DEDL - EODAG - DestinE Data Lake Provider (DEDL)

DEDL - EODAG - DestinE Data Lake Provider (DEDL)#

Author: EUMETSAT
Copyright: 2024 EUMETSAT
Licence: MIT

How to use EODAG to search and access DEDL data

EODAG is a command line tool and a Python package for searching and downloading earth observation data via a unified API regardless of the data provider. Detailed information about the usage of EODAG can be found on the project documentation page.

This notebook demonstrates how to use the DEDL provider in EODAG, using Python code.

  1. Setup: EODAG configuration to use the provider DEDL .

  2. Search: search DEDL data, we search for Sentinel-3 data.

  3. Filter: filter DEDL data.

  4. Download: download DEDL data.

The complete guide on how to use EODAG Python API is available via https://eodag.readthedocs.io/en/stable/api_user_guide.html.

Prequisites:
  • For list providers and products: none
  • For search and download dedl products : DestinE user account
  • EOSetup#

    In this section, we set:

    • The output_dir, the directory where to store downloaded products.

    • The DEDL credentials, you’ll be asked to enter your DEDL credentials.

    • The search timeout, it is of 60 seconds to avoid any unexpected errors because of long running search queries.

    import os
    from getpass import getpass
    
    workspace = 'eodag_workspace'
    if not os.path.isdir(workspace):
        os.mkdir(workspace)
        
    #os.environ["EODAG__DEDL__DOWNLOAD__OUTPUT_DIR"] = os.path.abspath(workspace)
    os.environ["EODAG__DEDL__DOWNLOAD__OUTPUTS_PREFIX"] = os.path.abspath(workspace)
    
    os.environ["EODAG__DEDL__PRIORITY"]="10"
    os.environ["EODAG__DEDL__SEARCH__TIMEOUT"]="60"
    
    
    DESP_USERNAME = input("Please input your DESP username or email: ")
    DESP_PASSWORD = getpass("Please input your DESP password: ")
    
    os.environ["EODAG__DEDL__AUTH__CREDENTIALS__USERNAME"]=DESP_USERNAME
    os.environ["EODAG__DEDL__AUTH__CREDENTIALS__PASSWORD"]=DESP_PASSWORD
    

    Import EODAG and list available products on DEDL#

    We now need to import the EODataAccessGateway class. The class is going to take care of all the following operations.

    We can start listing the products available using dedl as provider.

    from eodag import EODataAccessGateway
    dag = EODataAccessGateway()
    
    [product_type["ID"] for product_type in dag.list_product_types("dedl")]
    
