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Note

Click here to download the full example code

Reading and plotting

Reading is done via a top-level async function.

import rustac

items = await rustac.read("https://github.com/stac-utils/rustac-py/raw/refs/heads/main/data/100-sentinel-2-items.parquet")
items

Out:

{'type': 'FeatureCollection', 'features': [{'type': 'Feature', 'stac_version': '1.1.0', 'stac_extensions': ['https://stac-extensions.github.io/eo/v1.0.0/schema.json', 'https://stac-extensions.github.io/sat/v1.0.0/schema.json', 'https://stac-extensions.github.io/projection/v1.0.0/schema.json'], 'id': 'S2B_MSIL2A_20241203T174629_R098_T13TDE_20241203T211406', 'geometry': {'type': 'Polygon', 'coordinates': [[[-105.3654289, 39.6593802], [-105.3415281, 39.7414433], [-105.296892, 39.888435], [-105.2544234, 40.0360937], [-105.21028, 40.1832912], [-105.1657423, 40.330441], [-105.1211244, 40.4776103], [-105.0763243, 40.6248143], [-105.0685699, 40.649948], [-104.8845569, 40.6507988], [-104.8862201, 39.6615512], [-105.3654289, 39.6593802]]]}, 'bbox': (-105.3654289, 39.6593802, -104.8845569, 40.6507988), 'properties': {'datetime': '2024-12-03T17:46:29.024Z', 's2:saturated_defective_pixel_percentage': 0.0, 's2:medium_proba_clouds_percentage': 0.046354, 'platform': 'Sentinel-2B', 'proj:epsg': 32613, 'instruments': ['msi'], 's2:mgrs_tile': '13TDE', 'constellation': 'Sentinel 2', 's2:granule_id': 'S2B_OPER_MSI_L2A_TL_2BPS_20241203T211406_A040450_T13TDE_N05.11', 'eo:cloud_cover': 0.146308, 's2:datatake_id': 'GS2B_20241203T174629_040450_N05.11', 's2:product_uri': 'S2B_MSIL2A_20241203T174629_N0511_R098_T13TDE_20241203T211406.SAFE', 's2:datastrip_id': 'S2B_OPER_MSI_L2A_DS_2BPS_20241203T211406_S20241203T174733_N05.11', 's2:product_type': 'S2MSI2A', 'sat:orbit_state': 'descending', 's2:datatake_type': 'INS-NOBS', 's2:generation_time': '2024-12-03T21:14:06.000000Z', 'sat:relative_orbit': 98, 's2:water_percentage': 2.972031, 's2:mean_solar_zenith': 63.9019818088301, 's2:mean_solar_azimuth': 164.732834220395, 's2:processing_baseline': '05.11', 's2:snow_ice_percentage': 3.488287, 's2:vegetation_percentage': 5.786894, 's2:thin_cirrus_percentage': 0.094967, 's2:cloud_shadow_percentage': 0.017309, 's2:nodata_pixel_percentage': 74.583524, 's2:unclassified_percentage': 0.051223, 's2:not_vegetated_percentage': 86.687672, 's2:degraded_msi_data_percentage': 0.0, 's2:high_proba_clouds_percentage': 0.004987, 's2:reflectance_conversion_factor': 1.02837144820992}, 'links': [{'href': 'https://planetarycomputer.microsoft.com/api/stac/v1/collections/sentinel-2-l2a', 'rel': 'collection', 'type': 'application/json'}, {'href': 'https://planetarycomputer.microsoft.com/api/stac/v1/collections/sentinel-2-l2a', 'rel': 'parent', 'type': 'application/json'}, {'href': 'https://planetarycomputer.microsoft.com/api/stac/v1/', 'rel': 'root', 'type': 'application/json'}, {'href': 'https://planetarycomputer.microsoft.com/api/stac/v1/collections/sentinel-2-l2a/items/S2B_MSIL2A_20241203T174629_R098_T13TDE_20241203T211406', 'rel': 'self', 'type': 'application/geo+json'}, {'href': 'https://sentinel.esa.int/documents/247904/690755/Sentinel_Data_Legal_Notice', 'rel': 'license'}, {'href': 'https://planetarycomputer.microsoft.com/api/data/v1/item/map?collection=sentinel-2-l2a&item=S2B_MSIL2A_20241203T174629_R098_T13TDE_20241203T211406', 'rel': 'preview', 'type': 'text/html', 'title': 'Map of item'}], 'assets': {'safe-manifest': {'href': 'https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/13/T/DE/2024/12/03/S2B_MSIL2A_20241203T174629_N0511_R098_T13TDE_20241203T211406.SAFE/manifest.safe', 'title': 'SAFE manifest', 'type': 'application/xml', 'roles': ['metadata']}, 'visual': {'href': 'https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/13/T/DE/2024/12/03/S2B_MSIL2A_20241203T174629_N0511_R098_T13TDE_20241203T211406.SAFE/GRANULE/L2A_T13TDE_A040450_20241203T174733/IMG_DATA/R10m/T13TDE_20241203T174629_TCI_10m.tif', 