR 2 (band 12)', 'center_wavelength': 2.19, 'full_width_half_max': 0.242}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'thumbnail': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230116_0_L2A/thumbnail.jpg', 'type': 'image/jpeg', 'title': 'Thumbnail image', 'roles': ['thumbnail']}, 'tileinfo_metadata': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230116_0_L2A/tileinfo_metadata.json', 'type': 'application/json', 'roles': ['metadata']}, 'visual': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230116_0_L2A/TCI.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'True color image', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}, {'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}, {'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'roles': ['visual']}, 'wvp': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230116_0_L2A/WVP.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Water vapour (WVP)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'unit': 'cm', 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}, 'aot-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/16/0/AOT.jp2', 'type': 'image/jp2', 'title': 'Aerosol optical thickness (AOT)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}, 'blue-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/16/0/B02.jp2', 'type': 'image/jp2', 'title': 'Blue (band 2) - 10m', 'eo:bands': [{'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'coastal-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/16/0/B01.jp2', 'type': 'image/jp2', 'title': 'Coastal aerosol (band 1) - 60m', 'eo:bands': [{'name': 'coastal', 'common_name': 'coastal', 'description': 'Coastal aerosol (band 1)', 'center_wavelength': 0.443, 'full_width_half_max': 0.027}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'green-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/16/0/B03.jp2', 'type': 'image/jp2', 'title': 'Green (band 3) - 10m', 'eo:bands': [{'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/16/0/B08.jp2', 'type': 'image/jp2', 'title': 'NIR 1 (band 8) - 10m', 'eo:bands': [{'name': 'nir', 'common_name': 'nir', 'description': 'NIR 1 (band 8)', 'center_wavelength': 0.842, 'full_width_half_max': 0.145}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir08-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/16/0/B8A.jp2', 'type': 'image/jp2', 'title': 'NIR 2 (band 8A) - 20m', 'eo:bands': [{'name': 'nir08', 'common_name': 'nir08', 'description': 'NIR 2 (band 8A)', 'center_wavelength': 0.865, 'full_width_half_max': 0.033}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir09-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/16/0/B09.jp2', 'type': 'image/jp2', 'title': 'NIR 3 (band 9) - 60m', 'eo:bands': [{'name': 'nir09', 'common_name': 'nir09', 'description': 'NIR 3 (band 9)', 'center_wavelength': 0.945, 'full_width_half_max': 0.026}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'red-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/16/0/B04.jp2', 'type': 'image/jp2', 'title': 'Red (band 4) - 10m', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge1-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/16/0/B05.jp2', 'type': 'image/jp2', 'title': 'Red edge 1 (band 5) - 20m', 'eo:bands': [{'name': 'rededge1', 'common_name': 'rededge', 'description': 'Red edge 1 (band 5)', 'center_wavelength': 0.704, 'full_width_half_max': 0.019}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge2-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/16/0/B06.jp2', 'type': 'image/jp2', 'title': 'Red edge 2 (band 6) - 20m', 'eo:bands': [{'name': 'rededge2', 'common_name': 'rededge', 'description': 'Red edge 2 (band 6)', 'center_wavelength': 0.74, 'full_width_half_max': 0.018}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge3-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/16/0/B07.jp2', 'type': 'image/jp2', 'title': 'Red edge 3 (band 7) - 20m', 'eo:bands': [{'name': 'rededge3', 'common_name': 'rededge', 'description': 'Red edge 3 (band 7)', 'center_wavelength': 0.783, 'full_width_half_max': 0.028}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'scl-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/16/0/SCL.jp2', 'type': 'image/jp2', 'title': 'Scene classification map (SCL)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint8', 'spatial_resolution': 20}], 'roles': ['data', 'reflectance']}, 'swir16-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/16/0/B11.jp2', 'type': 'image/jp2', 'title': 'SWIR 1 (band 11) - 20m', 'eo:bands': [{'name': 'swir16', 'common_name': 'swir16', 'description': 'SWIR 1 (band 11)', 'center_wavelength': 1.61, 'full_width_half_max': 0.143}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'swir22-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/16/0/B12.jp2', 'type': 'image/jp2', 'title': 'SWIR 2 (band 12) - 20m', 'eo:bands': [{'name': 'swir22', 'common_name': 'swir22', 'description': 'SWIR 2 (band 12)', 'center_wavelength': 2.19, 'full_width_half_max': 0.242}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'visual-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/16/0/TCI.jp2', 'type': 'image/jp2', 'title': 'True color image', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}, {'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}, {'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'roles': ['visual']}, 'wvp-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/16/0/WVP.jp2', 'type': 'image/jp2', 'title': 'Water vapour (WVP)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'unit': 'cm', 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}}, 'bbox': [8.999754387288686, 45.056757746793146, 10.418890992989095, 46.05356536925373], 'stac_extensions': ['https://stac-extensions.github.io/eo/v1.0.0/schema.json', 'https://stac-extensions.github.io/mgrs/v1.0.0/schema.json', 'https://stac-extensions.github.io/grid/v1.0.0/schema.json', 'https://stac-extensions.github.io/projection/v1.0.0/schema.json', 'https://stac-extensions.github.io/processing/v1.1.0/schema.json', 'https://stac-extensions.github.io/raster/v1.1.0/schema.json', 'https://stac-extensions.github.io/view/v1.0.0/schema.json'], 'collection': 'sentinel-2-l2a'}, {'type': 'Feature', 'stac_version': '1.0.0', 'id': 'S2A_32TNR_20230113_0_L2A', 'properties': {'created': '2023-01-13T19:57:10.004Z', 'platform': 'sentinel-2a', 'constellation': 'sentinel-2', 'instruments': ['msi'], 'eo:cloud_cover': 99.582672, 'proj:epsg': 32632, 'mgrs:utm_zone': 32, 'mgrs:latitude_band': 'T', 'mgrs:grid_square': 'NR', 'grid:code': 'MGRS-32TNR', 'view:sun_azimuth': 162.190744160575, 'view:sun_elevation': 21.013624237272097, 's2:degraded_msi_data_percentage': 0.0261, 's2:nodata_pixel_percentage': 57.467782, 's2:saturated_defective_pixel_percentage': 0, 's2:dark_features_percentage': 0.064941, 's2:cloud_shadow_percentage': 0.350176, 's2:vegetation_percentage': 0, 's2:not_vegetated_percentage': 0, 's2:water_percentage': 0, 's2:unclassified_percentage': 0, 's2:medium_proba_clouds_percentage': 4.1649, 's2:high_proba_clouds_percentage': 95.417774, 's2:thin_cirrus_percentage': 0, 's2:snow_ice_percentage': 0.002208, 's2:product_type': 'S2MSI2A', 's2:processing_baseline': '05.09', 's2:product_uri': 'S2A_MSIL2A_20230113T101401_N0509_R022_T32TNR_20230113T141756.SAFE', 's2:generation_time': '2023-01-13T14:17:56.000000Z', 's2:datatake_id': 'GS2A_20230113T101401_039487_N05.09', 's2:datatake_type': 'INS-NOBS', 's2:datastrip_id': 'S2A_OPER_MSI_L2A_DS_2APS_20230113T141756_S20230113T101355_N05.09', 's2:granule_id': 'S2A_OPER_MSI_L2A_TL_2APS_20230113T141756_A039487_T32TNR_N05.09', 's2:reflectance_conversion_factor': 1.03413658824197, 'datetime': '2023-01-13T10:18:14.252000Z', 's2:sequence': '0', 'earthsearch:s3_path': 's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230113_0_L2A', 'earthsearch:payload_id': 'roda-sentinel2/workflow-sentinel2-to-stac/9827f5a7cc860f22c0794446814030b3', 'earthsearch:boa_offset_applied': True, 'processing:software': {'sentinel2-to-stac': '0.1.0'}, 'updated': '2023-01-13T19:57:10.004Z'}, 'geometry': {'type': 'Polygon', 'coordinates': [[[9.98578523599899, 46.04931410205097], [10.418890992989095, 46.04475738929435], [10.394241393041778, 45.056757746793146], [9.640480672002681, 45.06347304234703], [9.858947125625718, 45.70079724768099], [9.87323068124495, 45.73535334931253], [9.912585796470207, 45.84650655820829], [9.930226485282407, 45.90429478370097], [9.951524384881228, 45.95542106805855], [9.98578523599899, 46.04931410205097]]]}, 'links': [{'rel': 'self', 'type': 'application/geo+json', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a/items/S2A_32TNR_20230113_0_L2A'}, {'rel': 'canonical', 'href': 's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230113_0_L2A/S2A_32TNR_20230113_0_L2A.json', 'type': 'application/json'}, {'rel': 'license', 'href': 'https://sentinel.esa.int/documents/247904/690755/Sentinel_Data_Legal_Notice'}, {'rel': 'derived_from', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l1c/items/S2A_32TNR_20230113_0_L1C', 'type': 'application/geo+json'}, {'rel': 'parent', 'type': 'application/json', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a'}, {'rel': 'collection', 'type': 'application/json', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a'}, {'rel': 'root', 'type': 'application/json', 'href': 'https://earth-search.aws.element84.com/v1'}, {'rel': 'thumbnail', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a/items/S2A_32TNR_20230113_0_L2A/thumbnail'}], 'assets': {'aot': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230113_0_L2A/AOT.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Aerosol optical thickness (AOT)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}, 'blue': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230113_0_L2A/B02.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Blue (band 2) - 10m', 'eo:bands': [{'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'coastal': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230113_0_L2A/B01.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Coastal aerosol (band 1) - 60m', 'eo:bands': [{'name': 'coastal', 'common_name': 'coastal', 'description': 'Coastal aerosol (band 1)', 'center_wavelength': 0.443, 'full_width_half_max': 0.027}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'granule_metadata': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230113_0_L2A/granule_metadata.xml', 'type': 'application/xml', 'roles': ['metadata']}, 'green': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230113_0_L2A/B03.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Green (band 3) - 10m', 'eo:bands': [{'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230113_0_L2A/B08.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'NIR 1 (band 8) - 10m', 'eo:bands': [{'name': 'nir', 'common_name': 'nir', 'description': 'NIR 1 (band 8)', 'center_wavelength': 0.842, 'full_width_half_max': 0.145}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir08': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230113_0_L2A/B8A.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'NIR 2 (band 8A) - 20m', 'eo:bands': [{'name': 'nir08', 'common_name': 'nir08', 'description': 'NIR 2 (band 8A)', 'center_wavelength': 0.865, 'full_width_half_max': 0.033}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir09': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230113_0_L2A/B09.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'NIR 3 (band 9) - 60m', 'eo:bands': [{'name': 'nir09', 'common_name': 'nir09', 'description': 'NIR 3 (band 9)', 'center_wavelength': 0.945, 'full_width_half_max': 0.026}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'red': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230113_0_L2A/B04.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red (band 4) - 10m', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge1': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230113_0_L2A/B05.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red edge 1 (band 5) - 20m', 'eo:bands': [{'name': 'rededge1', 'common_name': 'rededge', 'description': 'Red edge 1 (band 5)', 'center_wavelength': 0.704, 'full_width_half_max': 0.019}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge2': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230113_0_L2A/B06.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red edge 2 (band 6) - 20m', 'eo:bands': [{'name': 'rededge2', 'common_name': 'rededge', 'description': 'Red edge 2 (band 6)', 'center_wavelength': 0.74, 'full_width_half_max': 0.018}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge3': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230113_0_L2A/B07.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red edge 3 (band 7) - 20m', 'eo:bands': [{'name': 'rededge3', 'common_name': 'rededge', 'description': 'Red edge 3 (band 7)', 'center_wavelength': 0.783, 'full_width_half_max': 0.028}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'scl': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230113_0_L2A/SCL.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Scene classification map (SCL)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint8', 'spatial_resolution': 20}], 'roles': ['data', 'reflectance']}, 'swir16': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230113_0_L2A/B11.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'SWIR 1 (band 11) - 20m', 'eo:bands': [{'name': 'swir16', 'common_name': 'swir16', 'description': 'SWIR 1 (band 11)', 'center_wavelength': 1.61, 'full_width_half_max': 0.143}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'swir22': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230113_0_L2A/B12.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'SWIR 2 (band 12) - 20m', 'eo:bands': [{'name': 'swir22', 'common_name': 'swir22', 'description': 'SWIR 2 (band 12)', 'center_wavelength': 2.19, 'full_width_half_max': 0.242}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'thumbnail': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230113_0_L2A/thumbnail.jpg', 'type': 'image/jpeg', 'title': 'Thumbnail image', 'roles': ['thumbnail']}, 'tileinfo_metadata': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230113_0_L2A/tileinfo_metadata.json', 'type': 'application/json', 'roles': ['metadata']}, 'visual': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230113_0_L2A/TCI.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'True color image', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}, {'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}, {'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'roles': ['visual']}, 'wvp': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230113_0_L2A/WVP.