4.2.1.2. ESA CCI Toolbox Data Access
The aim of this notebook is to show how to query for all the data sets provided by the ESA CCI Toolbox. To run this Notebook, make sure the ESA CCI Toolbox is setup correctly.
The ESA CCI Toolbox is based on xcube. It provides dedicated stores to access data from the ESA Open Data Portal (ODP). To access the store, we can use the following import.
[1]:
from xcube.core.store import new_data_store
Now we can acces the ESA Open Data Portal store. We may request it by ‘esa-cci’.
[2]:
cci_store = new_data_store('esa-cci')
We can check what types of data it provides.
[3]:
cci_store.get_data_types()
[3]:
('dataset', 'geodataframe', 'vectordatacube', 'datatree')
All provided data are datasets. So, let’s have a look what data sets are available.
[4]:
datasets = cci_store.get_data_ids()
list(datasets)
[4]:
['esacci.GHG.satellite-orbit-frequency.L2.CH4.TROPOMI.Sentinel-5P.WFMD.v1-8.201711-202406',
'esacci.AEROSOL.5-days.L3C.AEX.GOMOS.Envisat.AERGOM.3-00.r1',
'esacci.AEROSOL.climatology.L3.AAI.multi-sensor.multi-platform.MSAAI.1-7.r1',
'esacci.AEROSOL.day.L3.AAI.multi-sensor.multi-platform.MSAAI.1-7.r1',
'esacci.AEROSOL.day.L3C.AER_PRODUCTS.AATSR.Envisat.ADV.2-31.r1',
'esacci.AEROSOL.day.L3C.AER_PRODUCTS.AATSR.Envisat.ORAC.04-01-.r1',
'esacci.AEROSOL.day.L3C.AER_PRODUCTS.AATSR.Envisat.ORAC.04-01_seg-.r1',
'esacci.AEROSOL.day.L3C.AER_PRODUCTS.AATSR.Envisat.SU.4-3.r1',
'esacci.AEROSOL.day.L3C.AER_PRODUCTS.ATSR-2.ERS-2.ADV.2-31.r1',
'esacci.AEROSOL.day.L3C.AER_PRODUCTS.ATSR-2.ERS-2.ORAC.04-01-.r1',
'esacci.AEROSOL.day.L3C.AER_PRODUCTS.ATSR-2.ERS-2.ORAC.04-01_seg-.r1',
'esacci.AEROSOL.day.L3C.AER_PRODUCTS.ATSR-2.ERS-2.SU.4-3.r1',
'esacci.AEROSOL.day.L3C.AER_PRODUCTS.multi-sensor.multi-platform.AATSR-ENVISAT-ENS_DAILY.v2-6.r1',
'esacci.AEROSOL.day.L3C.AER_PRODUCTS.multi-sensor.multi-platform.ATSR2-ENVISAT-ENS_DAILY.v2-6.r1',
'esacci.AEROSOL.day.L3C.AOD.MERIS.Envisat.MERIS_ENVISAT.2-2.r1',
'esacci.AEROSOL.mon.L3.AAI.multi-sensor.multi-platform.MSAAI.1-7.r1',
'esacci.AEROSOL.mon.L3C.AER_PRODUCTS.AATSR.Envisat.ADV.2-31.r1',
'esacci.AEROSOL.mon.L3C.AER_PRODUCTS.AATSR.Envisat.ORAC.04-01-.r1',
'esacci.AEROSOL.mon.L3C.AER_PRODUCTS.AATSR.Envisat.ORAC.04-01_seg-.r1',
'esacci.AEROSOL.mon.L3C.AER_PRODUCTS.AATSR.Envisat.SU.4-3.r1',
'esacci.AEROSOL.mon.L3C.AER_PRODUCTS.ATSR-2.ERS-2.ADV.2-31.r1',
'esacci.AEROSOL.mon.L3C.AER_PRODUCTS.ATSR-2.ERS-2.ORAC.04-01-.r1',
'esacci.AEROSOL.mon.L3C.AER_PRODUCTS.ATSR-2.ERS-2.ORAC.04-01_seg-.r1',
'esacci.AEROSOL.mon.L3C.AER_PRODUCTS.ATSR-2.ERS-2.SU.4-3.r1',
'esacci.AEROSOL.mon.L3C.AER_PRODUCTS.multi-sensor.multi-platform.AATSR-ENVISAT-ENS_MONTHLY.v2-6.r1',
'esacci.AEROSOL.mon.L3C.AER_PRODUCTS.multi-sensor.multi-platform.ATSR2-ENVISAT-ENS_MONTHLY.v2-6.r1',
'esacci.AEROSOL.mon.L3C.AOD.MERIS.Envisat.MERIS_ENVISAT.2-2.r1',
'esacci.AEROSOL.yr.L3C.AER_PRODUCTS.AATSR.Envisat.AATSR-ENVISAT-ENS_ANNUAL.v2-6.r1',
'esacci.AEROSOL.yr.L3C.AER_PRODUCTS.ATSR-2.Envisat.ATSR2-ENVISAT-ENS_ANNUAL.v2-6.r1',
'esacci.BIOMASS.yr.L4.AGB.multi-sensor.multi-platform.CHANGE.4-0.r1',
'esacci.BIOMASS.yr.L4.AGB.multi-sensor.multi-platform.CHANGE.5-0.2016-2015',
'esacci.BIOMASS.yr.L4.AGB.multi-sensor.multi-platform.CHANGE.5-0.2017-2016',
'esacci.BIOMASS.yr.L4.AGB.multi-sensor.multi-platform.CHANGE.5-0.2018-2017',