'title': 'True color image', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'roles': ['data'], 'proj:bbox': [399960.0, 4390200.0, 509760.0, 4500000.0], 'proj:shape': [10980, 10980], 'proj:transform': [10.0, 0.0, 399960.0, 0.0, -10.0, 4500000.0], 'gsd': 10.0, 'eo:bands': [{'name': 'B04', 'common_name': 'red', 'description': 'Band 4 - Red', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}, {'name': 'B03', 'common_name': 'green', 'description': 'Band 3 - Green', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}, {'name': 'B02', 'common_name': 'blue', 'description': 'Band 2 - Blue', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}]}, 'SCL': {'href': 'https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/13/T/DE/2024/12/03/S2B_MSIL2A_20241203T174629_N0511_R098_T13TDE_20241203T211406.SAFE/GRANULE/L2A_T13TDE_A040450_20241203T174733/IMG_DATA/R20m/T13TDE_20241203T174629_SCL_20m.tif', 'title': 'Scene classfication map (SCL)', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'roles': ['data'], 'proj:bbox': [399960.0, 4390200.0, 509760.0, 4500000.0], 'proj:shape': [5490, 5490], 'proj:transform': [20.0, 0.0, 399960.0, 0.0, -20.0, 4500000.0], 'gsd': 20.0}, 'rendered_preview': {'href': 'https://planetarycomputer.microsoft.com/api/data/v1/item/preview.png?collection=sentinel-2-l2a&item=S2B_MSIL2A_20241203T174629_R098_T13TDE_20241203T211406&assets=visual&asset_bidx=visual%7C1%2C2%2C3&nodata=0&format=png', 'title': 'Rendered preview', 'type': 'image/png', 'roles': ['overview'], 'rel': 'preview'}, 'B04': {'href': 'https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/13/T/DE/2024/12/03/S2B_MSIL2A_20241203T174629_N0511_R098_T13TDE_20241203T211406.SAFE/GRANULE/L2A_T13TDE_A040450_20241203T174733/IMG_DATA/R10m/T13TDE_20241203T174629_B04_10m.tif', 'title': 'Band 4 - Red - 10m', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'roles': ['data'], 'proj:bbox': [399960.0, 4390200.0, 509760.0, 4500000.0], 'proj:shape': [10980, 10980], 'proj:transform': [10.0, 0.0, 399960.0, 0.0, -10.0, 4500000.0], 'gsd': 10.0, 'eo:bands': [{'name': 'B04', 'common_name': 'red', 'description': 'Band 4 - Red', 'center_wavelength': 0.665, 'full_width_half_max': 0.038}]}, 'B06': {'href': 'https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/13/T/DE/2024/12/03/S2B_MSIL2A_20241203T174629_N0511_R098_T13TDE_20241203T211406.SAFE/GRANULE/L2A_T13TDE_A040450_20241203T174733/IMG_DATA/R20m/T13TDE_20241203T174629_B06_20m.tif', 'title': 'Band 6 - Vegetation red edge 2 - 20m', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'roles': ['data'], 'proj:bbox': [399960.0, 4390200.0, 509760.0, 4500000.0], 'proj:shape': [5490, 5490], 'proj:transform': [20.0, 0.0, 399960.0, 0.0, -20.0, 4500000.0], 'gsd': 20.0, 'eo:bands': [{'name': 'B06', 'common_name': 'rededge', 'description': 'Band 6 - Vegetation red edge 2', 'center_wavelength': 0.74, 'full_width_half_max': 0.018}]}, 'AOT': {'href': 'https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/13/T/DE/2024/12/03/S2B_MSIL2A_20241203T174629_N0511_R098_T13TDE_20241203T211406.SAFE/GRANULE/L2A_T13TDE_A040450_20241203T174733/IMG_DATA/R10m/T13TDE_20241203T174629_AOT_10m.tif', 'title': 'Aerosol optical thickness (AOT)', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'roles': ['data'], 'proj:bbox': [399960.0, 4390200.0, 509760.0, 4500000.0], 'proj:shape': [10980, 10980], 'proj:transform': [10.0, 0.0, 399960.0, 0.0, -10.0, 4500000.0], 'gsd': 10.0}, 'granule-metadata': {'href': 'https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/13/T/DE/2024/12/03/S2B_MSIL2A_20241203T174629_N0511_R098_T13TDE_20241203T211406.SAFE/GRANULE/L2A_T13TDE_A040450_20241203T174733/MTD_TL.xml', 'title': 'Granule metadata', 'type': 'application/xml', 'roles': ['metadata']}, 'B8A': {'href': 