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Water vapour (WVP)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'unit': 'cm', 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}, 'aot-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/13/0/AOT.jp2', 'type': 'image/jp2', 'title': 'Aerosol optical thickness (AOT)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}, 'blue-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/13/0/B02.jp2', 'type': 'image/jp2', 'title': 'Blue (band 2) - 10m', 'eo:bands': [{'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'coastal-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/13/0/B01.jp2', 'type': 'image/jp2', 'title': 'Coastal aerosol (band 1) - 60m', 'eo:bands': [{'name': 'coastal', 'common_name': 'coastal', 'description': 'Coastal aerosol (band 1)', 'center_wavelength': 0.443, 'full_width_half_max': 0.027}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'green-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/13/0/B03.jp2', 'type': 'image/jp2', 'title': 'Green (band 3) - 10m', 'eo:bands': [{'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/13/0/B08.jp2', 'type': 'image/jp2', 'title': 'NIR 1 (band 8) - 10m', 'eo:bands': [{'name': 'nir', 'common_name': 'nir', 'description': 'NIR 1 (band 8)', 'center_wavelength': 0.842, 'full_width_half_max': 0.145}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir08-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/13/0/B8A.jp2', 'type': 'image/jp2', 'title': 'NIR 2 (band 8A) - 20m', 'eo:bands': [{'name': 'nir08', 'common_name': 'nir08', 'description': 'NIR 2 (band 8A)', 'center_wavelength': 0.865, 'full_width_half_max': 0.033}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir09-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/13/0/B09.jp2', 'type': 'image/jp2', 'title': 'NIR 3 (band 9) - 60m', 'eo:bands': [{'name': 'nir09', 'common_name': 'nir09', 'description': 'NIR 3 (band 9)', 'center_wavelength': 0.945, 'full_width_half_max': 0.026}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'red-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/13/0/B04.jp2', 'type': 'image/jp2', 'title': 'Red (band 4) - 10m', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge1-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/13/0/B05.jp2', 'type': 'image/jp2', 'title': 'Red edge 1 (band 5) - 20m', 'eo:bands': [{'name': 'rededge1', 'common_name': 'rededge', 'description': 'Red edge 1 (band 5)', 'center_wavelength': 0.704, 'full_width_half_max': 0.019}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge2-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/13/0/B06.jp2', 'type': 'image/jp2', 'title': 'Red edge 2 (band 6) - 20m', 'eo:bands': [{'name': 'rededge2', 'common_name': 'rededge', 'description': 'Red edge 2 (band 6)', 'center_wavelength': 0.74, 'full_width_half_max': 0.018}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge3-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/13/0/B07.jp2', 'type': 'image/jp2', 'title': 'Red edge 3 (band 7) - 20m', 'eo:bands': [{'name': 'rededge3', 'common_name': 'rededge', 'description': 'Red edge 3 (band 7)', 'center_wavelength': 0.783, 'full_width_half_max': 0.028}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'scl-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/13/0/SCL.jp2', 'type': 'image/jp2', 'title': 'Scene classification map (SCL)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint8', 'spatial_resolution': 20}], 'roles': ['data', 'reflectance']}, 'swir16-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/13/0/B11.jp2', 'type': 'image/jp2', 'title': 'SWIR 1 (band 11) - 20m', 'eo:bands': [{'name': 'swir16', 'common_name': 'swir16', 'description': 'SWIR 1 (band 11)', 'center_wavelength': 1.61, 'full_width_half_max': 0.143}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'swir22-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/13/0/B12.jp2', 'type': 'image/jp2', 'title': 'SWIR 2 (band 12) - 20m', 'eo:bands': [{'name': 'swir22', 'common_name': 'swir22', 'description': 'SWIR 2 (band 12)', 'center_wavelength': 2.19, 'full_width_half_max': 0.242}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'visual-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/13/0/TCI.jp2', 'type': 'image/jp2', 'title': 'True color image', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}, {'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}, {'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'roles': ['visual']}, 'wvp-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/13/0/WVP.jp2', 'type': 'image/jp2', 'title': 'Water vapour (WVP)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'unit': 'cm', 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}}, 'bbox': [9.640480672002681, 45.056757746793146, 10.418890992989095, 46.04931410205097], 'stac_extensions': ['https://stac-extensions.github.io/mgrs/v1.0.0/schema.json', 'https://stac-extensions.github.io/grid/v1.0.0/schema.json', 'https://stac-extensions.github.io/eo/v1.0.0/schema.json', 'https://stac-extensions.github.io/raster/v1.1.0/schema.json', 'https://stac-extensions.github.io/processing/v1.1.0/schema.json', 'https://stac-extensions.github.io/view/v1.0.0/schema.json', 'https://stac-extensions.github.io/projection/v1.0.0/schema.json'], 'collection': 'sentinel-2-l2a'}, {'type': 'Feature', 'stac_version': '1.0.0', 'id': 'S2B_32TNR_20230111_0_L2A', 'properties': {'created': '2023-01-11T18:04:07.783Z', 'platform': 'sentinel-2b', 'constellation': 'sentinel-2', 'instruments': ['msi'], 'eo:cloud_cover': 98.817629, 'proj:epsg': 32632, 'mgrs:utm_zone': 32, 'mgrs:latitude_band': 'T', 'mgrs:grid_square': 'NR', 'grid:code': 'MGRS-32TNR', 'view:sun_azimuth': 164.871039983062, 'view:sun_elevation': 21.2280027455798, 's2:degraded_msi_data_percentage': 0.002, 's2:nodata_pixel_percentage': 0, 's2:saturated_defective_pixel_percentage': 0, 's2:dark_features_percentage': 0.210042, 's2:cloud_shadow_percentage': 0.965982, 's2:vegetation_percentage': 0, 's2:not_vegetated_percentage': 7e-06, 's2:water_percentage': 0.000627, 's2:unclassified_percentage': 0, 's2:medium_proba_clouds_percentage': 26.701248, 's2:high_proba_clouds_percentage': 72.112131, 's2:thin_cirrus_percentage': 0.00425, 's2:snow_ice_percentage': 0.00571, 's2:product_type': 'S2MSI2A', 's2:processing_baseline': '05.09', 's2:product_uri': 'S2B_MSIL2A_20230111T102309_N0509_R065_T32TNR_20230111T113531.SAFE', 's2:generation_time': '2023-01-11T11:35:31.000000Z', 's2:datatake_id': 'GS2B_20230111T102309_030550_N05.09', 's2:datatake_type': 'INS-NOBS', 's2:datastrip_id': 'S2B_OPER_MSI_L2A_DS_2BPS_20230111T113531_S20230111T102308_N05.09', 's2:granule_id': 'S2B_OPER_MSI_L2A_TL_2BPS_20230111T113531_A030550_T32TNR_N05.09', 's2:reflectance_conversion_factor': 1.03423862301394, 'datetime': '2023-01-11T10:28:09.917000Z', 's2:sequence': '0', 'earthsearch:s3_path': 's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230111_0_L2A', 'earthsearch:payload_id': 'roda-sentinel2/workflow-sentinel2-to-stac/3cbd0f348cf9b6ef85bbc422dcf6d47e', 'earthsearch:boa_offset_applied': True, 'processing:software': {'sentinel2-to-stac': '0.1.0'}, 'updated': '2023-01-11T18:04:07.783Z'}, 'geometry': {'type': 'Polygon', 'coordinates': [[[8.999754387288686, 46.05356536925373], [10.418890992989095, 46.04475738929435], [10.394241393041778, 45.056757746793146], [8.999758655880777, 45.06526899586078], [8.999754387288686, 46.05356536925373]]]}, 'links': [{'rel': 'self', 'type': 'application/geo+json', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a/items/S2B_32TNR_20230111_0_L2A'}, {'rel': 'canonical', 'href': 's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230111_0_L2A/S2B_32TNR_20230111_0_L2A.json', 'type': 'application/json'}, {'rel': 'license', 'href': 'https://sentinel.esa.int/documents/247904/690755/Sentinel_Data_Legal_Notice'}, {'rel': 'derived_from', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l1c/items/S2B_32TNR_20230111_0_L1C', 'type': 'application/geo+json'}, {'rel': 'parent', 'type': 'application/json', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a'}, {'rel': 'collection', 'type': 'application/json', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a'}, {'rel': 'root', 'type': 'application/json', 'href': 'https://earth-search.aws.element84.com/v1'}, {'rel': 'thumbnail', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a/items/S2B_32TNR_20230111_0_L2A/thumbnail'}], 'assets': {'aot': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230111_0_L2A/AOT.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Aerosol optical thickness (AOT)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}, 'blue': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230111_0_L2A/B02.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Blue (band 2) - 10m', 'eo:bands': [{'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'coastal': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230111_0_L2A/B01.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Coastal aerosol (band 1) - 60m', 'eo:bands': [{'name': 'coastal', 'common_name': 'coastal', 'description': 'Coastal aerosol (band 1)', 'center_wavelength': 0.443, 'full_width_half_max': 0.027}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'granule_metadata': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230111_0_L2A/granule_metadata.xml', 'type': 'application/xml', 'roles': ['metadata']}, 'green': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230111_0_L2A/B03.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Green (band 3) - 10m', 'eo:bands': [{'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230111_0_L2A/B08.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'NIR 1 (band 8) - 10m', 'eo:bands': [{'name': 'nir', 'common_name': 'nir', 'description': 'NIR 1 (band 8)', 'center_wavelength': 0.842, 'full_width_half_max': 0.145}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir08': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230111_0_L2A/B8A.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'NIR 2 (band 8A) - 20m', 'eo:bands': [{'name': 'nir08', 'common_name': 'nir08', 'description': 'NIR 2 (band 8A)', 'center_wavelength': 0.865, 'full_width_half_max': 0.033}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir09': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230111_0_L2A/B09.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'NIR 3 (band 9) - 60m', 'eo:bands': [{'name': 'nir09', 'common_name': 'nir09', 'description': 'NIR 3 (band 9)', 'center_wavelength': 0.945, 'full_width_half_max': 0.026}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'red': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230111_0_L2A/B04.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red (band 4) - 10m', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge1': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230111_0_L2A/B05.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red edge 1 (band 5) - 20m', 'eo:bands': [{'name': 'rededge1', 'common_name': 'rededge', 'description': 'Red edge 1 (band 5)', 'center_wavelength': 0.704, 'full_width_half_max': 0.019}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge2': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230111_0_L2A/B06.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red edge 2 (band 6) - 20m', 'eo:bands': [{'name': 'rededge2', 'common_name': 'rededge', 'description': 'Red edge 2 (band 6)', 'center_wavelength': 0.74, 'full_width_half_max': 0.018}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge3': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230111_0_L2A/B07.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red edge 3 (band 7) - 20m', 'eo:bands': [{'name': 'rededge3', 'common_name': 'rededge', 'description': 'Red edge 3 (band 7)', 'center_wavelength': 0.783, 'full_width_half_max': 0.028}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'scl': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230111_0_L2A/SCL.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Scene classification map (SCL)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint8', 'spatial_resolution': 20}], 'roles': ['data', 'reflectance']}, 'swir16': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230111_0_L2A/B11.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'SWIR 1 (band 11) - 20m', 'eo:bands': [{'name': 'swir16', 'common_name': 'swir16', 'description': 'SWIR 1 (band 11)', 'center_wavelength': 1.61, 'full_width_half_max': 0.143}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'swir22': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230111_0_L2A/B12.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'SWIR 2 (band 12) - 20m', 'eo:bands': [{'name': 'swir22', 'common_name': 'swir22', 'description': 'SWIR 2 (band 12)', 'center_wavelength': 2.19, 'full_width_half_max': 0.242}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'thumbnail': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230111_0_L2A/thumbnail.jpg', 'type': 'image/jpeg', 'title': 'Thumbnail image', 'roles': ['thumbnail']}, 'tileinfo_metadata': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230111_0_L2A/tileinfo_metadata.json', 'type': 'application/json', 'roles': ['metadata']}, 'visual': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230111_0_L2A/TCI.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'True color image', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}, {'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}, {'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'roles': ['visual']}, 'wvp': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230111_0_L2A/WVP.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Water vapour (WVP)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'unit': 'cm', 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}, 'aot-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/11/0/AOT.jp2', 'type': 'image/jp2', 'title': 'Aerosol optical thickness (AOT)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}, 'blue-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/11/0/B02.jp2', 'type': 'image/jp2', 'title': 'Blue (band 2) - 10m', 'eo:bands': [{'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'coastal-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/11/0/B01.jp2', 'type': 'image/jp2', 'title': 'Coastal aerosol (band 1) - 60m', 'eo:bands': [{'name': 'coastal', 'common_name': 'coastal', 'description': 'Coastal aerosol (band 1)', 'center_wavelength': 0.443, 'full_width_half_max': 0.027}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'green-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/11/0/B03.jp2', 'type': 'image/jp2', 'title': 'Green (band 3) - 10m', 'eo:bands': [{'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/11/0/B08.jp2', 'type': 'image/jp2', 'title': 'NIR 1 (band 8) - 10m', 'eo:bands': [{'name': 'nir', 'common_name': 'nir', 'description': 'NIR 1 (band 8)', 'center_wavelength': 0.842, 'full_width_half_max': 0.145}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir08-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/11/0/B8A.jp2', 'type': 'image/jp2', 'title': 'NIR 2 (band 8A) - 20m', 'eo:bands': [{'name': 'nir08', 'common_name': 'nir08', 'description': 'NIR 2 (band 8A)', 'center_wavelength': 0.865, 'full_width_half_max': 0.033}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir09-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/11/0/B09.jp2', 'type': 'image/jp2', 'title': 'NIR 3 (band 9) - 60m', 'eo:bands': [{'name': 'nir09', 'common_name': 'nir09', 'description': 'NIR 3 (band 9)', 'center_wavelength': 0.945, 'full_width_half_max': 0.026}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'red-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/11/0/B04.jp2', 'type': 'image/jp2', 'title': 'Red (band 4) - 10m', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge1-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/11/0/B05.jp2', 'type': 'image/jp2', 'title': 'Red edge 1 (band 5) - 20m', 'eo:bands': [{'name': 'rededge1', 'common_name': 'rededge', 'description': 'Red edge 1 (band 5)', 'center_wavelength': 0.704, 'full_width_half_max': 0.019}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge2-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/11/0/B06.jp2', 'type': 'image/jp2', 'title': 'Red edge 2 (band 6) - 20m', 'eo:bands': [{'name': 'rededge2', 'common_name': 'rededge', 'description': 'Red edge 2 (band 6)', 'center_wavelength': 0.74, 'full_width_half_max': 0.018}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge3-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/11/0/B07.jp2', 'type': 'image/jp2', 'title': 'Red edge 3 (band 7) - 20m', 'eo:bands': [{'name': 'rededge3', 'common_name': 'rededge', 'description': 'Red edge 3 (band 7)', 'center_wavelength': 0.783, 'full_width_half_max': 0.028}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'scl-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/11/0/SCL.jp2', 'type': 'image/jp2', 'title': 'Scene classification map (SCL)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint8', 'spatial_resolution': 20}], 'roles': ['data', 'reflectance']}, 'swir16-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/11/0/B11.jp2', 'type': 'image/jp2', 'title': 'SWIR 1 (band 11) - 20m', 'eo:bands': [{'name': 'swir16', 'common_name': 'swir16', 'description': 'SWIR 1 (band 11)', 'center_wavelength': 1.61, 'full_width_half_max': 0.143}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'swir22-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/11/0/B12.jp2', 'type': 'image/jp2', 'title': 'SWIR 2 (band 12) - 20m', 'eo:bands': [{'name': 'swir22', 'common_name': 'swir22', 'description': 'SWIR 2 (band 12)', 'center_wavelength': 2.19, 'full_width_half_max': 0.242}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'visual-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/11/0/TCI.jp2', 'type': 'image/jp2', 'title': 'True color image', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}, {'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}, {'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'roles': ['visual']}, 'wvp-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/11/0/WVP.jp2', 'type': 'image/jp2', 'title': 'Water vapour (WVP)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'unit': 'cm', 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}}, 'bbox': [8.999754387288686, 45.056757746793146, 10.418890992989095, 46.05356536925373], 'stac_extensions': ['https://stac-extensions.github.io/grid/v1.0.0/schema.json', 'https://stac-extensions.github.io/eo/v1.0.0/schema.json', 'https://stac-extensions.github.io/view/v1.0.0/schema.json', 'https://stac-extensions.github.io/raster/v1.1.0/schema.json', 'https://stac-extensions.github.io/mgrs/v1.0.0/schema.json', 'https://stac-extensions.github.io/processing/v1.1.0/schema.json', 'https://stac-extensions.github.io/projection/v1.0.0/schema.json'], 'collection': 'sentinel-2-l2a'}]}