'esacci.BIOMASS.yr.L4.AGB.multi-sensor.multi-platform.CHANGE.5-0.2019-2018',
'esacci.BIOMASS.yr.L4.AGB.multi-sensor.multi-platform.CHANGE.5-0.2020-2010',
'esacci.BIOMASS.yr.L4.AGB.multi-sensor.multi-platform.CHANGE.5-0.2020-2019',
'esacci.BIOMASS.yr.L4.AGB.multi-sensor.multi-platform.CHANGE.5-0.2021-2020',
'esacci.BIOMASS.yr.L4.AGB.multi-sensor.multi-platform.CHANGE.6-0.100m-2010-2007',
'esacci.BIOMASS.yr.L4.AGB.multi-sensor.multi-platform.CHANGE.6-0.100m-2016-2015',
'esacci.BIOMASS.yr.L4.AGB.multi-sensor.multi-platform.CHANGE.6-0.100m-2017-2016',
'esacci.BIOMASS.yr.L4.AGB.multi-sensor.multi-platform.CHANGE.6-0.100m-2018-2017',
'esacci.BIOMASS.yr.L4.AGB.multi-sensor.multi-platform.CHANGE.6-0.100m-2019-2018',
'esacci.BIOMASS.yr.L4.AGB.multi-sensor.multi-platform.CHANGE.6-0.100m-2020-2010',
'esacci.BIOMASS.yr.L4.AGB.multi-sensor.multi-platform.CHANGE.6-0.100m-2020-2019',
'esacci.BIOMASS.yr.L4.AGB.multi-sensor.multi-platform.CHANGE.6-0.100m-2021-2020',
'esacci.BIOMASS.yr.L4.AGB.multi-sensor.multi-platform.CHANGE.6-0.100m-2022-2021',
'esacci.BIOMASS.yr.L4.AGB.multi-sensor.multi-platform.DIFF.6-0.10000m-2010-2007',
'esacci.BIOMASS.yr.L4.AGB.multi-sensor.multi-platform.DIFF.6-0.10000m-2016-2015',
'esacci.BIOMASS.yr.L4.AGB.multi-sensor.multi-platform.DIFF.6-0.10000m-2017-2016',
'esacci.BIOMASS.yr.L4.AGB.multi-sensor.multi-platform.DIFF.6-0.10000m-2018-2017',
'esacci.BIOMASS.yr.L4.AGB.multi-sensor.multi-platform.DIFF.6-0.10000m-2019-2018',
'esacci.BIOMASS.yr.L4.AGB.multi-sensor.multi-platform.DIFF.6-0.10000m-2020-2010',
'esacci.BIOMASS.yr.L4.AGB.multi-sensor.multi-platform.DIFF.6-0.10000m-2020-2019',
'esacci.BIOMASS.yr.L4.AGB.multi-sensor.multi-platform.DIFF.6-0.10000m-2021-2020',
'esacci.BIOMASS.yr.L4.AGB.multi-sensor.multi-platform.DIFF.6-0.10000m-2022-2021',
'esacci.BIOMASS.yr.L4.AGB.multi-sensor.multi-platform.DIFF.6-0.1000m-2016-2015',
'esacci.BIOMASS.yr.L4.AGB.multi-sensor.multi-platform.DIFF.6-0.1000m-2017-2016',
'esacci.BIOMASS.yr.L4.AGB.multi-sensor.multi-platform.DIFF.6-0.1000m-2018-2017',
'esacci.BIOMASS.yr.L4.AGB.multi-sensor.multi-platform.DIFF.6-0.1000m-2019-2018',
'esacci.BIOMASS.yr.L4.AGB.multi-sensor.multi-platform.DIFF.6-0.1000m-2020-2010',
'esacci.BIOMASS.yr.L4.AGB.multi-sensor.multi-platform.DIFF.6-0.1000m-2020-2019',
'esacci.BIOMASS.yr.L4.AGB.multi-sensor.multi-platform.DIFF.6-0.1000m-2021-2020',
'esacci.BIOMASS.yr.L4.AGB.multi-sensor.multi-platform.DIFF.6-0.1000m-2022-2021',
'esacci.BIOMASS.yr.L4.AGB.multi-sensor.multi-platform.DIFF.6-0.25000m-2010-2007',
'esacci.BIOMASS.yr.L4.AGB.multi-sensor.multi-platform.DIFF.6-0.25000m-2016-2015',
'esacci.BIOMASS.yr.L4.AGB.multi-sensor.multi-platform.DIFF.6-0.25000m-2017-2016',
'esacci.BIOMASS.yr.L4.AGB.multi-sensor.multi-platform.DIFF.6-0.25000m-2018-2017',
'esacci.BIOMASS.yr.L4.AGB.multi-sensor.multi-platform.DIFF.6-0.25000m-2019-2018',
'esacci.BIOMASS.yr.L4.AGB.multi-sensor.multi-platform.DIFF.6-0.25000m-2020-2010',
'esacci.BIOMASS.yr.L4.AGB.multi-sensor.multi-platform.DIFF.6-0.25000m-2020-2019',
'esacci.BIOMASS.yr.L4.AGB.multi-sensor.multi-platform.DIFF.6-0.25000m-2021-2020',
'esacci.BIOMASS.yr.L4.AGB.multi-sensor.multi-platform.DIFF.6-0.25000m-2022-2021',
'esacci.BIOMASS.yr.L4.AGB.multi-sensor.multi-platform.DIFF.6-0.50000m-2010-2007',
'esacci.BIOMASS.yr.L4.AGB.multi-sensor.multi-platform.DIFF.6-0.50000m-2016-2015',