    ['EO.CLMS.DAT.CORINE',
     'EO.CLMS.DAT.GLO.DMP300_V1',
     'EO.CLMS.DAT.GLO.FAPAR300_V1',
     'EO.CLMS.DAT.GLO.FCOVER300_V1',
     'EO.CLMS.DAT.GLO.GDMP300_V1',
     'EO.CLMS.DAT.GLO.LAI300_V1',
     'EO.CLMS.DAT.GLO.NDVI300_V1',
     'EO.CLMS.DAT.GLO.NDVI_1KM_V2',
     'EO.CLMS.DAT.SENTINEL-2.HRVPP.VI',
     'EO.DEM.DAT.COP-DEM_GLO-30-DGED',
     'EO.DEM.DAT.COP-DEM_GLO-30-DTED',
     'EO.DEM.DAT.COP-DEM_GLO-90-DGED',
     'EO.DEM.DAT.COP-DEM_GLO-90-DTED',
     'EO.ECMWF.DAT.CAMS_EUROPE_AIR_QUALITY_FORECASTS',
     'EO.ECMWF.DAT.CAMS_EUROPE_AIR_QUALITY_REANALYSES',
     'EO.ECMWF.DAT.CAMS_GLOBAL_ATMOSHERIC_COMPO_FORECAST',
     'EO.ECMWF.DAT.CAMS_GLOBAL_EMISSION_INVENTORIES',
     'EO.ECMWF.DAT.CAMS_GLOBAL_FIRE_EMISSIONS_GFAS',
     'EO.ECMWF.DAT.CAMS_GLOBAL_GREENHOUSE_GAS_REANALYSIS',
     'EO.ECMWF.DAT.CAMS_GLOBAL_GREENHOUSE_GAS_REANALYSIS',
     'EO.ECMWF.DAT.CAMS_GLOBAL_GREENHOUSE_GAS_REANALYSIS_MONTHLY_AV_FIELDS',
     'EO.ECMWF.DAT.CAMS_GLOBAL_GREENHOUSE_GAS_REANALYSIS_MONTHLY_AV_FIELDS',
     'EO.ECMWF.DAT.CAMS_GLOBAL_RADIATIVE_FORCING',
     'EO.ECMWF.DAT.CAMS_GLOBAL_RADIATIVE_FORCING_AUX',
     'EO.ECMWF.DAT.CAMS_GLOBAL_REANALYSIS_EAC4',
     'EO.ECMWF.DAT.CAMS_GLOBAL_REANALYSIS_EAC4_MONTHLY_AV_FIELDS',
     'EO.ECMWF.DAT.CAMS_GREENHOUSE_GAS_FLUXES',
     'EO.ECMWF.DAT.CAMS_SOLAR_RADIATION_TIMESERIES',
     'EO.ECMWF.DAT.CEMS_FIRE_HISTORICAL',
     'EO.ECMWF.DAT.CEMS_GLOFAS_FORECAST',
     'EO.ECMWF.DAT.CEMS_GLOFAS_HISTORICAL',
     'EO.ECMWF.DAT.CEMS_GLOFAS_REFORECAST',
     'EO.ECMWF.DAT.CEMS_GLOFAS_SEASONAL',
     'EO.ECMWF.DAT.CEMS_GLOFAS_SEASONAL_REFORECAST',
     'EO.ECMWF.DAT.CO2_DATA_FROM_SATELLITE_SENSORS_2002_PRESENT',
     'EO.ECMWF.DAT.DT_CLIMATE_ADAPTATION',
     'EO.ECMWF.DAT.DT_EXTREMES',
     'EO.ECMWF.DAT.EFAS_FORECAST',
     'EO.ECMWF.DAT.EFAS_HISTORICAL',
     'EO.ECMWF.DAT.EFAS_REFORECAST',
     'EO.ECMWF.DAT.EFAS_SEASONAL',
     'EO.ECMWF.DAT.EFAS_SEASONAL_REFORECAST',
     'EO.ECMWF.DAT.ERA5_HOURLY_VARIABLES_ON_PRESSURE_LEVELS',
     'EO.ECMWF.DAT.ERA5_LAND_HOURLY',
     'EO.ECMWF.DAT.ERA5_LAND_MONTHLY',
     'EO.ECMWF.DAT.ERA5_MONTHLY_MEANS_VARIABLES_ON_PRESSURE_LEVELS',
     'EO.ECMWF.DAT.GLACIERS_DISTRIBUTION_DATA_FROM_RANDOLPH_GLACIER_INVENTORY_2000',
     'EO.ECMWF.DAT.GLACIERS_ELEVATION_AND_MASS_CHANGE_DATA_1850_PRESENT',
     'EO.ECMWF.DAT.METHANE_DATA_SATELLITE_SENSORS_2002_PRESENT',
     'EO.ECMWF.DAT.REANALYSIS_ERA5_SINGLE_LEVELS',
     'EO.ECMWF.DAT.REANALYSIS_ERA5_SINGLE_LEVELS_MONTHLY_MEANS',
     'EO.ECMWF.DAT.REANALYSIS_UERRA_EUROPE_SINGLE_LEVELS',
     'EO.ECMWF.DAT.SATELLITE_SEA_ICE_CONCENTRATION',
     'EO.ECMWF.DAT.SATELLITE_SEA_ICE_EDGE_TYPE',
     'EO.ECMWF.DAT.SATELLITE_SEA_ICE_THICKNESS',
     'EO.ECMWF.DAT.SEASONAL_FORECAST_ANOMALIES_ON_PRESSURE_LEVELS_2017_PRESENT',
     'EO.ECMWF.DAT.SEASONAL_FORECAST_ANOMALIES_ON_SINGLE_LEVELS_2017_PRESENT',
     'EO.ECMWF.DAT.SEASONAL_FORECAST_DAILY_DATA_ON_PRESSURE_LEVELS_2017_PRESENT',
     'EO.ECMWF.DAT.SEASONAL_FORECAST_DAILY_DATA_ON_SINGLE_LEVELS_2017_PRESENT',
     'EO.ECMWF.DAT.SEASONAL_FORECAST_MONTHLY_STATISTICS_ON_PRESSURE_LEVELS_2017_PRESENT',
     'EO.ECMWF.DAT.SEASONAL_FORECAST_MONTHLY_STATISTICS_ON_SINGLE_LEVELS_2017_PRESENT',
     'EO.ECMWF.DAT.SEA_LEVEL_DAILY_GRIDDED_DATA_FOR_BLACK_SEA_1993_PRESENT',
     'EO.ECMWF.DAT.SEA_LEVEL_DAILY_GRIDDED_DATA_FOR_GLOBAL_OCEAN_1993_PRESENT',
     'EO.ECMWF.DAT.SEA_LEVEL_DAILY_GRIDDED_DATA_FOR_MEDITERRANEAN_SEA_1993_PRESENT',
     'EO.ECMWF.DAT.SIS_HYDROLOGY_METEOROLOGY_DERIVED_PROJECTIONS',
     'EO.ESA.DAT.SENTINEL-1.L1_GRD',
     'EO.ESA.DAT.SENTINEL-1.L1_SLC',
     'EO.ESA.DAT.SENTINEL-2.MSI.L1C',
     'EO.ESA.DAT.SENTINEL-2.MSI.L2A',
     'EO.ESA.DAT.SENTINEL-3.OL_2_LFR___',
     'EO.ESA.DAT.SENTINEL-3.OL_2_LRR___',
     'EO.ESA.DAT.SENTINEL-3.SL_2_LST___',
     'EO.ESA.DAT.SENTINEL-3.SR_2_LAN___',