{'type': 'Feature', 'stac_version': '1.0.0', 'id': 'S2A_32TNR_20230116_0_L2A', 'properties': {'created': '2023-01-16T16:58:50.344Z', 'platform': 'sentinel-2a', 'constellation': 'sentinel-2', 'instruments': ['msi'], 'eo:cloud_cover': 95.510781, 'proj:epsg': 32632, 'mgrs:utm_zone': 32, 'mgrs:latitude_band': 'T', 'mgrs:grid_square': 'NR', 'grid:code': 'MGRS-32TNR', 'view:sun_azimuth': 164.233149382057, 'view:sun_elevation': 21.990654775921797, 's2:degraded_msi_data_percentage': 0.0075, 's2:nodata_pixel_percentage': 0, 's2:saturated_defective_pixel_percentage': 0, 's2:dark_features_percentage': 1.055385, 's2:cloud_shadow_percentage': 3.343091, 's2:vegetation_percentage': 0, 's2:not_vegetated_percentage': 0.000202, 's2:water_percentage': 0.007004, 's2:unclassified_percentage': 4e-05, 's2:medium_proba_clouds_percentage': 47.175184, 's2:high_proba_clouds_percentage': 46.2935, 's2:thin_cirrus_percentage': 2.042097, 's2:snow_ice_percentage': 0.083497, 's2:product_type': 'S2MSI2A', 's2:processing_baseline': '05.09', 's2:product_uri': 'S2A_MSIL2A_20230116T102351_N0509_R065_T32TNR_20230116T135854.SAFE', 's2:generation_time': '2023-01-16T13:58:54.000000Z', 's2:datatake_id': 'GS2A_20230116T102351_039530_N05.09', 's2:datatake_type': 'INS-NOBS', 's2:datastrip_id': 'S2A_OPER_MSI_L2A_DS_2APS_20230116T135854_S20230116T102349_N05.09', 's2:granule_id': 'S2A_OPER_MSI_L2A_TL_2APS_20230116T135854_A039530_T32TNR_N05.09', 's2:reflectance_conversion_factor': 1.03390495472955, 'datetime': '2023-01-16T10:28:10.371000Z', 's2:sequence': '0', 'earthsearch:s3_path': 's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230116_0_L2A', 'earthsearch:payload_id': 'roda-sentinel2/workflow-sentinel2-to-stac/39ce3760ba19612f7ea3b75482a255f7', 'earthsearch:boa_offset_applied': True, 'processing:software': {'sentinel2-to-stac': '0.1.0'}, 'updated': '2023-01-16T16:58:50.344Z'}, 'geometry': {'type': 'Polygon', 'coordinates': [[[8.999754387288686, 46.05356536925373], [10.418890992989095, 46.04475738929435], [10.394241393041778, 45.056757746793146], [8.999758655880777, 45.06526899586078], [8.999754387288686, 46.05356536925373]]]}, 'links': [{'rel': 'self', 'type': 'application/geo+json', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a/items/S2A_32TNR_20230116_0_L2A'}, {'rel': 'canonical', 'href': 's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230116_0_L2A/S2A_32TNR_20230116_0_L2A.json', 'type': 'application/json'}, {'rel': 'license', 'href': 'https://sentinel.esa.int/documents/247904/690755/Sentinel_Data_Legal_Notice'}, {'rel': 'derived_from', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l1c/items/S2A_32TNR_20230116_0_L1C', 'type': 'application/geo+json'}, {'rel': 'parent', 'type': 'application/json', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a'}, {'rel': 'collection', 'type': 'application/json', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a'}, {'rel': 'root', 'type': 'application/json', 'href': 'https://earth-search.aws.element84.com/v1'}, {'rel': 'thumbnail', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a/items/S2A_32TNR_20230116_0_L2A/thumbnail'}], 'assets': {'aot': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230116_0_L2A/AOT.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Aerosol optical thickness (AOT)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}, 'blue': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230116_0_L2A/B02.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Blue (band 2) - 10m', 'eo:bands': [{'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'coastal': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230116_0_L2A/B01.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Coastal aerosol (band 1) - 60m', 'eo:bands': [{'name': 'coastal', 'common_name': 'coastal', 'description': 'Coastal aerosol (band 1)', 'center_wavelength': 0.443, 'full_width_half_max': 0.027}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'granule_metadata': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230116_0_L2A/granule_metadata.xml', 'type': 'application/xml', 'roles': ['metadata']}, 'green': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230116_0_L2A/B03.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Green (band 3) - 10m', 'eo:bands': [{'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230116_0_L2A/B08.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'NIR 1 (band 8) - 10m', 'eo:bands': [{'name': 'nir', 'common_name': 'nir', 'description': 'NIR 1 (band 8)', 'center_wavelength': 0.842, 'full_width_half_max': 0.145}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir08': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230116_0_L2A/B8A.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'NIR 2 (band 8A) - 20m', 'eo:bands': [{'name': 'nir08', 'common_name': 'nir08', 'description': 'NIR 2 (band 8A)', 'center_wavelength': 0.865, 'full_width_half_max': 0.033}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir09': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230116_0_L2A/B09.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'NIR 3 (band 9) - 60m', 'eo:bands': [{'name': 'nir09', 'common_name': 'nir09', 'description': 'NIR 3 (band 9)', 'center_wavelength': 0.945, 'full_width_half_max': 0.026}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'red': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230116_0_L2A/B04.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red (band 4) - 10m', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge1': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230116_0_L2A/B05.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red edge 1 (band 5) - 20m', 'eo:bands': [{'name': 'rededge1', 'common_name': 'rededge', 'description': 'Red edge 1 (band 5)', 'center_wavelength': 0.704, 'full_width_half_max': 0.019}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge2': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230116_0_L2A/B06.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red edge 2 (band 6) - 20m', 'eo:bands': [{'name': 'rededge2', 'common_name': 'rededge', 'description': 'Red edge 2 (band 6)', 'center_wavelength': 0.74, 'full_width_half_max': 0.018}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge3': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230116_0_L2A/B07.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red edge 3 (band 7) - 20m', 'eo:bands': [{'name': 'rededge3', 'common_name': 'rededge', 'description': 'Red edge 3 (band 7)', 'center_wavelength': 0.783, 'full_width_half_max': 0.028}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'scl': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230116_0_L2A/SCL.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Scene classification map (SCL)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint8', 'spatial_resolution': 20}], 'roles': ['data', 'reflectance']}, 'swir16': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230116_0_L2A/B11.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'SWIR 1 (band 11) - 20m', 'eo:bands': [{'name': 'swir16', 'common_name': 'swir16', 'description': 'SWIR 1 (band 11)', 'center_wavelength': 1.61, 'full_width_half_max': 0.143}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'swir22': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230116_0_L2A/B12.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'SWIR 2 (band 12) - 20m', 'eo:bands': [{'name': 'swir22', 'common_name': 'swir22', 'description': 'SWIR 2 (band 12)', 'center_wavelength': 2.19, 'full_width_half_max': 0.242}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'thumbnail': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230116_0_L2A/thumbnail.jpg', 'type': 'image/jpeg', 'title': 'Thumbnail image', 'roles': ['thumbnail']}, 'tileinfo_metadata': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230116_0_L2A/tileinfo_metadata.json', 'type': 'application/json', 'roles': ['metadata']}, 'visual': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230116_0_L2A/TCI.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'True color image', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}, {'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}, {'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'roles': ['visual']}, 'wvp': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230116_0_L2A/WVP.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Water vapour (WVP)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'unit': 'cm', 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}, 'aot-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/16/0/AOT.jp2', 'type': 'image/jp2', 'title': 'Aerosol optical thickness (AOT)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}, 'blue-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/16/0/B02.jp2', 'type': 'image/jp2', 'title': 'Blue (band 2) - 10m', 'eo:bands': [{'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'coastal-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/16/0/B01.jp2', 'type': 'image/jp2', 'title': 'Coastal aerosol (band 1) - 60m', 'eo:bands': [{'name': 'coastal', 'common_name': 'coastal', 'description': 'Coastal aerosol (band 1)', 'center_wavelength': 0.443, 'full_width_half_max': 0.027}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'green-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/16/0/B03.jp2', 'type': 'image/jp2', 'title': 'Green (band 3) - 10m', 'eo:bands': [{'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/16/0/B08.jp2', 'type': 'image/jp2', 'title': 'NIR 1 (band 8) - 10m', 'eo:bands': [{'name': 'nir', 'common_name': 'nir', 'description': 'NIR 1 (band 8)', 'center_wavelength': 0.842, 'full_width_half_max': 0.145}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir08-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/16/0/B8A.jp2', 'type': 'image/jp2', 'title': 'NIR 2 (band 8A) - 20m', 'eo:bands': [{'name': 'nir08', 'common_name': 'nir08', 'description': 'NIR 2 (band 8A)', 'center_wavelength': 0.865, 'full_width_half_max': 0.033}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir09-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/16/0/B09.jp2', 'type': 'image/jp2', 'title': 'NIR 3 (band 9) - 60m', 'eo:bands': [{'name': 'nir09', 'common_name': 'nir09', 'description': 'NIR 3 (band 9)', 'center_wavelength': 0.945, 'full_width_half_max': 0.026}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'red-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/16/0/B04.jp2', 'type': 'image/jp2', 'title': 'Red (band 4) - 10m', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge1-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/16/0/B05.jp2', 'type': 'image/jp2', 'title': 'Red edge 1 (band 5) - 20m', 'eo:bands': [{'name': 'rededge1', 'common_name': 'rededge', 'description': 'Red edge 1 (band 5)', 'center_wavelength': 0.704, 'full_width_half_max': 0.019}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge2-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/16/0/B06.jp2', 'type': 'image/jp2', 'title': 'Red edge 2 (band 6) - 20m', 'eo:bands': [{'name': 'rededge2', 'common_name': 'rededge', 'description': 'Red edge 2 (band 6)', 'center_wavelength': 0.74, 'full_width_half_max': 0.018}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge3-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/16/0/B07.jp2', 'type': 'image/jp2', 'title': 'Red edge 3 (band 7) - 20m', 'eo:bands': [{'name': 'rededge3', 'common_name': 'rededge', 'description': 'Red edge 3 (band 7)', 'center_wavelength': 0.783, 'full_width_half_max': 0.028}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'scl-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/16/0/SCL.jp2', 'type': 'image/jp2', 'title': 'Scene classification map (SCL)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint8', 'spatial_resolution': 20}], 'roles': ['data', 'reflectance']}, 'swir16-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/16/0/B11.jp2', 'type': 'image/jp2', 'title': 'SWIR 1 (band 11) - 20m', 'eo:bands': [{'name': 'swir16', 'common_name': 'swir16', 'description': 'SWIR 1 (band 11)', 'center_wavelength': 1.61, 'full_width_half_max': 0.143}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'swir22-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/16/0/B12.jp2', 'type': 'image/jp2', 'title': 'SWIR 2 (band 12) - 20m', 'eo:bands': [{'name': 'swir22', 'common_name': 'swir22', 'description': 'SWIR 2 (band 12)', 'center_wavelength': 2.19, 'full_width_half_max': 0.242}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'visual-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/16/0/TCI.jp2', 'type': 'image/jp2', 'title': 'True color image', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}, {'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}, {'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'roles': ['visual']}, 'wvp-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/16/0/WVP.jp2', 'type': 'image/jp2', 'title': 'Water vapour (WVP)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'unit': 'cm', 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}}, 'bbox': [8.999754387288686, 45.056757746793146, 10.418890992989095, 46.05356536925373], 'stac_extensions': ['https://stac-extensions.github.io/eo/v1.0.0/schema.json', 'https://stac-extensions.github.io/mgrs/v1.0.0/schema.json', 'https://stac-extensions.github.io/grid/v1.0.0/schema.json', 'https://stac-extensions.github.io/projection/v1.0.0/schema.json', 'https://stac-extensions.github.io/processing/v1.1.0/schema.json', 'https://stac-extensions.github.io/raster/v1.1.0/schema.json', 'https://stac-extensions.github.io/view/v1.0.0/schema.json'], 'collection': 'sentinel-2-l2a'}
{'type': 'Feature', 'stac_version': '1.0.0', 'id': 'S2A_32TNR_20230113_0_L2A', 'properties': {'created': '2023-01-13T19:57:10.004Z', 'platform': 'sentinel-2a', 'constellation': 'sentinel-2', 'instruments': ['msi'], 'eo:cloud_cover': 99.582672, 'proj:epsg': 32632, 'mgrs:utm_zone': 32, 'mgrs:latitude_band': 'T', 'mgrs:grid_square': 'NR', 'grid:code': 'MGRS-32TNR', 'view:sun_azimuth': 162.190744160575, 'view:sun_elevation': 21.013624237272097, 's2:degraded_msi_data_percentage': 0.0261, 's2:nodata_pixel_percentage': 57.467782, 's2:saturated_defective_pixel_percentage': 0, 's2:dark_features_percentage': 0.064941, 's2:cloud_shadow_percentage': 0.350176, 's2:vegetation_percentage': 0, 's2:not_vegetated_percentage': 0, 's2:water_percentage': 0, 's2:unclassified_percentage': 0, 's2:medium_proba_clouds_percentage': 4.1649, 's2:high_proba_clouds_percentage': 95.417774, 's2:thin_cirrus_percentage': 0, 's2:snow_ice_percentage': 0.002208, 's2:product_type': 'S2MSI2A', 's2:processing_baseline': '05.09', 's2:product_uri': 'S2A_MSIL2A_20230113T101401_N0509_R022_T32TNR_20230113T141756.SAFE', 's2:generation_time': '2023-01-13T14:17:56.000000Z', 's2:datatake_id': 'GS2A_20230113T101401_039487_N05.09', 's2:datatake_type': 'INS-NOBS', 's2:datastrip_id': 'S2A_OPER_MSI_L2A_DS_2APS_20230113T141756_S20230113T101355_N05.09', 's2:granule_id': 'S2A_OPER_MSI_L2A_TL_2APS_20230113T141756_A039487_T32TNR_N05.09', 's2:reflectance_conversion_factor': 1.03413658824197, 'datetime': '2023-01-13T10:18:14.252000Z', 's2:sequence': '0', 'earthsearch:s3_path': 's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230113_0_L2A', 'earthsearch:payload_id': 'roda-sentinel2/workflow-sentinel2-to-stac/9827f5a7cc860f22c0794446814030b3', 'earthsearch:boa_offset_applied': True, 'processing:software': {'sentinel2-to-stac': '0.1.0'}, 'updated': '2023-01-13T19:57:10.004Z'}, 'geometry': {'type': 'Polygon', 'coordinates': [[[9.98578523599899, 46.04931410205097], [10.418890992989095, 46.04475738929435], [10.394241393041778, 45.056757746793146], [9.640480672002681, 45.06347304234703], [9.858947125625718, 45.70079724768099], [9.87323068124495, 45.73535334931253], [9.912585796470207, 45.84650655820829], [9.930226485282407, 45.90429478370097], [9.951524384881228, 45.95542106805855], [9.98578523599899, 46.04931410205097]]]}, 'links': [{'rel': 'self', 'type': 'application/geo+json', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a/items/S2A_32TNR_20230113_0_L2A'}, {'rel': 'canonical', 'href': 's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230113_0_L2A/S2A_32TNR_20230113_0_L2A.json', 'type': 'application/json'}, {'rel': 'license', 'href': 'https://sentinel.esa.int/documents/247904/690755/Sentinel_Data_Legal_Notice'}, {'rel': 'derived_from', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l1c/items/S2A_32TNR_20230113_0_L1C', 'type': 'application/geo+json'}, {'rel': 'parent', 'type': 'application/json', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a'}, {'rel': 'collection', 'type': 'application/json', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a'}, {'rel': 'root', 'type': 'application/json', 'href': 'https://earth-search.aws.element84.com/v1'}, {'rel': 'thumbnail', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a/items/S2A_32TNR_20230113_0_L2A/thumbnail'}], 'assets': {'aot': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230113_0_L2A/AOT.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Aerosol optical thickness (AOT)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}, 'blue': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230113_0_L2A/B02.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Blue (band 2) - 10m', 'eo:bands': [{'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'coastal': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230113_0_L2A/B01.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Coastal aerosol (band 1) - 60m', 'eo:bands': [{'name': 'coastal', 'common_name': 'coastal', 'description': 'Coastal aerosol (band 1)', 'center_wavelength': 0.443, 'full_width_half_max': 0.027}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'granule_metadata': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230113_0_L2A/granule_metadata.xml', 'type': 'application/xml', 'roles': ['metadata']}, 'green': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230113_0_L2A/B03.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Green (band 3) - 10m', 'eo:bands': [{'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230113_0_L2A/B08.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'NIR 1 (band 8) - 10m', 'eo:bands': [{'name': 'nir', 'common_name': 'nir', 'description': 'NIR 1 (band 8)', 'center_wavelength': 0.842, 'full_width_half_max': 0.145}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir08': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230113_0_L2A/B8A.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'NIR 2 (band 8A) - 20m', 'eo:bands': [{'name': 'nir08', 'common_name': 'nir08', 'description': 'NIR 2 (band 8A)', 'center_wavelength': 0.865, 'full_width_half_max': 0.033}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir09': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230113_0_L2A/B09.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'NIR 3 (band 9) - 60m', 'eo:bands': [{'name': 'nir09', 'common_name': 'nir09', 'description': 'NIR 3 (band 9)', 'center_wavelength': 0.945, 'full_width_half_max': 0.026}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'red': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230113_0_L2A/B04.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red (band 4) - 10m', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge1': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230113_0_L2A/B05.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red edge 1 (band 5) - 20m', 'eo:bands': [{'name': 'rededge1', 'common_name': 'rededge', 'description': 'Red edge 1 (band 5)', 'center_wavelength': 0.704, 'full_width_half_max': 0.019}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge2': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230113_0_L2A/B06.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red edge 2 (band 6) - 20m', 'eo:bands': [{'name': 'rededge2', 'common_name': 'rededge', 'description': 'Red edge 2 (band 6)', 'center_wavelength': 0.74, 'full_width_half_max': 0.018}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge3': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230113_0_L2A/B07.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red edge 3 (band 7) - 20m', 'eo:bands': [{'name': 'rededge3', 'common_name': 'rededge', 'description': 'Red edge 3 (band 7)', 'center_wavelength': 0.783, 'full_width_half_max': 0.028}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'scl': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230113_0_L2A/SCL.