'https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/13/T/DE/2024/12/03/S2B_MSIL2A_20241203T174629_N0511_R098_T13TDE_20241203T211406.SAFE/GRANULE/L2A_T13TDE_A040450_20241203T174733/IMG_DATA/R20m/T13TDE_20241203T174629_B8A_20m.tif', 'title': 'Band 8A - Vegetation red edge 4 - 20m', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'roles': ['data'], 'proj:bbox': [399960.0, 4390200.0, 509760.0, 4500000.0], 'proj:shape': [5490, 5490], 'proj:transform': [20.0, 0.0, 399960.0, 0.0, -20.0, 4500000.0], 'gsd': 20.0, 'eo:bands': [{'name': 'B8A', 'common_name': 'rededge', 'description': 'Band 8A - Vegetation red edge 4', 'center_wavelength': 0.865, 'full_width_half_max': 0.033}]}, 'inspire-metadata': {'href': 'https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/13/T/DE/2024/12/03/S2B_MSIL2A_20241203T174629_N0511_R098_T13TDE_20241203T211406.SAFE/INSPIRE.xml', 'title': 'INSPIRE metadata', 'type': 'application/xml', 'roles': ['metadata']}, 'B05': {'href': 'https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/13/T/DE/2024/12/03/S2B_MSIL2A_20241203T174629_N0511_R098_T13TDE_20241203T211406.SAFE/GRANULE/L2A_T13TDE_A040450_20241203T174733/IMG_DATA/R20m/T13TDE_20241203T174629_B05_20m.tif', 'title': 'Band 5 - Vegetation red edge 1 - 20m', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'roles': ['data'], 'proj:bbox': [399960.0, 4390200.0, 509760.0, 4500000.0], 'proj:shape': [5490, 5490], 'proj:transform': [20.0, 0.0, 399960.0, 0.0, -20.0, 4500000.0], 'gsd': 20.0, 'eo:bands': [{'name': 'B05', 'common_name': 'rededge', 'description': 'Band 5 - Vegetation red edge 1', 'center_wavelength': 0.704, 'full_width_half_max': 0.019}]}, 'WVP': {'href': 'https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/13/T/DE/2024/12/03/S2B_MSIL2A_20241203T174629_N0511_R098_T13TDE_20241203T211406.SAFE/GRANULE/L2A_T13TDE_A040450_20241203T174733/IMG_DATA/R10m/T13TDE_20241203T174629_WVP_10m.tif', 'title': 'Water vapour (WVP)', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'roles': ['data'], 'proj:bbox': [399960.0, 4390200.0, 509760.0, 4500000.0], 'proj:shape': [10980, 10980], 'proj:transform': [10.0, 0.0, 399960.0, 0.0, -10.0, 4500000.0], 'gsd': 10.0}, 'product-metadata': {'href': 'https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/13/T/DE/2024/12/03/S2B_MSIL2A_20241203T174629_N0511_R098_T13TDE_20241203T211406.SAFE/MTD_MSIL2A.xml', 'title': 'Product metadata', 'type': 'application/xml', 'roles': ['metadata']}, 'datastrip-metadata': {'href': 'https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/13/T/DE/2024/12/03/S2B_MSIL2A_20241203T174629_N0511_R098_T13TDE_20241203T211406.SAFE/DATASTRIP/DS_2BPS_20241203T211406_S20241203T174733/MTD_DS.xml', 'title': 'Datastrip metadata', 'type': 'application/xml', 'roles': ['metadata']}, 'B11': {'href': 'https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/13/T/DE/2024/12/03/S2B_MSIL2A_20241203T174629_N0511_R098_T13TDE_20241203T211406.SAFE/GRANULE/L2A_T13TDE_A040450_20241203T174733/IMG_DATA/R20m/T13TDE_20241203T174629_B11_20m.tif', 'title': 'Band 11 - SWIR (1.6) - 20m', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'roles': ['data'], 'proj:bbox': [399960.0, 4390200.0, 509760.0, 4500000.0], 'proj:shape': [5490, 5490], 'proj:transform': [20.0, 0.0, 399960.0, 0.0, -20.0, 4500000.0], 'gsd': 20.0, 'eo:bands': [{'name': 'B11', 'common_name': 'swir16', 'description': 'Band 11 - SWIR (1.6)', 'center_wavelength': 1.61, 'full_width_half_max': 0.143}]}, 'B09': {'href': 'https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/13/T/DE/2024/12/03/S2B_MSIL2A_20241203T174629_N0511_R098_T13TDE_20241203T211406.SAFE/GRANULE/L2A_T13TDE_A040450_20241203T174733/IMG_DATA/R60m/T13TDE_20241203T174629_B09_60m.tif', 'title': 'Band 9 - Water vapor - 60m', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'roles': ['data'], 'proj:bbox': [399960.0, 4390200.0, 509760.0, 4500000.0], 'proj:shape': [1830, 