     'EO.ESA.DAT.SENTINEL-5P.TROPOMI.L1',
     'EO.ESA.DAT.SENTINEL-5P.TROPOMI.L2',
     'EO.EUM.CM.METOP.ASCSZFR02',
     'EO.EUM.CM.METOP.ASCSZOR02',
     'EO.EUM.CM.METOP.ASCSZRR02',
     'EO.EUM.DAT.METOP.AMSUL1',
     'EO.EUM.DAT.METOP.ASCSZF1B',
     'EO.EUM.DAT.METOP.ASCSZO1B',
     'EO.EUM.DAT.METOP.ASCSZR1B',
     'EO.EUM.DAT.METOP.AVHRRGACR02',
     'EO.EUM.DAT.METOP.AVHRRL1',
     'EO.EUM.DAT.METOP.GLB-SST-NC',
     'EO.EUM.DAT.METOP.GOMEL1',
     'EO.EUM.DAT.METOP.GOMEL1R03',
     'EO.EUM.DAT.METOP.IASIL1C-ALL',
     'EO.EUM.DAT.METOP.IASSND02',
     'EO.EUM.DAT.METOP.IASTHR011',
     'EO.EUM.DAT.METOP.LSA-002',
     'EO.EUM.DAT.METOP.MHSL1',
     'EO.EUM.DAT.METOP.OSI-104',
     'EO.EUM.DAT.METOP.OSI-150-A',
     'EO.EUM.DAT.METOP.OSI-150-B',
     'EO.EUM.DAT.METOP.SOMO12',
     'EO.EUM.DAT.METOP.SOMO25',
     'EO.EUM.DAT.MULT.HIRSL1',
     'EO.EUM.DAT.SENTINEL-3.AOD',
     'EO.EUM.DAT.SENTINEL-3.FRP',
     'EO.EUM.DAT.SENTINEL-3.OL_1_EFR___',
     'EO.EUM.DAT.SENTINEL-3.OL_1_ERR___',
     'EO.EUM.DAT.SENTINEL-3.OL_2_WFR___',
     'EO.EUM.DAT.SENTINEL-3.OL_2_WRR___',
     'EO.EUM.DAT.SENTINEL-3.SL_1_RBT___',
     'EO.EUM.DAT.SENTINEL-3.SL_2_WST___',
     'EO.EUM.DAT.SENTINEL-3.SR_1_SRA_A_',
     'EO.EUM.DAT.SENTINEL-3.SR_1_SRA_BS',
     'EO.EUM.DAT.SENTINEL-3.SR_1_SRA___',
     'EO.EUM.DAT.SENTINEL-3.SR_2_WAT___',
     'EO.MO.DAT.GLOBAL_ANALYSISFORECAST_BGC_001_028',
     'EO.MO.DAT.GLOBAL_ANALYSISFORECAST_PHY_001_024',
     'EO.MO.DAT.GLOBAL_ANALYSISFORECAST_WAV_001_027',
     'EO.MO.DAT.GLOBAL_MULTIYEAR_BGC_001_033',
     'EO.MO.DAT.GLOBAL_MULTIYEAR_PHY_ENS_001_031',
     'EO.MO.DAT.GLOBAL_MULTIYEAR_WAV_001_032',
     'EO.MO.DAT.INSITU_GLO_PHY_TS_OA_MY_013_052',
     'EO.MO.DAT.INSITU_GLO_PHY_TS_OA_NRT_013_002',
     'EO.MO.DAT.INSITU_GLO_PHY_UV_DISCRETE_NRT_013_048',
     'EO.MO.DAT.MULTIOBS_GLO_BGC_NUTRIENTS_CARBON_PROFILES_MYNRT_015_009',
     'EO.MO.DAT.MULTIOBS_GLO_BIO_BGC_3D_REP_015_010',
     'EO.MO.DAT.MULTIOBS_GLO_BIO_CARBON_SURFACE_REP_015_008',
     'EO.MO.DAT.MULTIOBS_GLO_PHY_MYNRT_015_003',
     'EO.MO.DAT.MULTIOBS_GLO_PHY_S_SURFACE_MYNRT_015_013',
     'EO.MO.DAT.MULTIOBS_GLO_PHY_TSUV_3D_MYNRT_015_012',
     'EO.MO.DAT.MULTIOBS_GLO_PHY_W_3D_REP_015_007',
     'EO.MO.DAT.OCEANCOLOUR_GLO_BGC_L3_MY_009_103',
     'EO.MO.DAT.OCEANCOLOUR_GLO_BGC_L3_MY_009_107',
     'EO.MO.DAT.OCEANCOLOUR_GLO_BGC_L3_NRT_009_101',
     'EO.MO.DAT.OCEANCOLOUR_GLO_BGC_L4_MY_009_104',
     'EO.MO.DAT.OCEANCOLOUR_GLO_BGC_L4_MY_009_108',
     'EO.MO.DAT.OCEANCOLOUR_GLO_BGC_L4_NRT_009_102',
     'EO.MO.DAT.SEAICE_GLO_SEAICE_L4_NRT_OBSERVATIONS_011_001',
     'EO.MO.DAT.SEAICE_GLO_SEAICE_L4_NRT_OBSERVATIONS_011_006',
     'EO.MO.DAT.SEAICE_GLO_SEAICE_L4_REP_OBSERVATIONS_011_009',
     'EO.MO.DAT.SEALEVEL_GLO_PHY_L4_NRT_008_046',
     'EO.MO.DAT.SEALEVEL_GLO_PHY_MDT_008_063',
     'EO.MO.DAT.SST_GLO_SST_L3S_NRT_OBSERVATIONS_010_010',
     'EO.MO.DAT.SST_GLO_SST_L4_NRT_OBSERVATIONS_010_001',
     'EO.MO.DAT.SST_GLO_SST_L4_REP_OBSERVATIONS_010_011',
     'EO.MO.DAT.SST_GLO_SST_L4_REP_OBSERVATIONS_010_024',
     'EO.MO.DAT.WAVE_GLO_PHY_SWH_L3_NRT_014_001',
     'EO.MO.DAT.WAVE_GLO_PHY_SWH_L4_NRT_014_003',
     'EO.MO.DAT.WAVE_GLO_WAV_L3_SPC_NRT_OBSERVATIONS_014_002',
     'EO.MO.DAT.WIND_GLO_PHY_CLIMATE_L4_MY_012_003',
     'EO.MO.DAT.WIND_GLO_PHY_L3_MY_012_005',
     'EO.MO.DAT.WIND_GLO_PHY_L3_NRT_012_002',
     'EO.MO.DAT.WIND_GLO_PHY_L4_MY_012_006',
     'EO.MO.DAT.WIND_GLO_PHY_L4_NRT_012_004',
     'EO.NASA.DAT.LANDSAT.C2_L1',
     'EO.NASA.DAT.LANDSAT.C2_L2',
     'STAT.EUSTAT.DAT.GREENHOUSE_GAS_EMISSION_AGRICULTURE',
     'STAT.EUSTAT.DAT.POP_AGE_GROUP_SEX_NUTS3',
     'STAT.EUSTAT.DAT.POP_AGE_SEX_NUTS2',
     'STAT.EUSTAT.DAT.POP_CHANGE_DEMO_BALANCE_CRUDE_RATES_NUTS3',
     'STAT.EUSTAT.DAT.SHARE_ENERGY_FROM_RENEWABLE']
    