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Scene classification map (SCL)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint8', 'spatial_resolution': 20}], 'roles': ['data', 'reflectance']}, 'swir16': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230113_0_L2A/B11.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'SWIR 1 (band 11) - 20m', 'eo:bands': [{'name': 'swir16', 'common_name': 'swir16', 'description': 'SWIR 1 (band 11)', 'center_wavelength': 1.61, 'full_width_half_max': 0.143}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'swir22': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230113_0_L2A/B12.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'SWIR 2 (band 12) - 20m', 'eo:bands': [{'name': 'swir22', 'common_name': 'swir22', 'description': 'SWIR 2 (band 12)', 'center_wavelength': 2.19, 'full_width_half_max': 0.242}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'thumbnail': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230113_0_L2A/thumbnail.jpg', 'type': 'image/jpeg', 'title': 'Thumbnail image', 'roles': ['thumbnail']}, 'tileinfo_metadata': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230113_0_L2A/tileinfo_metadata.json', 'type': 'application/json', 'roles': ['metadata']}, 'visual': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230113_0_L2A/TCI.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'True color image', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}, {'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}, {'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'roles': ['visual']}, 'wvp': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2A_32TNR_20230113_0_L2A/WVP.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Water vapour (WVP)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'unit': 'cm', 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}, 'aot-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/13/0/AOT.jp2', 'type': 'image/jp2', 'title': 'Aerosol optical thickness (AOT)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}, 'blue-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/13/0/B02.jp2', 'type': 'image/jp2', 'title': 'Blue (band 2) - 10m', 'eo:bands': [{'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'coastal-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/13/0/B01.jp2', 'type': 'image/jp2', 'title': 'Coastal aerosol (band 1) - 60m', 'eo:bands': [{'name': 'coastal', 'common_name': 'coastal', 'description': 'Coastal aerosol (band 1)', 'center_wavelength': 0.443, 'full_width_half_max': 0.027}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'green-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/13/0/B03.jp2', 'type': 'image/jp2', 'title': 'Green (band 3) - 10m', 'eo:bands': [{'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/13/0/B08.jp2', 'type': 'image/jp2', 'title': 'NIR 1 (band 8) - 10m', 'eo:bands': [{'name': 'nir', 'common_name': 'nir', 'description': 'NIR 1 (band 8)', 'center_wavelength': 0.842, 'full_width_half_max': 0.145}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir08-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/13/0/B8A.jp2', 'type': 'image/jp2', 'title': 'NIR 2 (band 8A) - 20m', 'eo:bands': [{'name': 'nir08', 'common_name': 'nir08', 'description': 'NIR 2 (band 8A)', 'center_wavelength': 0.865, 'full_width_half_max': 0.033}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir09-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/13/0/B09.jp2', 'type': 'image/jp2', 'title': 'NIR 3 (band 9) - 60m', 'eo:bands': [{'name': 'nir09', 'common_name': 'nir09', 'description': 'NIR 3 (band 9)', 'center_wavelength': 0.945, 'full_width_half_max': 0.026}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'red-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/13/0/B04.jp2', 'type': 'image/jp2', 'title': 'Red (band 4) - 10m', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge1-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/13/0/B05.jp2', 'type': 'image/jp2', 'title': 'Red edge 1 (band 5) - 20m', 'eo:bands': [{'name': 'rededge1', 'common_name': 'rededge', 'description': 'Red edge 1 (band 5)', 'center_wavelength': 0.704, 'full_width_half_max': 0.019}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge2-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/13/0/B06.jp2', 'type': 'image/jp2', 'title': 'Red edge 2 (band 6) - 20m', 'eo:bands': [{'name': 'rededge2', 'common_name': 'rededge', 'description': 'Red edge 2 (band 6)', 'center_wavelength': 0.74, 'full_width_half_max': 0.018}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge3-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/13/0/B07.jp2', 'type': 'image/jp2', 'title': 'Red edge 3 (band 7) - 20m', 'eo:bands': [{'name': 'rededge3', 'common_name': 'rededge', 'description': 'Red edge 3 (band 7)', 'center_wavelength': 0.783, 'full_width_half_max': 0.028}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'scl-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/13/0/SCL.jp2', 'type': 'image/jp2', 'title': 'Scene classification map (SCL)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint8', 'spatial_resolution': 20}], 'roles': ['data', 'reflectance']}, 'swir16-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/13/0/B11.jp2', 'type': 'image/jp2', 'title': 'SWIR 1 (band 11) - 20m', 'eo:bands': [{'name': 'swir16', 'common_name': 'swir16', 'description': 'SWIR 1 (band 11)', 'center_wavelength': 1.61, 'full_width_half_max': 0.143}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'swir22-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/13/0/B12.jp2', 'type': 'image/jp2', 'title': 'SWIR 2 (band 12) - 20m', 'eo:bands': [{'name': 'swir22', 'common_name': 'swir22', 'description': 'SWIR 2 (band 12)', 'center_wavelength': 2.19, 'full_width_half_max': 0.242}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'visual-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/13/0/TCI.jp2', 'type': 'image/jp2', 'title': 'True color image', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}, {'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}, {'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'roles': ['visual']}, 'wvp-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/13/0/WVP.jp2', 'type': 'image/jp2', 'title': 'Water vapour (WVP)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'unit': 'cm', 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}}, 'bbox': [9.640480672002681, 45.056757746793146, 10.418890992989095, 46.04931410205097], 'stac_extensions': ['https://stac-extensions.github.io/mgrs/v1.0.0/schema.json', 'https://stac-extensions.github.io/grid/v1.0.0/schema.json', 'https://stac-extensions.github.io/eo/v1.0.0/schema.json', 'https://stac-extensions.github.io/raster/v1.1.0/schema.json', 'https://stac-extensions.github.io/processing/v1.1.0/schema.json', 'https://stac-extensions.github.io/view/v1.0.0/schema.json', 'https://stac-extensions.github.io/projection/v1.0.0/schema.json'], 'collection': 'sentinel-2-l2a'}
{'type': 'Feature', 'stac_version': '1.0.0', 'id': 'S2B_32TNR_20230111_0_L2A', 'properties': {'created': '2023-01-11T18:04:07.783Z', 'platform': 'sentinel-2b', 'constellation': 'sentinel-2', 'instruments': ['msi'], 'eo:cloud_cover': 98.817629, 'proj:epsg': 32632, 'mgrs:utm_zone': 32, 'mgrs:latitude_band': 'T', 'mgrs:grid_square': 'NR', 'grid:code': 'MGRS-32TNR', 'view:sun_azimuth': 164.871039983062, 'view:sun_elevation': 21.2280027455798, 's2:degraded_msi_data_percentage': 0.002, 's2:nodata_pixel_percentage': 0, 's2:saturated_defective_pixel_percentage': 0, 's2:dark_features_percentage': 0.210042, 's2:cloud_shadow_percentage': 0.965982, 's2:vegetation_percentage': 0, 's2:not_vegetated_percentage': 7e-06, 's2:water_percentage': 0.000627, 's2:unclassified_percentage': 0, 's2:medium_proba_clouds_percentage': 26.701248, 's2:high_proba_clouds_percentage': 72.112131, 's2:thin_cirrus_percentage': 0.00425, 's2:snow_ice_percentage': 0.00571, 's2:product_type': 'S2MSI2A', 's2:processing_baseline': '05.09', 's2:product_uri': 'S2B_MSIL2A_20230111T102309_N0509_R065_T32TNR_20230111T113531.SAFE', 's2:generation_time': '2023-01-11T11:35:31.000000Z', 's2:datatake_id': 'GS2B_20230111T102309_030550_N05.09', 's2:datatake_type': 'INS-NOBS', 's2:datastrip_id': 'S2B_OPER_MSI_L2A_DS_2BPS_20230111T113531_S20230111T102308_N05.09', 's2:granule_id': 'S2B_OPER_MSI_L2A_TL_2BPS_20230111T113531_A030550_T32TNR_N05.09', 's2:reflectance_conversion_factor': 1.03423862301394, 'datetime': '2023-01-11T10:28:09.917000Z', 's2:sequence': '0', 'earthsearch:s3_path': 's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230111_0_L2A', 'earthsearch:payload_id': 'roda-sentinel2/workflow-sentinel2-to-stac/3cbd0f348cf9b6ef85bbc422dcf6d47e', 'earthsearch:boa_offset_applied': True, 'processing:software': {'sentinel2-to-stac': '0.1.0'}, 'updated': '2023-01-11T18:04:07.783Z'}, 'geometry': {'type': 'Polygon', 'coordinates': [[[8.999754387288686, 46.05356536925373], [10.418890992989095, 46.04475738929435], [10.394241393041778, 45.056757746793146], [8.999758655880777, 45.06526899586078], [8.999754387288686, 46.05356536925373]]]}, 'links': [{'rel': 'self', 'type': 'application/geo+json', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a/items/S2B_32TNR_20230111_0_L2A'}, {'rel': 'canonical', 'href': 's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230111_0_L2A/S2B_32TNR_20230111_0_L2A.json', 'type': 'application/json'}, {'rel': 'license', 'href': 'https://sentinel.esa.int/documents/247904/690755/Sentinel_Data_Legal_Notice'}, {'rel': 'derived_from', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l1c/items/S2B_32TNR_20230111_0_L1C', 'type': 'application/geo+json'}, {'rel': 'parent', 'type': 'application/json', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a'}, {'rel': 'collection', 'type': 'application/json', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a'}, {'rel': 'root', 'type': 'application/json', 'href': 'https://earth-search.aws.element84.com/v1'}, {'rel': 'thumbnail', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a/items/S2B_32TNR_20230111_0_L2A/thumbnail'}], 'assets': {'aot': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230111_0_L2A/AOT.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Aerosol optical thickness (AOT)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}, 'blue': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230111_0_L2A/B02.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Blue (band 2) - 10m', 'eo:bands': [{'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'coastal': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230111_0_L2A/B01.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Coastal aerosol (band 1) - 60m', 'eo:bands': [{'name': 'coastal', 'common_name': 'coastal', 'description': 'Coastal aerosol (band 1)', 'center_wavelength': 0.443, 'full_width_half_max': 0.027}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'granule_metadata': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230111_0_L2A/granule_metadata.xml', 'type': 'application/xml', 'roles': ['metadata']}, 'green': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230111_0_L2A/B03.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Green (band 3) - 10m', 'eo:bands': [{'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230111_0_L2A/B08.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'NIR 1 (band 8) - 10m', 'eo:bands': [{'name': 'nir', 'common_name': 'nir', 'description': 'NIR 1 (band 8)', 'center_wavelength': 0.842, 'full_width_half_max': 0.145}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir08': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230111_0_L2A/B8A.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'NIR 2 (band 8A) - 20m', 'eo:bands': [{'name': 'nir08', 'common_name': 'nir08', 'description': 'NIR 2 (band 8A)', 'center_wavelength': 0.865, 'full_width_half_max': 0.033}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir09': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230111_0_L2A/B09.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'NIR 3 (band 9) - 60m', 'eo:bands': [{'name': 'nir09', 'common_name': 'nir09', 'description': 'NIR 3 (band 9)', 'center_wavelength': 0.945, 'full_width_half_max': 0.026}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'red': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230111_0_L2A/B04.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red (band 4) - 10m', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge1': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230111_0_L2A/B05.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red edge 1 (band 5) - 20m', 'eo:bands': [{'name': 'rededge1', 'common_name': 'rededge', 'description': 'Red edge 1 (band 5)', 'center_wavelength': 0.704, 'full_width_half_max': 0.019}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge2': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230111_0_L2A/B06.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red edge 2 (band 6) - 20m', 'eo:bands': [{'name': 'rededge2', 'common_name': 'rededge', 'description': 'Red edge 2 (band 6)', 'center_wavelength': 0.74, 'full_width_half_max': 0.018}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge3': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230111_0_L2A/B07.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red edge 3 (band 7) - 20m', 'eo:bands': [{'name': 'rededge3', 'common_name': 'rededge', 'description': 'Red edge 3 (band 7)', 'center_wavelength': 0.783, 'full_width_half_max': 0.028}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'scl': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230111_0_L2A/SCL.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Scene classification map (SCL)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint8', 'spatial_resolution': 20}], 'roles': ['data', 'reflectance']}, 'swir16': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230111_0_L2A/B11.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'SWIR 1 (band 11) - 20m', 'eo:bands': [{'name': 'swir16', 'common_name': 'swir16', 'description': 'SWIR 1 (band 11)', 'center_wavelength': 1.61, 'full_width_half_max': 0.143}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'swir22': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230111_0_L2A/B12.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'SWIR 2 (band 12) - 20m', 'eo:bands': [{'name': 'swir22', 'common_name': 'swir22', 'description': 'SWIR 2 (band 12)', 'center_wavelength': 2.19, 'full_width_half_max': 0.242}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'thumbnail': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230111_0_L2A/thumbnail.jpg', 'type': 'image/jpeg', 'title': 'Thumbnail image', 'roles': ['thumbnail']}, 'tileinfo_metadata': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230111_0_L2A/tileinfo_metadata.json', 'type': 'application/json', 'roles': ['metadata']}, 'visual': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230111_0_L2A/TCI.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'True color image', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}, {'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}, {'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'roles': ['visual']}, 'wvp': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230111_0_L2A/WVP.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Water vapour (WVP)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'unit': 'cm', 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}, 'aot-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/11/0/AOT.jp2', 'type': 'image/jp2', 'title': 'Aerosol optical thickness (AOT)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}, 'blue-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/11/0/B02.jp2', 'type': 'image/jp2', 'title': 'Blue (band 2) - 10m', 'eo:bands': [{'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'coastal-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/11/0/B01.jp2', 'type': 'image/jp2', 'title': 'Coastal aerosol (band 1) - 60m', 'eo:bands': [{'name': 'coastal', 'common_name': 'coastal', 'description': 'Coastal aerosol (band 1)', 'center_wavelength': 0.443, 'full_width_half_max': 0.027}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'green-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/11/0/B03.jp2', 'type': 'image/jp2', 'title': 'Green (band 3) - 10m', 'eo:bands': [{'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/11/0/B08.jp2', 'type': 'image/jp2', 'title': 'NIR 1 (band 8) - 10m', 'eo:bands': [{'name': 'nir', 'common_name': 'nir', 'description': 'NIR 1 (band 8)', 'center_wavelength': 0.842, 'full_width_half_max': 0.145}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir08-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/11/0/B8A.jp2', 'type': 'image/jp2', 'title': 'NIR 2 (band 8A) - 20m', 'eo:bands': [{'name': 'nir08', 'common_name': 'nir08', 'description': 'NIR 2 (band 8A)', 'center_wavelength': 0.865, 'full_width_half_max': 0.033}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir09-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/11/0/B09.jp2', 'type': 'image/jp2', 'title': 'NIR 3 (band 9) - 60m', 'eo:bands': [{'name': 'nir09', 'common_name': 'nir09', 'description': 'NIR 3 (band 9)', 'center_wavelength': 0.945, 'full_width_half_max': 0.026}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'red-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/11/0/B04.jp2', 'type': 'image/jp2', 'title': 'Red (band 4) - 10m', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge1-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/11/0/B05.jp2', 'type': 'image/jp2', 'title': 'Red edge 1 (band 5) - 20m', 'eo:bands': [{'name': 'rededge1', 'common_name': 'rededge', 'description': 'Red edge 1 (band 5)', 'center_wavelength': 0.704, 'full_width_half_max': 0.019}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge2-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/11/0/B06.jp2', 'type': 'image/jp2', 'title': 'Red edge 2 (band 6) - 20m', 'eo:bands': [{'name': 'rededge2', 'common_name': 'rededge', 'description': 'Red edge 2 (band 6)', 'center_wavelength': 0.74, 'full_width_half_max': 0.018}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge3-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/11/0/B07.jp2', 'type': 'image/jp2', 'title': 'Red edge 3 (band 7) - 20m', 'eo:bands': [{'name': 'rededge3', 'common_name': 'rededge', 'description': 'Red edge 3 (band 7)', 'center_wavelength': 0.783, 'full_width_half_max': 0.028}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'scl-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/11/0/SCL.jp2', 'type': 'image/jp2', 'title': 'Scene classification map (SCL)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint8', 'spatial_resolution': 20}], 'roles': ['data', 'reflectance']}, 'swir16-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/11/0/B11.jp2', 'type': 'image/jp2', 'title': 'SWIR 1 (band 11) - 20m', 'eo:bands': [{'name': 'swir16', 'common_name': 'swir16', 'description': 'SWIR 1 (band 11)', 'center_wavelength': 1.61, 'full_width_half_max': 0.143}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'swir22-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/11/0/B12.jp2', 'type': 'image/jp2', 'title': 'SWIR 2 (band 12) - 20m', 'eo:bands': [{'name': 'swir22', 'common_name': 'swir22', 'description': 'SWIR 2 (band 12)', 'center_wavelength': 2.19, 'full_width_half_max': 0.242}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'visual-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/11/0/TCI.jp2', 'type': 'image/jp2', 'title': 'True color image', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}, {'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}, {'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'roles': ['visual']}, 'wvp-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/11/0/WVP.jp2', 'type': 'image/jp2', 'title': 'Water vapour (WVP)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'unit': 'cm', 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}}, 'bbox': [8.999754387288686, 45.056757746793146, 10.418890992989095, 46.05356536925373], 'stac_extensions': ['https://stac-extensions.github.io/grid/v1.0.0/schema.json', 'https://stac-extensions.github.io/eo/v1.0.0/schema.json', 'https://stac-extensions.github.io/view/v1.0.0/schema.json', 'https://stac-extensions.github.io/raster/v1.1.0/schema.json', 'https://stac-extensions.github.io/mgrs/v1.0.0/schema.json', 'https://stac-extensions.github.io/processing/v1.1.0/schema.json', 'https://stac-extensions.github.io/projection/v1.0.0/schema.json'], 'collection': 'sentinel-2-l2a'}