1830], 'proj:transform': [60.0, 0.0, 399960.0, 0.0, -60.0, 4500000.0], 'gsd': 60.0, 'eo:bands': [{'name': 'B09', 'description': 'Band 9 - Water vapor', 'center_wavelength': 0.945, 'full_width_half_max': 0.026}]}, 'B12': {'href': 'https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/13/T/DE/2024/12/03/S2B_MSIL2A_20241203T174629_N0511_R098_T13TDE_20241203T211406.SAFE/GRANULE/L2A_T13TDE_A040450_20241203T174733/IMG_DATA/R20m/T13TDE_20241203T174629_B12_20m.tif', 'title': 'Band 12 - SWIR (2.2) - 20m', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'roles': ['data'], 'proj:bbox': [399960.0, 4390200.0, 509760.0, 4500000.0], 'proj:shape': [5490, 5490], 'proj:transform': [20.0, 0.0, 399960.0, 0.0, -20.0, 4500000.0], 'gsd': 20.0, 'eo:bands': [{'name': 'B12', 'common_name': 'swir22', 'description': 'Band 12 - SWIR (2.2)', 'center_wavelength': 2.19, 'full_width_half_max': 0.242}]}, 'B03': {'href': 'https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/13/T/DE/2024/12/03/S2B_MSIL2A_20241203T174629_N0511_R098_T13TDE_20241203T211406.SAFE/GRANULE/L2A_T13TDE_A040450_20241203T174733/IMG_DATA/R10m/T13TDE_20241203T174629_B03_10m.tif', 'title': 'Band 3 - Green - 10m', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'roles': ['data'], 'proj:bbox': [399960.0, 4390200.0, 509760.0, 4500000.0], 'proj:shape': [10980, 10980], 'proj:transform': [10.0, 0.0, 399960.0, 0.0, -10.0, 4500000.0], 'gsd': 10.0, 'eo:bands': [{'name': 'B03', 'common_name': 'green', 'description': 'Band 3 - Green', 'center_wavelength': 0.56, 'full_width_half_max': 0.045}]}, 'B02': {'href': 'https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/13/T/DE/2024/12/03/S2B_MSIL2A_20241203T174629_N0511_R098_T13TDE_20241203T211406.SAFE/GRANULE/L2A_T13TDE_A040450_20241203T174733/IMG_DATA/R10m/T13TDE_20241203T174629_B02_10m.tif', 'title': 'Band 2 - Blue - 10m', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'roles': ['data'], 'proj:bbox': [399960.0, 4390200.0, 509760.0, 4500000.0], 'proj:shape': [10980, 10980], 'proj:transform': [10.0, 0.0, 399960.0, 0.0, -10.0, 4500000.0], 'gsd': 10.0, 'eo:bands': [{'name': 'B02', 'common_name': 'blue', 'description': 'Band 2 - Blue', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}]}, 'B07': {'href': 'https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/13/T/DE/2024/12/03/S2B_MSIL2A_20241203T174629_N0511_R098_T13TDE_20241203T211406.SAFE/GRANULE/L2A_T13TDE_A040450_20241203T174733/IMG_DATA/R20m/T13TDE_20241203T174629_B07_20m.tif', 'title': 'Band 7 - Vegetation red edge 3 - 20m', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'roles': ['data'], 'proj:bbox': [399960.0, 4390200.0, 509760.0, 4500000.0], 'proj:shape': [5490, 5490], 'proj:transform': [20.0, 0.0, 399960.0, 0.0, -20.0, 4500000.0], 'gsd': 20.0, 'eo:bands': [{'name': 'B07', 'common_name': 'rededge', 'description': 'Band 7 - Vegetation red edge 3', 'center_wavelength': 0.783, 'full_width_half_max': 0.028}]}, 'B01': {'href': 'https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/13/T/DE/2024/12/03/S2B_MSIL2A_20241203T174629_N0511_R098_T13TDE_20241203T211406.SAFE/GRANULE/L2A_T13TDE_A040450_20241203T174733/IMG_DATA/R60m/T13TDE_20241203T174629_B01_60m.tif', 'title': 'Band 1 - Coastal aerosol - 60m', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'roles': ['data'], 'proj:bbox': [399960.0, 4390200.0, 509760.0, 4500000.0], 'proj:shape': [1830, 1830], 'proj:transform': [60.0, 0.0, 399960.0, 0.0, -60.0, 4500000.0], 'gsd': 60.0, 'eo:bands': [{'name': 'B01', 'common_name': 'coastal', 'description': 'Band 1 - Coastal aerosol', 'center_wavelength': 0.443, 'full_width_half_max': 0.027}]}, 'B08': {'href': 'https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/13/T/DE/2024/12/03/S2B_MSIL2A_20241203T174629_N0511_R098_T13TDE_20241203T211406.SAFE/GRANULE/L2A_T13TDE_A040450_20241203T174733/IMG_DATA/R10m/T13TDE_20241203T174629_B08_10m.tif', 