    DataSearch#

    To search we use the search method. This method returns a SearchResult object that stores the products obtained from a given page (default: page=1) and a given maximum number of items per page (default: items_per_page=20). The parameter items_per_page can be set to a higher value, or, the search_all() method can be used instead.

    In the following cell we define the search criteria.

    search_criteria = {
        "provider":"dedl",
        "productType": "EO.EUM.DAT.SENTINEL-3.SL_1_RBT___",
        "start": "2024-07-06",
        "end": "2024-07-08",
        "geom": {"lonmin": 14.5, "latmin": 37, "lonmax": 15.5, "latmax": 38},
        "count": True
    }
    
    products_first_page = dag.search(**search_criteria)
    

    Results are stored in a ‘SearchResult’ object that contains the details on the single search result.

    products_first_page
    
    SearchResult (14/14)
    0  EOProduct(id=S3B_SL_1_RBT____20240706T090728_20240706T091028_20240706T111205_0179_095_050_2340_PS2_O_NR_004, provider=dedl)
    EOProduct
    provider: 'dedl',
    product_type: 'S3_SLSTR_L1RBT',
    properties["id"]: 'S3B_SL_1_RBT____20240706T090728_20240706T091028_20240706T111205_0179_095_050_2340_PS2_O_NR_004',
    properties["startTimeFromAscendingNode"]: '2024-07-06T09:07:28.326144Z',
    properties["completionTimeFromAscendingNode"]: '2024-07-06T09:10:28.326144Z',
    properties: (46){
    alias: 'EO.EUM.DAT.SENTINEL-3.SL_1_RBT___',
    abstract: 'The SLSTR level 1 products contain: the radiances of the 6 visible (VIS), Near Infra-Red (NIR) and Short Wave Infra-Red (SWIR) bands (on the A and B stripe grids); the Brightness Temperature (BT) for the 3 Thermal Infra-Red (TIR) bands; the BT for the 2 Fire (FIR) bands. Resolution: 1km at nadir (TIR), 500m (VIS). All are provided for both the oblique and nadir view. These measurements are accompanied with grid and time information, quality flags, error estimates and meteorological auxiliary data. - All Sentinel-3 NRT products are available at pick-up point in less than 3h - All Sentinel-3 Non Time Critical (NTC) products are available at pick-up point in less than 30 days. Sentinel-3 is part of a series of Sentinel satellites, under the umbrella of the EU Copernicus programme.',
    instrument: ['SLSTR' ],
    platform: 'SENTINEL-3',
    platformSerialIdentifier: 'B',
    processingLevel: 1,
    keywords: 'SLSTR,SENTINEL,SENTINEL3,S3,S3A,S3B,L1,L1RBT,RBT',
    sensorType: 'ATMOSPHERIC',
    license: 'proprietary',
    title: 'S3B_SL_1_RBT____20240706T090728_20240706T091028_20240706T111205_0179_095_050_2340_PS2_O_NR_004',
    missionStartDate: '2016-02-16T00:00:00Z',
    _id: 'S3_SLSTR_L1RBT',
    productType: 'EO.EUM.DAT.SENTINEL-3.SL_1_RBT___',
    publicationDate: '2024-07-06T11:20:37.600041Z',
    orbitNumber: 50,
    orbitDirection: 'DESCENDING',
    cloudCover: 14.283785,
    modificationDate: '2024-07-06T11:21:44.360519Z',
    sensorMode: 'Earth Observation',
    startTimeFromAscendingNode: '2024-07-06T09:07:28.326144Z',
    completionTimeFromAscendingNode: '2024-07-06T09:10:28.326144Z',
    id: 'S3B_SL_1_RBT____20240706T090728_20240706T091028_20240706T111205_0179_095_050_2340_PS2_O_NR_004',
    downloadLink: 'https://hda.data.destination-earth.eu/stac/collections/EO.EUM.DAT.SENTINEL-3.SL_1_RBT___/items/S3B_SL_1_RBT____20240706T090728_20240706T091028_20240706T111205_0179_095_050_2340_PS2_O_NR_004/download?provider=dedl',
    thumbnail: 'https://datahub.creodias.eu/odata/v1/Assets(fb69fe95-d860-4dfe-b14d-efec6c14b011)/$value',
    storageStatus: 'ONLINE',
    defaultGeometry: 'POLYGON((180 -90, 180 90, -180 90, -180 -90, 180 -90))',
    quicklook: 'https://datahub.creodias.eu/odata/v1/Assets(fb69fe95-d860-4dfe-b14d-efec6c14b011)/$value',
    providers: [{ 'name': 'dedl' , 'description': 'DestineE Data Lake Fresh Data Pool' , 'roles': ['host' ] , 'url': 'https://creodias.eu/' , 'priority': 1 } ],
    start_datetime: '2024-07-06T09:07:28.326144Z',
    sat:absolute_orbit: 32277,
    sar:product_type: 'SL_1_RBT___',
    dedl:baselineCollection: '004',
    dedl:landCover: 34.441319,
    dedl:uid: '505a92cd-8de1-4f52-8adb-e0f17069dac7',
    dedl:endingDateTime: '2024-07-06T09:10:28.326144Z',
    dedl:timeliness: 'NR',
    dedl:freshInlandWaterCover: 0.189028,
    dedl:processorVersion: 3.5,
    dedl:alias: 'EO.EUM.DAT.SENTINEL-3.SL_1_RBT___',
    dedl:productIdentifier: '/eodata/Sentinel-3/SLSTR/SL_1_RBT___/2024/07/06/S3B_SL_1_RBT____20240706T090728_20240706T091028_20240706T111205_0179_095_050_2340_PS2_O_NR_004.SEN3',
    dedl:coastalCover: 2.358299,
    dedl:salineWaterCover: 65.558681,
    dedl:beginningDateTime: '2024-07-06T09:07:28.326144Z',
    dedl:tidalRegionCover: 0.0,
    dedl:cycleNumber: 95,
    dedl:scope: { 'discover': None , 'search': 'hda-public-data-access' , 'download': 'hda-public-data-access' },
    }
    assets: (0)
    geometry
    thumbnail
    1  EOProduct(id=S3B_SL_1_RBT____20240706T090728_20240706T091028_20240707T004250_0179_095_050_2340_PS2_O_NT_004, provider=dedl)
    EOProduct
    provider: 'dedl',
    product_type: 'S3_SLSTR_L1RBT',
    properties["id"]: 'S3B_SL_1_RBT____20240706T090728_20240706T091028_20240707T004250_0179_095_050_2340_PS2_O_NT_004',
    properties["startTimeFromAscendingNode"]: '2024-07-06T09:07:28.326144Z',
    properties["completionTimeFromAscendingNode"]: '2024-07-06T09:10:28.326144Z',
    properties: (46){
    alias: 'EO.EUM.DAT.SENTINEL-3.SL_1_RBT___',
    abstract: 'The SLSTR level 1 products contain: the radiances of the 6 visible (VIS), Near Infra-Red (NIR) and Short Wave Infra-Red (SWIR) bands (on the A and B stripe grids); the Brightness Temperature (BT) for the 3 Thermal Infra-Red (TIR) bands; the BT for the 2 Fire (FIR) bands. Resolution: 1km at nadir (TIR), 500m (VIS). All are provided for both the oblique and nadir view. These measurements are accompanied with grid and time information, quality flags, error estimates and meteorological auxiliary data. - All Sentinel-3 NRT products are available at pick-up point in less than 3h - All Sentinel-3 Non Time Critical (NTC) products are available at pick-up point in less than 30 days. Sentinel-3 is part of a series of Sentinel satellites, under the umbrella of the EU Copernicus programme.',
    instrument: ['SLSTR' ],
    platform: 'SENTINEL-3',
    platformSerialIdentifier: 'B',
    processingLevel: 1,
    keywords: 'SLSTR,SENTINEL,SENTINEL3,S3,S3A,S3B,L1,L1RBT,RBT',
    sensorType: 'ATMOSPHERIC',
    license: 'proprietary',
    title: 'S3B_SL_1_RBT____20240706T090728_20240706T091028_20240707T004250_0179_095_050_2340_PS2_O_NT_004',