Search items for a specific date and cloud cover and vegetation conditions

# additional filters as per metadata 
date_YYMM = "2023-01"
filters = {
    "eo:cloud_cover":{"lt":0.2},
    "s2:vegetation_percentage": {"gt": 25}
}
# run pystac client search to see available dataset 
search = client.search(collections=[collection], intersects=geometry , query=filters ,datetime=date_YYMM) #bbox=tas_bbox
#spit out data as GeoJSON dictionary
print(search.item_collection_as_dict())
# loop through each item
for item in search.items_as_dicts():
    print(item)

Show code cell output Hide code cell output

{'type': 'FeatureCollection', 'features': [{'type': 'Feature', 'stac_version': '1.0.0', 'id': 'S2B_32TNR_20230131_0_L2A', 'properties': {'created': '2023-01-31T19:20:02.816Z', 'platform': 'sentinel-2b', 'constellation': 'sentinel-2', 'instruments': ['msi'], 'eo:cloud_cover': 0.112465, 'proj:epsg': 32632, 'mgrs:utm_zone': 32, 'mgrs:latitude_band': 'T', 'mgrs:grid_square': 'NR', 'grid:code': 'MGRS-32TNR', 'view:sun_azimuth': 162.471016303525, 'view:sun_elevation': 25.273284914117596, 's2:degraded_msi_data_percentage': 0.0026, 's2:nodata_pixel_percentage': 3e-05, 's2:saturated_defective_pixel_percentage': 0, 's2:dark_features_percentage': 9.818108, 's2:cloud_shadow_percentage': 0.002522, 's2:vegetation_percentage': 31.585425, 's2:not_vegetated_percentage': 51.599735, 's2:water_percentage': 2.399037, 's2:unclassified_percentage': 0.003381, 's2:medium_proba_clouds_percentage': 0.00499, 's2:high_proba_clouds_percentage': 0.010272, 's2:thin_cirrus_percentage': 0.097203, 's2:snow_ice_percentage': 4.479326, 's2:product_type': 'S2MSI2A', 's2:processing_baseline': '05.09', 's2:product_uri': 'S2B_MSIL2A_20230131T102149_N0509_R065_T32TNR_20230131T131849.SAFE', 's2:generation_time': '2023-01-31T13:18:49.000000Z', 's2:datatake_id': 'GS2B_20230131T102149_030836_N05.09', 's2:datatake_type': 'INS-NOBS', 's2:datastrip_id': 'S2B_OPER_MSI_L2A_DS_2BPS_20230131T131849_S20230131T102549_N05.09', 's2:granule_id': 'S2B_OPER_MSI_L2A_TL_2BPS_20230131T131849_A030836_T32TNR_N05.09', 's2:reflectance_conversion_factor': 1.03138686673961, 'datetime': '2023-01-31T10:28:11.279000Z', 's2:sequence': '0', 'earthsearch:s3_path': 's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230131_0_L2A', 'earthsearch:payload_id': 'roda-sentinel2/workflow-sentinel2-to-stac/7734c7b274348e5d6d4c53ea8a2e5b86', 'earthsearch:boa_offset_applied': True, 'processing:software': {'sentinel2-to-stac': '0.1.0'}, 'updated': '2023-01-31T19:20:02.816Z'}, 'geometry': {'type': 'Polygon', 'coordinates': [[[8.999754387288686, 46.05356536925373], [10.418890992989095, 46.04475738929435], [10.394241393041778, 45.056757746793146], [8.999758655880777, 45.06526899586078], [8.999754387288686, 46.05356536925373]]]}, 'links': [{'rel': 'self', 'type': 'application/geo+json', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a/items/S2B_32TNR_20230131_0_L2A'}, {'rel': 'canonical', 'href': 's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230131_0_L2A/S2B_32TNR_20230131_0_L2A.json', 'type': 'application/json'}, {'rel': 'license', 'href': 'https://sentinel.esa.int/documents/247904/690755/Sentinel_Data_Legal_Notice'}, {'rel': 'derived_from', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l1c/items/S2B_32TNR_20230131_0_L1C', 'type': 'application/geo+json'}, {'rel': 'parent', 'type': 'application/json', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a'}, {'rel': 'collection', 'type': 'application/json', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a'}, {'rel': 'root', 'type': 'application/json', 'href': 'https://earth-search.aws.element84.com/v1'}, {'rel': 'thumbnail', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a/items/S2B_32TNR_20230131_0_L2A/thumbnail'}], 'assets': {'aot': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230131_0_L2A/AOT.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Aerosol optical thickness (AOT)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}, 'blue': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230131_0_L2A/B02.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Blue (band 2) - 10m', 'eo:bands': [{'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'coastal': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230131_0_L2A/B01.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Coastal aerosol (band 1) - 60m', 'eo:bands': [{'name': 'coastal', 'common_name': 'coastal', 'description': 'Coastal aerosol (band 1)', 'center_wavelength': 0.443, 'full_width_half_max': 0.027}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'granule_metadata': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230131_0_L2A/granule_metadata.xml', 'type': 'application/xml', 'roles': ['metadata']}, 'green': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230131_0_L2A/B03.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Green (band 3) - 10m', 'eo:bands': [{'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230131_0_L2A/B08.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'NIR 1 (band 8) - 10m', 'eo:bands': [{'name': 'nir', 'common_name': 'nir', 'description': 'NIR 1 (band 8)', 'center_wavelength': 0.842, 'full_width_half_max': 0.145}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir08': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230131_0_L2A/B8A.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'NIR 2 (band 8A) - 20m', 'eo:bands': [{'name': 'nir08', 'common_name': 'nir08', 'description': 'NIR 2 (band 8A)', 'center_wavelength': 0.865, 'full_width_half_max': 0.033}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir09': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230131_0_L2A/B09.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'NIR 3 (band 9) - 60m', 'eo:bands': [{'name': 'nir09', 'common_name': 'nir09', 'description': 'NIR 3 (band 9)', 'center_wavelength': 0.945, 'full_width_half_max': 0.026}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'red': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230131_0_L2A/B04.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red (band 4) - 10m', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge1': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230131_0_L2A/B05.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red edge 1 (band 5) - 20m', 'eo:bands': [{'name': 'rededge1', 'common_name': 'rededge', 'description': 'Red edge 1 (band 5)', 'center_wavelength': 0.704, 'full_width_half_max': 0.019}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge2': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230131_0_L2A/B06.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red edge 2 (band 6) - 20m', 'eo:bands': [{'name': 'rededge2', 'common_name': 'rededge', 'description': 'Red edge 2 (band 6)', 'center_wavelength': 0.74, 'full_width_half_max': 0.018}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge3': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230131_0_L2A/B07.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red edge 3 (band 7) - 20m', 'eo:bands': [{'name': 'rededge3', 'common_name': 'rededge', 'description': 'Red edge 3 (band 7)', 'center_wavelength': 0.783, 'full_width_half_max': 0.028}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'scl': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230131_0_L2A/SCL.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Scene classification map (SCL)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint8', 'spatial_resolution': 20}], 'roles': ['data', 'reflectance']}, 'swir16': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230131_0_L2A/B11.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'SWIR 1 (band 11) - 20m', 'eo:bands': [{'name': 'swir16', 'common_name': 'swir16', 'description': 'SWIR 1 (band 11)', 'center_wavelength': 1.61, 'full_width_half_max': 0.143}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'swir22': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230131_0_L2A/B12.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'SWIR 2 (band 12) - 20m', 'eo:bands': [{'name': 'swir22', 'common_name': 'swir22', 'description': 'SWIR 2 (band 12)', 'center_wavelength': 2.19, 'full_width_half_max': 0.242}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'thumbnail': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230131_0_L2A/thumbnail.jpg', 'type': 'image/jpeg', 'title': 'Thumbnail image', 'roles': ['thumbnail']}, 'tileinfo_metadata': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230131_0_L2A/tileinfo_metadata.json', 'type': 'application/json', 'roles': ['metadata']}, 'visual': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230131_0_L2A/TCI.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'True color image', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}, {'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}, {'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'roles': ['visual']}, 'wvp': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230131_0_L2A/WVP.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Water vapour (WVP)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'unit': 'cm', 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}, 'aot-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/31/0/AOT.jp2', 'type': 'image/jp2', 'title': 'Aerosol optical thickness (AOT)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}, 'blue-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/31/0/B02.jp2', 'type': 'image/jp2', 'title': 'Blue (band 2) - 10m', 'eo:bands': [{'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'coastal-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/31/0/B01.jp2', 'type': 'image/jp2', 'title': 'Coastal aerosol (band 1) - 60m', 'eo:bands': [{'name': 'coastal', 'common_name': 'coastal', 'description': 'Coastal aerosol (band 1)', 'center_wavelength': 0.443, 'full_width_half_max': 0.027}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'green-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/31/0/B03.jp2', 'type': 'image/jp2', 'title': 'Green (band 3) - 10m', 'eo:bands': [{'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/31/0/B08.jp2', 'type': 'image/jp2', 'title': 'NIR 1 (band 8) - 10m', 'eo:bands': [{'name': 'nir', 'common_name': 'nir', 'description': 'NIR 1 (band 8)', 'center_wavelength': 0.842, 'full_width_half_max': 0.145}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir08-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/31/0/B8A.jp2', 'type': 'image/jp2', 'title': 'NIR 2 (band 8A) - 20m', 'eo:bands': [{'name': 'nir08', 'common_name': 'nir08', 'description': 'NIR 2 (band 8A)', 'center_wavelength': 0.865, 'full_width_half_max': 0.033}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir09-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/31/0/B09.jp2', 'type': 'image/jp2', 'title': 'NIR 3 (band 9) - 60m', 'eo:bands': [{'name': 'nir09', 'common_name': 'nir09', 'description': 'NIR 3 (band 9)', 'center_wavelength': 0.945, 'full_width_half_max': 0.026}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'red-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/31/0/B04.jp2', 'type': 'image/jp2', 'title': 'Red (band 4) - 10m', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge1-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/31/0/B05.jp2', 'type': 'image/jp2', 'title': 'Red edge 1 (band 5) - 20m', 'eo:bands': [{'name': 'rededge1', 'common_name': 'rededge', 'description': 'Red edge 1 (band 5)', 'center_wavelength': 0.704, 'full_width_half_max': 0.019}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge2-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/31/0/B06.jp2', 'type': 'image/jp2', 'title': 'Red edge 2 (band 6) - 20m', 'eo:bands': [{'name': 'rededge2', 'common_name': 'rededge', 'description': 'Red edge 2 (band 6)', 'center_wavelength': 0.74, 'full_width_half_max': 0.018}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge3-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/31/0/B07.jp2', 'type': 'image/jp2', 'title': 'Red edge 3 (band 7) - 20m', 'eo:bands': [{'name': 'rededge3', 'common_name': 'rededge', 'description': 'Red edge 3 (band 7)', 'center_wavelength': 0.783, 'full_width_half_max': 0.028}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'scl-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/31/0/SCL.jp2', 'type': 'image/jp2', 'title': 'Scene classification map (SCL)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint8', 'spatial_resolution': 20}], 'roles': ['data', 'reflectance']}, 'swir16-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/31/0/B11.jp2', 'type': 'image/jp2', 'title': 'SWIR 1 (band 11) - 20m', 'eo:bands': [{'name': 'swir16', 'common_name': 'swir16', 'description': 'SWIR 1 (band 11)', 'center_wavelength': 1.61, 'full_width_half_max': 0.143}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'swir22-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/31/0/B12.jp2', 'type': 'image/jp2', 'title': 'SWIR 2 (band 12) - 20m', 'eo:bands': [{'name': 'swir22', 'common_name': 'swir22', 'description': 'SWIR 2 (band 12)', 'center_wavelength': 2.19, 'full_width_half_max': 0.242}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'visual-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/31/0/TCI.jp2', 'type': 'image/jp2', 'title': 'True color image', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}, {'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}, {'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'roles': ['visual']}, 'wvp-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/31/0/WVP.jp2', 'type': 'image/jp2', 'title': 'Water vapour (WVP)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'unit': 'cm', 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}}, 'bbox': [8.999754387288686, 45.056757746793146, 10.418890992989095, 46.05356536925373], 'stac_extensions': ['https://stac-extensions.github.io/processing/v1.1.0/schema.json', 'https://stac-extensions.github.io/eo/v1.0.0/schema.json', 'https://stac-extensions.github.io/view/v1.0.0/schema.json', 'https://stac-extensions.github.io/grid/v1.0.0/schema.json', 'https://stac-extensions.github.io/projection/v1.0.0/schema.json', 'https://stac-extensions.github.io/raster/v1.1.0/schema.json', 'https://stac-extensions.github.io/mgrs/v1.0.0/schema.json'], 'collection': 'sentinel-2-l2a'}]}