'esacci.BIOMASS.yr.L4.AGB.multi-sensor.multi-platform.DIFF.6-0.50000m-2017-2016',
'esacci.BIOMASS.yr.L4.AGB.multi-sensor.multi-platform.DIFF.6-0.50000m-2018-2017',
'esacci.BIOMASS.yr.L4.AGB.multi-sensor.multi-platform.DIFF.6-0.50000m-2019-2018',
'esacci.BIOMASS.yr.L4.AGB.multi-sensor.multi-platform.DIFF.6-0.50000m-2020-2010',
'esacci.BIOMASS.yr.L4.AGB.multi-sensor.multi-platform.DIFF.6-0.50000m-2020-2019',
'esacci.BIOMASS.yr.L4.AGB.multi-sensor.multi-platform.DIFF.6-0.50000m-2021-2020',
'esacci.BIOMASS.yr.L4.AGB.multi-sensor.multi-platform.DIFF.6-0.50000m-2022-2021',
'esacci.BIOMASS.yr.L4.AGB.multi-sensor.multi-platform.DIFF.6-0.r1',
'esacci.BIOMASS.yr.L4.AGB.multi-sensor.multi-platform.MERGED.2-0.r1',
'esacci.BIOMASS.yr.L4.AGB.multi-sensor.multi-platform.MERGED.3-0.r1',
'esacci.BIOMASS.yr.L4.AGB.multi-sensor.multi-platform.MERGED.4-0.r1',
'esacci.BIOMASS.yr.L4.AGB.multi-sensor.multi-platform.MERGED.5-0.10000m',
'esacci.BIOMASS.yr.L4.AGB.multi-sensor.multi-platform.MERGED.5-0.1000m',
'esacci.BIOMASS.yr.L4.AGB.multi-sensor.multi-platform.MERGED.5-0.100m',
'esacci.BIOMASS.yr.L4.AGB.multi-sensor.multi-platform.MERGED.5-0.25000m',
'esacci.BIOMASS.yr.L4.AGB.multi-sensor.multi-platform.MERGED.5-0.50000m',
'esacci.BIOMASS.yr.L4.AGB.multi-sensor.multi-platform.MERGED.6-0.10000m',
'esacci.BIOMASS.yr.L4.AGB.multi-sensor.multi-platform.MERGED.6-0.1000m',
'esacci.BIOMASS.yr.L4.AGB.multi-sensor.multi-platform.MERGED.6-0.100m',
'esacci.BIOMASS.yr.L4.AGB.multi-sensor.multi-platform.MERGED.6-0.25000m',
'esacci.BIOMASS.yr.L4.AGB.multi-sensor.multi-platform.MERGED.6-0.50000m',
'esacci.CLOUD.mon.L3C.CLD_PRODUCTS.MODIS.Aqua.MODIS_AQUA.2-0.r1',
'esacci.CLOUD.mon.L3C.CLD_PRODUCTS.MODIS.Terra.MODIS_TERRA.2-0.r1',
'esacci.CLOUD.mon.L3C.CLD_PRODUCTS.multi-sensor.multi-platform.ATSR2-AATSR.3-0.r1',
'esacci.CLOUD.mon.L3C.CLD_PRODUCTS.multi-sensor.multi-platform.AVHRR-AM.3-0.r1',
'esacci.CLOUD.mon.L3C.CLD_PRODUCTS.multi-sensor.multi-platform.AVHRR-PM.3-0.r1',
'esacci.CLOUD.mon.L3C.CLD_PRODUCTS.multi-sensor.multi-platform.MERIS-AATSR.2-0.r1',
'esacci.FIRE.mon.L4.BA.MODIS.Terra.MODIS_TERRA.v5-1.grid',
'esacci.FIRE.mon.L4.BA.MSI-(Sentinel-2).Sentinel-2A.MSI.2-0.grid',
'esacci.FIRE.mon.L4.BA.MSI-(Sentinel-2).Sentinel-2A.MSI.v1-1.grid',
'esacci.FIRE.mon.L4.BA.multi-sensor.multi-platform.SYN.v1-1.grid',
'esacci.GHG.satellite-orbit-frequency.L2.CH4.TANSO-FTS-2.GOSAT-2.SRFP.v2-0-3.r1',
'esacci.GHG.satellite-orbit-frequency.L2.CH4.TANSO-FTS-2.GOSAT-2.SRPR.v2-0-3.r1',
'esacci.GHG.satellite-orbit-frequency.L2.CO2.TANSO-FTS-2.GOSAT-2.SRFP.v2-0-3.r1',
'esacci.ICESHEETS.mon.IND.GMB.GRACE-instrument.GRACE.VARIOUS.1-3.greenland_gmb_time_series',
'esacci.ICESHEETS.unspecified.L4.IV.SAR-C-(Sentinel-1).multi-platform.UNSPECIFIED.1-1.greenland_s1_250m_20150610_20170321_Helheim',
'esacci.ICESHEETS.unspecified.L4.SEC.multi-sensor.multi-platform.UNSPECIFIED.0-1.greenland_sec_saral_altika',
'esacci.ICESHEETS.unspecified.Unspecified.IV.AMI-SAR.ERS-1.UNSPECIFIED.1-1.greenland_northern_drainage_basin_winter_1991_1992',
'esacci.ICESHEETS.unspecified.Unspecified.IV.AMI-SAR.ERS-2.UNSPECIFIED.1-1.greenland_margin_1995_1996',
'esacci.ICESHEETS.unspecified.Unspecified.IV.MSI-(Sentinel-2).Sentinel-2A.UNSPECIFIED.1-0.greenland_s2_50m_20160508_20160518_docker_smith',