    missionStartDate: '2016-02-16T00:00:00Z',
    _id: 'S3_SLSTR_L1RBT',
    productType: 'EO.EUM.DAT.SENTINEL-3.SL_1_RBT___',
    publicationDate: '2024-07-07T01:16:19.344020Z',
    orbitNumber: 50,
    orbitDirection: 'DESCENDING',
    cloudCover: 14.332014,
    modificationDate: '2024-07-07T01:17:24.956349Z',
    sensorMode: 'Earth Observation',
    startTimeFromAscendingNode: '2024-07-06T09:07:28.326144Z',
    completionTimeFromAscendingNode: '2024-07-06T09:10:28.326144Z',
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    dedl:productIdentifier: '/eodata/Sentinel-3/SLSTR/SL_1_RBT___/2024/07/07/S3A_SL_1_RBT____20240707T092006_20240707T092306_20240708T184551_0179_114_207_2340_PS1_O_NT_004.SEN3',
    dedl:coastalCover: 1.830347,
    dedl:salineWaterCover: 63.995451,
    dedl:beginningDateTime: '2024-07-07T09:20:05.732340Z',
    dedl:tidalRegionCover: 0.0,
    dedl:cycleNumber: 114,
    dedl:scope: { 'discover': None , 'search': 'hda-public-data-access' , 'download': 'hda-public-data-access' },
    }
    assets: (0)
    geometry
    thumbnail
    11  EOProduct(id=S3A_SL_1_RBT____20240707T092006_20240707T092306_20240707T112744_0179_114_207_2340_PS1_O_NR_004, provider=dedl)
    EOProduct
    provider: 'dedl',
    product_type: 'S3_SLSTR_L1RBT',
    properties["id"]: 'S3A_SL_1_RBT____20240707T092006_20240707T092306_20240707T112744_0179_114_207_2340_PS1_O_NR_004',
    properties["startTimeFromAscendingNode"]: '2024-07-07T09:20:05.732583Z',
    properties["completionTimeFromAscendingNode"]: '2024-07-07T09:23:05.732583Z',
    properties: (46){
    alias: 'EO.EUM.DAT.SENTINEL-3.SL_1_RBT___',
    abstract: 'The SLSTR level 1 products contain: the radiances of the 6 visible (VIS), Near Infra-Red (NIR) and Short Wave Infra-Red (SWIR) bands (on the A and B stripe grids); the Brightness Temperature (BT) for the 3 Thermal Infra-Red (TIR) bands; the BT for the 2 Fire (FIR) bands. Resolution: 1km at nadir (TIR), 500m (VIS). All are provided for both the oblique and nadir view. These measurements are accompanied with grid and time information, quality flags, error estimates and meteorological auxiliary data. - All Sentinel-3 NRT products are available at pick-up point in less than 3h - All Sentinel-3 Non Time Critical (NTC) products are available at pick-up point in less than 30 days. Sentinel-3 is part of a series of Sentinel satellites, under the umbrella of the EU Copernicus programme.',
    instrument: ['SLSTR' ],
    platform: 'SENTINEL-3',
    platformSerialIdentifier: 'A',
    processingLevel: 1,
    keywords: 'SLSTR,SENTINEL,SENTINEL3,S3,S3A,S3B,L1,L1RBT,RBT',
    sensorType: 'ATMOSPHERIC',
    license: 'proprietary',
    title: 'S3A_SL_1_RBT____20240707T092006_20240707T092306_20240707T112744_0179_114_207_2340_PS1_O_NR_004',
    missionStartDate: '2016-02-16T00:00:00Z',
    _id: 'S3_SLSTR_L1RBT',
    productType: 'EO.EUM.DAT.SENTINEL-3.SL_1_RBT___',
    publicationDate: '2024-07-07T11:37:46.685186Z',
    orbitNumber: 207,
    orbitDirection: 'DESCENDING',
    cloudCover: 19.797049,
    modificationDate: '2024-07-07T11:38:38.462616Z',
    sensorMode: 'Earth Observation',
    startTimeFromAscendingNode: '2024-07-07T09:20:05.732583Z',
    completionTimeFromAscendingNode: '2024-07-07T09:23:05.732583Z',
    id: 'S3A_SL_1_RBT____20240707T092006_20240707T092306_20240707T112744_0179_114_207_2340_PS1_O_NR_004',
    downloadLink: 'https://hda.data.destination-earth.eu/stac/collections/EO.EUM.DAT.SENTINEL-3.SL_1_RBT___/items/S3A_SL_1_RBT____20240707T092006_20240707T092306_20240707T112744_0179_114_207_2340_PS1_O_NR_004/download?provider=dedl',
    thumbnail: 'https://datahub.creodias.eu/odata/v1/Assets(c87d0704-812e-45d8-83d6-bcb9bdaf3202)/$value',
    storageStatus: 'ONLINE',
    defaultGeometry: 'POLYGON((180 -90, 180 90, -180 90, -180 -90, 180 -90))',
    quicklook: 'https://datahub.creodias.eu/odata/v1/Assets(c87d0704-812e-45d8-83d6-bcb9bdaf3202)/$value',
    providers: [{ 'name': 'dedl' , 'description': 'DestineE Data Lake Fresh Data Pool' , 'roles': ['host' ] , 'url': 'https://creodias.eu/' , 'priority': 1 } ],
    start_datetime: '2024-07-07T09:20:05.732583Z',
    sat:absolute_orbit: 43685,
    sar:product_type: 'SL_1_RBT___',
    dedl:baselineCollection: '004',
    dedl:landCover: 35.990104,
    dedl:uid: '2798ce02-46bc-46cd-906f-ccd03bcc1c7e',
    dedl:endingDateTime: '2024-07-07T09:23:05.732583Z',
    dedl:timeliness: 'NR',
    dedl:freshInlandWaterCover: 0.269826,
    dedl:processorVersion: 3.5,
    dedl:alias: 'EO.EUM.DAT.SENTINEL-3.SL_1_RBT___',
    dedl:productIdentifier: '/eodata/Sentinel-3/SLSTR/SL_1_RBT___/2024/07/07/S3A_SL_1_RBT____20240707T092006_20240707T092306_20240707T112744_0179_114_207_2340_PS1_O_NR_004.SEN3',
    dedl:coastalCover: 1.834132,
    dedl:salineWaterCover: 64.009896,
    dedl:beginningDateTime: '2024-07-07T09:20:05.732583Z',
    dedl:tidalRegionCover: 0.0,
    dedl:cycleNumber: 114,
    dedl:scope: { 'discover': None , 'search': 'hda-public-data-access' , 'download': 'hda-public-data-access' },
    }
    assets: (0)
    geometry
    thumbnail
    12  EOProduct(id=S3A_SL_1_RBT____20240707T203700_20240707T204000_20240709T061254_0179_114_214_0540_PS1_O_NT_004, provider=dedl)
    EOProduct
    provider: 'dedl',
    product_type: 'S3_SLSTR_L1RBT',
    properties["id"]: 'S3A_SL_1_RBT____20240707T203700_20240707T204000_20240709T061254_0179_114_214_0540_PS1_O_NT_004',
    properties["startTimeFromAscendingNode"]: '2024-07-07T20:37:00.176609Z',
    properties["completionTimeFromAscendingNode"]: '2024-07-07T20:40:00.176609Z',
    properties: (46){
    alias: 'EO.EUM.DAT.SENTINEL-3.SL_1_RBT___',
    abstract: 'The SLSTR level 1 products contain: the radiances of the 6 visible (VIS), Near Infra-Red (NIR) and Short Wave Infra-Red (SWIR) bands (on the A and B stripe grids); the Brightness Temperature (BT) for the 3 Thermal Infra-Red (TIR) bands; the BT for the 2 Fire (FIR) bands. Resolution: 1km at nadir (TIR), 500m (VIS). All are provided for both the oblique and nadir view. These measurements are accompanied with grid and time information, quality flags, error estimates and meteorological auxiliary data. - All Sentinel-3 NRT products are available at pick-up point in less than 3h - All Sentinel-3 Non Time Critical (NTC) products are available at pick-up point in less than 30 days. Sentinel-3 is part of a series of Sentinel satellites, under the umbrella of the EU Copernicus programme.',
    instrument: ['SLSTR' ],
    platform: 'SENTINEL-3',
    platformSerialIdentifier: 'A',
    processingLevel: 1,
    keywords: 'SLSTR,SENTINEL,SENTINEL3,S3,S3A,S3B,L1,L1RBT,RBT',