{'type': 'Feature', 'stac_version': '1.0.0', 'id': 'S2B_32TNR_20230131_0_L2A', 'properties': {'created': '2023-01-31T19:20:02.816Z', 'platform': 'sentinel-2b', 'constellation': 'sentinel-2', 'instruments': ['msi'], 'eo:cloud_cover': 0.112465, 'proj:epsg': 32632, 'mgrs:utm_zone': 32, 'mgrs:latitude_band': 'T', 'mgrs:grid_square': 'NR', 'grid:code': 'MGRS-32TNR', 'view:sun_azimuth': 162.471016303525, 'view:sun_elevation': 25.273284914117596, 's2:degraded_msi_data_percentage': 0.0026, 's2:nodata_pixel_percentage': 3e-05, 's2:saturated_defective_pixel_percentage': 0, 's2:dark_features_percentage': 9.818108, 's2:cloud_shadow_percentage': 0.002522, 's2:vegetation_percentage': 31.585425, 's2:not_vegetated_percentage': 51.599735, 's2:water_percentage': 2.399037, 's2:unclassified_percentage': 0.003381, 's2:medium_proba_clouds_percentage': 0.00499, 's2:high_proba_clouds_percentage': 0.010272, 's2:thin_cirrus_percentage': 0.097203, 's2:snow_ice_percentage': 4.479326, 's2:product_type': 'S2MSI2A', 's2:processing_baseline': '05.09', 's2:product_uri': 'S2B_MSIL2A_20230131T102149_N0509_R065_T32TNR_20230131T131849.SAFE', 's2:generation_time': '2023-01-31T13:18:49.000000Z', 's2:datatake_id': 'GS2B_20230131T102149_030836_N05.09', 's2:datatake_type': 'INS-NOBS', 's2:datastrip_id': 'S2B_OPER_MSI_L2A_DS_2BPS_20230131T131849_S20230131T102549_N05.09', 's2:granule_id': 'S2B_OPER_MSI_L2A_TL_2BPS_20230131T131849_A030836_T32TNR_N05.09', 's2:reflectance_conversion_factor': 1.03138686673961, 'datetime': '2023-01-31T10:28:11.279000Z', 's2:sequence': '0', 'earthsearch:s3_path': 's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230131_0_L2A', 'earthsearch:payload_id': 'roda-sentinel2/workflow-sentinel2-to-stac/7734c7b274348e5d6d4c53ea8a2e5b86', 'earthsearch:boa_offset_applied': True, 'processing:software': {'sentinel2-to-stac': '0.1.0'}, 'updated': '2023-01-31T19:20:02.816Z'}, 'geometry': {'type': 'Polygon', 'coordinates': [[[8.999754387288686, 46.05356536925373], [10.418890992989095, 46.04475738929435], [10.394241393041778, 45.056757746793146], [8.999758655880777, 45.06526899586078], [8.999754387288686, 46.05356536925373]]]}, 'links': [{'rel': 'self', 'type': 'application/geo+json', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a/items/S2B_32TNR_20230131_0_L2A'}, {'rel': 'canonical', 'href': 's3://sentinel-cogs/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230131_0_L2A/S2B_32TNR_20230131_0_L2A.json', 'type': 'application/json'}, {'rel': 'license', 'href': 'https://sentinel.esa.int/documents/247904/690755/Sentinel_Data_Legal_Notice'}, {'rel': 'derived_from', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l1c/items/S2B_32TNR_20230131_0_L1C', 'type': 'application/geo+json'}, {'rel': 'parent', 'type': 'application/json', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a'}, {'rel': 'collection', 'type': 'application/json', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a'}, {'rel': 'root', 'type': 'application/json', 'href': 'https://earth-search.aws.element84.com/v1'}, {'rel': 'thumbnail', 'href': 'https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a/items/S2B_32TNR_20230131_0_L2A/thumbnail'}], 'assets': {'aot': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230131_0_L2A/AOT.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Aerosol optical thickness (AOT)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}, 'blue': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230131_0_L2A/B02.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Blue (band 2) - 10m', 'eo:bands': [{'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'coastal': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230131_0_L2A/B01.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Coastal aerosol (band 1) - 60m', 'eo:bands': [{'name': 'coastal', 'common_name': 'coastal', 'description': 'Coastal aerosol (band 1)', 'center_wavelength': 0.443, 'full_width_half_max': 0.027}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'granule_metadata': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230131_0_L2A/granule_metadata.xml', 'type': 'application/xml', 'roles': ['metadata']}, 'green': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230131_0_L2A/B03.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Green (band 3) - 10m', 'eo:bands': [{'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230131_0_L2A/B08.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'NIR 1 (band 8) - 10m', 'eo:bands': [{'name': 'nir', 'common_name': 'nir', 'description': 'NIR 1 (band 8)', 'center_wavelength': 0.842, 'full_width_half_max': 0.145}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir08': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230131_0_L2A/B8A.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'NIR 2 (band 8A) - 20m', 'eo:bands': [{'name': 'nir08', 'common_name': 'nir08', 'description': 'NIR 2 (band 8A)', 'center_wavelength': 0.865, 'full_width_half_max': 0.033}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir09': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230131_0_L2A/B09.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'NIR 3 (band 9) - 60m', 'eo:bands': [{'name': 'nir09', 'common_name': 'nir09', 'description': 'NIR 3 (band 9)', 'center_wavelength': 0.945, 'full_width_half_max': 0.026}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'red': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230131_0_L2A/B04.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red (band 4) - 10m', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge1': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230131_0_L2A/B05.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red edge 1 (band 5) - 20m', 'eo:bands': [{'name': 'rededge1', 'common_name': 'rededge', 'description': 'Red edge 1 (band 5)', 'center_wavelength': 0.704, 'full_width_half_max': 0.019}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge2': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230131_0_L2A/B06.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red edge 2 (band 6) - 20m', 'eo:bands': [{'name': 'rededge2', 'common_name': 'rededge', 'description': 'Red edge 2 (band 6)', 'center_wavelength': 0.74, 'full_width_half_max': 0.018}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge3': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230131_0_L2A/B07.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Red edge 3 (band 7) - 20m', 'eo:bands': [{'name': 'rededge3', 'common_name': 'rededge', 'description': 'Red edge 3 (band 7)', 'center_wavelength': 0.783, 'full_width_half_max': 0.028}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'scl': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230131_0_L2A/SCL.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Scene classification map (SCL)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint8', 'spatial_resolution': 20}], 'roles': ['data', 'reflectance']}, 'swir16': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230131_0_L2A/B11.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'SWIR 1 (band 11) - 20m', 'eo:bands': [{'name': 'swir16', 'common_name': 'swir16', 'description': 'SWIR 1 (band 11)', 'center_wavelength': 1.61, 'full_width_half_max': 0.143}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'swir22': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230131_0_L2A/B12.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'SWIR 2 (band 12) - 20m', 'eo:bands': [{'name': 'swir22', 'common_name': 'swir22', 'description': 'SWIR 2 (band 12)', 'center_wavelength': 2.19, 'full_width_half_max': 0.242}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'thumbnail': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230131_0_L2A/thumbnail.jpg', 'type': 'image/jpeg', 'title': 'Thumbnail image', 'roles': ['thumbnail']}, 'tileinfo_metadata': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230131_0_L2A/tileinfo_metadata.json', 'type': 'application/json', 'roles': ['metadata']}, 'visual': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230131_0_L2A/TCI.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'True color image', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}, {'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}, {'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'roles': ['visual']}, 'wvp': {'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/32/T/NR/2023/1/S2B_32TNR_20230131_0_L2A/WVP.tif', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'title': 'Water vapour (WVP)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'unit': 'cm', 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}, 'aot-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/31/0/AOT.jp2', 'type': 'image/jp2', 'title': 'Aerosol optical thickness (AOT)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}, 'blue-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/31/0/B02.jp2', 'type': 'image/jp2', 'title': 'Blue (band 2) - 10m', 'eo:bands': [{'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'coastal-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/31/0/B01.jp2', 'type': 'image/jp2', 'title': 'Coastal aerosol (band 1) - 60m', 'eo:bands': [{'name': 'coastal', 'common_name': 'coastal', 'description': 'Coastal aerosol (band 1)', 'center_wavelength': 0.443, 'full_width_half_max': 0.027}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'green-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/31/0/B03.jp2', 'type': 'image/jp2', 'title': 'Green (band 3) - 10m', 'eo:bands': [{'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/31/0/B08.jp2', 'type': 'image/jp2', 'title': 'NIR 1 (band 8) - 10m', 'eo:bands': [{'name': 'nir', 'common_name': 'nir', 'description': 'NIR 1 (band 8)', 'center_wavelength': 0.842, 'full_width_half_max': 0.145}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir08-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/31/0/B8A.jp2', 'type': 'image/jp2', 'title': 'NIR 2 (band 8A) - 20m', 'eo:bands': [{'name': 'nir08', 'common_name': 'nir08', 'description': 'NIR 2 (band 8A)', 'center_wavelength': 0.865, 'full_width_half_max': 0.033}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'nir09-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/31/0/B09.jp2', 'type': 'image/jp2', 'title': 'NIR 3 (band 9) - 60m', 'eo:bands': [{'name': 'nir09', 'common_name': 'nir09', 'description': 'NIR 3 (band 9)', 'center_wavelength': 0.945, 'full_width_half_max': 0.026}], 'gsd': 60, 'proj:shape': [1830, 1830], 'proj:transform': [60, 0, 499980, 0, -60, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 60, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'red-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/31/0/B04.jp2', 'type': 'image/jp2', 'title': 'Red (band 4) - 10m', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}], 'gsd': 10, 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 10, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge1-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/31/0/B05.jp2', 'type': 'image/jp2', 'title': 'Red edge 1 (band 5) - 20m', 'eo:bands': [{'name': 'rededge1', 'common_name': 'rededge', 'description': 'Red edge 1 (band 5)', 'center_wavelength': 0.704, 'full_width_half_max': 0.019}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge2-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/31/0/B06.jp2', 'type': 'image/jp2', 'title': 'Red edge 2 (band 6) - 20m', 'eo:bands': [{'name': 'rededge2', 'common_name': 'rededge', 'description': 'Red edge 2 (band 6)', 'center_wavelength': 0.74, 'full_width_half_max': 0.018}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'rededge3-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/31/0/B07.jp2', 'type': 'image/jp2', 'title': 'Red edge 3 (band 7) - 20m', 'eo:bands': [{'name': 'rededge3', 'common_name': 'rededge', 'description': 'Red edge 3 (band 7)', 'center_wavelength': 0.783, 'full_width_half_max': 0.028}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'scl-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/31/0/SCL.jp2', 'type': 'image/jp2', 'title': 'Scene classification map (SCL)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint8', 'spatial_resolution': 20}], 'roles': ['data', 'reflectance']}, 'swir16-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/31/0/B11.jp2', 'type': 'image/jp2', 'title': 'SWIR 1 (band 11) - 20m', 'eo:bands': [{'name': 'swir16', 'common_name': 'swir16', 'description': 'SWIR 1 (band 11)', 'center_wavelength': 1.61, 'full_width_half_max': 0.143}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'swir22-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/31/0/B12.jp2', 'type': 'image/jp2', 'title': 'SWIR 2 (band 12) - 20m', 'eo:bands': [{'name': 'swir22', 'common_name': 'swir22', 'description': 'SWIR 2 (band 12)', 'center_wavelength': 2.19, 'full_width_half_max': 0.242}], 'gsd': 20, 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'scale': 0.0001, 'offset': -0.1}], 'roles': ['data', 'reflectance']}, 'visual-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/31/0/TCI.jp2', 'type': 'image/jp2', 'title': 'True color image', 'eo:bands': [{'name': 'red', 'common_name': 'red', 'description': 'Red (band 4)', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}, {'name': 'green', 'common_name': 'green', 'description': 'Green (band 3)', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}, {'name': 'blue', 'common_name': 'blue', 'description': 'Blue (band 2)', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}], 'proj:shape': [10980, 10980], 'proj:transform': [10, 0, 499980, 0, -10, 5100000], 'roles': ['visual']}, 'wvp-jp2': {'href': 's3://sentinel-s2-l2a/tiles/32/T/NR/2023/1/31/0/WVP.jp2', 'type': 'image/jp2', 'title': 'Water vapour (WVP)', 'proj:shape': [5490, 5490], 'proj:transform': [20, 0, 499980, 0, -20, 5100000], 'raster:bands': [{'nodata': 0, 'data_type': 'uint16', 'bits_per_sample': 15, 'spatial_resolution': 20, 'unit': 'cm', 'scale': 0.001, 'offset': 0}], 'roles': ['data', 'reflectance']}}, 'bbox': [8.999754387288686, 45.056757746793146, 10.418890992989095, 46.05356536925373], 'stac_extensions': ['https://stac-extensions.github.io/processing/v1.1.0/schema.json', 'https://stac-extensions.github.io/eo/v1.0.0/schema.json', 'https://stac-extensions.github.io/view/v1.0.0/schema.json', 'https://stac-extensions.github.io/grid/v1.0.0/schema.json', 'https://stac-extensions.github.io/projection/v1.0.0/schema.json', 'https://stac-extensions.github.io/raster/v1.1.0/schema.json', 'https://stac-extensions.github.io/mgrs/v1.0.0/schema.json'], 'collection': 'sentinel-2-l2a'}

load the data in xarray format

data = load(search.items(), geopolygon=geometry, groupby="solar_day", chunks={})
data

<xarray.Dataset> Size: 201MB
Dimensions:       (y: 1535, x: 1982, time: 1)
Coordinates:
  * y             (y) float64 12kB 5.079e+06 5.079e+06 ... 5.064e+06 5.064e+06
  * x             (x) float64 16kB 5.482e+05 5.482e+05 ... 5.68e+05 5.68e+05
    spatial_ref   int32 4B 32632
  * time          (time) datetime64[ns] 8B 2023-01-31T10:28:11.279000
Data variables: (12/32)
    aot           (time, y, x) uint16 6MB dask.array<chunksize=(1, 1535, 1982), meta=np.ndarray>
    blue          (time, y, x) uint16 6MB dask.array<chunksize=(1, 1535, 1982), meta=np.ndarray>
    coastal       (time, y, x) uint16 6MB dask.array<chunksize=(1, 1535, 1982), meta=np.ndarray>
    green         (time, y, x) uint16 6MB dask.array<chunksize=(1, 1535, 1982), meta=np.ndarray>
    nir           (time, y, x) uint16 6MB dask.array<chunksize=(1, 1535, 1982), meta=np.ndarray>
    nir08         (time, y, x) uint16 6MB dask.array<chunksize=(1, 1535, 1982), meta=np.ndarray>
    ...            ...
    rededge3-jp2  (time, y, x) uint16 6MB dask.array<chunksize=(1, 1535, 1982), meta=np.ndarray>
    scl-jp2       (time, y, x) uint8 3MB dask.array<chunksize=(1, 1535, 1982), meta=np.ndarray>
    swir16-jp2    (time, y, x) uint16 6MB dask.array<chunksize=(1, 1535, 1982), meta=np.ndarray>
    swir22-jp2    (time, y, x) uint16 6MB dask.array<chunksize=(1, 1535, 1982), meta=np.ndarray>
    visual-jp2    (time, y, x) float32 12MB dask.array<chunksize=(1, 1535, 1982), meta=np.ndarray>
    wvp-jp2       (time, y, x) uint16 6MB dask.array<chunksize=(1, 1535, 1982), meta=np.ndarray>

xarray.Dataset

• Dimensions:
  • y: 1535
  • x: 1982
  • time: 1
• Coordinates: (4)
  • y
    (y)
    float64
    5.079e+06 5.079e+06 ... 5.064e+06

    units :

    metre

    resolution :

    -10.0

    crs :

    EPSG:32632

    array([5079275., 5079265., 5079255., ..., 5063955., 5063945., 5063935.])

  • x
    (x)
    float64
    5.482e+05 5.482e+05 ... 5.68e+05

    units :

    metre

    resolution :

    10.0

    crs :

    EPSG:32632

    array([548205., 548215., 548225., ..., 567995., 568005., 568015.])

  • spatial_ref
    ()
    int32
    32632

    spatial_ref :

    PROJCRS["WGS 84 / UTM zone 32N",BASEGEOGCRS["WGS 84",ENSEMBLE["World Geodetic System 1984 ensemble",MEMBER["World Geodetic System 1984 (Transit)"],MEMBER["World Geodetic System 1984 (G730)"],MEMBER["World Geodetic System 1984 (G873)"],MEMBER["World Geodetic System 1984 (G1150)"],MEMBER["World Geodetic System 1984 (G1674)"],MEMBER["World Geodetic System 1984 (G1762)"],MEMBER["World Geodetic System 1984 (G2139)"],MEMBER["World Geodetic System 1984 (G2296)"],ELLIPSOID["WGS 84",6378137,298.257223563,LENGTHUNIT["metre",1]],ENSEMBLEACCURACY[2.0]],PRIMEM["Greenwich",0,ANGLEUNIT["degree",0.0174532925199433]],ID["EPSG",4326]],CONVERSION["UTM zone 32N",METHOD["Transverse Mercator",ID["EPSG",9807]],PARAMETER["Latitude of natural origin",0,ANGLEUNIT["degree",0.0174532925199433],ID["EPSG",8801]],PARAMETER["Longitude of natural origin",9,ANGLEUNIT["degree",0.0174532925199433],ID["EPSG",8802]],PARAMETER["Scale factor at natural origin",0.9996,SCALEUNIT["unity",1],ID["EPSG",8805]],PARAMETER["False easting",500000,LENGTHUNIT["metre",1],ID["EPSG",8806]],PARAMETER["False northing",0,LENGTHUNIT["metre",1],ID["EPSG",8807]]],CS[Cartesian,2],AXIS["(E)",east,ORDER[1],LENGTHUNIT["metre",1]],AXIS["(N)",north,ORDER[2],LENGTHUNIT["metre",1]],USAGE[SCOPE["Navigation and medium accuracy spatial referencing."],AREA["Between 6°E and 12°E, northern hemisphere between equator and 84°N, onshore and offshore. Algeria. Austria. Cameroon. Denmark. Equatorial Guinea. France. Gabon. Germany. Italy. Libya. Liechtenstein. Monaco. Netherlands. Niger. Nigeria. Norway. Sao Tome and Principe. Svalbard. Sweden. Switzerland. Tunisia. Vatican City State."],BBOX[0,6,84,12]],ID["EPSG",32632]]

    crs_wkt :

    PROJCRS["WGS 84 / UTM zone 32N",BASEGEOGCRS["WGS 84",ENSEMBLE["World Geodetic System 1984 ensemble",MEMBER["World Geodetic System 1984 (Transit)"],MEMBER["World Geodetic System 1984 (G730)"],MEMBER["World Geodetic System 1984 (G873)"],MEMBER["World Geodetic System 1984 (G1150)"],MEMBER["World Geodetic System 1984 (G1674)"],MEMBER["World Geodetic System 1984 (G1762)"],MEMBER["World Geodetic System 1984 (G2139)"],MEMBER["World Geodetic System 1984 (G2296)"],ELLIPSOID["WGS 84",6378137,298.257223563,LENGTHUNIT["metre",1]],ENSEMBLEACCURACY[2.0]],PRIMEM["Greenwich",0,ANGLEUNIT["degree",0.0174532925199433]],ID["EPSG",4326]],CONVERSION["UTM zone 32N",METHOD["Transverse Mercator",ID["EPSG",9807]],PARAMETER["Latitude of natural origin",0,ANGLEUNIT["degree",0.0174532925199433],ID["EPSG",8801]],PARAMETER["Longitude of natural origin",9,ANGLEUNIT["degree",0.0174532925199433],ID["EPSG",8802]],PARAMETER["Scale factor at natural origin",0.9996,SCALEUNIT["unity",1],ID["EPSG",8805]],PARAMETER["False easting",500000,LENGTHUNIT["metre",1],ID["EPSG",8806]],PARAMETER["False northing",0,LENGTHUNIT["metre",1],ID["EPSG",8807]]],CS[Cartesian,2],AXIS["(E)",east,ORDER[1],LENGTHUNIT["metre",1]],AXIS["(N)",north,ORDER[2],LENGTHUNIT["metre",1]],USAGE[SCOPE["Navigation and medium accuracy spatial referencing."],AREA["Between 6°E and 12°E, northern hemisphere between equator and 84°N, onshore and offshore. Algeria. Austria. Cameroon. Denmark. Equatorial Guinea. France. Gabon. Germany. Italy. Libya. Liechtenstein. Monaco. Netherlands. Niger. Nigeria. Norway. Sao Tome and Principe. Svalbard. Sweden. Switzerland. Tunisia. Vatican City State."],BBOX[0,6,84,12]],ID["EPSG",32632]]

    semi_major_axis :

    6378137.0

    semi_minor_axis :

    6356752.314245179

    inverse_flattening :

    298.257223563

    reference_ellipsoid_name :

    WGS 84

    longitude_of_prime_meridian :

    0.0

    prime_meridian_name :

    Greenwich

    geographic_crs_name :

    WGS 84

    horizontal_datum_name :

    World Geodetic System 1984 ensemble

    projected_crs_name :

    WGS 84 / UTM zone 32N

    grid_mapping_name :

    transverse_mercator

    latitude_of_projection_origin :

    0.0

    longitude_of_central_meridian :

    9.0

    false_easting :

    500000.0

    false_northing :

    0.0

    scale_factor_at_central_meridian :

    0.9996

    GeoTransform :

    548200 10 0 5079280 0 -10

    array(32632, dtype=int32)

  • time
    (time)
    datetime64[ns]
    2023-01-31T10:28:11.279000

    array(['2023-01-31T10:28:11.279000000'], dtype='datetime64[ns]')

• Data variables: (32)
  • aot
    (time, y, x)
    uint16
    dask.array<chunksize=(1, 1535, 1982), meta=np.ndarray>

    nodata :

    0

    Array Chunk Bytes 5.80 MiB 5.80 MiB Shape (1, 1535, 1982) (1, 1535, 1982) Dask graph 1 chunks in 1 graph layer Data type uint16 numpy.ndarray