'title': 'Band 8 - NIR - 10m', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'roles': ['data'], 'proj:bbox': [399960.0, 4390200.0, 509760.0, 4500000.0], 'proj:shape': [10980, 10980], 'proj:transform': [10.0, 0.0, 399960.0, 0.0, -10.0, 4500000.0], 'gsd': 10.0, 'eo:bands': [{'name': 'B08', 'common_name': 'nir', 'description': 'Band 8 - NIR', 'center_wavelength': 0.842, 'full_width_half_max': 0.145}]}, 'tilejson': {'href': 'https://planetarycomputer.microsoft.com/api/data/v1/item/tilejson.json?collection=sentinel-2-l2a&item=S2B_MSIL2A_20241203T174629_R098_T13TDE_20241203T211406&assets=visual&asset_bidx=visual%7C1%2C2%2C3&nodata=0&format=png', 'title': 'TileJSON with default rendering', 'type': 'application/json', 'roles': ['tiles']}}, 'collection': 'sentinel-2-l2a'}, {'type': 'Feature', 'stac_version': '1.1.0', 'stac_extensions': ['https://stac-extensions.github.io/eo/v1.0.0/schema.json', 'https://stac-extensions.github.io/sat/v1.0.0/schema.json', 'https://stac-extensions.github.io/projection/v1.0.0/schema.json'], 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application=geotiff; profile=cloud-optimized', 'roles': ['data'], 'proj:bbox': [399960.0, 4390200.0, 509760.0, 4500000.0], 'proj:shape': [5490, 5490], 'proj:transform': [20.0, 0.0, 399960.0, 0.0, -20.0, 4500000.0], 'gsd': 20.0, 'eo:bands': [{'name': 'B06', 'common_name': 'rededge', 'description': 'Band 6 - Vegetation red edge 2', 'center_wavelength': 0.74, 'full_width_half_max': 0.018}]}, 'B07': {'href': 'https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/13/T/DE/2024/03/26/S2A_MSIL2A_20240326T174951_N0510_R141_T13TDE_20240329T224429.SAFE/GRANULE/L2A_T13TDE_A045755_20240326T175902/IMG_DATA/R20m/T13TDE_20240326T174951_B07_20m.tif', 'title': 'Band 7 - Vegetation red edge 3 - 20m', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'roles': ['data'], 'proj:bbox': [399960.0, 4390200.0, 509760.0, 4500000.0], 'proj:shape': [5490, 5490], 'proj:transform': [20.0, 0.0, 399960.0, 0.0, -20.0, 4500000.0], 'gsd': 20.0, 'eo:bands': [{'name': 'B07', 'common_name': 'rededge', 'description': 'Band 7 - Vegetation red edge 3', 'center_wavelength': 0.783, 'full_width_half_max': 0.028}]}, 'AOT': {'href': 'https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/13/T/DE/2024/03/26/S2A_MSIL2A_20240326T174951_N0510_R141_T13TDE_20240329T224429.SAFE/GRANULE/L2A_T13TDE_A045755_20240326T175902/IMG_DATA/R10m/T13TDE_20240326T174951_AOT_10m.tif', 'title': 'Aerosol optical thickness (AOT)', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'roles': ['data'], 'proj:bbox': [399960.0, 4390200.0, 509760.0, 4500000.0], 'proj:shape': [10980, 10980], 'proj:transform': [10.0, 0.0, 399960.0, 0.0, -10.0, 4500000.0], 'gsd': 10.0}, 'safe-manifest': {'href': 'https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/13/T/DE/2024/03/26/S2A_MSIL2A_20240326T174951_N0510_R141_T13TDE_20240329T224429.SAFE/manifest.safe', 'title': 'SAFE manifest', 'type': 'application/xml', 'roles': ['metadata']}, 'B02': {'href': 'https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/13/T/DE/2024/03/26/S2A_MSIL2A_20240326T174951_N0510_R141_T13TDE_20240329T224429.SAFE/GRANULE/L2A_T13TDE_A045755_20240326T175902/IMG_DATA/R10m/T13TDE_20240326T174951_B02_10m.tif', 'title': 'Band 2 - Blue - 10m', 'type': 'image/tiff; application=geotiff; profile=cloud-optimized', 'roles': ['data'], 'proj:bbox': [399960.0, 4390200.0, 509760.0, 4500000.0], 'proj:shape': [10980, 10980], 'proj:transform': [10.0, 0.0, 399960.0, 0.0, -10.0, 4500000.0], 'gsd': 10.0, 'eo:bands': [{'name': 'B02', 'common_name': 'blue', 'description': 'Band 2 - Blue', 'center_wavelength': 0.49, 'full_width_half_max': 0.098}]}}, 'collection': 'sentinel-2-l2a'}], 'links': [{'href': 'https://github.com/stac-utils/rustac-py/raw/refs/heads/main/data/100-sentinel-2-items.parquet', 'rel': 'self', 'type': 'application/json'}]}