'esacci.ICESHEETS.unspecified.Unspecified.IV.MSI-(Sentinel-2).multi-platform.UNSPECIFIED.1-1.greenland_s2_50m_seasonal_20170501_20170829_Helheim',
'esacci.ICESHEETS.unspecified.Unspecified.IV.MSI-(Sentinel-2).multi-platform.UNSPECIFIED.1-1.greenland_s2_50m_seasonal_20170501_20170914_Petermann',
'esacci.ICESHEETS.unspecified.Unspecified.IV.MSI-(Sentinel-2).multi-platform.UNSPECIFIED.1-1.greenland_s2_50m_seasonal_20170603_20170908_Jakobshavn',
'esacci.ICESHEETS.unspecified.Unspecified.IV.MSI-(Sentinel-2).multi-platform.UNSPECIFIED.1-1.greenland_s2_50m_seasonal_20170625_20170810_79Fjord',
'esacci.ICESHEETS.unspecified.Unspecified.IV.MSI-(Sentinel-2).multi-platform.UNSPECIFIED.1-1.greenland_s2_50m_seasonal_20170625_20170810_Zachariae',
'esacci.ICESHEETS.unspecified.Unspecified.IV.MSI-(Sentinel-2).multi-platform.UNSPECIFIED.1-1.greenland_s2_50m_seasonal_20170630_20170814_Hagen',
'esacci.ICESHEETS.unspecified.Unspecified.IV.MSI-(Sentinel-2).multi-platform.UNSPECIFIED.1-1.greenland_s2_50m_seasonal_20170715_20170814_Upernavik',
'esacci.ICESHEETS.unspecified.Unspecified.IV.MSI-(Sentinel-2).multi-platform.UNSPECIFIED.1-1.greenland_s2_50m_seasonal_20170721_20170820_Kangerdlugssuaq',
'esacci.ICESHEETS.unspecified.Unspecified.IV.MSI-(Sentinel-2).multi-platform.UNSPECIFIED.1-1.greenland_s2_50m_timeseries_20170501_20170829_Helheim',
'esacci.ICESHEETS.unspecified.Unspecified.IV.MSI-(Sentinel-2).multi-platform.UNSPECIFIED.1-1.greenland_s2_50m_timeseries_20170501_20170914_Petermann',
'esacci.ICESHEETS.unspecified.Unspecified.IV.MSI-(Sentinel-2).multi-platform.UNSPECIFIED.1-1.greenland_s2_50m_timeseries_20170603_20170908_Jakobshavn',
'esacci.ICESHEETS.unspecified.Unspecified.IV.MSI-(Sentinel-2).multi-platform.UNSPECIFIED.1-1.greenland_s2_50m_timeseries_20170625_20170810_79Fjord',
'esacci.ICESHEETS.unspecified.Unspecified.IV.MSI-(Sentinel-2).multi-platform.UNSPECIFIED.1-1.greenland_s2_50m_timeseries_20170625_20170810_Zachariae',
'esacci.ICESHEETS.unspecified.Unspecified.IV.MSI-(Sentinel-2).multi-platform.UNSPECIFIED.1-1.greenland_s2_50m_timeseries_20170630_20170814_Hagen',
'esacci.ICESHEETS.unspecified.Unspecified.IV.MSI-(Sentinel-2).multi-platform.UNSPECIFIED.1-1.greenland_s2_50m_timeseries_20170715_20170814_Upernavik',
'esacci.ICESHEETS.unspecified.Unspecified.IV.MSI-(Sentinel-2).multi-platform.UNSPECIFIED.1-1.greenland_s2_50m_timeseries_20170721_20170820_Kangerdlugssuaq',
'esacci.ICESHEETS.unspecified.Unspecified.IV.SAR-(RadarSat-2).RadarSat-2.UNSPECIFIED.1-0.greenland_map_winter_2013_2014',
'esacci.ICESHEETS.unspecified.Unspecified.IV.SAR-2000.multi-platform.UNSPECIFIED.1-0.greenland_csk_250m_timeseries_20120604_20141223_Jakobshavn',
'esacci.ICESHEETS.unspecified.Unspecified.IV.SAR-C-(Sentinel-1).Sentinel-1A.UNSPECIFIED.1-0.greenland_map_winter_2014_2015',
'esacci.ICESHEETS.unspecified.Unspecified.IV.SAR-C-(Sentinel-1).Sentinel-1A.UNSPECIFIED.1-2.greenland_map_winter_2015_2016',
'esacci.ICESHEETS.unspecified.Unspecified.IV.SAR-C-(Sentinel-1).multi-platform.UNSPECIFIED.1-0.greenland_map_winter_2016_2017',
'esacci.ICESHEETS.unspecified.Unspecified.IV.SAR-C-(Sentinel-1).multi-platform.UNSPECIFIED.1-0.greenland_map_winter_2017_2018',
'esacci.ICESHEETS.unspecified.Unspecified.IV.SAR-C-(Sentinel-1).multi-platform.UNSPECIFIED.1-1.greenland_s1_250m_20141010_20170317_Upernavik',