    sensorType: 'ATMOSPHERIC',
    license: 'proprietary',
    title: 'S3A_SL_1_RBT____20240707T203700_20240707T204000_20240709T061254_0179_114_214_0540_PS1_O_NT_004',
    missionStartDate: '2016-02-16T00:00:00Z',
    _id: 'S3_SLSTR_L1RBT',
    productType: 'EO.EUM.DAT.SENTINEL-3.SL_1_RBT___',
    publicationDate: '2024-07-09T06:44:51.851076Z',
    orbitNumber: 214,
    orbitDirection: 'ASCENDING',
    cloudCover: 11.187639,
    modificationDate: '2024-07-09T06:45:06.433688Z',
    sensorMode: 'Earth Observation',
    startTimeFromAscendingNode: '2024-07-07T20:37:00.176609Z',
    completionTimeFromAscendingNode: '2024-07-07T20:40:00.176609Z',
    id: 'S3A_SL_1_RBT____20240707T203700_20240707T204000_20240709T061254_0179_114_214_0540_PS1_O_NT_004',
    downloadLink: 'https://hda.data.destination-earth.eu/stac/collections/EO.EUM.DAT.SENTINEL-3.SL_1_RBT___/items/S3A_SL_1_RBT____20240707T203700_20240707T204000_20240709T061254_0179_114_214_0540_PS1_O_NT_004/download?provider=dedl',
    thumbnail: 'https://datahub.creodias.eu/odata/v1/Assets(2ed9743e-fd8e-40ec-886a-ebb9b83e5f3f)/$value',
    storageStatus: 'ONLINE',
    defaultGeometry: 'POLYGON((180 -90, 180 90, -180 90, -180 -90, 180 -90))',
    quicklook: 'https://datahub.creodias.eu/odata/v1/Assets(2ed9743e-fd8e-40ec-886a-ebb9b83e5f3f)/$value',
    providers: [{ 'name': 'dedl' , 'description': 'DestineE Data Lake Fresh Data Pool' , 'roles': ['host' ] , 'url': 'https://creodias.eu/' , 'priority': 1 } ],
    start_datetime: '2024-07-07T20:37:00.176609Z',
    sat:absolute_orbit: 43692,
    sar:product_type: 'SL_1_RBT___',
    dedl:baselineCollection: '004',
    dedl:landCover: 29.418194,
    dedl:uid: '9b088340-a929-4d73-afec-5c3c746cbc63',
    dedl:endingDateTime: '2024-07-07T20:40:00.176609Z',
    dedl:timeliness: 'NT',
    dedl:freshInlandWaterCover: 0.299444,
    dedl:processorVersion: 3.5,
    dedl:alias: 'EO.EUM.DAT.SENTINEL-3.SL_1_RBT___',
    dedl:productIdentifier: '/eodata/Sentinel-3/SLSTR/SL_1_RBT___/2024/07/07/S3A_SL_1_RBT____20240707T203700_20240707T204000_20240709T061254_0179_114_214_0540_PS1_O_NT_004.SEN3',
    dedl:coastalCover: 2.812847,
    dedl:salineWaterCover: 70.581806,
    dedl:beginningDateTime: '2024-07-07T20:37:00.176609Z',
    dedl:tidalRegionCover: 0.0,
    dedl:cycleNumber: 114,
    dedl:scope: { 'discover': None , 'search': 'hda-public-data-access' , 'download': 'hda-public-data-access' },
    }
    assets: (0)
    geometry
    thumbnail
    13  EOProduct(id=S3A_SL_1_RBT____20240707T203700_20240707T204000_20240707T230612_0179_114_214_0540_PS1_O_NR_004, provider=dedl)
    EOProduct
    provider: 'dedl',
    product_type: 'S3_SLSTR_L1RBT',
    properties["id"]: 'S3A_SL_1_RBT____20240707T203700_20240707T204000_20240707T230612_0179_114_214_0540_PS1_O_NR_004',
    properties["startTimeFromAscendingNode"]: '2024-07-07T20:37:00.177496Z',
    properties["completionTimeFromAscendingNode"]: '2024-07-07T20:40:00.177496Z',
    properties: (46){
    alias: 'EO.EUM.DAT.SENTINEL-3.SL_1_RBT___',
    abstract: 'The SLSTR level 1 products contain: the radiances of the 6 visible (VIS), Near Infra-Red (NIR) and Short Wave Infra-Red (SWIR) bands (on the A and B stripe grids); the Brightness Temperature (BT) for the 3 Thermal Infra-Red (TIR) bands; the BT for the 2 Fire (FIR) bands. Resolution: 1km at nadir (TIR), 500m (VIS). All are provided for both the oblique and nadir view. These measurements are accompanied with grid and time information, quality flags, error estimates and meteorological auxiliary data. - All Sentinel-3 NRT products are available at pick-up point in less than 3h - All Sentinel-3 Non Time Critical (NTC) products are available at pick-up point in less than 30 days. Sentinel-3 is part of a series of Sentinel satellites, under the umbrella of the EU Copernicus programme.',
    instrument: ['SLSTR' ],
    platform: 'SENTINEL-3',
    platformSerialIdentifier: 'A',
    processingLevel: 1,
    keywords: 'SLSTR,SENTINEL,SENTINEL3,S3,S3A,S3B,L1,L1RBT,RBT',
    sensorType: 'ATMOSPHERIC',
    license: 'proprietary',
    title: 'S3A_SL_1_RBT____20240707T203700_20240707T204000_20240707T230612_0179_114_214_0540_PS1_O_NR_004',
    missionStartDate: '2016-02-16T00:00:00Z',
    _id: 'S3_SLSTR_L1RBT',
    productType: 'EO.EUM.DAT.SENTINEL-3.SL_1_RBT___',
    publicationDate: '2024-07-07T23:15:39.626546Z',
    orbitNumber: 214,
    orbitDirection: 'ASCENDING',
    cloudCover: 11.218056,
    modificationDate: '2024-07-07T23:15:50.718920Z',
    sensorMode: 'Earth Observation',
    startTimeFromAscendingNode: '2024-07-07T20:37:00.177496Z',
    completionTimeFromAscendingNode: '2024-07-07T20:40:00.177496Z',
    id: 'S3A_SL_1_RBT____20240707T203700_20240707T204000_20240707T230612_0179_114_214_0540_PS1_O_NR_004',
    downloadLink: 'https://hda.data.destination-earth.eu/stac/collections/EO.EUM.DAT.SENTINEL-3.SL_1_RBT___/items/S3A_SL_1_RBT____20240707T203700_20240707T204000_20240707T230612_0179_114_214_0540_PS1_O_NR_004/download?provider=dedl',
    thumbnail: 'https://datahub.creodias.eu/odata/v1/Assets(d9d7f364-4bb2-44a7-8423-c029b68bae13)/$value',
    storageStatus: 'ONLINE',
    defaultGeometry: 'POLYGON((180 -90, 180 90, -180 90, -180 -90, 180 -90))',
    quicklook: 'https://datahub.creodias.eu/odata/v1/Assets(d9d7f364-4bb2-44a7-8423-c029b68bae13)/$value',
    providers: [{ 'name': 'dedl' , 'description': 'DestineE Data Lake Fresh Data Pool' , 'roles': ['host' ] , 'url': 'https://creodias.eu/' , 'priority': 1 } ],
    start_datetime: '2024-07-07T20:37:00.177496Z',
    sat:absolute_orbit: 43692,
    sar:product_type: 'SL_1_RBT___',
    dedl:baselineCollection: '004',
    dedl:landCover: 29.41941,
    dedl:uid: '8fabba38-6081-4e9d-85b2-23a003654208',
    dedl:endingDateTime: '2024-07-07T20:40:00.177496Z',
    dedl:timeliness: 'NR',
    dedl:freshInlandWaterCover: 0.300486,
    dedl:processorVersion: 3.5,
    dedl:alias: 'EO.EUM.DAT.SENTINEL-3.SL_1_RBT___',
    dedl:productIdentifier: '/eodata/Sentinel-3/SLSTR/SL_1_RBT___/2024/07/07/S3A_SL_1_RBT____20240707T203700_20240707T204000_20240707T230612_0179_114_214_0540_PS1_O_NR_004.SEN3',
    dedl:coastalCover: 2.80441,
    dedl:salineWaterCover: 70.58059,
    dedl:beginningDateTime: '2024-07-07T20:37:00.177496Z',
    dedl:tidalRegionCover: 0.0,
    dedl:cycleNumber: 114,
    dedl:scope: { 'discover': None , 'search': 'hda-public-data-access' , 'download': 'hda-public-data-access' },
    }
    assets: (0)
    geometry
    thumbnail
    print(f"Got {len(products_first_page)} products and an estimated total number of {products_first_page.number_matched} products.")
    
    Got 14 products and an estimated total number of 14 products.
    

    It is possible to list the metadata associated with a certain product and look into them.

    one_product = products_first_page[1]
    one_product.properties.keys()
    
    dict_keys(['alias', 'abstract', 'instrument', 'platform', 'platformSerialIdentifier', 'processingLevel', 'keywords', 'sensorType', 'license', 'title', 'missionStartDate', '_id', 'productType', 'publicationDate', 'orbitNumber', 'orbitDirection', 'cloudCover', 'modificationDate', 'sensorMode', 'startTimeFromAscendingNode', 'completionTimeFromAscendingNode', 'id', 'downloadLink', 'thumbnail', 'storageStatus', 'defaultGeometry', 'quicklook', 'providers', 'start_datetime', 'sat:absolute_orbit', 'sar:product_type', 'dedl:baselineCollection', 'dedl:landCover', 'dedl:uid', 'dedl:endingDateTime', 'dedl:timeliness', 'dedl:freshInlandWaterCover', 'dedl:processorVersion', 'dedl:alias', 'dedl:productIdentifier', 'dedl:coastalCover', 'dedl:salineWaterCover', 'dedl:beginningDateTime', 'dedl:tidalRegionCover', 'dedl:cycleNumber', 'dedl:scope'])
    
    one_product.location
    
    'https://hda.data.destination-earth.eu/stac/collections/EO.EUM.DAT.SENTINEL-3.SL_1_RBT___/items/S3B_SL_1_RBT____20240706T090728_20240706T091028_20240707T004250_0179_095_050_2340_PS2_O_NT_004/download?provider=dedl'
    
    one_product.properties['abstract']
    
    'The SLSTR level 1 products contain: the radiances of the 6 visible (VIS), Near Infra-Red (NIR) and Short Wave Infra-Red (SWIR) bands (on the A and B stripe grids); the Brightness Temperature (BT) for the 3 Thermal Infra-Red (TIR) bands; the BT for the 2 Fire (FIR) bands. Resolution: 1km at nadir (TIR), 500m (VIS). All are provided for both the oblique and nadir view. These measurements are accompanied with grid and time information, quality flags, error estimates and meteorological auxiliary data.\n\n- All Sentinel-3 NRT products are available at pick-up point in less than 3h\n- All Sentinel-3 Non Time Critical (NTC) products are available at pick-up point in less than 30 days.\nSentinel-3 is part of a series of Sentinel satellites, under the umbrella of the EU Copernicus programme.'
    
    one_product.properties['dedl:landCover']
    
    34.441319
    

    Filter#

    EODAG can filter the products contained in a SearchResult object. Products can be filtered according to their properties.

    The following example shows how to filter products to keep only those whose cloud cover is less than 30%. And then restrict the results to a certain area.

    filtered_products = products_first_page.filter_property(cloudCover=20, operator="lt")
    print(f"Got now {len(filtered_products)} products after filtering by cloud cover.")
    
    Got now 10 products after filtering by cloud cover.
    
    filtered_products = filtered_products.filter_overlap(geometry=(14.8, 37.7, 15, 38.0), contains=True)
    print(f"Got now {len(filtered_products)} products after filtering by geometry.")
    
    Got now 8 products after filtering by geometry.
    

    Have a look now at the first of the fltered products.

    filtered_products[0]
    
    EOProduct
    provider: 'dedl',
    product_type: 'S3_SLSTR_L1RBT',
    properties["id"]: 'S3B_SL_1_RBT____20240706T090728_20240706T091028_20240706T111205_0179_095_050_2340_PS2_O_NR_004',
    properties["startTimeFromAscendingNode"]: '2024-07-06T09:07:28.326144Z',
    properties["completionTimeFromAscendingNode"]: '2024-07-06T09:10:28.326144Z',
    properties: (46){
    alias: 'EO.EUM.DAT.SENTINEL-3.SL_1_RBT___',
    abstract: 'The SLSTR level 1 products contain: the radiances of the 6 visible (VIS), Near Infra-Red (NIR) and Short Wave Infra-Red (SWIR) bands (on the A and B stripe grids); the Brightness Temperature (BT) for the 3 Thermal Infra-Red (TIR) bands; the BT for the 2 Fire (FIR) bands. Resolution: 1km at nadir (TIR), 500m (VIS). All are provided for both the oblique and nadir view. These measurements are accompanied with grid and time information, quality flags, error estimates and meteorological auxiliary data. - All Sentinel-3 NRT products are available at pick-up point in less than 3h - All Sentinel-3 Non Time Critical (NTC) products are available at pick-up point in less than 30 days. Sentinel-3 is part of a series of Sentinel satellites, under the umbrella of the EU Copernicus programme.',
    instrument: ['SLSTR' ],
    platform: 'SENTINEL-3',
    platformSerialIdentifier: 'B',
    processingLevel: 1,
    keywords: 'SLSTR,SENTINEL,SENTINEL3,S3,S3A,S3B,L1,L1RBT,RBT',
    sensorType: 'ATMOSPHERIC',
    license: 'proprietary',
    title: 'S3B_SL_1_RBT____20240706T090728_20240706T091028_20240706T111205_0179_095_050_2340_PS2_O_NR_004',
    missionStartDate: '2016-02-16T00:00:00Z',
    _id: 'S3_SLSTR_L1RBT',
    productType: 'EO.EUM.DAT.SENTINEL-3.SL_1_RBT___',
    publicationDate: '2024-07-06T11:20:37.600041Z',
    orbitNumber: 50,
    orbitDirection: 'DESCENDING',
    cloudCover: 14.283785,
    modificationDate: '2024-07-06T11:21:44.360519Z',
    sensorMode: 'Earth Observation',
    startTimeFromAscendingNode: '2024-07-06T09:07:28.326144Z',
    completionTimeFromAscendingNode: '2024-07-06T09:10:28.326144Z',
    id: 'S3B_SL_1_RBT____20240706T090728_20240706T091028_20240706T111205_0179_095_050_2340_PS2_O_NR_004',
    downloadLink: 'https://hda.data.destination-earth.eu/stac/collections/EO.EUM.DAT.SENTINEL-3.SL_1_RBT___/items/S3B_SL_1_RBT____20240706T090728_20240706T091028_20240706T111205_0179_095_050_2340_PS2_O_NR_004/download?provider=dedl',
    thumbnail: 'https://datahub.creodias.eu/odata/v1/Assets(fb69fe95-d860-4dfe-b14d-efec6c14b011)/$value',
    storageStatus: 'ONLINE',
    defaultGeometry: 'POLYGON((180 -90, 180 90, -180 90, -180 -90, 180 -90))',
    quicklook: 'https://datahub.creodias.eu/odata/v1/Assets(fb69fe95-d860-4dfe-b14d-efec6c14b011)/$value',
    providers: [{ 'name': 'dedl' , 'description': 'DestineE Data Lake Fresh Data Pool' , 'roles': ['host' ] , 'url': 'https://creodias.eu/' , 'priority': 1 } ],
    start_datetime: '2024-07-06T09:07:28.326144Z',
    sat:absolute_orbit: 32277,
    sar:product_type: 'SL_1_RBT___',
    dedl:baselineCollection: '004',
    dedl:landCover: 34.441319,
    dedl:uid: '505a92cd-8de1-4f52-8adb-e0f17069dac7',
    dedl:endingDateTime: '2024-07-06T09:10:28.326144Z',
    dedl:timeliness: 'NR',
    dedl:freshInlandWaterCover: 0.189028,
    dedl:processorVersion: 3.5,
    dedl:alias: 'EO.EUM.DAT.SENTINEL-3.SL_1_RBT___',
    dedl:productIdentifier: '/eodata/Sentinel-3/SLSTR/SL_1_RBT___/2024/07/06/S3B_SL_1_RBT____20240706T090728_20240706T091028_20240706T111205_0179_095_050_2340_PS2_O_NR_004.SEN3',
    dedl:coastalCover: 2.358299,
    dedl:salineWaterCover: 65.558681,
    dedl:beginningDateTime: '2024-07-06T09:07:28.326144Z',
    dedl:tidalRegionCover: 0.0,
    dedl:cycleNumber: 95,
    dedl:scope: { 'discover': None , 'search': 'hda-public-data-access' , 'download': 'hda-public-data-access' },
    }
    assets: (0)
    geometry
    thumbnail

    DataDownload#

    Before downloading any product, it can be useful to have a quick look at them.

    import matplotlib.pyplot as plt
    import matplotlib.image as mpimg
    
    quicklooks_dir = os.path.join(workspace, "quicklooks")
    if not os.path.isdir(quicklooks_dir):
        os.mkdir(quicklooks_dir)
    
    fig = plt.figure(figsize=(20, 16))
    for i, product in enumerate(filtered_products, start=1):
    
        # This line takes care of downloading the quicklook
        quicklook_path = product.get_quicklook()
        
        img = mpimg.imread(quicklook_path)
        ax = fig.add_subplot(4, 2, i)
        ax.set_title(product.properties['dedl:beginningDateTime']+"\n"+product.properties['modificationDate'])
        plt.imshow(img)
    plt.tight_layout()
    
    ../../_images/fc65af6383cc64437259bca73751db884e9a874898e60791d3aec928aa35a6c7.png

    EOProducts can be downloaded individually. The last image is going to be downloaded.

    product_to_download = filtered_products[-1]
    product_path = dag.download(product_to_download)
    product_path
    
    '/home/jovyan/dev-branch/DestinE-DataLake-Lab/HDA/EODAG/eodag_workspace/S3A_SL_1_RBT____20240707T203700_20240707T204000_20240707T230612_0179_114_214_0540_PS1_O_NR_004'
    

    The location property of this product now points to a local path.

    product_to_download.location
    
    'file:///home/jovyan/dev-branch/DestinE-DataLake-Lab/HDA/EODAG/eodag_workspace/S3A_SL_1_RBT____20240707T203700_20240707T204000_20240707T230612_0179_114_214_0540_PS1_O_NR_004'