Let's take a look some of the attributes of the STAC items.

import pandas
from geopandas import GeoDataFrame

data_frame = GeoDataFrame.from_features(items)
data_frame["datetime"] = pandas.to_datetime(data_frame["datetime"])
data_frame[["geometry", "datetime", "s2:snow_ice_percentage"]]
geometry datetime s2:snow_ice_percentage
0 POLYGON ((-105.36543 39.65938, -105.34153 39.7... 2024-12-03 17:46:29.024000+00:00 3.488287
1 POLYGON ((-106.18317 40.64479, -104.88456 40.6... 2024-12-01 17:57:21.024000+00:00 47.351283
2 POLYGON ((-105.35345 39.65943, -105.33389 39.7... 2024-11-28 17:47:01.025000+00:00 56.806326
3 POLYGON ((-106.18317 40.64479, -104.88456 40.6... 2024-11-26 17:56:09.024000+00:00 0.588352
4 POLYGON ((-105.37083 39.65936, -105.34293 39.7... 2024-11-23 17:45:59.024000+00:00 0.048005
... ... ... ...
95 POLYGON ((-106.18317 40.64479, -104.88456 40.6... 2024-04-05 17:49:01.024000+00:00 48.347121
96 POLYGON ((-105.35378 39.65943, -105.34822 39.6... 2024-04-02 17:39:01.024000+00:00 4.604056
97 POLYGON ((-106.18317 40.64479, -104.88456 40.6... 2024-03-31 17:49:09.024000+00:00 23.157783
98 POLYGON ((-105.36759 39.65937, -105.33057 39.7... 2024-03-28 17:38:59.024000+00:00 3.135089
99 POLYGON ((-106.18317 40.64479, -104.88456 40.6... 2024-03-26 17:49:51.024000+00:00 32.571989

100 rows × 3 columns

How does the snow and ice percentage vary over the year?

from matplotlib.dates import DateFormatter

axis = data_frame.plot(x="datetime", y="s2:snow_ice_percentage", kind="scatter")
axis.xaxis.set_major_formatter(DateFormatter("%b"))

example read

Total running time of the script: ( 0 minutes 1.710 seconds)

Download Python source code: example_read.py

Download Jupyter notebook: example_read.ipynb

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