'esacci.ICESHEETS.unspecified.Unspecified.IV.SAR-C-(Sentinel-1).multi-platform.UNSPECIFIED.1-1.greenland_s1_250m_20141011_20170317_20150122_20170322_Hagen',
'esacci.ICESHEETS.unspecified.Unspecified.IV.SAR-C-(Sentinel-1).multi-platform.UNSPECIFIED.1-1.greenland_s1_250m_20141011_20170317_Jakobshavn',
'esacci.ICESHEETS.unspecified.Unspecified.IV.SAR-C-(Sentinel-1).multi-platform.UNSPECIFIED.1-1.greenland_s1_250m_20150118_20170321_Kangerlussuaq',
'esacci.ICESHEETS.unspecified.Unspecified.IV.SAR-C-(Sentinel-1).multi-platform.UNSPECIFIED.1-1.greenland_s1_250m_20150122_20170319_Petermann',
'esacci.ICESHEETS.unspecified.Unspecified.IV.SAR-C-(Sentinel-1).multi-platform.UNSPECIFIED.1-1.greenland_s1_250m_20150122_20170322_79-Fjord',
'esacci.ICESHEETS.unspecified.Unspecified.IV.SAR-C-(Sentinel-1).multi-platform.UNSPECIFIED.1-1.greenland_s1_250m_20150124_20170322_Storstroemmen',
'esacci.ICESHEETS.unspecified.Unspecified.IV.SAR-C-(Sentinel-1).multi-platform.UNSPECIFIED.1-1.greenland_s1_250m_20150126_20170322_Zachariae',
'esacci.ICESHEETS.unspecified.Unspecified.IV.multi-sensor.multi-platform.UNSPECIFIED.1-0.greenland_timeseries_Kangerlussuaq',
'esacci.ICESHEETS.unspecified.Unspecified.IV.multi-sensor.multi-platform.UNSPECIFIED.1-1.greenland_timeseries_2002_2010_Jakobshavn',
'esacci.ICESHEETS.unspecified.Unspecified.IV.multi-sensor.multi-platform.UNSPECIFIED.1-1.greenland_timeseries_Hagen',
'esacci.ICESHEETS.unspecified.Unspecified.IV.multi-sensor.multi-platform.UNSPECIFIED.1-1.greenland_timeseries_Helheim',
'esacci.ICESHEETS.unspecified.Unspecified.IV.multi-sensor.multi-platform.UNSPECIFIED.1-1.greenland_timeseries_Petermann',
'esacci.ICESHEETS.unspecified.Unspecified.IV.multi-sensor.multi-platform.UNSPECIFIED.1-1.greenland_timeseries_Storstrommen',
'esacci.ICESHEETS.unspecified.Unspecified.IV.multi-sensor.multi-platform.UNSPECIFIED.1-1.greenland_timeseries_Zachariae_79Fjord',
'esacci.ICESHEETS.unspecified.Unspecified.IV.multi-sensor.multi-platform.UNSPECIFIED.1-2.greenland_timeseries_1992_2010_Jakobshavn',
'esacci.ICESHEETS.unspecified.Unspecified.IV.multi-sensor.multi-platform.UNSPECIFIED.1-2.greenland_timeseries_Upernarvik',
'esacci.ICESHEETS.yr.Unspecified.GMB.GRACE-instrument.GRACE.UNSPECIFIED.1-2.greenland_gmb_timeseries',
'esacci.ICESHEETS.yr.Unspecified.GMB.GRACE-instrument.GRACE.UNSPECIFIED.1-4.greenland_gmb_time_series',
'esacci.ICESHEETS.yr.Unspecified.GMB.GRACE-instrument.GRACE.UNSPECIFIED.1-5.greenland_gmb_time_series',
'esacci.ICESHEETS.yr.Unspecified.GMB.GRACE-instrument.GRACE.UNSPECIFIED.3-0.greenland_gmb_mass_trends',
'esacci.ICESHEETS.yr.Unspecified.GMB.GRACE-instrument.GRACE.UNSPECIFIED.3-0.greenland_gmb_time_series',
'esacci.ICESHEETS.yr.Unspecified.GMB.GRACE-instrument.GRACE.UNSPECIFIED.v2-2.r1',
'esacci.ICESHEETS.yr.Unspecified.IV.PALSAR.ALOS.UNSPECIFIED.1-1.greenland_margin_2006_2011',
'esacci.ICESHEETS.yr.Unspecified.SEC.SIRAL.CryoSat-2.UNSPECIFIED.2-2.greenland_sec_cryosat_2yr',
'esacci.ICESHEETS.yr.Unspecified.SEC.SIRAL.CryoSat-2.UNSPECIFIED.2-2.greenland_sec_cryosat_5yr',
'esacci.ICESHEETS.yr.Unspecified.SEC.multi-sensor.multi-platform.UNSPECIFIED.1-2.r1',
'esacci.LAKES.day.L3S.LK_PRODUCTS.multi-sensor.multi-platform.MERGED.v1-0.r1',
'esacci.LAKES.day.L3S.LK_PRODUCTS.multi-sensor.multi-platform.MERGED.v1-1.r1',