  • blue
    (time, y, x)
    uint16
    dask.array<chunksize=(1, 1535, 1982), meta=np.ndarray>

    nodata :

    0

    Array Chunk Bytes 5.80 MiB 5.80 MiB Shape (1, 1535, 1982) (1, 1535, 1982) Dask graph 1 chunks in 1 graph layer Data type uint16 numpy.ndarray

  • coastal
    (time, y, x)
    uint16
    dask.array<chunksize=(1, 1535, 1982), meta=np.ndarray>

    nodata :

    0

    Array Chunk Bytes 5.80 MiB 5.80 MiB Shape (1, 1535, 1982) (1, 1535, 1982) Dask graph 1 chunks in 1 graph layer Data type uint16 numpy.ndarray

  • green
    (time, y, x)
    uint16
    dask.array<chunksize=(1, 1535, 1982), meta=np.ndarray>

    nodata :

    0

    Array Chunk Bytes 5.80 MiB 5.80 MiB Shape (1, 1535, 1982) (1, 1535, 1982) Dask graph 1 chunks in 1 graph layer Data type uint16 numpy.ndarray

  • nir
    (time, y, x)
    uint16
    dask.array<chunksize=(1, 1535, 1982), meta=np.ndarray>

    nodata :

    0

    Array Chunk Bytes 5.80 MiB 5.80 MiB Shape (1, 1535, 1982) (1, 1535, 1982) Dask graph 1 chunks in 1 graph layer Data type uint16 numpy.ndarray

  • nir08
    (time, y, x)
    uint16
    dask.array<chunksize=(1, 1535, 1982), meta=np.ndarray>

    nodata :

    0

    Array Chunk Bytes 5.80 MiB 5.80 MiB Shape (1, 1535, 1982) (1, 1535, 1982) Dask graph 1 chunks in 1 graph layer Data type uint16 numpy.ndarray

  • nir09
    (time, y, x)
    uint16
    dask.array<chunksize=(1, 1535, 1982), meta=np.ndarray>

    nodata :

    0

    Array Chunk Bytes 5.80 MiB 5.80 MiB Shape (1, 1535, 1982) (1, 1535, 1982) Dask graph 1 chunks in 1 graph layer Data type uint16 numpy.ndarray

  • red
    (time, y, x)
    uint16
    dask.array<chunksize=(1, 1535, 1982), meta=np.ndarray>

    nodata :

    0

    Array Chunk Bytes 5.80 MiB 5.80 MiB Shape (1, 1535, 1982) (1, 1535, 1982) Dask graph 1 chunks in 1 graph layer Data type uint16 numpy.ndarray

  • rededge1
    (time, y, x)
    uint16
    dask.array<chunksize=(1, 1535, 1982), meta=np.ndarray>

    nodata :

    0

    Array Chunk Bytes 5.80 MiB 5.80 MiB Shape (1, 1535, 1982) (1, 1535, 1982) Dask graph 1 chunks in 1 graph layer Data type uint16 numpy.ndarray

  • rededge2
    (time, y, x)
    uint16
    dask.array<chunksize=(1, 1535, 1982), meta=np.ndarray>

    nodata :

    0

    Array Chunk Bytes 5.80 MiB 5.80 MiB Shape (1, 1535, 1982) (1, 1535, 1982) Dask graph 1 chunks in 1 graph layer Data type uint16 numpy.ndarray

  • rededge3
    (time, y, x)
    uint16
    dask.array<chunksize=(1, 1535, 1982), meta=np.ndarray>

    nodata :

    0

    Array Chunk Bytes 5.80 MiB 5.80 MiB Shape (1, 1535, 1982) (1, 1535, 1982) Dask graph 1 chunks in 1 graph layer Data type uint16 numpy.ndarray

  • scl
    (time, y, x)
    uint8
    dask.array<chunksize=(1, 1535, 1982), meta=np.ndarray>

    nodata :

    0

    Array Chunk Bytes 2.90 MiB 2.90 MiB Shape (1, 1535, 1982) (1, 1535, 1982) Dask graph 1 chunks in 1 graph layer Data type uint8 numpy.ndarray

  • swir16
    (time, y, x)
    uint16
    dask.array<chunksize=(1, 1535, 1982), meta=np.ndarray>

    nodata :

    0

    Array Chunk Bytes 5.80 MiB 5.80 MiB Shape (1, 1535, 1982) (1, 1535, 1982) Dask graph 1 chunks in 1 graph layer Data type uint16 numpy.ndarray

  • swir22
    (time, y, x)
    uint16
    dask.array<chunksize=(1, 1535, 1982), meta=np.ndarray>

    nodata :

    0

    Array Chunk Bytes 5.80 MiB 5.80 MiB Shape (1, 1535, 1982) (1, 1535, 1982) Dask graph 1 chunks in 1 graph layer Data type uint16 numpy.ndarray

  • visual
    (time, y, x)
    float32
    dask.array<chunksize=(1, 1535, 1982), meta=np.ndarray>

    Array Chunk Bytes 11.61 MiB 11.61 MiB Shape (1, 1535, 1982) (1, 1535, 1982) Dask graph 1 chunks in 1 graph layer Data type float32 numpy.ndarray

  • wvp
    (time, y, x)
    uint16
    dask.array<chunksize=(1, 1535, 1982), meta=np.ndarray>

    nodata :

    0

    Array Chunk Bytes 5.80 MiB 5.80 MiB Shape (1, 1535, 1982) (1, 1535, 1982) Dask graph 1 chunks in 1 graph layer Data type uint16 numpy.ndarray

  • aot-jp2
    (time, y, x)
    uint16
    dask.array<chunksize=(1, 1535, 1982), meta=np.ndarray>

    nodata :

    0

    Array Chunk Bytes 5.80 MiB 5.80 MiB Shape (1, 1535, 1982) (1, 1535, 1982) Dask graph 1 chunks in 1 graph layer Data type uint16 numpy.ndarray

  • blue-jp2
    (time, y, x)
    uint16
    dask.array<chunksize=(1, 1535, 1982), meta=np.ndarray>

    nodata :

    0

    Array Chunk Bytes 5.80 MiB 5.80 MiB Shape (1, 1535, 1982) (1, 1535, 1982) Dask graph 1 chunks in 1 graph layer Data type uint16 numpy.ndarray

  • coastal-jp2
    (time, y, x)
    uint16
    dask.array<chunksize=(1, 1535, 1982), meta=np.ndarray>

    nodata :

    0

    Array Chunk Bytes 5.80 MiB 5.80 MiB Shape (1, 1535, 1982) (1, 1535, 1982) Dask graph 1 chunks in 1 graph layer Data type uint16 numpy.ndarray

  • green-jp2
    (time, y, x)
    uint16
    dask.array<chunksize=(1, 1535, 1982), meta=np.ndarray>

    nodata :

    0

    Array Chunk Bytes 5.80 MiB 5.80 MiB Shape (1, 1535, 1982) (1, 1535, 1982) Dask graph 1 chunks in 1 graph layer Data type uint16 numpy.ndarray

  • nir-jp2
    (time, y, x)
    uint16
    dask.array<chunksize=(1, 1535, 1982), meta=np.ndarray>

    nodata :

    0

    Array Chunk Bytes 5.80 MiB 5.80 MiB Shape (1, 1535, 1982) (1, 1535, 1982) Dask graph 1 chunks in 1 graph layer Data type uint16 numpy.ndarray

  • nir08-jp2
    (time, y, x)
    uint16
    dask.array<chunksize=(1, 1535, 1982), meta=np.ndarray>

    nodata :

    0

    Array Chunk Bytes 5.80 MiB 5.80 MiB Shape (1, 1535, 1982) (1, 1535, 1982) Dask graph 1 chunks in 1 graph layer Data type uint16 numpy.ndarray

  • nir09-jp2
    (time, y, x)
    uint16
    dask.array<chunksize=(1, 1535, 1982), meta=np.ndarray>

    nodata :

    0

    Array Chunk Bytes 5.80 MiB 5.80 MiB Shape (1, 1535, 1982) (1, 1535, 1982) Dask graph 1 chunks in 1 graph layer Data type uint16 numpy.ndarray

  • red-jp2
    (time, y, x)
    uint16
    dask.array<chunksize=(1, 1535, 1982), meta=np.ndarray>

    nodata :

    0

    Array Chunk Bytes 5.80 MiB 5.80 MiB Shape (1, 1535, 1982) (1, 1535, 1982) Dask graph 1 chunks in 1 graph layer Data type uint16 numpy.ndarray

  • rededge1-jp2
    (time, y, x)
    uint16
    dask.array<chunksize=(1, 1535, 1982), meta=np.ndarray>

    nodata :

    0

    Array Chunk Bytes 5.80 MiB 5.80 MiB Shape (1, 1535, 1982) (1, 1535, 1982) Dask graph 1 chunks in 1 graph layer Data type uint16 numpy.ndarray

  • rededge2-jp2
    (time, y, x)
    uint16
    dask.array<chunksize=(1, 1535, 1982), meta=np.ndarray>

    nodata :

    0

    Array Chunk Bytes 5.80 MiB 5.80 MiB Shape (1, 1535, 1982) (1, 1535, 1982) Dask graph 1 chunks in 1 graph layer Data type uint16 numpy.ndarray

  • rededge3-jp2
    (time, y, x)
    uint16
    dask.array<chunksize=(1, 1535, 1982), meta=np.ndarray>

    nodata :

    0

    Array Chunk Bytes 5.80 MiB 5.80 MiB Shape (1, 1535, 1982) (1, 1535, 1982) Dask graph 1 chunks in 1 graph layer Data type uint16 numpy.ndarray

  • scl-jp2
    (time, y, x)
    uint8
    dask.array<chunksize=(1, 1535, 1982), meta=np.ndarray>

    nodata :

    0

    Array Chunk Bytes 2.90 MiB 2.90 MiB Shape (1, 1535, 1982) (1, 1535, 1982) Dask graph 1 chunks in 1 graph layer Data type uint8 numpy.ndarray

  • swir16-jp2
    (time, y, x)
    uint16
    dask.array<chunksize=(1, 1535, 1982), meta=np.ndarray>

    nodata :

    0

    Array Chunk Bytes 5.80 MiB 5.80 MiB Shape (1, 1535, 1982) (1, 1535, 1982) Dask graph 1 chunks in 1 graph layer Data type uint16 numpy.ndarray

  • swir22-jp2
    (time, y, x)
    uint16
    dask.array<chunksize=(1, 1535, 1982), meta=np.ndarray>

    nodata :

    0

    Array Chunk Bytes 5.80 MiB 5.80 MiB Shape (1, 1535, 1982) (1, 1535, 1982) Dask graph 1 chunks in 1 graph layer Data type uint16 numpy.ndarray

  • visual-jp2
    (time, y, x)
    float32
    dask.array<chunksize=(1, 1535, 1982), meta=np.ndarray>

    Array Chunk Bytes 11.61 MiB 11.61 MiB Shape (1, 1535, 1982) (1, 1535, 1982) Dask graph 1 chunks in 1 graph layer Data type float32 numpy.ndarray

  • wvp-jp2
    (time, y, x)
    uint16
    dask.array<chunksize=(1, 1535, 1982), meta=np.ndarray>

    nodata :

    0

    Array Chunk Bytes 5.80 MiB 5.80 MiB Shape (1, 1535, 1982) (1, 1535, 1982) Dask graph 1 chunks in 1 graph layer Data type uint16 numpy.ndarray

• Indexes: (3)
  • y
    PandasIndex

    PandasIndex(Index([5079275.0, 5079265.0, 5079255.0, 5079245.0, 5079235.0, 5079225.0,
           5079215.0, 5079205.0, 5079195.0, 5079185.0,
           ...
           5064025.0, 5064015.0, 5064005.0, 5063995.0, 5063985.0, 5063975.0,
           5063965.0, 5063955.0, 5063945.0, 5063935.0],
          dtype='float64', name='y', length=1535))

  • x
    PandasIndex

    PandasIndex(Index([548205.0, 548215.0, 548225.0, 548235.0, 548245.0, 548255.0, 548265.0,
           548275.0, 548285.0, 548295.0,
           ...
           567925.0, 567935.0, 567945.0, 567955.0, 567965.0, 567975.0, 567985.0,
           567995.0, 568005.0, 568015.0],
          dtype='float64', name='x', length=1982))

  • time
    PandasIndex

    PandasIndex(DatetimeIndex(['2023-01-31 10:28:11.279000'], dtype='datetime64[ns]', name='time', freq=None))

• Attributes: (0)

create the index without considering scale or offset

ndvi = (data.nir - data.red) / (data.nir + data.red)

Quickly visualize the generated vegetation index

ndvi.where(ndvi <= 1.).plot()

<matplotlib.collections.QuadMesh at 0x7fd47bde5e20>

Use native projection to plot on geographical map

proj = ccrs.epsg(ndvi.spatial_ref.values)

fig = plt.figure(1, figsize=[20, 10])

# We're using cartopy and are plotting in PlateCarree projection 
# (see documentation on cartopy)
ax = plt.subplot(1, 1, 1, projection=proj)
ax.coastlines(resolution='10m')
ax.gridlines(draw_labels=True)

ndvi.plot(ax=ax, transform=proj, vmax=1, cmap="RdYlGn")

# One way to customize your title
plt.title("NDVI", fontsize=18)

Text(0.5, 1.0, 'NDVI')

Reproject to EPSG 4326

import rioxarray

ndvi.rio.write_crs(ndvi.spatial_ref.values, inplace=True)

<xarray.DataArray (time: 1, y: 1535, x: 1982)> Size: 24MB
dask.array<truediv, shape=(1, 1535, 1982), dtype=float64, chunksize=(1, 1535, 1982), chunktype=numpy.ndarray>
Coordinates:
  * y            (y) float64 12kB 5.079e+06 5.079e+06 ... 5.064e+06 5.064e+06
  * x            (x) float64 16kB 5.482e+05 5.482e+05 ... 5.68e+05 5.68e+05
  * time         (time) datetime64[ns] 8B 2023-01-31T10:28:11.279000
    spatial_ref  int64 8B 0

xarray.DataArray

• time: 1
• y: 1535
• x: 1982

• dask.array<chunksize=(1, 1535, 1982), meta=np.ndarray>

  Array Chunk Bytes 23.21 MiB 23.21 MiB Shape (1, 1535, 1982) (1, 1535, 1982) Dask graph 1 chunks in 5 graph layers Data type float64 numpy.ndarray

• Coordinates: (4)
  • y
    (y)
    float64
    5.079e+06 5.079e+06 ... 5.064e+06

    units :

    metre

    resolution :

    -10.0

    crs :

    EPSG:32632

    array([5079275., 5079265., 5079255., ..., 5063955., 5063945., 5063935.])

  • x
    (x)
    float64
    5.482e+05 5.482e+05 ... 5.68e+05

    units :

    metre

    resolution :

    10.0

    crs :

    EPSG:32632

    array([548205., 548215., 548225., ..., 567995., 568005., 568015.])

  • time
    (time)
    datetime64[ns]
    2023-01-31T10:28:11.279000

    array(['2023-01-31T10:28:11.279000000'], dtype='datetime64[ns]')

  • spatial_ref
    ()
    int64
    0

    crs_wkt :

    PROJCS["WGS 84 / UTM zone 32N",GEOGCS["WGS 84",DATUM["WGS_1984",SPHEROID["WGS 84",6378137,298.257223563]],PRIMEM["Greenwich",0],UNIT["degree",0.0174532925199433,AUTHORITY["EPSG","9122"]],AUTHORITY["EPSG","4326"]],PROJECTION["Transverse_Mercator"],PARAMETER["latitude_of_origin",0],PARAMETER["central_meridian",9],PARAMETER["scale_factor",0.9996],PARAMETER["false_easting",500000],PARAMETER["false_northing",0],UNIT["metre",1],AXIS["Easting",EAST],AXIS["Northing",NORTH],AUTHORITY["EPSG","32632"]]

    semi_major_axis :

    6378137.0

    semi_minor_axis :

    6356752.314245179

    inverse_flattening :

    298.257223563

    reference_ellipsoid_name :

    WGS 84

    longitude_of_prime_meridian :

    0.0

    prime_meridian_name :

    Greenwich

    geographic_crs_name :

    WGS 84

    horizontal_datum_name :

    World Geodetic System 1984

    projected_crs_name :

    WGS 84 / UTM zone 32N

    grid_mapping_name :

    transverse_mercator

    latitude_of_projection_origin :

    0.0

    longitude_of_central_meridian :

    9.0

    false_easting :

    500000.0

    false_northing :

    0.0

    scale_factor_at_central_meridian :

    0.9996

    spatial_ref :

    PROJCS["WGS 84 / UTM zone 32N",GEOGCS["WGS 84",DATUM["WGS_1984",SPHEROID["WGS 84",6378137,298.257223563]],PRIMEM["Greenwich",0],UNIT["degree",0.0174532925199433,AUTHORITY["EPSG","9122"]],AUTHORITY["EPSG","4326"]],PROJECTION["Transverse_Mercator"],PARAMETER["latitude_of_origin",0],PARAMETER["central_meridian",9],PARAMETER["scale_factor",0.9996],PARAMETER["false_easting",500000],PARAMETER["false_northing",0],UNIT["metre",1],AXIS["Easting",EAST],AXIS["Northing",NORTH],AUTHORITY["EPSG","32632"]]

    GeoTransform :

    548200.0 10.0 0.0 5079280.0 0.0 -10.0

    array(0)

• Indexes: (3)
  • y
    PandasIndex

    PandasIndex(Index([5079275.0, 5079265.0, 5079255.0, 5079245.0, 5079235.0, 5079225.0,
           5079215.0, 5079205.0, 5079195.0, 5079185.0,
           ...
           5064025.0, 5064015.0, 5064005.0, 5063995.0, 5063985.0, 5063975.0,
           5063965.0, 5063955.0, 5063945.0, 5063935.0],
          dtype='float64', name='y', length=1535))

  • x
    PandasIndex

    PandasIndex(Index([548205.0, 548215.0, 548225.0, 548235.0, 548245.0, 548255.0, 548265.0,
           548275.0, 548285.0, 548295.0,
           ...
           567925.0, 567935.0, 567945.0, 567955.0, 567965.0, 567975.0, 567985.0,
           567995.0, 568005.0, 568015.0],
          dtype='float64', name='x', length=1982))

  • time
    PandasIndex

    PandasIndex(DatetimeIndex(['2023-01-31 10:28:11.279000'], dtype='datetime64[ns]', name='time', freq=None))

• Attributes: (0)

reprojected = ndvi.rio.reproject("EPSG:4326")
reprojected

<xarray.DataArray (time: 1, y: 1212, x: 2226)> Size: 22MB
array([[[1.79769313e+308, 1.79769313e+308, 1.79769313e+308, ...,
         1.79769313e+308, 1.79769313e+308, 1.79769313e+308],
        [1.79769313e+308, 1.79769313e+308, 1.79769313e+308, ...,
         1.79769313e+308, 1.79769313e+308, 1.79769313e+308],
        [1.79769313e+308, 1.79769313e+308, 1.79769313e+308, ...,
         1.79769313e+308, 1.79769313e+308, 1.79769313e+308],
        ...,
        [1.79769313e+308, 1.79769313e+308, 1.79769313e+308, ...,
         1.79769313e+308, 1.79769313e+308, 1.79769313e+308],
        [1.79769313e+308, 1.79769313e+308, 1.79769313e+308, ...,
         1.79769313e+308, 1.79769313e+308, 1.79769313e+308],
        [1.79769313e+308, 1.79769313e+308, 1.79769313e+308, ...,
         1.79769313e+308, 1.79769313e+308, 1.79769313e+308]]])
Coordinates:
  * x            (x) float64 18kB 9.62 9.62 9.62 9.62 ... 9.876 9.876 9.876
  * y            (y) float64 10kB 45.87 45.87 45.87 45.86 ... 45.73 45.73 45.73
  * time         (time) datetime64[ns] 8B 2023-01-31T10:28:11.279000
    spatial_ref  int64 8B 0
Attributes:
    _FillValue:  1.7976931348623157e+308

xarray.DataArray

• time: 1
• y: 1212
• x: 2226

• 1.798e+308 1.798e+308 1.798e+308 ... 1.798e+308 1.798e+308 1.798e+308

  array([[[1.79769313e+308, 1.79769313e+308, 1.79769313e+308, ...,
           1.79769313e+308, 1.79769313e+308, 1.79769313e+308],
          [1.79769313e+308, 1.79769313e+308, 1.79769313e+308, ...,
           1.79769313e+308, 1.79769313e+308, 1.79769313e+308],
          [1.79769313e+308, 1.79769313e+308, 1.79769313e+308, ...,
           1.79769313e+308, 1.79769313e+308, 1.79769313e+308],
          ...,
          [1.79769313e+308, 1.79769313e+308, 1.79769313e+308, ...,
           1.79769313e+308, 1.79769313e+308, 1.79769313e+308],
          [1.79769313e+308, 1.79769313e+308, 1.79769313e+308, ...,
           1.79769313e+308, 1.79769313e+308, 1.79769313e+308],
          [1.79769313e+308, 1.79769313e+308, 1.79769313e+308, ...,
           1.79769313e+308, 1.79769313e+308, 1.79769313e+308]]])

• Coordinates: (4)
  • x
    (x)
    float64
    9.62 9.62 9.62 ... 9.876 9.876

    axis :

    X

    long_name :

    longitude

    standard_name :

    longitude

    units :

    degrees_east

    array([9.6195  , 9.619616, 9.619731, ..., 9.875952, 9.876067, 9.876182])

  • y
    (y)
    float64
    45.87 45.87 45.87 ... 45.73 45.73

    axis :

    Y

    long_name :

    latitude

    standard_name :

    latitude

    units :

    degrees_north

    array([45.865341, 45.865226, 45.86511 , ..., 45.725868, 45.725752, 45.725637])

  • time
    (time)
    datetime64[ns]
    2023-01-31T10:28:11.279000

    array(['2023-01-31T10:28:11.279000000'], dtype='datetime64[ns]')

  • spatial_ref
    ()
    int64
    0

    crs_wkt :

    GEOGCS["WGS 84",DATUM["WGS_1984",SPHEROID["WGS 84",6378137,298.257223563,AUTHORITY["EPSG","7030"]],AUTHORITY["EPSG","6326"]],PRIMEM["Greenwich",0,AUTHORITY["EPSG","8901"]],UNIT["degree",0.0174532925199433,AUTHORITY["EPSG","9122"]],AXIS["Latitude",NORTH],AXIS["Longitude",EAST],AUTHORITY["EPSG","4326"]]

    semi_major_axis :

    6378137.0

    semi_minor_axis :

    6356752.314245179

    inverse_flattening :

    298.257223563

    reference_ellipsoid_name :

    WGS 84

    longitude_of_prime_meridian :

    0.0

    prime_meridian_name :

    Greenwich

    geographic_crs_name :

    WGS 84

    horizontal_datum_name :

    World Geodetic System 1984

    grid_mapping_name :

    latitude_longitude

    spatial_ref :

    GEOGCS["WGS 84",DATUM["WGS_1984",SPHEROID["WGS 84",6378137,298.257223563,AUTHORITY["EPSG","7030"]],AUTHORITY["EPSG","6326"]],PRIMEM["Greenwich",0,AUTHORITY["EPSG","8901"]],UNIT["degree",0.0174532925199433,AUTHORITY["EPSG","9122"]],AXIS["Latitude",NORTH],AXIS["Longitude",EAST],AUTHORITY["EPSG","4326"]]

    GeoTransform :

    9.619442809232138 0.00011536260907789731 0.0 45.865398627845956 0.0 -0.00011536260907789731

    array(0)

• Indexes: (3)
  • x
    PandasIndex

    PandasIndex(Index([9.619500490536677, 9.619615853145755, 9.619731215754832,
            9.61984657836391, 9.619961940972988, 9.620077303582066,
           9.620192666191144, 9.620308028800222,   9.6204233914093,
           9.620538754018378,
           ...
           9.875144032253298, 9.875259394862375, 9.875374757471453,
           9.875490120080531,  9.87560548268961, 9.875720845298687,
           9.875836207907764, 9.875951570516841,  9.87606693312592,
           9.876182295734997],
          dtype='float64', name='x', length=2226))

  • y
    PandasIndex

    PandasIndex(Index([45.865340946541416, 45.865225583932336,  45.86511022132326,
           45.864994858714184, 45.864879496105104, 45.864764133496024,
            45.86464877088695,  45.86453340827787,  45.86441804566879,
            45.86430268305971,
           ...
            45.72667509042979,  45.72655972782071,  45.72644436521163,
            45.72632900260255, 45.726213639993475, 45.726098277384395,
           45.725982914775315, 45.725867552166235,  45.72575218955716,
            45.72563682694808],
          dtype='float64', name='y', length=1212))

  • time
    PandasIndex

    PandasIndex(DatetimeIndex(['2023-01-31 10:28:11.279000'], dtype='datetime64[ns]', name='time', freq=None))

• Attributes: (1)

  _FillValue :

  1.7976931348623157e+308

reprojected = reprojected.rename(x='lon', y='lat')

Save into geotiff

reprojected.rio.to_raster("ndvi.tiff")

open geotiff with rioxarray

ndvi = xr.open_dataset("ndvi.tiff", engine="rasterio")
ndvi

<xarray.Dataset> Size: 22MB
Dimensions:      (band: 1, x: 2226, y: 1212)
Coordinates:
  * band         (band) int64 8B 1
  * x            (x) float64 18kB 9.62 9.62 9.62 9.62 ... 9.876 9.876 9.876
  * y            (y) float64 10kB 45.87 45.87 45.87 45.86 ... 45.73 45.73 45.73
    spatial_ref  int64 8B ...
Data variables:
    band_data    (band, y, x) float64 22MB ...

xarray.Dataset

• Dimensions:
  • band: 1
  • x: 2226
  • y: 1212
• Coordinates: (4)
  • band
    (band)
    int64
    1

    array([1])

  • x
    (x)
    float64
    9.62 9.62 9.62 ... 9.876 9.876

    array([9.6195  , 9.619616, 9.619731, ..., 9.875952, 9.876067, 9.876182])

  • y
    (y)
    float64
    45.87 45.87 45.87 ... 45.73 45.73

    array([45.865341, 45.865226, 45.86511 , ..., 45.725868, 45.725752, 45.725637])

  • spatial_ref
    ()
    int64
    ...

    crs_wkt :

    GEOGCS["WGS 84",DATUM["WGS_1984",SPHEROID["WGS 84",6378137,298.257223563,AUTHORITY["EPSG","7030"]],AUTHORITY["EPSG","6326"]],PRIMEM["Greenwich",0,AUTHORITY["EPSG","8901"]],UNIT["degree",0.0174532925199433,AUTHORITY["EPSG","9122"]],AXIS["Latitude",NORTH],AXIS["Longitude",EAST],AUTHORITY["EPSG","4326"]]

    semi_major_axis :

    6378137.0

    semi_minor_axis :

    6356752.314245179

    inverse_flattening :

    298.257223563

    reference_ellipsoid_name :

    WGS 84

    longitude_of_prime_meridian :

    0.0

    prime_meridian_name :

    Greenwich

    geographic_crs_name :

    WGS 84

    horizontal_datum_name :

    World Geodetic System 1984

    grid_mapping_name :

    latitude_longitude

    spatial_ref :

    GEOGCS["WGS 84",DATUM["WGS_1984",SPHEROID["WGS 84",6378137,298.257223563,AUTHORITY["EPSG","7030"]],AUTHORITY["EPSG","6326"]],PRIMEM["Greenwich",0,AUTHORITY["EPSG","8901"]],UNIT["degree",0.0174532925199433,AUTHORITY["EPSG","9122"]],AXIS["Latitude",NORTH],AXIS["Longitude",EAST],AUTHORITY["EPSG","4326"]]

    GeoTransform :

    9.619442809232138 0.000115362609077897 0.0 45.865398627845956 0.0 -0.00011536260907789646

    [1 values with dtype=int64]

• Data variables: (1)
  • band_data
    (band, y, x)
    float64
    ...

    AREA_OR_POINT :

    Area

    [2697912 values with dtype=float64]

• Indexes: (3)
  • band
    PandasIndex

    PandasIndex(Index([1], dtype='int64', name='band'))

  • x
    PandasIndex

    PandasIndex(Index([9.619500490536677, 9.619615853145755, 9.619731215754832,
            9.61984657836391, 9.619961940972988, 9.620077303582066,
           9.620192666191144, 9.620308028800222,   9.6204233914093,
           9.620538754018378,
           ...
           9.875144032253296, 9.875259394862374, 9.875374757471452,
            9.87549012008053, 9.875605482689608, 9.875720845298686,
           9.875836207907764, 9.875951570516841,  9.87606693312592,
           9.876182295734997],
          dtype='float64', name='x', length=2226))

  • y
    PandasIndex

    PandasIndex(Index([45.865340946541416, 45.865225583932336,  45.86511022132326,
           45.864994858714184, 45.864879496105104, 45.864764133496024,
            45.86464877088695,  45.86453340827787,  45.86441804566879,
            45.86430268305971,
           ...
            45.72667509042979,  45.72655972782071,  45.72644436521163,
            45.72632900260255, 45.726213639993475, 45.726098277384395,
           45.725982914775315, 45.725867552166235,  45.72575218955716,
            45.72563682694808],
          dtype='float64', name='y', length=1212))

• Attributes: (0)

Visualize on a map

fig = plt.figure(1, figsize=[20, 10])

# We're using cartopy and are plotting in PlateCarree projection 
# (see documentation on cartopy)
ax = plt.subplot(1, 1, 1, projection=ccrs.PlateCarree())
ax.gridlines(draw_labels=True)
ax.add_feature(cfeature.LAND)
ax.add_feature(cfeature.OCEAN)
ax.add_feature(cfeature.COASTLINE)
ax.add_feature(cfeature.BORDERS, linestyle=':')
ax.add_feature(cfeature.LAKES, alpha=0.5)
ax.add_feature(cfeature.RIVERS)

ndvi.band_data.plot(ax=ax, transform=ccrs.PlateCarree(), vmax=1, cmap="RdYlGn")
#ax.set_extent([5.0, 13.0, 44, 50], crs=ccrs.PlateCarree()) # lon1 lon2 lat1 lat2
# One way to customize your title
plt.title("NDVI", fontsize=18)

Text(0.5, 1.0, 'NDVI')

/home/runner/micromamba/envs/geohack/lib/python3.12/site-packages/cartopy/io/__init__.py:241: DownloadWarning: Downloading: https://naturalearth.s3.amazonaws.com/10m_physical/ne_10m_land.zip
  warnings.warn(f'Downloading: {url}', DownloadWarning)

/home/runner/micromamba/envs/geohack/lib/python3.12/site-packages/cartopy/io/__init__.py:241: DownloadWarning: Downloading: https://naturalearth.s3.amazonaws.com/10m_physical/ne_10m_ocean.zip
  warnings.warn(f'Downloading: {url}', DownloadWarning)

/home/runner/micromamba/envs/geohack/lib/python3.12/site-packages/cartopy/io/__init__.py:241: DownloadWarning: Downloading: https://naturalearth.s3.amazonaws.com/10m_cultural/ne_10m_admin_0_boundary_lines_land.zip
  warnings.warn(f'Downloading: {url}', DownloadWarning)

/home/runner/micromamba/envs/geohack/lib/python3.12/site-packages/cartopy/io/__init__.py:241: DownloadWarning: Downloading: https://naturalearth.s3.amazonaws.com/10m_physical/ne_10m_lakes.zip
  warnings.warn(f'Downloading: {url}', DownloadWarning)

/home/runner/micromamba/envs/geohack/lib/python3.12/site-packages/cartopy/io/__init__.py:241: DownloadWarning: Downloading: https://naturalearth.s3.amazonaws.com/10m_physical/ne_10m_rivers_lake_centerlines.zip
  warnings.warn(f'Downloading: {url}', DownloadWarning)

Key Points

• Access to remote dataset
• ARCO datasets
• STAC

References

[GAF2)] (1,2,3)

Basile Goussard, Ryan Abernathey, and Anne Fouilloux. The pangeo ecosystem. https://training.galaxyproject.org/training-material/topics/climate/tutorials/pangeo-notebook/slides.html#1, 2022 (accessed August 7, 2022).

[SAH+22]

Charles Stern, Ryan Abernathey, Joseph Hamman, Rachel Wegener, Chiara Lepore, Sean Harkins, and Alexander Merose. Pangeo forge: crowdsourcing analysis-ready, cloud optimized data production. Frontiers in Climate, 2022. URL: https://www.frontiersin.org/articles/10.3389/fclim.2021.782909, doi:10.3389/fclim.2021.782909.

Packages citation

[HH17]

S. Hoyer and J. Hamman. Xarray: N-D labeled arrays and datasets in Python. Journal of Open Research Software, 2017. URL: https://doi.org/10.5334/jors.148, doi:10.5334/jors.148.

[ODCDTeam24]

ODC Development Team. odc-stac: Load STAC items into xarray Datasets. 2024. URL: opendatacube/odc-stac.

[pystacDTeam24]

pystac Development Team. pystac-client: Python client for searching STAC APIs. 2024. URL: stac-utils/pystac-client.

[S3FsDTeam16]

S3Fs Development Team. S3Fs. 2016. URL: fsspec/s3fs.