'esacci.LAKES.day.L3S.LK_PRODUCTS.multi-sensor.multi-platform.MERGED.v2-0-2.r1',
'esacci.LAKES.day.L3S.LK_PRODUCTS.multi-sensor.multi-platform.MERGED.v2-1-0.r1',
'esacci.LC.13-yrs.L4.WB.ASAR.Envisat.Map.4-0.r1',
'esacci.LC.yr.L4.LCCS.multi-sensor.multi-platform.Map.2-0-7.r1',
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'esacci.GHG.satellite-orbit-frequency.L2.CO2.TANSO-FTS.GOSAT.EMMA.v2-2c.r1',
'esacci.GHG.satellite-orbit-frequency.L2.CO2.TANSO-FTS.GOSAT.OCFP.v7-0-1.r1',
'esacci.GHG.satellite-orbit-frequency.L2.CO2.TANSO-FTS.GOSAT.SRFP.v2-3-8.r1',
'esacci.GHG.satellite-orbit-frequency.L2.CO2.multi-sensor.multi-platform.EMMA.v2-2a.r1',
'esacci.GHG.satellite-orbit-frequency.L2.CO2.multi-sensor.multi-platform.EMMA.v2-2b.r1',
'esacci.GHG.satellite-orbit-frequency.L2.CH4.SCIAMACHY.Envisat.IMAP.v7-2.r1',
'esacci.GHG.satellite-orbit-frequency.L2.CH4.SCIAMACHY.Envisat.WFMD.v4-0.r1',
'esacci.GHG.satellite-orbit-frequency.L2.CH4.TANSO-FTS-2.GOSAT-2.SRFP.v2-0-2.r1',
'esacci.GHG.satellite-orbit-frequency.L2.CH4.TANSO-FTS-2.GOSAT-2.SRPR.v2-0-2.r1',
'esacci.GHG.satellite-orbit-frequency.L2.CH4.TANSO-FTS.GOSAT.EMMA.ch4_v1-2.r1',
'esacci.GHG.satellite-orbit-frequency.L2.CH4.TANSO-FTS.GOSAT.OCFP.v2-1.r1',
'esacci.GHG.satellite-orbit-frequency.L2.CH4.TANSO-FTS.GOSAT.OCPR.v7-0.r1',
'esacci.GHG.satellite-orbit-frequency.L2.CH4.TANSO-FTS.GOSAT.SRFP.v2-3-8.r1',
'esacci.GHG.satellite-orbit-frequency.L2.CH4.TANSO-FTS.GOSAT.SRPR.v2-3-8.r1',
'esacci.ICESHEETS.unspecified.Unspecified.CFL.multi-sensor.multi-platform.UNSPECIFIED.v3-0.greenland',
'esacci.ICESHEETS.unspecified.Unspecified.GLL.multi-sensor.multi-platform.UNSPECIFIED.v1-3.greenland',
'esacci.RD.satellite-orbit-frequency.L3S.WL.multi-sensor.multi-platform.MERGED.v1-1.r1',
'esacci.SEAICE.satellite-orbit-frequency.L2P.SITHICK.RA-2.Envisat.NH.2-0.r1',
'esacci.SEAICE.satellite-orbit-frequency.L2P.SITHICK.RA-2.Envisat.NH.3-0.r1',
'esacci.SEAICE.satellite-orbit-frequency.L2P.SITHICK.RA-2.Envisat.SH.2-0.r1',
'esacci.SEAICE.satellite-orbit-frequency.L2P.SITHICK.RA-2.Envisat.SH.3-0.r1',
'esacci.SEAICE.satellite-orbit-frequency.L2P.SITHICK.SIRAL.CryoSat-2.NH.2-0.r1',
'esacci.SEAICE.satellite-orbit-frequency.L2P.SITHICK.SIRAL.CryoSat-2.NH.3-0.r1',
'esacci.SEAICE.satellite-orbit-frequency.L2P.SITHICK.SIRAL.CryoSat-2.SH.2-0.r1',
'esacci.SEAICE.satellite-orbit-frequency.L2P.SITHICK.SIRAL.CryoSat-2.SH.3-0.r1',
'esacci.SEALEVEL.satellite-orbit-frequency.L1.UNSPECIFIED.AltiKa.SARAL.UNSPECIFIED.v2-0.r1',
'esacci.SEALEVEL.satellite-orbit-frequency.L1.UNSPECIFIED.GFO-RA.GFO.UNSPECIFIED.v2-0.r1',
'esacci.SEALEVEL.satellite-orbit-frequency.L1.UNSPECIFIED.Poseidon-2.Jason-1.UNSPECIFIED.v2-0.r1',
'esacci.SEALEVEL.satellite-orbit-frequency.L1.UNSPECIFIED.Poseidon-3.Jason-2.UNSPECIFIED.v2-0.r1',
'esacci.SEALEVEL.satellite-orbit-frequency.L1.UNSPECIFIED.RA-2.Envisat.UNSPECIFIED.v2-0.r1',
'esacci.SEALEVEL.satellite-orbit-frequency.L1.UNSPECIFIED.RA.ERS-1.UNSPECIFIED.v2-0.r1',
'esacci.SEALEVEL.satellite-orbit-frequency.L1.UNSPECIFIED.RA.ERS-2.UNSPECIFIED.v2-0.r1',
'esacci.SEALEVEL.satellite-orbit-frequency.L1.UNSPECIFIED.SIRAL.CryoSat-2.UNSPECIFIED.v2-0.r1',
'esacci.SEALEVEL.satellite-orbit-frequency.L1.UNSPECIFIED.SSALT.Topex-Poseidon.UNSPECIFIED.v2-0.r1',
'esacci.ICESHEETS.yr.Unspecified.GMB.GRACE-instrument.GRACE.UNSPECIFIED.1-2.greenland_gmb_mass_trends',
'esacci.ICESHEETS.yr.Unspecified.GMB.GRACE-instrument.GRACE.UNSPECIFIED.1-3.greenland_gmb_mass_trends',
'esacci.ICESHEETS.yr.Unspecified.GMB.GRACE-instrument.GRACE.UNSPECIFIED.1-4.greenland_gmb_mass_trends',
'esacci.ICESHEETS.yr.Unspecified.GMB.GRACE-instrument.GRACE.UNSPECIFIED.1-5.greenland_gmb_mass_trends',
'esacci.SEALEVEL.mon.IND.MSLTR.multi-sensor.multi-platform.MERGED.2-2.ASA',
'esacci.SEALEVEL.mon.IND.MSLTR.multi-sensor.multi-platform.MERGED.2-2.BENGUELA',
'esacci.SEALEVEL.mon.IND.MSLTR.multi-sensor.multi-platform.MERGED.2-2.CARIBBEAN',
'esacci.SEALEVEL.mon.IND.MSLTR.multi-sensor.multi-platform.MERGED.2-2.GULFSTREAM',
'esacci.SEALEVEL.mon.IND.MSLTR.multi-sensor.multi-platform.MERGED.2-2.HUMBOLDT',
'esacci.SEALEVEL.mon.IND.MSLTR.multi-sensor.multi-platform.MERGED.2-2.MED_SEA',
'esacci.SEALEVEL.mon.IND.MSLTR.multi-sensor.multi-platform.MERGED.2-2.NE_ATL',
'esacci.SEALEVEL.mon.IND.MSLTR.multi-sensor.multi-platform.MERGED.2-2.N_INDIAN',
'esacci.SEALEVEL.mon.IND.MSLTR.multi-sensor.multi-platform.MERGED.2-2.SE_AFRICA',
'esacci.SEALEVEL.mon.IND.MSLTR.multi-sensor.multi-platform.MERGED.2-2.SE_ASIA',
'esacci.SEALEVEL.mon.IND.MSLTR.multi-sensor.multi-platform.MERGED.2-2.S_AUSTRALIA',
'esacci.SEALEVEL.mon.IND.MSLTR.multi-sensor.multi-platform.MERGED.2-2.WAFRICA',
'esacci.SEALEVEL.mon.IND.MSLTR.multi-sensor.multi-platform.MERGED.2-2.r1',
'esacci.FIRE.mon.L3S.BA.MODIS.Terra.MODIS_TERRA.v5-1.pixel',
'esacci.FIRE.mon.L3S.BA.multi-sensor.multi-platform.SYN.v1-1.pixel',
'esacci.FIRE.mon.L3S.BA.MSI-(Sentinel-2).Sentinel-2A.MSI.2-0.pixel',
'esacci.FIRE.mon.L3S.BA.MSI-(Sentinel-2).Sentinel-2A.MSI.v1-1.pixel',
'esacci.LC.yr.L4.Map.multi-sensor.multi-platform.HRLC10-A03.v1-2.Siberia',
'esacci.LC.yr.L4.Map.multi-sensor.multi-platform.HRLC10-A02.v1-2.Amazonia',
'esacci.LC.yr.L4.Map.multi-sensor.multi-platform.HRLC10-A01.v1-2.Africa',
'esacci.LC.5-yrs.L4.Map.multi-sensor.multi-platform.HRLC30-A03.v1-2.Siberia',
'esacci.LC.5-yrs.L4.Map.multi-sensor.multi-platform.HRLC30-A02.v1-2.Amazonia',
'esacci.LC.5-yrs.L4.Map.multi-sensor.multi-platform.HRLC30-A01.v1-2.Africa',
'esacci.LC.5-yrs.L4.CHANGE.multi-sensor.multi-platform.HRLCC30-A03.v1-2.Siberia',
'esacci.LC.5-yrs.L4.CHANGE.multi-sensor.multi-platform.HRLCC30-A02.v1-2.Amazonia',
'esacci.LC.5-yrs.L4.CHANGE.multi-sensor.multi-platform.HRLCC30-A01.v1-2.Africa',
'esacci.VEGETATION.5-days.L3S.VP_PRODUCTS.VEGETATION.SPOT-5.MERGED.v1-0.r1',
'esacci.VEGETATION.5-days.L3S.VP_PRODUCTS.VEGETATION.multi-platform.MERGED.v1-0.r1',
'esacci.VEGETATION.5-days.L3S.VP_PRODUCTS.Végétation-P.PROBA-V.MERGED.v1-0.r1',
'esacci.VEGETATION.5-days.L3S.VP_PRODUCTS.multi-sensor.multi-platform.MERGED.v1-0.r1']
This might have been a bit much. In case you are looking for particular data sets, you can search for them. You can list which search options are available:
[5]:
cci_store.get_search_params_schema()
[5]:
<xcube.util.jsonschema.JsonObjectSchema at 0x73e3f94b3150>
The parameters are listed under properties. start_date, end_date and bbox are standard search parameters that are also used by other stores. cci_attrs lists additional parameters that are specific for the cci store (again, listed under properties). Of these, let’s use ecv and frequency.
[6]:
cci_attrs = dict(
ecv='AEROSOL',
frequency='month'
)
[descriptor.data_id for descriptor in cci_store.search_data(cci_attrs=cci_attrs)]
[6]:
['esacci.AEROSOL.mon.L3.AAI.multi-sensor.multi-platform.MSAAI.1-7.r1',
'esacci.AEROSOL.mon.L3C.AER_PRODUCTS.AATSR.Envisat.ADV.2-31.r1',
'esacci.AEROSOL.mon.L3C.AER_PRODUCTS.AATSR.Envisat.ORAC.04-01-.r1',
'esacci.AEROSOL.mon.L3C.AER_PRODUCTS.AATSR.Envisat.ORAC.04-01_seg-.r1',
'esacci.AEROSOL.mon.L3C.AER_PRODUCTS.AATSR.Envisat.SU.4-3.r1',
'esacci.AEROSOL.mon.L3C.AER_PRODUCTS.ATSR-2.ERS-2.ADV.2-31.r1',
'esacci.AEROSOL.mon.L3C.AER_PRODUCTS.ATSR-2.ERS-2.ORAC.04-01-.r1',
'esacci.AEROSOL.mon.L3C.AER_PRODUCTS.ATSR-2.ERS-2.ORAC.04-01_seg-.r1',
'esacci.AEROSOL.mon.L3C.AER_PRODUCTS.ATSR-2.ERS-2.SU.4-3.r1',
'esacci.AEROSOL.mon.L3C.AER_PRODUCTS.multi-sensor.multi-platform.AATSR-ENVISAT-ENS_MONTHLY.v2-6.r1',
'esacci.AEROSOL.mon.L3C.AER_PRODUCTS.multi-sensor.multi-platform.ATSR2-ENVISAT-ENS_MONTHLY.v2-6.r1',
'esacci.AEROSOL.mon.L3C.AOD.MERIS.Envisat.MERIS_ENVISAT.2-2.r1']
‘esacci.AEROSOL.mon.L3.AAI.multi-sensor.multi-platform.MSAAI.1-7.r1’ sounds interesting. Let’s get more information about that one.
[7]:
cci_store.describe_data('esacci.FIRE.mon.L4.BA.MODIS.Terra.MODIS_TERRA.v5-1.grid')
[7]:
<xcube.core.store.descriptor.DatasetDescriptor at 0x73e3f94b2b30>
Finally, we can have a look at which openers are provided by this store.
[8]:
cci_store.get_data_opener_ids()
[8]:
['dataset:zarr:cciodp',
'dataframe:geojson:esa-cdc',
'vectordatacube::esa-cdc',
'datatree:zarr:esa-cdc']
Here is how you can view which parameters can be used when you want to open a particular dataset (both parameters are optional).
[9]:
cci_store.get_open_data_params_schema(data_id='esacci.FIRE.mon.L4.BA.MODIS.Terra.MODIS_TERRA.v5-1.grid', opener_id='dataset:zarr:cciodp')
[9]:
<xcube.util.jsonschema.JsonObjectSchema at 0x73e3f94b34d0>
Great! Now we are all set to open some cubes.
[10]:
ds = cci_store.open_data(data_id='esacci.FIRE.mon.L4.BA.MODIS.Terra.MODIS_TERRA.v5-1.grid', opener_id='dataset:zarr:cciodp')
ds
[10]:
<xarray.Dataset> Size: 25GB
Dimensions: (time: 264, lat: 720, lon: 1440,
vegetation_class: 18, nv: 2, bnds: 2)
Coordinates:
* lat (lat) float32 3kB 89.88 89.62 ... -89.88
lat_bnds (lat, nv) float32 6kB dask.array<chunksize=(720, 2), meta=np.ndarray>
* lon (lon) float32 6kB -179.9 -179.6 ... 179.9
lon_bnds (lon, nv) float32 12kB dask.array<chunksize=(1440, 2), meta=np.ndarray>
* time (time) datetime64[ns] 2kB 2001-01-16T12:...
time_bnds (time, bnds) datetime64[ns] 4kB dask.array<chunksize=(264, 2), meta=np.ndarray>
* vegetation_class (vegetation_class) int32 72B 10 20 ... 180
Dimensions without coordinates: nv, bnds
Data variables:
burned_area (time, lat, lon) float32 1GB dask.array<chunksize=(1, 720, 1440), meta=np.ndarray>
burned_area_in_vegetation_class (time, vegetation_class, lat, lon) float32 20GB dask.array<chunksize=(1, 6, 720, 720), meta=np.ndarray>
fraction_of_burnable_area (time, lat, lon) float32 1GB dask.array<chunksize=(1, 720, 1440), meta=np.ndarray>
fraction_of_observed_area (time, lat, lon) float32 1GB dask.array<chunksize=(1, 720, 1440), meta=np.ndarray>
number_of_patches (time, lat, lon) float32 1GB dask.array<chunksize=(1, 720, 1440), meta=np.ndarray>
standard_error (time, lat, lon) float32 1GB dask.array<chunksize=(1, 720, 1440), meta=np.ndarray>
Attributes:
Conventions: CF-1.7
title: esacci.FIRE.mon.L4.BA.MODIS.Terra.MODIS_TERRA.v5...
date_created: 2025-12-04T10:47:12.287171
processing_level: L4
time_coverage_start: 2001-01-01T00:00:00
time_coverage_end: 2023-01-01T00:00:00
time_coverage_duration: P8035DT0H0M0S
history: [{'program': 'xcube_cci.chunkstore.CciChunkStore...[11]:
ds.isel(time=263).burned_area.plot()
[11]:
<matplotlib.collections.QuadMesh at 0x73e3f11d9010>
[ ]: