Diagnostic Dataset Selection¶

A diagnostic defines the requirements for the data it needs to run. The requirements are defined in the data_requirements attribute of the diagnostic class.

This notebook provides some examples querying and filtering datasets, which is useful to understand how to configure dataset selection when integrating a diagnostic into the REF.

In [2]:

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config = Config.default()
db = Database.from_config(config)
config = Config.default()
db = Database.from_config(config)

Each source dataset type has a corresponding adapter that can be used to load the data catalog.

The adapter provides a consistent interface for ingesting and querying datasets across different dataset types. It contains information such as the columns that are expected.

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from climate_ref.datasets import get_dataset_adapter

adapter = get_dataset_adapter("cmip6")
adapter
from climate_ref.datasets import get_dataset_adapter

adapter = get_dataset_adapter("cmip6")
adapter

Out[3]:

<climate_ref.datasets.cmip6.CMIP6DatasetAdapter at 0x7addf48e2d50>

Data Catalog¶

Below is an example of a data catalog of the CMIP6 datasets that have already been ingested.

This data catalog contains information about the datasets that are available for use in the diagnostics. The data catalog is a pandas DataFrame that contains information about the datasets, such as the variable, source_id, and other metadata.

Each row represents an individual NetCDF file, with the rows containing the metadata associated with that file. There are ~36 different facets of metadata for a CMIP6 data file. Each of these facets can be used to refine the datasets that are needed for a given diagnostic execution.

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data_catalog = adapter.load_catalog(db)
data_catalog
data_catalog = adapter.load_catalog(db)
data_catalog

Out[4]:

	start_time	end_time	path	activity_id	branch_method	branch_time_in_child	branch_time_in_parent	experiment	experiment_id	frequency	...	variable_id	variant_label	member_id	vertical_levels	version	standard_name	long_name	units	finalised	instance_id
57	None	None	/home/docs/checkouts/readthedocs.org/user_buil...	CMIP	standard	0.0	267840.0	pre-industrial control	piControl	fx	...	areacello	r1i1p1f1	r1i1p1f1	1	v20190709	cell_area	Grid-Cell Area for Ocean Variables	m2	True	CMIP6.CMIP.MOHC.HadGEM3-GC31-LL.piControl.r1i1...
58	None	None	/home/docs/checkouts/readthedocs.org/user_buil...	CMIP	standard	0.0	267840.0	pre-industrial control	piControl	fx	...	areacella	r1i1p1f1	r1i1p1f1	1	v20190709	cell_area	Grid-Cell Area for Atmospheric Grid Variables	m2	True	CMIP6.CMIP.MOHC.HadGEM3-GC31-LL.piControl.r1i1...
59	1870-01-16 12:00:00	1889-12-16 12:00:00	/home/docs/checkouts/readthedocs.org/user_buil...	CMIP	standard	0.0	146097.0	pre-industrial control simulation with CO2 con...	esm-piControl	mon	...	tas	r1i1p1f1	r1i1p1f1	1	v20190815	air_temperature	Near-Surface Air Temperature	K	True	CMIP6.CMIP.MPI-M.MPI-ESM1-2-LR.esm-piControl.r...
59	1910-01-16 12:00:00	1915-12-16 12:00:00	/home/docs/checkouts/readthedocs.org/user_buil...	CMIP	standard	0.0	146097.0	pre-industrial control simulation with CO2 con...	esm-piControl	mon	...	tas	r1i1p1f1	r1i1p1f1	1	v20190815	air_temperature	Near-Surface Air Temperature	K	True	CMIP6.CMIP.MPI-M.MPI-ESM1-2-LR.esm-piControl.r...
59	1890-01-16 12:00:00	1909-12-16 12:00:00	/home/docs/checkouts/readthedocs.org/user_buil...	CMIP	standard	0.0	146097.0	pre-industrial control simulation with CO2 con...	esm-piControl	mon	...	tas	r1i1p1f1	r1i1p1f1	1	v20190815	air_temperature	Near-Surface Air Temperature	K	True	CMIP6.CMIP.MPI-M.MPI-ESM1-2-LR.esm-piControl.r...
...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...
52	0101-01-16 12:00:00	0125-12-16 12:00:00	/home/docs/checkouts/readthedocs.org/user_buil...	CMIP	standard	0.0	36524.0	pre-industrial control	piControl	mon	...	rsut	r1i1p1f1	r1i1p1f1	1	v20210316	toa_outgoing_shortwave_flux	TOA Outgoing Shortwave Radiation	W m-2	True	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.piControl.r1i1p...
53	0101-01-16 12:00:00	0180-12-16 12:00:00	/home/docs/checkouts/readthedocs.org/user_buil...	CMIP	standard	0.0	36524.0	pre-industrial control	piControl	mon	...	tas	r1i1p1f1	r1i1p1f1	1	v20210316	air_temperature	Near-Surface Air Temperature	K	True	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.piControl.r1i1p...
54	None	None	/home/docs/checkouts/readthedocs.org/user_buil...	CMIP	standard	0.0	36524.0	pre-industrial control	piControl	fx	...	areacella	r1i1p1f1	r1i1p1f1	1	v20210316	cell_area	Grid-Cell Area for Atmospheric Grid Variables	m2	True	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.piControl.r1i1p...
55	1979-01-16 00:00:00	2014-12-16 00:00:00	/home/docs/checkouts/readthedocs.org/user_buil...	CMIP	standard	0.0	0.0	all-forcing simulation of the recent past	historical	mon	...	tas	r1i1p1f3	r1i1p1f3	1	v20190624	air_temperature	Near-Surface Air Temperature	K	True	CMIP6.CMIP.MOHC.HadGEM3-GC31-LL.historical.r1i...
56	1979-01-16 00:00:00	2014-12-16 00:00:00	/home/docs/checkouts/readthedocs.org/user_buil...	CMIP	standard	0.0	0.0	all-forcing simulation of the recent past	historical	mon	...	siconc	r1i1p1f3	r1i1p1f3	1	v20200330	sea_ice_area_fraction	Sea-ice Area Percentage (Ocean Grid)	%	True	CMIP6.CMIP.MOHC.HadGEM3-GC31-LL.historical.r1i...

97 rows × 36 columns

A dataset may consist of more than one file. In the case of CMIP6 datasets, the modelling centers who produce the data may chunk a dataset along the time axis. The size of these chunks is at the discretion of the modelling center.

Datasets share a common set of metadata (see adapter.dataset_specific_metadata) which do not vary for a given dataset, while some facets vary within the dataset (adapter.file_specific_metadata).

Each data catalog will have a facet that can be used to split the catalog into unique datasets (see adapter.slug_column).

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adapter.slug_column
adapter.slug_column

Out[5]:

'instance_id'

In [6]:

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for unique_id, dataset_files in data_catalog.groupby(adapter.slug_column):
    print(unique_id)
    display(dataset_files)
    print()
for unique_id, dataset_files in data_catalog.groupby(adapter.slug_column):
    print(unique_id)
    display(dataset_files)
    print()

CMIP6.C4MIP CDRMIP.CSIRO.ACCESS-ESM1-5.esm-1pct-brch-1000PgC.r1i1p1f1.Amon.tas.gn.v20191206

	start_time	end_time	path	activity_id	branch_method	branch_time_in_child	branch_time_in_parent	experiment	experiment_id	frequency	...	variable_id	variant_label	member_id	vertical_levels	version	standard_name	long_name	units	finalised	instance_id
1	0168-01-16 12:00:00	0268-12-16 12:00:00	/home/docs/checkouts/readthedocs.org/user_buil...	C4MIP CDRMIP	standard	24471.0	24471.0	zero emissions simulation branched from 1% run...	esm-1pct-brch-1000PgC	mon	...	tas	r1i1p1f1	r1i1p1f1	1	v20191206	air_temperature	Near-Surface Air Temperature	K	True	CMIP6.C4MIP CDRMIP.CSIRO.ACCESS-ESM1-5.esm-1pc...

1 rows × 36 columns

CMIP6.C4MIP CDRMIP.CSIRO.ACCESS-ESM1-5.esm-1pct-brch-1000PgC.r1i1p1f1.fx.areacella.gn.v20191206

	start_time	end_time	path	activity_id	branch_method	branch_time_in_child	branch_time_in_parent	experiment	experiment_id	frequency	...	variable_id	variant_label	member_id	vertical_levels	version	standard_name	long_name	units	finalised	instance_id
2	None	None	/home/docs/checkouts/readthedocs.org/user_buil...	C4MIP CDRMIP	standard	24471.0	24471.0	zero emissions simulation branched from 1% run...	esm-1pct-brch-1000PgC	fx	...	areacella	r1i1p1f1	r1i1p1f1	1	v20191206	cell_area	Grid-Cell Area for Atmospheric Grid Variables	m2	True	CMIP6.C4MIP CDRMIP.CSIRO.ACCESS-ESM1-5.esm-1pc...

1 rows × 36 columns

CMIP6.C4MIP CDRMIP.MPI-M.MPI-ESM1-2-LR.esm-1pctCO2.r1i1p1f1.Amon.fco2antt.gn.v20190815

	start_time	end_time	path	activity_id	branch_method	experiment	experiment_id	frequency	...	variable_id	variant_label	member_id	vertical_levels	version	standard_name	long_name	units	finalised	instance_id
3	1850-01-16 12:00:00	1869-12-16 12:00:00	/home/docs/checkouts/readthedocs.org/user_buil...	C4MIP CDRMIP	standard	emissions driven 1% run	esm-1pctCO2	mon	...	fco2antt	r1i1p1f1	r1i1p1f1	1	v20190815	tendency_of_atmosphere_mass_content_of_carbon_...	Carbon Mass Flux into Atmosphere Due to All An...	kg m-2 s-1	True	CMIP6.C4MIP CDRMIP.MPI-M.MPI-ESM1-2-LR.esm-1pc...
3	1890-01-16 12:00:00	1909-12-16 12:00:00	/home/docs/checkouts/readthedocs.org/user_buil...	C4MIP CDRMIP	standard	emissions driven 1% run	esm-1pctCO2	mon	...	fco2antt	r1i1p1f1	r1i1p1f1	1	v20190815	tendency_of_atmosphere_mass_content_of_carbon_...	Carbon Mass Flux into Atmosphere Due to All An...	kg m-2 s-1	True	CMIP6.C4MIP CDRMIP.MPI-M.MPI-ESM1-2-LR.esm-1pc...
3	1870-01-16 12:00:00	1889-12-16 12:00:00	/home/docs/checkouts/readthedocs.org/user_buil...	C4MIP CDRMIP	standard	emissions driven 1% run	esm-1pctCO2	mon	...	fco2antt	r1i1p1f1	r1i1p1f1	1	v20190815	tendency_of_atmosphere_mass_content_of_carbon_...	Carbon Mass Flux into Atmosphere Due to All An...	kg m-2 s-1	True	CMIP6.C4MIP CDRMIP.MPI-M.MPI-ESM1-2-LR.esm-1pc...
3	1910-01-16 12:00:00	1914-12-16 12:00:00	/home/docs/checkouts/readthedocs.org/user_buil...	C4MIP CDRMIP	standard	emissions driven 1% run	esm-1pctCO2	mon	...	fco2antt	r1i1p1f1	r1i1p1f1	1	v20190815	tendency_of_atmosphere_mass_content_of_carbon_...	Carbon Mass Flux into Atmosphere Due to All An...	kg m-2 s-1	True	CMIP6.C4MIP CDRMIP.MPI-M.MPI-ESM1-2-LR.esm-1pc...

4 rows × 36 columns

CMIP6.C4MIP CDRMIP.MPI-M.MPI-ESM1-2-LR.esm-1pctCO2.r1i1p1f1.Amon.tas.gn.v20190815

	start_time	end_time	path	activity_id	branch_method	experiment	experiment_id	frequency	...	variable_id	variant_label	member_id	vertical_levels	version	standard_name	long_name	units	finalised	instance_id
4	1850-01-16 12:00:00	1869-12-16 12:00:00	/home/docs/checkouts/readthedocs.org/user_buil...	C4MIP CDRMIP	standard	emissions driven 1% run	esm-1pctCO2	mon	...	tas	r1i1p1f1	r1i1p1f1	1	v20190815	air_temperature	Near-Surface Air Temperature	K	True	CMIP6.C4MIP CDRMIP.MPI-M.MPI-ESM1-2-LR.esm-1pc...
4	1890-01-16 12:00:00	1909-12-16 12:00:00	/home/docs/checkouts/readthedocs.org/user_buil...	C4MIP CDRMIP	standard	emissions driven 1% run	esm-1pctCO2	mon	...	tas	r1i1p1f1	r1i1p1f1	1	v20190815	air_temperature	Near-Surface Air Temperature	K	True	CMIP6.C4MIP CDRMIP.MPI-M.MPI-ESM1-2-LR.esm-1pc...
4	1910-01-16 12:00:00	1914-12-16 12:00:00	/home/docs/checkouts/readthedocs.org/user_buil...	C4MIP CDRMIP	standard	emissions driven 1% run	esm-1pctCO2	mon	...	tas	r1i1p1f1	r1i1p1f1	1	v20190815	air_temperature	Near-Surface Air Temperature	K	True	CMIP6.C4MIP CDRMIP.MPI-M.MPI-ESM1-2-LR.esm-1pc...
4	1870-01-16 12:00:00	1889-12-16 12:00:00	/home/docs/checkouts/readthedocs.org/user_buil...	C4MIP CDRMIP	standard	emissions driven 1% run	esm-1pctCO2	mon	...	tas	r1i1p1f1	r1i1p1f1	1	v20190815	air_temperature	Near-Surface Air Temperature	K	True	CMIP6.C4MIP CDRMIP.MPI-M.MPI-ESM1-2-LR.esm-1pc...

4 rows × 36 columns

CMIP6.CMIP.CCCma.CanESM5.historical.r1i1p1f1.Amon.tas.gn.v20190429

	start_time	end_time	path	activity_id	branch_method	branch_time_in_child	branch_time_in_parent	experiment	experiment_id	frequency	...	variable_id	variant_label	member_id	vertical_levels	version	standard_name	long_name	units	finalised	instance_id
5	1979-01-16 12:00:00	2014-12-16 12:00:00	/home/docs/checkouts/readthedocs.org/user_buil...	CMIP	Spin-up documentation	0.0	1223115.0	all-forcing simulation of the recent past	historical	mon	...	tas	r1i1p1f1	r1i1p1f1	1	v20190429	air_temperature	Near-Surface Air Temperature	K	True	CMIP6.CMIP.CCCma.CanESM5.historical.r1i1p1f1.A...

1 rows × 36 columns

CMIP6.CMIP.CCCma.CanESM5.historical.r1i1p1f1.Ofx.areacello.gn.v20190429

	start_time	end_time	path	activity_id	branch_method	branch_time_in_child	branch_time_in_parent	experiment	experiment_id	frequency	...	variable_id	variant_label	member_id	vertical_levels	version	standard_name	long_name	units	finalised	instance_id
6	None	None	/home/docs/checkouts/readthedocs.org/user_buil...	CMIP	Spin-up documentation	0.0	1223115.0	all-forcing simulation of the recent past	historical	fx	...	areacello	r1i1p1f1	r1i1p1f1	1	v20190429	cell_area	Grid-Cell Area for Ocean Variables	m2	True	CMIP6.CMIP.CCCma.CanESM5.historical.r1i1p1f1.O...

1 rows × 36 columns

CMIP6.CMIP.CCCma.CanESM5.historical.r1i1p1f1.SImon.siconc.gn.v20190429

	start_time	end_time	path	activity_id	branch_method	branch_time_in_child	branch_time_in_parent	experiment	experiment_id	frequency	...	variable_id	variant_label	member_id	vertical_levels	version	standard_name	long_name	units	finalised	instance_id
7	1979-01-16 12:00:00	2014-12-16 12:00:00	/home/docs/checkouts/readthedocs.org/user_buil...	CMIP	Spin-up documentation	0.0	1223115.0	all-forcing simulation of the recent past	historical	mon	...	siconc	r1i1p1f1	r1i1p1f1	1	v20190429	sea_ice_area_fraction	Sea-ice Area Percentage (Ocean Grid)	%	True	CMIP6.CMIP.CCCma.CanESM5.historical.r1i1p1f1.S...

1 rows × 36 columns

CMIP6.CMIP.CCCma.CanESM5.historical.r1i1p1f1.fx.areacella.gn.v20190429

	start_time	end_time	path	activity_id	branch_method	branch_time_in_child	branch_time_in_parent	experiment	experiment_id	frequency	...	variable_id	variant_label	member_id	vertical_levels	version	standard_name	long_name	units	finalised	instance_id
8	None	None	/home/docs/checkouts/readthedocs.org/user_buil...	CMIP	Spin-up documentation	0.0	1223115.0	all-forcing simulation of the recent past	historical	fx	...	areacella	r1i1p1f1	r1i1p1f1	1	v20190429	cell_area	Grid-Cell Area for Atmospheric Grid Variables	m2	True	CMIP6.CMIP.CCCma.CanESM5.historical.r1i1p1f1.f...

1 rows × 36 columns

CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.1pctCO2.r1i1p1f1.Amon.tas.gn.v20191115

	start_time	end_time	path	activity_id	branch_method	branch_time_in_child	branch_time_in_parent	experiment	experiment_id	frequency	...	variable_id	variant_label	member_id	vertical_levels	version	standard_name	long_name	units	finalised	instance_id
9	0101-01-16 12:00:00	0250-12-16 12:00:00	/home/docs/checkouts/readthedocs.org/user_buil...	CMIP	standard	0.0	0.0	1 percent per year increase in CO2	1pctCO2	mon	...	tas	r1i1p1f1	r1i1p1f1	1	v20191115	air_temperature	Near-Surface Air Temperature	K	True	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.1pctCO2.r1i1p1f...

1 rows × 36 columns

CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.1pctCO2.r1i1p1f1.fx.areacella.gn.v20191115

	start_time	end_time	path	activity_id	branch_method	branch_time_in_child	branch_time_in_parent	experiment	experiment_id	frequency	...	variable_id	variant_label	member_id	vertical_levels	version	standard_name	long_name	units	finalised	instance_id
10	None	None	/home/docs/checkouts/readthedocs.org/user_buil...	CMIP	standard	0.0	0.0	1 percent per year increase in CO2	1pctCO2	fx	...	areacella	r1i1p1f1	r1i1p1f1	1	v20191115	cell_area	Grid-Cell Area for Atmospheric Grid Variables	m2	True	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.1pctCO2.r1i1p1f...

1 rows × 36 columns

CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.abrupt-4xCO2.r1i1p1f1.Amon.rlut.gn.v20191115

	start_time	end_time	path	activity_id	branch_method	branch_time_in_child	branch_time_in_parent	experiment	experiment_id	frequency	...	variable_id	variant_label	member_id	vertical_levels	version	standard_name	long_name	units	finalised	instance_id
11	0101-01-16 12:00:00	0125-12-16 12:00:00	/home/docs/checkouts/readthedocs.org/user_buil...	CMIP	standard	0.0	0.0	abrupt quadrupling of CO2	abrupt-4xCO2	mon	...	rlut	r1i1p1f1	r1i1p1f1	1	v20191115	toa_outgoing_longwave_flux	TOA Outgoing Longwave Radiation	W m-2	True	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.abrupt-4xCO2.r1...

1 rows × 36 columns

CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.abrupt-4xCO2.r1i1p1f1.Amon.rsdt.gn.v20191115

	start_time	end_time	path	activity_id	branch_method	branch_time_in_child	branch_time_in_parent	experiment	experiment_id	frequency	...	variable_id	variant_label	member_id	vertical_levels	version	standard_name	long_name	units	finalised	instance_id
12	0101-01-16 12:00:00	0125-12-16 12:00:00	/home/docs/checkouts/readthedocs.org/user_buil...	CMIP	standard	0.0	0.0	abrupt quadrupling of CO2	abrupt-4xCO2	mon	...	rsdt	r1i1p1f1	r1i1p1f1	1	v20191115	toa_incoming_shortwave_flux	TOA Incident Shortwave Radiation	W m-2	True	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.abrupt-4xCO2.r1...

1 rows × 36 columns

CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.abrupt-4xCO2.r1i1p1f1.Amon.rsut.gn.v20191115

	start_time	end_time	path	activity_id	branch_method	branch_time_in_child	branch_time_in_parent	experiment	experiment_id	frequency	...	variable_id	variant_label	member_id	vertical_levels	version	standard_name	long_name	units	finalised	instance_id
13	0101-01-16 12:00:00	0125-12-16 12:00:00	/home/docs/checkouts/readthedocs.org/user_buil...	CMIP	standard	0.0	0.0	abrupt quadrupling of CO2	abrupt-4xCO2	mon	...	rsut	r1i1p1f1	r1i1p1f1	1	v20191115	toa_outgoing_shortwave_flux	TOA Outgoing Shortwave Radiation	W m-2	True	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.abrupt-4xCO2.r1...

1 rows × 36 columns

CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.abrupt-4xCO2.r1i1p1f1.Amon.tas.gn.v20191115

	start_time	end_time	path	activity_id	branch_method	branch_time_in_child	branch_time_in_parent	experiment	experiment_id	frequency	...	variable_id	variant_label	member_id	vertical_levels	version	standard_name	long_name	units	finalised	instance_id
14	0101-01-16 12:00:00	0125-12-16 12:00:00	/home/docs/checkouts/readthedocs.org/user_buil...	CMIP	standard	0.0	0.0	abrupt quadrupling of CO2	abrupt-4xCO2	mon	...	tas	r1i1p1f1	r1i1p1f1	1	v20191115	air_temperature	Near-Surface Air Temperature	K	True	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.abrupt-4xCO2.r1...

1 rows × 36 columns

CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.abrupt-4xCO2.r1i1p1f1.fx.areacella.gn.v20191115

	start_time	end_time	path	activity_id	branch_method	branch_time_in_child	branch_time_in_parent	experiment	experiment_id	frequency	...	variable_id	variant_label	member_id	vertical_levels	version	standard_name	long_name	units	finalised	instance_id
15	None	None	/home/docs/checkouts/readthedocs.org/user_buil...	CMIP	standard	0.0	0.0	abrupt quadrupling of CO2	abrupt-4xCO2	fx	...	areacella	r1i1p1f1	r1i1p1f1	1	v20191115	cell_area	Grid-Cell Area for Atmospheric Grid Variables	m2	True	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.abrupt-4xCO2.r1...

1 rows × 36 columns

CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1p1f1.Amon.hurs.gn.v20191115

	start_time	end_time	path	activity_id	branch_method	branch_time_in_child	branch_time_in_parent	experiment	experiment_id	frequency	...	variable_id	variant_label	member_id	vertical_levels	version	standard_name	long_name	units	finalised	instance_id
16	2013-01-16 12:00:00	2014-12-16 12:00:00	/home/docs/checkouts/readthedocs.org/user_buil...	CMIP	standard	0.0	21915.0	all-forcing simulation of the recent past	historical	mon	...	hurs	r1i1p1f1	r1i1p1f1	1	v20191115	relative_humidity	Near-Surface Relative Humidity	%	True	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...

1 rows × 36 columns

CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1p1f1.Amon.hus.gn.v20191115

	start_time	end_time	path	activity_id	branch_method	branch_time_in_child	branch_time_in_parent	experiment	experiment_id	frequency	...	variable_id	variant_label	member_id	vertical_levels	version	standard_name	long_name	units	finalised	instance_id
17	1980-01-16 12:00:00	2014-12-16 12:00:00	/home/docs/checkouts/readthedocs.org/user_buil...	CMIP	standard	0.0	21915.0	all-forcing simulation of the recent past	historical	mon	...	hus	r1i1p1f1	r1i1p1f1	19	v20191115	specific_humidity	Specific Humidity	1	True	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...

1 rows × 36 columns

CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1p1f1.Amon.pr.gn.v20191115

	start_time	end_time	path	activity_id	branch_method	branch_time_in_child	branch_time_in_parent	experiment	experiment_id	frequency	...	variable_id	variant_label	member_id	vertical_levels	version	standard_name	long_name	units	finalised	instance_id
18	1850-01-16 12:00:00	2014-12-16 12:00:00	/home/docs/checkouts/readthedocs.org/user_buil...	CMIP	standard	0.0	21915.0	all-forcing simulation of the recent past	historical	mon	...	pr	r1i1p1f1	r1i1p1f1	1	v20191115	precipitation_flux	Precipitation	kg m-2 s-1	True	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...

1 rows × 36 columns

CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1p1f1.Amon.psl.gn.v20191115

	start_time	end_time	path	activity_id	branch_method	branch_time_in_child	branch_time_in_parent	experiment	experiment_id	frequency	...	variable_id	variant_label	member_id	vertical_levels	version	standard_name	long_name	units	finalised	instance_id
19	1980-01-16 12:00:00	2014-12-16 12:00:00	/home/docs/checkouts/readthedocs.org/user_buil...	CMIP	standard	0.0	21915.0	all-forcing simulation of the recent past	historical	mon	...	psl	r1i1p1f1	r1i1p1f1	1	v20191115	air_pressure_at_mean_sea_level	Sea Level Pressure	Pa	True	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...

1 rows × 36 columns

CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1p1f1.Amon.rlut.gn.v20191115

	start_time	end_time	path	activity_id	branch_method	branch_time_in_child	branch_time_in_parent	experiment	experiment_id	frequency	...	variable_id	variant_label	member_id	vertical_levels	version	standard_name	long_name	units	finalised	instance_id
20	1996-01-16 12:00:00	2014-12-16 12:00:00	/home/docs/checkouts/readthedocs.org/user_buil...	CMIP	standard	0.0	21915.0	all-forcing simulation of the recent past	historical	mon	...	rlut	r1i1p1f1	r1i1p1f1	1	v20191115	toa_outgoing_longwave_flux	TOA Outgoing Longwave Radiation	W m-2	True	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...

1 rows × 36 columns

CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1p1f1.Amon.rlutcs.gn.v20191115

	start_time	end_time	path	activity_id	branch_method	branch_time_in_child	branch_time_in_parent	experiment	experiment_id	frequency	...	variable_id	variant_label	member_id	vertical_levels	version	standard_name	long_name	units	finalised	instance_id
21	1996-01-16 12:00:00	2014-12-16 12:00:00	/home/docs/checkouts/readthedocs.org/user_buil...	CMIP	standard	0.0	21915.0	all-forcing simulation of the recent past	historical	mon	...	rlutcs	r1i1p1f1	r1i1p1f1	1	v20191115	toa_outgoing_longwave_flux_assuming_clear_sky	TOA Outgoing Clear-Sky Longwave Radiation	W m-2	True	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...

1 rows × 36 columns

CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1p1f1.Amon.rsdt.gn.v20191115

	start_time	end_time	path	activity_id	branch_method	branch_time_in_child	branch_time_in_parent	experiment	experiment_id	frequency	...	variable_id	variant_label	member_id	vertical_levels	version	standard_name	long_name	units	finalised	instance_id
22	2000-01-16 12:00:00	2014-12-16 12:00:00	/home/docs/checkouts/readthedocs.org/user_buil...	CMIP	standard	0.0	21915.0	all-forcing simulation of the recent past	historical	mon	...	rsdt	r1i1p1f1	r1i1p1f1	1	v20191115	toa_incoming_shortwave_flux	TOA Incident Shortwave Radiation	W m-2	True	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...

1 rows × 36 columns

CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1p1f1.Amon.rsut.gn.v20191115

	start_time	end_time	path	activity_id	branch_method	branch_time_in_child	branch_time_in_parent	experiment	experiment_id	frequency	...	variable_id	variant_label	member_id	vertical_levels	version	standard_name	long_name	units	finalised	instance_id
23	1996-01-16 12:00:00	2014-12-16 12:00:00	/home/docs/checkouts/readthedocs.org/user_buil...	CMIP	standard	0.0	21915.0	all-forcing simulation of the recent past	historical	mon	...	rsut	r1i1p1f1	r1i1p1f1	1	v20191115	toa_outgoing_shortwave_flux	TOA Outgoing Shortwave Radiation	W m-2	True	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...

1 rows × 36 columns

CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1p1f1.Amon.rsutcs.gn.v20191115

	start_time	end_time	path	activity_id	branch_method	branch_time_in_child	branch_time_in_parent	experiment	experiment_id	frequency	...	variable_id	variant_label	member_id	vertical_levels	version	standard_name	long_name	units	finalised	instance_id
24	1996-01-16 12:00:00	2014-12-16 12:00:00	/home/docs/checkouts/readthedocs.org/user_buil...	CMIP	standard	0.0	21915.0	all-forcing simulation of the recent past	historical	mon	...	rsutcs	r1i1p1f1	r1i1p1f1	1	v20191115	toa_outgoing_shortwave_flux_assuming_clear_sky	TOA Outgoing Clear-Sky Shortwave Radiation	W m-2	True	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...

1 rows × 36 columns

CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1p1f1.Amon.tas.gn.v20191115

	start_time	end_time	path	activity_id	branch_method	branch_time_in_child	branch_time_in_parent	experiment	experiment_id	frequency	...	variable_id	variant_label	member_id	vertical_levels	version	standard_name	long_name	units	finalised	instance_id
25	1850-01-16 12:00:00	2014-12-16 12:00:00	/home/docs/checkouts/readthedocs.org/user_buil...	CMIP	standard	0.0	21915.0	all-forcing simulation of the recent past	historical	mon	...	tas	r1i1p1f1	r1i1p1f1	1	v20191115	air_temperature	Near-Surface Air Temperature	K	True	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...

1 rows × 36 columns

CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1p1f1.Amon.tasmax.gn.v20191115

	start_time	end_time	path	activity_id	branch_method	branch_time_in_child	branch_time_in_parent	experiment	experiment_id	frequency	...	variable_id	variant_label	member_id	vertical_levels	version	standard_name	long_name	units	finalised	instance_id
26	2013-01-16 12:00:00	2014-12-16 12:00:00	/home/docs/checkouts/readthedocs.org/user_buil...	CMIP	standard	0.0	21915.0	all-forcing simulation of the recent past	historical	mon	...	tasmax	r1i1p1f1	r1i1p1f1	1	v20191115	air_temperature	Daily Maximum Near-Surface Air Temperature	K	True	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...

1 rows × 36 columns

CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1p1f1.Amon.tauu.gn.v20191115

	start_time	end_time	path	activity_id	branch_method	branch_time_in_child	branch_time_in_parent	experiment	experiment_id	frequency	...	variable_id	variant_label	member_id	vertical_levels	version	standard_name	long_name	units	finalised	instance_id
27	1850-01-16 12:00:00	2014-12-16 12:00:00	/home/docs/checkouts/readthedocs.org/user_buil...	CMIP	standard	0.0	21915.0	all-forcing simulation of the recent past	historical	mon	...	tauu	r1i1p1f1	r1i1p1f1	1	v20191115	surface_downward_eastward_stress	Surface Downward Eastward Wind Stress	Pa	True	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...

1 rows × 36 columns

CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1p1f1.Amon.ts.gn.v20191115

	start_time	end_time	path	activity_id	branch_method	branch_time_in_child	branch_time_in_parent	experiment	experiment_id	frequency	...	variable_id	variant_label	member_id	vertical_levels	version	standard_name	long_name	units	finalised	instance_id
28	2000-01-16 12:00:00	2014-12-16 12:00:00	/home/docs/checkouts/readthedocs.org/user_buil...	CMIP	standard	0.0	21915.0	all-forcing simulation of the recent past	historical	mon	...	ts	r1i1p1f1	r1i1p1f1	1	v20191115	surface_temperature	Surface Temperature	K	True	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...

1 rows × 36 columns

CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1p1f1.Amon.ua.gn.v20191115

	start_time	end_time	path	activity_id	branch_method	branch_time_in_child	branch_time_in_parent	experiment	experiment_id	frequency	...	variable_id	variant_label	member_id	vertical_levels	version	standard_name	long_name	units	finalised	instance_id
29	1980-01-16 12:00:00	2014-12-16 12:00:00	/home/docs/checkouts/readthedocs.org/user_buil...	CMIP	standard	0.0	21915.0	all-forcing simulation of the recent past	historical	mon	...	ua	r1i1p1f1	r1i1p1f1	19	v20191115	eastward_wind	Eastward Wind	m s-1	True	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...

1 rows × 36 columns

CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1p1f1.Emon.cSoil.gn.v20191115

	start_time	end_time	path	activity_id	branch_method	branch_time_in_child	branch_time_in_parent	experiment	experiment_id	frequency	...	variable_id	variant_label	member_id	vertical_levels	version	standard_name	long_name	units	finalised	instance_id
30	2000-01-16 12:00:00	2014-12-16 12:00:00	/home/docs/checkouts/readthedocs.org/user_buil...	CMIP	standard	0.0	21915.0	all-forcing simulation of the recent past	historical	mon	...	cSoil	r1i1p1f1	r1i1p1f1	1	v20191115	soil_mass_content_of_carbon	Carbon Mass in Model Soil Pool	kg m-2	True	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...

1 rows × 36 columns

CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1p1f1.Emon.vegFrac.gn.v20191115

	start_time	end_time	path	activity_id	branch_method	branch_time_in_child	branch_time_in_parent	experiment	experiment_id	frequency	...	variable_id	variant_label	member_id	vertical_levels	version	standard_name	long_name	units	finalised	instance_id
31	2013-01-16 12:00:00	2014-12-16 12:00:00	/home/docs/checkouts/readthedocs.org/user_buil...	CMIP	standard	0.0	21915.0	all-forcing simulation of the recent past	historical	mon	...	vegFrac	r1i1p1f1	r1i1p1f1	1	v20191115	area_fraction	Total Vegetated Percentage Cover	%	True	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...

1 rows × 36 columns

CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1p1f1.Lmon.cVeg.gn.v20191115

	start_time	end_time	path	activity_id	branch_method	branch_time_in_child	branch_time_in_parent	experiment	experiment_id	frequency	...	variable_id	variant_label	member_id	vertical_levels	version	standard_name	long_name	units	finalised	instance_id
32	2013-01-16 12:00:00	2014-12-16 12:00:00	/home/docs/checkouts/readthedocs.org/user_buil...	CMIP	standard	0.0	21915.0	all-forcing simulation of the recent past	historical	mon	...	cVeg	r1i1p1f1	r1i1p1f1	1	v20191115	vegetation_carbon_content	Carbon Mass in Vegetation	kg m-2	True	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...

1 rows × 36 columns

CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1p1f1.Lmon.gpp.gn.v20191115

	start_time	end_time	path	activity_id	branch_method	branch_time_in_child	branch_time_in_parent	experiment	experiment_id	frequency	...	variable_id	variant_label	member_id	vertical_levels	version	standard_name	long_name	units	finalised	instance_id
33	2000-01-16 12:00:00	2014-12-16 12:00:00	/home/docs/checkouts/readthedocs.org/user_buil...	CMIP	standard	0.0	21915.0	all-forcing simulation of the recent past	historical	mon	...	gpp	r1i1p1f1	r1i1p1f1	1	v20191115	gross_primary_productivity_of_biomass_expresse...	Carbon Mass Flux out of Atmosphere Due to Gros...	kg m-2 s-1	True	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...

1 rows × 36 columns

CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1p1f1.Lmon.lai.gn.v20191115

	start_time	end_time	path	activity_id	branch_method	branch_time_in_child	branch_time_in_parent	experiment	experiment_id	frequency	...	variable_id	variant_label	member_id	vertical_levels	version	standard_name	long_name	units	finalised	instance_id
34	2000-01-16 12:00:00	2014-12-16 12:00:00	/home/docs/checkouts/readthedocs.org/user_buil...	CMIP	standard	0.0	21915.0	all-forcing simulation of the recent past	historical	mon	...	lai	r1i1p1f1	r1i1p1f1	1	v20191115	leaf_area_index	Leaf Area Index	1	True	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...

1 rows × 36 columns

CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1p1f1.Lmon.mrro.gn.v20191115

	start_time	end_time	path	activity_id	branch_method	branch_time_in_child	branch_time_in_parent	experiment	experiment_id	frequency	...	variable_id	variant_label	member_id	vertical_levels	version	standard_name	long_name	units	finalised	instance_id
35	2000-01-16 12:00:00	2014-12-16 12:00:00	/home/docs/checkouts/readthedocs.org/user_buil...	CMIP	standard	0.0	21915.0	all-forcing simulation of the recent past	historical	mon	...	mrro	r1i1p1f1	r1i1p1f1	1	v20191115	runoff_flux	Total Runoff	kg m-2 s-1	True	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...

1 rows × 36 columns

CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1p1f1.Lmon.mrsos.gn.v20191115

	start_time	end_time	path	activity_id	branch_method	branch_time_in_child	branch_time_in_parent	experiment	experiment_id	frequency	...	variable_id	variant_label	member_id	vertical_levels	version	standard_name	long_name	units	finalised	instance_id
36	2000-01-16 12:00:00	2014-12-16 12:00:00	/home/docs/checkouts/readthedocs.org/user_buil...	CMIP	standard	0.0	21915.0	all-forcing simulation of the recent past	historical	mon	...	mrsos	r1i1p1f1	r1i1p1f1	1	v20191115	mass_content_of_water_in_soil_layer	Moisture in Upper Portion of Soil Column	kg m-2	True	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...

1 rows × 36 columns

CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1p1f1.Lmon.nbp.gn.v20191115

	start_time	end_time	path	activity_id	branch_method	branch_time_in_child	branch_time_in_parent	experiment	experiment_id	frequency	...	variable_id	variant_label	member_id	vertical_levels	version	standard_name	long_name	units	finalised	instance_id
37	1850-01-16 12:00:00	2014-12-16 12:00:00	/home/docs/checkouts/readthedocs.org/user_buil...	CMIP	standard	0.0	21915.0	all-forcing simulation of the recent past	historical	mon	...	nbp	r1i1p1f1	r1i1p1f1	1	v20191115	surface_net_downward_mass_flux_of_carbon_dioxi...	Carbon Mass Flux out of Atmosphere Due to Net ...	kg m-2 s-1	True	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...

1 rows × 36 columns

CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1p1f1.Lmon.treeFrac.gn.v20191115

	start_time	end_time	path	activity_id	branch_method	branch_time_in_child	branch_time_in_parent	experiment	experiment_id	frequency	...	variable_id	variant_label	member_id	vertical_levels	version	standard_name	long_name	units	finalised	instance_id
38	2013-01-16 12:00:00	2014-12-16 12:00:00	/home/docs/checkouts/readthedocs.org/user_buil...	CMIP	standard	0.0	21915.0	all-forcing simulation of the recent past	historical	mon	...	treeFrac	r1i1p1f1	r1i1p1f1	1	v20191115	area_fraction	Tree Cover Percentage	%	True	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...

1 rows × 36 columns

CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1p1f1.Ofx.areacello.gn.v20191115

	start_time	end_time	path	activity_id	branch_method	branch_time_in_child	branch_time_in_parent	experiment	experiment_id	frequency	...	variable_id	variant_label	member_id	vertical_levels	version	standard_name	long_name	units	finalised	instance_id
39	None	None	/home/docs/checkouts/readthedocs.org/user_buil...	CMIP	standard	0.0	21915.0	all-forcing simulation of the recent past	historical	fx	...	areacello	r1i1p1f1	r1i1p1f1	1	v20191115	cell_area	Grid-Cell Area for Ocean Variables	m2	True	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...

1 rows × 36 columns

CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1p1f1.Ofx.sftof.gn.v20191115

	start_time	end_time	path	activity_id	branch_method	branch_time_in_child	branch_time_in_parent	experiment	experiment_id	frequency	...	variable_id	variant_label	member_id	vertical_levels	version	standard_name	long_name	units	finalised	instance_id
40	None	None	/home/docs/checkouts/readthedocs.org/user_buil...	CMIP	standard	0.0	21915.0	all-forcing simulation of the recent past	historical	fx	...	sftof	r1i1p1f1	r1i1p1f1	1	v20191115	sea_area_fraction	Sea Area Percentage	%	True	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...

1 rows × 36 columns

CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1p1f1.Omon.msftmz.gn.v20191115

	start_time	end_time	path	activity_id	branch_method	branch_time_in_child	branch_time_in_parent	experiment	experiment_id	frequency	...	variable_id	variant_label	member_id	vertical_levels	version	standard_name	long_name	units	finalised	instance_id
41	2010-01-16 12:00:00	2014-12-16 12:00:00	/home/docs/checkouts/readthedocs.org/user_buil...	CMIP	standard	0.0	21915.0	all-forcing simulation of the recent past	historical	mon	...	msftmz	r1i1p1f1	r1i1p1f1	50	v20191115	ocean_meridional_overturning_mass_streamfunction	Ocean Meridional Overturning Mass Streamfunction	kg s-1	True	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...
41	2000-01-16 12:00:00	2009-12-16 12:00:00	/home/docs/checkouts/readthedocs.org/user_buil...	CMIP	standard	0.0	21915.0	all-forcing simulation of the recent past	historical	mon	...	msftmz	r1i1p1f1	r1i1p1f1	50	v20191115	ocean_meridional_overturning_mass_streamfunction	Ocean Meridional Overturning Mass Streamfunction	kg s-1	True	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...

2 rows × 36 columns

CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1p1f1.Omon.sos.gn.v20191115

	start_time	end_time	path	activity_id	branch_method	branch_time_in_child	branch_time_in_parent	experiment	experiment_id	frequency	...	variable_id	variant_label	member_id	vertical_levels	version	standard_name	long_name	units	finalised	instance_id
42	2000-01-16 12:00:00	2014-12-16 12:00:00	/home/docs/checkouts/readthedocs.org/user_buil...	CMIP	standard	0.0	21915.0	all-forcing simulation of the recent past	historical	mon	...	sos	r1i1p1f1	r1i1p1f1	1	v20191115	sea_surface_salinity	Sea Surface Salinity	0.001	True	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...

1 rows × 36 columns

CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1p1f1.Omon.tos.gn.v20191115

	start_time	end_time	path	activity_id	branch_method	branch_time_in_child	branch_time_in_parent	experiment	experiment_id	frequency	...	variable_id	variant_label	member_id	vertical_levels	version	standard_name	long_name	units	finalised	instance_id
43	1850-01-16 12:00:00	2014-12-16 12:00:00	/home/docs/checkouts/readthedocs.org/user_buil...	CMIP	standard	0.0	21915.0	all-forcing simulation of the recent past	historical	mon	...	tos	r1i1p1f1	r1i1p1f1	1	v20191115	sea_surface_temperature	Sea Surface Temperature	degC	True	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...

1 rows × 36 columns

CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1p1f1.SImon.siconc.gn.v20200817

	start_time	end_time	path	activity_id	branch_method	branch_time_in_child	branch_time_in_parent	experiment	experiment_id	frequency	...	variable_id	variant_label	member_id	vertical_levels	version	standard_name	long_name	units	finalised	instance_id
44	1979-01-16 12:00:00	2014-12-16 12:00:00	/home/docs/checkouts/readthedocs.org/user_buil...	CMIP	standard	0.0	21915.0	all-forcing simulation of the recent past	historical	mon	...	siconc	r1i1p1f1	r1i1p1f1	1	v20200817	sea_ice_area_fraction	Sea-Ice Area Percentage (Ocean Grid)	%	True	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...

1 rows × 36 columns

CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1p1f1.fx.areacella.gn.v20191115

	start_time	end_time	path	activity_id	branch_method	branch_time_in_child	branch_time_in_parent	experiment	experiment_id	frequency	...	variable_id	variant_label	member_id	vertical_levels	version	standard_name	long_name	units	finalised	instance_id
45	None	None	/home/docs/checkouts/readthedocs.org/user_buil...	CMIP	standard	0.0	21915.0	all-forcing simulation of the recent past	historical	fx	...	areacella	r1i1p1f1	r1i1p1f1	1	v20191115	cell_area	Grid-Cell Area for Atmospheric Grid Variables	m2	True	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...

1 rows × 36 columns

CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1p1f1.fx.sftlf.gn.v20191115

	start_time	end_time	path	activity_id	branch_method	branch_time_in_child	branch_time_in_parent	experiment	experiment_id	frequency	...	variable_id	variant_label	member_id	vertical_levels	version	standard_name	long_name	units	finalised	instance_id
46	None	None	/home/docs/checkouts/readthedocs.org/user_buil...	CMIP	standard	0.0	21915.0	all-forcing simulation of the recent past	historical	fx	...	sftlf	r1i1p1f1	r1i1p1f1	1	v20191115	land_area_fraction	Percentage of the grid cell occupied by land ...	%	True	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...

1 rows × 36 columns

CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r2i1p1f1.Amon.psl.gn.v20191128

	start_time	end_time	path	activity_id	branch_method	branch_time_in_child	branch_time_in_parent	experiment	experiment_id	frequency	...	variable_id	variant_label	member_id	vertical_levels	version	standard_name	long_name	units	finalised	instance_id
47	2000-01-16 12:00:00	2014-12-16 12:00:00	/home/docs/checkouts/readthedocs.org/user_buil...	CMIP	standard	0.0	29220.0	all-forcing simulation of the recent past	historical	mon	...	psl	r2i1p1f1	r2i1p1f1	1	v20191128	air_pressure_at_mean_sea_level	Sea Level Pressure	Pa	True	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r2i1...

1 rows × 36 columns

CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r2i1p1f1.Amon.ts.gn.v20191128

	start_time	end_time	path	activity_id	branch_method	branch_time_in_child	branch_time_in_parent	experiment	experiment_id	frequency	...	variable_id	variant_label	member_id	vertical_levels	version	standard_name	long_name	units	finalised	instance_id
48	2000-01-16 12:00:00	2014-12-16 12:00:00	/home/docs/checkouts/readthedocs.org/user_buil...	CMIP	standard	0.0	29220.0	all-forcing simulation of the recent past	historical	mon	...	ts	r2i1p1f1	r2i1p1f1	1	v20191128	surface_temperature	Surface Temperature	K	True	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r2i1...

1 rows × 36 columns

CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r2i1p1f1.fx.areacella.gn.v20191128

	start_time	end_time	path	activity_id	branch_method	branch_time_in_child	branch_time_in_parent	experiment	experiment_id	frequency	...	variable_id	variant_label	member_id	vertical_levels	version	standard_name	long_name	units	finalised	instance_id
49	None	None	/home/docs/checkouts/readthedocs.org/user_buil...	CMIP	standard	0.0	29220.0	all-forcing simulation of the recent past	historical	fx	...	areacella	r2i1p1f1	r2i1p1f1	1	v20191128	cell_area	Grid-Cell Area for Atmospheric Grid Variables	m2	True	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r2i1...

1 rows × 36 columns

CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.piControl.r1i1p1f1.Amon.rlut.gn.v20210316

	start_time	end_time	path	activity_id	branch_method	branch_time_in_child	branch_time_in_parent	experiment	experiment_id	frequency	...	variable_id	variant_label	member_id	vertical_levels	version	standard_name	long_name	units	finalised	instance_id
50	0101-01-16 12:00:00	0125-12-16 12:00:00	/home/docs/checkouts/readthedocs.org/user_buil...	CMIP	standard	0.0	36524.0	pre-industrial control	piControl	mon	...	rlut	r1i1p1f1	r1i1p1f1	1	v20210316	toa_outgoing_longwave_flux	TOA Outgoing Longwave Radiation	W m-2	True	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.piControl.r1i1p...

1 rows × 36 columns

CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.piControl.r1i1p1f1.Amon.rsdt.gn.v20210316

	start_time	end_time	path	activity_id	branch_method	branch_time_in_child	branch_time_in_parent	experiment	experiment_id	frequency	...	variable_id	variant_label	member_id	vertical_levels	version	standard_name	long_name	units	finalised	instance_id
51	0101-01-16 12:00:00	0125-12-16 12:00:00	/home/docs/checkouts/readthedocs.org/user_buil...	CMIP	standard	0.0	36524.0	pre-industrial control	piControl	mon	...	rsdt	r1i1p1f1	r1i1p1f1	1	v20210316	toa_incoming_shortwave_flux	TOA Incident Shortwave Radiation	W m-2	True	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.piControl.r1i1p...

1 rows × 36 columns

CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.piControl.r1i1p1f1.Amon.rsut.gn.v20210316

	start_time	end_time	path	activity_id	branch_method	branch_time_in_child	branch_time_in_parent	experiment	experiment_id	frequency	...	variable_id	variant_label	member_id	vertical_levels	version	standard_name	long_name	units	finalised	instance_id
52	0101-01-16 12:00:00	0125-12-16 12:00:00	/home/docs/checkouts/readthedocs.org/user_buil...	CMIP	standard	0.0	36524.0	pre-industrial control	piControl	mon	...	rsut	r1i1p1f1	r1i1p1f1	1	v20210316	toa_outgoing_shortwave_flux	TOA Outgoing Shortwave Radiation	W m-2	True	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.piControl.r1i1p...

1 rows × 36 columns

CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.piControl.r1i1p1f1.Amon.tas.gn.v20210316

	start_time	end_time	path	activity_id	branch_method	branch_time_in_child	branch_time_in_parent	experiment	experiment_id	frequency	...	variable_id	variant_label	member_id	vertical_levels	version	standard_name	long_name	units	finalised	instance_id
53	0101-01-16 12:00:00	0180-12-16 12:00:00	/home/docs/checkouts/readthedocs.org/user_buil...	CMIP	standard	0.0	36524.0	pre-industrial control	piControl	mon	...	tas	r1i1p1f1	r1i1p1f1	1	v20210316	air_temperature	Near-Surface Air Temperature	K	True	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.piControl.r1i1p...

1 rows × 36 columns

CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.piControl.r1i1p1f1.fx.areacella.gn.v20210316

	start_time	end_time	path	activity_id	branch_method	branch_time_in_child	branch_time_in_parent	experiment	experiment_id	frequency	...	variable_id	variant_label	member_id	vertical_levels	version	standard_name	long_name	units	finalised	instance_id
54	None	None	/home/docs/checkouts/readthedocs.org/user_buil...	CMIP	standard	0.0	36524.0	pre-industrial control	piControl	fx	...	areacella	r1i1p1f1	r1i1p1f1	1	v20210316	cell_area	Grid-Cell Area for Atmospheric Grid Variables	m2	True	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.piControl.r1i1p...

1 rows × 36 columns

CMIP6.CMIP.MOHC.HadGEM3-GC31-LL.historical.r1i1p1f3.Amon.tas.gn.v20190624

	start_time	end_time	path	activity_id	branch_method	branch_time_in_child	branch_time_in_parent	experiment	experiment_id	frequency	...	variable_id	variant_label	member_id	vertical_levels	version	standard_name	long_name	units	finalised	instance_id
55	1979-01-16 00:00:00	2014-12-16 00:00:00	/home/docs/checkouts/readthedocs.org/user_buil...	CMIP	standard	0.0	0.0	all-forcing simulation of the recent past	historical	mon	...	tas	r1i1p1f3	r1i1p1f3	1	v20190624	air_temperature	Near-Surface Air Temperature	K	True	CMIP6.CMIP.MOHC.HadGEM3-GC31-LL.historical.r1i...

1 rows × 36 columns

CMIP6.CMIP.MOHC.HadGEM3-GC31-LL.historical.r1i1p1f3.SImon.siconc.gn.v20200330

	start_time	end_time	path	activity_id	branch_method	branch_time_in_child	branch_time_in_parent	experiment	experiment_id	frequency	...	variable_id	variant_label	member_id	vertical_levels	version	standard_name	long_name	units	finalised	instance_id
56	1979-01-16 00:00:00	2014-12-16 00:00:00	/home/docs/checkouts/readthedocs.org/user_buil...	CMIP	standard	0.0	0.0	all-forcing simulation of the recent past	historical	mon	...	siconc	r1i1p1f3	r1i1p1f3	1	v20200330	sea_ice_area_fraction	Sea-ice Area Percentage (Ocean Grid)	%	True	CMIP6.CMIP.MOHC.HadGEM3-GC31-LL.historical.r1i...

1 rows × 36 columns

CMIP6.CMIP.MOHC.HadGEM3-GC31-LL.piControl.r1i1p1f1.Ofx.areacello.gn.v20190709

	start_time	end_time	path	activity_id	branch_method	branch_time_in_child	branch_time_in_parent	experiment	experiment_id	frequency	...	variable_id	variant_label	member_id	vertical_levels	version	standard_name	long_name	units	finalised	instance_id
57	None	None	/home/docs/checkouts/readthedocs.org/user_buil...	CMIP	standard	0.0	267840.0	pre-industrial control	piControl	fx	...	areacello	r1i1p1f1	r1i1p1f1	1	v20190709	cell_area	Grid-Cell Area for Ocean Variables	m2	True	CMIP6.CMIP.MOHC.HadGEM3-GC31-LL.piControl.r1i1...

1 rows × 36 columns

CMIP6.CMIP.MOHC.HadGEM3-GC31-LL.piControl.r1i1p1f1.fx.areacella.gn.v20190709

	start_time	end_time	path	activity_id	branch_method	branch_time_in_child	branch_time_in_parent	experiment	experiment_id	frequency	...	variable_id	variant_label	member_id	vertical_levels	version	standard_name	long_name	units	finalised	instance_id
58	None	None	/home/docs/checkouts/readthedocs.org/user_buil...	CMIP	standard	0.0	267840.0	pre-industrial control	piControl	fx	...	areacella	r1i1p1f1	r1i1p1f1	1	v20190709	cell_area	Grid-Cell Area for Atmospheric Grid Variables	m2	True	CMIP6.CMIP.MOHC.HadGEM3-GC31-LL.piControl.r1i1...

1 rows × 36 columns

CMIP6.CMIP.MPI-M.MPI-ESM1-2-LR.esm-piControl.r1i1p1f1.Amon.tas.gn.v20190815

	start_time	end_time	path	activity_id	branch_method	branch_time_in_parent	experiment	experiment_id	frequency	...	variable_id	variant_label	member_id	vertical_levels	version	standard_name	long_name	units	finalised	instance_id
59	1870-01-16 12:00:00	1889-12-16 12:00:00	/home/docs/checkouts/readthedocs.org/user_buil...	CMIP	standard	146097.0	pre-industrial control simulation with CO2 con...	esm-piControl	mon	...	tas	r1i1p1f1	r1i1p1f1	1	v20190815	air_temperature	Near-Surface Air Temperature	K	True	CMIP6.CMIP.MPI-M.MPI-ESM1-2-LR.esm-piControl.r...
59	1910-01-16 12:00:00	1915-12-16 12:00:00	/home/docs/checkouts/readthedocs.org/user_buil...	CMIP	standard	146097.0	pre-industrial control simulation with CO2 con...	esm-piControl	mon	...	tas	r1i1p1f1	r1i1p1f1	1	v20190815	air_temperature	Near-Surface Air Temperature	K	True	CMIP6.CMIP.MPI-M.MPI-ESM1-2-LR.esm-piControl.r...
59	1890-01-16 12:00:00	1909-12-16 12:00:00	/home/docs/checkouts/readthedocs.org/user_buil...	CMIP	standard	146097.0	pre-industrial control simulation with CO2 con...	esm-piControl	mon	...	tas	r1i1p1f1	r1i1p1f1	1	v20190815	air_temperature	Near-Surface Air Temperature	K	True	CMIP6.CMIP.MPI-M.MPI-ESM1-2-LR.esm-piControl.r...
59	1850-01-16 12:00:00	1869-12-16 12:00:00	/home/docs/checkouts/readthedocs.org/user_buil...	CMIP	standard	146097.0	pre-industrial control simulation with CO2 con...	esm-piControl	mon	...	tas	r1i1p1f1	r1i1p1f1	1	v20190815	air_temperature	Near-Surface Air Temperature	K	True	CMIP6.CMIP.MPI-M.MPI-ESM1-2-LR.esm-piControl.r...

4 rows × 36 columns

CMIP6.CMIP.MPI-M.MPI-ESM1-2-LR.esm-piControl.r1i1p1f1.fx.areacella.gn.v20190815

	start_time	end_time	path	activity_id	branch_method	branch_time_in_child	branch_time_in_parent	experiment	experiment_id	frequency	...	variable_id	variant_label	member_id	vertical_levels	version	standard_name	long_name	units	finalised	instance_id
60	None	None	/home/docs/checkouts/readthedocs.org/user_buil...	CMIP	standard	0.0	146097.0	pre-industrial control simulation with CO2 con...	esm-piControl	fx	...	areacella	r1i1p1f1	r1i1p1f1	1	v20190815	cell_area	Grid-Cell Area for Atmospheric Grid Variables	m2	True	CMIP6.CMIP.MPI-M.MPI-ESM1-2-LR.esm-piControl.r...

1 rows × 36 columns

CMIP6.CMIP.NCAR.CESM2.historical.r1i1p1f1.Amon.cli.gn.v20190308

	start_time	end_time	path	activity_id	branch_method	branch_time_in_child	branch_time_in_parent	experiment	experiment_id	frequency	...	variable_id	variant_label	member_id	vertical_levels	version	standard_name	long_name	units	finalised	instance_id
61	1996-01-15 12:00:00	2014-12-15 12:00:00	/home/docs/checkouts/readthedocs.org/user_buil...	CMIP	standard	674885.0	219000.0	all-forcing simulation of the recent past	historical	mon	...	cli	r1i1p1f1	r1i1p1f1	32	v20190308	mass_fraction_of_cloud_ice_in_air	Mass Fraction of Cloud Ice	kg kg-1	True	CMIP6.CMIP.NCAR.CESM2.historical.r1i1p1f1.Amon...

1 rows × 36 columns

CMIP6.CMIP.NCAR.CESM2.historical.r1i1p1f1.Amon.clivi.gn.v20190308

	start_time	end_time	path	activity_id	branch_method	branch_time_in_child	branch_time_in_parent	experiment	experiment_id	frequency	...	variable_id	variant_label	member_id	vertical_levels	version	standard_name	long_name	units	finalised	instance_id
62	1996-01-15 12:00:00	2014-12-15 12:00:00	/home/docs/checkouts/readthedocs.org/user_buil...	CMIP	standard	674885.0	219000.0	all-forcing simulation of the recent past	historical	mon	...	clivi	r1i1p1f1	r1i1p1f1	1	v20190308	atmosphere_mass_content_of_cloud_ice	Ice Water Path	kg m-2	True	CMIP6.CMIP.NCAR.CESM2.historical.r1i1p1f1.Amon...

1 rows × 36 columns

CMIP6.CMIP.NCAR.CESM2.historical.r1i1p1f1.Amon.clt.gn.v20190308

	start_time	end_time	path	activity_id	branch_method	branch_time_in_child	branch_time_in_parent	experiment	experiment_id	frequency	...	variable_id	variant_label	member_id	vertical_levels	version	standard_name	long_name	units	finalised	instance_id
63	1996-01-15 12:00:00	2014-12-15 12:00:00	/home/docs/checkouts/readthedocs.org/user_buil...	CMIP	standard	674885.0	219000.0	all-forcing simulation of the recent past	historical	mon	...	clt	r1i1p1f1	r1i1p1f1	1	v20190308	cloud_area_fraction	Total Cloud Cover Percentage	%	True	CMIP6.CMIP.NCAR.CESM2.historical.r1i1p1f1.Amon...

1 rows × 36 columns

CMIP6.CMIP.NCAR.CESM2.historical.r1i1p1f1.Amon.clwvi.gn.v20190308

	start_time	end_time	path	activity_id	branch_method	branch_time_in_child	branch_time_in_parent	experiment	experiment_id	frequency	...	variable_id	variant_label	member_id	vertical_levels	version	standard_name	long_name	units	finalised	instance_id
64	1996-01-15 12:00:00	2014-12-15 12:00:00	/home/docs/checkouts/readthedocs.org/user_buil...	CMIP	standard	674885.0	219000.0	all-forcing simulation of the recent past	historical	mon	...	clwvi	r1i1p1f1	r1i1p1f1	1	v20190308	atmosphere_mass_content_of_cloud_condensed_water	Condensed Water Path	kg m-2	True	CMIP6.CMIP.NCAR.CESM2.historical.r1i1p1f1.Amon...

1 rows × 36 columns

CMIP6.CMIP.NCAR.CESM2.historical.r1i1p1f1.Amon.pr.gn.v20190401

	start_time	end_time	path	activity_id	branch_method	branch_time_in_child	branch_time_in_parent	experiment	experiment_id	frequency	...	variable_id	variant_label	member_id	vertical_levels	version	standard_name	long_name	units	finalised	instance_id
65	1996-01-15 12:00:00	2014-12-15 12:00:00	/home/docs/checkouts/readthedocs.org/user_buil...	CMIP	standard	674885.0	219000.0	all-forcing simulation of the recent past	historical	mon	...	pr	r1i1p1f1	r1i1p1f1	1	v20190401	precipitation_flux	Precipitation	kg m-2 s-1	True	CMIP6.CMIP.NCAR.CESM2.historical.r1i1p1f1.Amon...

1 rows × 36 columns

CMIP6.CMIP.NCAR.CESM2.historical.r1i1p1f1.Amon.rlut.gn.v20190308

	start_time	end_time	path	activity_id	branch_method	branch_time_in_child	branch_time_in_parent	experiment	experiment_id	frequency	...	variable_id	variant_label	member_id	vertical_levels	version	standard_name	long_name	units	finalised	instance_id
66	1996-01-15 12:00:00	2014-12-15 12:00:00	/home/docs/checkouts/readthedocs.org/user_buil...	CMIP	standard	674885.0	219000.0	all-forcing simulation of the recent past	historical	mon	...	rlut	r1i1p1f1	r1i1p1f1	1	v20190308	toa_outgoing_longwave_flux	TOA Outgoing Longwave Radiation	W m-2	True	CMIP6.CMIP.NCAR.CESM2.historical.r1i1p1f1.Amon...

1 rows × 36 columns

CMIP6.CMIP.NCAR.CESM2.historical.r1i1p1f1.Amon.rlutcs.gn.v20190308

	start_time	end_time	path	activity_id	branch_method	branch_time_in_child	branch_time_in_parent	experiment	experiment_id	frequency	...	variable_id	variant_label	member_id	vertical_levels	version	standard_name	long_name	units	finalised	instance_id
67	1996-01-15 12:00:00	2014-12-15 12:00:00	/home/docs/checkouts/readthedocs.org/user_buil...	CMIP	standard	674885.0	219000.0	all-forcing simulation of the recent past	historical	mon	...	rlutcs	r1i1p1f1	r1i1p1f1	1	v20190308	toa_outgoing_longwave_flux_assuming_clear_sky	TOA Outgoing Clear-Sky Longwave Radiation	W m-2	True	CMIP6.CMIP.NCAR.CESM2.historical.r1i1p1f1.Amon...

1 rows × 36 columns

CMIP6.CMIP.NCAR.CESM2.historical.r1i1p1f1.Amon.rsut.gn.v20190308

	start_time	end_time	path	activity_id	branch_method	branch_time_in_child	branch_time_in_parent	experiment	experiment_id	frequency	...	variable_id	variant_label	member_id	vertical_levels	version	standard_name	long_name	units	finalised	instance_id
68	1996-01-15 12:00:00	2014-12-15 12:00:00	/home/docs/checkouts/readthedocs.org/user_buil...	CMIP	standard	674885.0	219000.0	all-forcing simulation of the recent past	historical	mon	...	rsut	r1i1p1f1	r1i1p1f1	1	v20190308	toa_outgoing_shortwave_flux	TOA Outgoing Shortwave Radiation	W m-2	True	CMIP6.CMIP.NCAR.CESM2.historical.r1i1p1f1.Amon...

1 rows × 36 columns

CMIP6.CMIP.NCAR.CESM2.historical.r1i1p1f1.Amon.rsutcs.gn.v20190308

	start_time	end_time	path	activity_id	branch_method	branch_time_in_child	branch_time_in_parent	experiment	experiment_id	frequency	...	variable_id	variant_label	member_id	vertical_levels	version	standard_name	long_name	units	finalised	instance_id
69	1996-01-15 12:00:00	2014-12-15 12:00:00	/home/docs/checkouts/readthedocs.org/user_buil...	CMIP	standard	674885.0	219000.0	all-forcing simulation of the recent past	historical	mon	...	rsutcs	r1i1p1f1	r1i1p1f1	1	v20190308	toa_outgoing_shortwave_flux_assuming_clear_sky	TOA Outgoing Clear-Sky Shortwave Radiation	W m-2	True	CMIP6.CMIP.NCAR.CESM2.historical.r1i1p1f1.Amon...

1 rows × 36 columns

CMIP6.CMIP.NCAR.CESM2.historical.r1i1p1f1.Amon.ta.gn.v20190308

	start_time	end_time	path	activity_id	branch_method	branch_time_in_child	branch_time_in_parent	experiment	experiment_id	frequency	...	variable_id	variant_label	member_id	vertical_levels	version	standard_name	long_name	units	finalised	instance_id
70	1996-01-15 12:00:00	2014-12-15 12:00:00	/home/docs/checkouts/readthedocs.org/user_buil...	CMIP	standard	674885.0	219000.0	all-forcing simulation of the recent past	historical	mon	...	ta	r1i1p1f1	r1i1p1f1	19	v20190308	air_temperature	Air Temperature	K	True	CMIP6.CMIP.NCAR.CESM2.historical.r1i1p1f1.Amon...

1 rows × 36 columns

CMIP6.CMIP.NCAR.CESM2.historical.r1i1p1f1.ImonAnt.snc.gn.v20190308

	start_time	end_time	path	activity_id	branch_method	branch_time_in_child	branch_time_in_parent	experiment	experiment_id	frequency	...	variable_id	variant_label	member_id	vertical_levels	version	standard_name	long_name	units	finalised	instance_id
71	2000-01-15 12:00:00	2014-12-15 12:00:00	/home/docs/checkouts/readthedocs.org/user_buil...	CMIP	standard	674885.0	219000.0	all-forcing simulation of the recent past	historical	mon	...	snc	r1i1p1f1	r1i1p1f1	1	v20190308	surface_snow_area_fraction	Snow Area Percentage	%	True	CMIP6.CMIP.NCAR.CESM2.historical.r1i1p1f1.Imon...

1 rows × 36 columns

CMIP6.CMIP.NCAR.CESM2.historical.r1i1p1f1.ImonGre.snc.gn.v20190308

	start_time	end_time	path	activity_id	branch_method	branch_time_in_child	branch_time_in_parent	experiment	experiment_id	frequency	...	variable_id	variant_label	member_id	vertical_levels	version	standard_name	long_name	units	finalised	instance_id
72	2000-01-15 12:00:00	2014-12-15 12:00:00	/home/docs/checkouts/readthedocs.org/user_buil...	CMIP	standard	674885.0	219000.0	all-forcing simulation of the recent past	historical	mon	...	snc	r1i1p1f1	r1i1p1f1	1	v20190308	surface_snow_area_fraction	Snow Area Percentage	%	True	CMIP6.CMIP.NCAR.CESM2.historical.r1i1p1f1.Imon...

1 rows × 36 columns

CMIP6.CMIP.NCAR.CESM2.historical.r1i1p1f1.LImon.snc.gn.v20190308

	start_time	end_time	path	activity_id	branch_method	branch_time_in_child	branch_time_in_parent	experiment	experiment_id	frequency	...	variable_id	variant_label	member_id	vertical_levels	version	standard_name	long_name	units	finalised	instance_id
73	2000-01-15 12:00:00	2014-12-15 12:00:00	/home/docs/checkouts/readthedocs.org/user_buil...	CMIP	standard	674885.0	219000.0	all-forcing simulation of the recent past	historical	mon	...	snc	r1i1p1f1	r1i1p1f1	1	v20190308	surface_snow_area_fraction	Snow Area Percentage	%	True	CMIP6.CMIP.NCAR.CESM2.historical.r1i1p1f1.LImo...

1 rows × 36 columns

CMIP6.CMIP.NCAR.CESM2.historical.r1i1p1f1.Lmon.burntFractionAll.gn.v20190308

	start_time	end_time	path	activity_id	branch_method	branch_time_in_child	branch_time_in_parent	experiment	experiment_id	frequency	...	variable_id	variant_label	member_id	vertical_levels	version	standard_name	long_name	units	finalised	instance_id
74	2000-01-15 12:00:00	2014-12-15 12:00:00	/home/docs/checkouts/readthedocs.org/user_buil...	CMIP	standard	674885.0	219000.0	all-forcing simulation of the recent past	historical	mon	...	burntFractionAll	r1i1p1f1	r1i1p1f1	1	v20190308	area_fraction	Percentage of Entire Grid cell that is Covere...	%	True	CMIP6.CMIP.NCAR.CESM2.historical.r1i1p1f1.Lmon...

1 rows × 36 columns

CMIP6.CMIP.NCAR.CESM2.historical.r1i1p1f1.fx.areacella.gn.v20190308

	start_time	end_time	path	activity_id	branch_method	branch_time_in_child	branch_time_in_parent	experiment	experiment_id	frequency	...	variable_id	variant_label	member_id	vertical_levels	version	standard_name	long_name	units	finalised	instance_id
75	None	None	/home/docs/checkouts/readthedocs.org/user_buil...	CMIP	standard	674885.0	219000.0	all-forcing simulation of the recent past	historical	fx	...	areacella	r1i1p1f1	r1i1p1f1	1	v20190308	cell_area	Grid-Cell Area for Atmospheric Grid Variables	m2	True	CMIP6.CMIP.NCAR.CESM2.historical.r1i1p1f1.fx.a...

1 rows × 36 columns

CMIP6.DAMIP.CSIRO.ACCESS-ESM1-5.hist-GHG.r1i1p1f1.Amon.psl.gn.v20200615

	start_time	end_time	path	activity_id	branch_method	branch_time_in_child	branch_time_in_parent	experiment	experiment_id	frequency	...	variable_id	variant_label	member_id	vertical_levels	version	standard_name	long_name	units	finalised	instance_id
76	2000-01-16 12:00:00	2020-12-16 12:00:00	/home/docs/checkouts/readthedocs.org/user_buil...	DAMIP	standard	0.0	21915.0	historical well-mixed GHG-only run	hist-GHG	mon	...	psl	r1i1p1f1	r1i1p1f1	1	v20200615	air_pressure_at_mean_sea_level	Sea Level Pressure	Pa	True	CMIP6.DAMIP.CSIRO.ACCESS-ESM1-5.hist-GHG.r1i1p...

1 rows × 36 columns

CMIP6.DAMIP.CSIRO.ACCESS-ESM1-5.hist-GHG.r1i1p1f1.Amon.ts.gn.v20200615

	start_time	end_time	path	activity_id	branch_method	branch_time_in_child	branch_time_in_parent	experiment	experiment_id	frequency	...	variable_id	variant_label	member_id	vertical_levels	version	standard_name	long_name	units	finalised	instance_id
77	2000-01-16 12:00:00	2020-12-16 12:00:00	/home/docs/checkouts/readthedocs.org/user_buil...	DAMIP	standard	0.0	21915.0	historical well-mixed GHG-only run	hist-GHG	mon	...	ts	r1i1p1f1	r1i1p1f1	1	v20200615	surface_temperature	Surface Temperature	K	True	CMIP6.DAMIP.CSIRO.ACCESS-ESM1-5.hist-GHG.r1i1p...

1 rows × 36 columns

CMIP6.DAMIP.CSIRO.ACCESS-ESM1-5.hist-GHG.r1i1p1f1.fx.areacella.gn.v20200615

	start_time	end_time	path	activity_id	branch_method	branch_time_in_child	branch_time_in_parent	experiment	experiment_id	frequency	...	variable_id	variant_label	member_id	vertical_levels	version	standard_name	long_name	units	finalised	instance_id
78	None	None	/home/docs/checkouts/readthedocs.org/user_buil...	DAMIP	standard	0.0	21915.0	historical well-mixed GHG-only run	hist-GHG	fx	...	areacella	r1i1p1f1	r1i1p1f1	1	v20200615	cell_area	Grid-Cell Area for Atmospheric Grid Variables	m2	True	CMIP6.DAMIP.CSIRO.ACCESS-ESM1-5.hist-GHG.r1i1p...

1 rows × 36 columns

CMIP6.DAMIP.CSIRO.ACCESS-ESM1-5.hist-GHG.r2i1p1f1.Amon.psl.gn.v20200615

	start_time	end_time	path	activity_id	branch_method	branch_time_in_child	branch_time_in_parent	experiment	experiment_id	frequency	...	variable_id	variant_label	member_id	vertical_levels	version	standard_name	long_name	units	finalised	instance_id
79	2000-01-16 12:00:00	2020-12-16 12:00:00	/home/docs/checkouts/readthedocs.org/user_buil...	DAMIP	standard	0.0	29220.0	historical well-mixed GHG-only run	hist-GHG	mon	...	psl	r2i1p1f1	r2i1p1f1	1	v20200615	air_pressure_at_mean_sea_level	Sea Level Pressure	Pa	True	CMIP6.DAMIP.CSIRO.ACCESS-ESM1-5.hist-GHG.r2i1p...

1 rows × 36 columns

CMIP6.DAMIP.CSIRO.ACCESS-ESM1-5.hist-GHG.r2i1p1f1.Amon.ts.gn.v20200615

	start_time	end_time	path	activity_id	branch_method	branch_time_in_child	branch_time_in_parent	experiment	experiment_id	frequency	...	variable_id	variant_label	member_id	vertical_levels	version	standard_name	long_name	units	finalised	instance_id
80	2000-01-16 12:00:00	2020-12-16 12:00:00	/home/docs/checkouts/readthedocs.org/user_buil...	DAMIP	standard	0.0	29220.0	historical well-mixed GHG-only run	hist-GHG	mon	...	ts	r2i1p1f1	r2i1p1f1	1	v20200615	surface_temperature	Surface Temperature	K	True	CMIP6.DAMIP.CSIRO.ACCESS-ESM1-5.hist-GHG.r2i1p...

1 rows × 36 columns

CMIP6.DAMIP.CSIRO.ACCESS-ESM1-5.hist-GHG.r2i1p1f1.fx.areacella.gn.v20200615

	start_time	end_time	path	activity_id	branch_method	branch_time_in_child	branch_time_in_parent	experiment	experiment_id	frequency	...	variable_id	variant_label	member_id	vertical_levels	version	standard_name	long_name	units	finalised	instance_id
81	None	None	/home/docs/checkouts/readthedocs.org/user_buil...	DAMIP	standard	0.0	29220.0	historical well-mixed GHG-only run	hist-GHG	fx	...	areacella	r2i1p1f1	r2i1p1f1	1	v20200615	cell_area	Grid-Cell Area for Atmospheric Grid Variables	m2	True	CMIP6.DAMIP.CSIRO.ACCESS-ESM1-5.hist-GHG.r2i1p...

1 rows × 36 columns

CMIP6.ScenarioMIP.CSIRO.ACCESS-ESM1-5.ssp126.r1i1p1f1.Amon.pr.gn.v20210318

	start_time	end_time	path	activity_id	branch_method	branch_time_in_child	branch_time_in_parent	experiment	experiment_id	frequency	...	variable_id	variant_label	member_id	vertical_levels	version	standard_name	long_name	units	finalised	instance_id
82	2015-01-16 12:00:00	2100-12-16 12:00:00	/home/docs/checkouts/readthedocs.org/user_buil...	ScenarioMIP	standard	60265.0	60265.0	update of RCP2.6 based on SSP1	ssp126	mon	...	pr	r1i1p1f1	r1i1p1f1	1	v20210318	precipitation_flux	Precipitation	kg m-2 s-1	True	CMIP6.ScenarioMIP.CSIRO.ACCESS-ESM1-5.ssp126.r...

1 rows × 36 columns

CMIP6.ScenarioMIP.CSIRO.ACCESS-ESM1-5.ssp126.r1i1p1f1.Amon.rsdt.gn.v20210318

	start_time	end_time	path	activity_id	branch_method	branch_time_in_child	branch_time_in_parent	experiment	experiment_id	frequency	...	variable_id	variant_label	member_id	vertical_levels	version	standard_name	long_name	units	finalised	instance_id
83	2015-01-16 12:00:00	2025-12-16 12:00:00	/home/docs/checkouts/readthedocs.org/user_buil...	ScenarioMIP	standard	60265.0	60265.0	update of RCP2.6 based on SSP1	ssp126	mon	...	rsdt	r1i1p1f1	r1i1p1f1	1	v20210318	toa_incoming_shortwave_flux	TOA Incident Shortwave Radiation	W m-2	True	CMIP6.ScenarioMIP.CSIRO.ACCESS-ESM1-5.ssp126.r...

1 rows × 36 columns

CMIP6.ScenarioMIP.CSIRO.ACCESS-ESM1-5.ssp126.r1i1p1f1.Amon.rsut.gn.v20210318

	start_time	end_time	path	activity_id	branch_method	branch_time_in_child	branch_time_in_parent	experiment	experiment_id	frequency	...	variable_id	variant_label	member_id	vertical_levels	version	standard_name	long_name	units	finalised	instance_id
84	2015-01-16 12:00:00	2025-12-16 12:00:00	/home/docs/checkouts/readthedocs.org/user_buil...	ScenarioMIP	standard	60265.0	60265.0	update of RCP2.6 based on SSP1	ssp126	mon	...	rsut	r1i1p1f1	r1i1p1f1	1	v20210318	toa_outgoing_shortwave_flux	TOA Outgoing Shortwave Radiation	W m-2	True	CMIP6.ScenarioMIP.CSIRO.ACCESS-ESM1-5.ssp126.r...

1 rows × 36 columns

CMIP6.ScenarioMIP.CSIRO.ACCESS-ESM1-5.ssp126.r1i1p1f1.Amon.tas.gn.v20210318

	start_time	end_time	path	activity_id	branch_method	branch_time_in_child	branch_time_in_parent	experiment	experiment_id	frequency	...	variable_id	variant_label	member_id	vertical_levels	version	standard_name	long_name	units	finalised	instance_id
85	2015-01-16 12:00:00	2100-12-16 12:00:00	/home/docs/checkouts/readthedocs.org/user_buil...	ScenarioMIP	standard	60265.0	60265.0	update of RCP2.6 based on SSP1	ssp126	mon	...	tas	r1i1p1f1	r1i1p1f1	1	v20210318	air_temperature	Near-Surface Air Temperature	K	True	CMIP6.ScenarioMIP.CSIRO.ACCESS-ESM1-5.ssp126.r...

1 rows × 36 columns

CMIP6.ScenarioMIP.CSIRO.ACCESS-ESM1-5.ssp126.r1i1p1f1.Omon.tos.gn.v20210318

	start_time	end_time	path	activity_id	branch_method	branch_time_in_child	branch_time_in_parent	experiment	experiment_id	frequency	...	variable_id	variant_label	member_id	vertical_levels	version	standard_name	long_name	units	finalised	instance_id
86	2015-01-16 12:00:00	2025-12-16 12:00:00	/home/docs/checkouts/readthedocs.org/user_buil...	ScenarioMIP	standard	60265.0	60265.0	update of RCP2.6 based on SSP1	ssp126	mon	...	tos	r1i1p1f1	r1i1p1f1	1	v20210318	sea_surface_temperature	Sea Surface Temperature	degC	True	CMIP6.ScenarioMIP.CSIRO.ACCESS-ESM1-5.ssp126.r...

1 rows × 36 columns

CMIP6.ScenarioMIP.CSIRO.ACCESS-ESM1-5.ssp126.r1i1p1f1.fx.areacella.gn.v20210318

	start_time	end_time	path	activity_id	branch_method	branch_time_in_child	branch_time_in_parent	experiment	experiment_id	frequency	...	variable_id	variant_label	member_id	vertical_levels	version	standard_name	long_name	units	finalised	instance_id
87	None	None	/home/docs/checkouts/readthedocs.org/user_buil...	ScenarioMIP	standard	60265.0	60265.0	update of RCP2.6 based on SSP1	ssp126	fx	...	areacella	r1i1p1f1	r1i1p1f1	1	v20210318	cell_area	Grid-Cell Area for Atmospheric Grid Variables	m2	True	CMIP6.ScenarioMIP.CSIRO.ACCESS-ESM1-5.ssp126.r...

1 rows × 36 columns

Data Requirements¶

Each diagnostic may be run multiple times with different groups of datasets.

Determining which diagnostic executions should be performed is a three-step process:

Filter the data catalog based on the diagnostic's requirements
Group the filtered data catalog using unique metadata fields
Apply constraints to the groups to ensure the correct data is available

Each group that passes the constraints is a valid group for the diagnostic to be executed.

extract_covered_datasets extracts the different groups of datasets within the data catalog that match the requirements. Below are some examples showing different data requests and the corresponding groups of datasets that would be executed.

Multiple sets of these data requirements are also supported if a list of lists of data requirements are specified.

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from climate_ref.solver import extract_covered_datasets
from climate_ref.solver import extract_covered_datasets

The simplest data request is a FacetFilter. This filters the data catalog to include only the data required for a given diagnostic run.

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data_requirement = DataRequirement(
    source_type=SourceDatasetType.CMIP6,
    filters=(
        # Only include "tas" and "rsut"
        FacetFilter(facets={"variable_id": ("tas", "rsut")}),
    ),
    group_by=None,
)

groups = extract_covered_datasets(data_catalog, data_requirement)

display_groups(groups)
data_requirement = DataRequirement(
    source_type=SourceDatasetType.CMIP6,
    filters=(
        # Only include "tas" and "rsut"
        FacetFilter(facets={"variable_id": ("tas", "rsut")}),
    ),
    group_by=None,
)

groups = extract_covered_datasets(data_catalog, data_requirement)

display_groups(groups)

'selector: ()'

	instance_id	source_id	variable_id
59	CMIP6.CMIP.MPI-M.MPI-ESM1-2-LR.esm-piControl.r...	MPI-ESM1-2-LR	tas
68	CMIP6.CMIP.NCAR.CESM2.historical.r1i1p1f1.Amon...	CESM2	rsut
84	CMIP6.ScenarioMIP.CSIRO.ACCESS-ESM1-5.ssp126.r...	ACCESS-ESM1-5	rsut
85	CMIP6.ScenarioMIP.CSIRO.ACCESS-ESM1-5.ssp126.r...	ACCESS-ESM1-5	tas
1	CMIP6.C4MIP CDRMIP.CSIRO.ACCESS-ESM1-5.esm-1pc...	ACCESS-ESM1-5	tas
4	CMIP6.C4MIP CDRMIP.MPI-M.MPI-ESM1-2-LR.esm-1pc...	MPI-ESM1-2-LR	tas
5	CMIP6.CMIP.CCCma.CanESM5.historical.r1i1p1f1.A...	CanESM5	tas
9	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.1pctCO2.r1i1p1f...	ACCESS-ESM1-5	tas
13	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.abrupt-4xCO2.r1...	ACCESS-ESM1-5	rsut
14	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.abrupt-4xCO2.r1...	ACCESS-ESM1-5	tas
23	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	rsut
25	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	tas
52	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.piControl.r1i1p...	ACCESS-ESM1-5	rsut
53	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.piControl.r1i1p...	ACCESS-ESM1-5	tas
55	CMIP6.CMIP.MOHC.HadGEM3-GC31-LL.historical.r1i...	HadGEM3-GC31-LL	tas

Group by¶

The group_by field can be used to split the filtered data into multiple groups, each of which has a unique set of values in the specified facets. This executions in multiple groups of datasets, each of which would correspond to a diagnostic execution.

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data_requirement = DataRequirement(
    source_type=SourceDatasetType.CMIP6,
    filters=(
        # Only include "tas" and "rsut"
        FacetFilter(facets={"variable_id": ("tas", "rsut")}),
    ),
    group_by=(
        "variable_id",
        "source_id",
    ),
)

groups = extract_covered_datasets(data_catalog, data_requirement)

display_groups(groups)
data_requirement = DataRequirement(
    source_type=SourceDatasetType.CMIP6,
    filters=(
        # Only include "tas" and "rsut"
        FacetFilter(facets={"variable_id": ("tas", "rsut")}),
    ),
    group_by=(
        "variable_id",
        "source_id",
    ),
)

groups = extract_covered_datasets(data_catalog, data_requirement)

display_groups(groups)

"selector: (('variable_id', 'rsut'), ('source_id', 'ACCESS-ESM1-5'))"

	instance_id	source_id	variable_id
84	CMIP6.ScenarioMIP.CSIRO.ACCESS-ESM1-5.ssp126.r...	ACCESS-ESM1-5	rsut
13	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.abrupt-4xCO2.r1...	ACCESS-ESM1-5	rsut
23	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	rsut
52	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.piControl.r1i1p...	ACCESS-ESM1-5	rsut

"selector: (('variable_id', 'rsut'), ('source_id', 'CESM2'))"

	instance_id	source_id	variable_id
68	CMIP6.CMIP.NCAR.CESM2.historical.r1i1p1f1.Amon...	CESM2	rsut

"selector: (('variable_id', 'tas'), ('source_id', 'ACCESS-ESM1-5'))"

	instance_id	source_id	variable_id
85	CMIP6.ScenarioMIP.CSIRO.ACCESS-ESM1-5.ssp126.r...	ACCESS-ESM1-5	tas
1	CMIP6.C4MIP CDRMIP.CSIRO.ACCESS-ESM1-5.esm-1pc...	ACCESS-ESM1-5	tas
9	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.1pctCO2.r1i1p1f...	ACCESS-ESM1-5	tas
14	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.abrupt-4xCO2.r1...	ACCESS-ESM1-5	tas
25	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	tas
53	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.piControl.r1i1p...	ACCESS-ESM1-5	tas

"selector: (('variable_id', 'tas'), ('source_id', 'CanESM5'))"

	instance_id	source_id	variable_id
5	CMIP6.CMIP.CCCma.CanESM5.historical.r1i1p1f1.A...	CanESM5	tas

"selector: (('variable_id', 'tas'), ('source_id', 'HadGEM3-GC31-LL'))"

	instance_id	source_id	variable_id
55	CMIP6.CMIP.MOHC.HadGEM3-GC31-LL.historical.r1i...	HadGEM3-GC31-LL	tas

"selector: (('variable_id', 'tas'), ('source_id', 'MPI-ESM1-2-LR'))"

	instance_id	source_id	variable_id
59	CMIP6.CMIP.MPI-M.MPI-ESM1-2-LR.esm-piControl.r...	MPI-ESM1-2-LR	tas
4	CMIP6.C4MIP CDRMIP.MPI-M.MPI-ESM1-2-LR.esm-1pc...	MPI-ESM1-2-LR	tas

Constraints¶

A data requirement can optionally specify Constraints. These constraints are applied to each group independently to modify a group or ignore it. A group must not be empty after modification for it to be executed.

Constraints can be used to remove datasets or include additional datasets from the catalog, which is useful to select common datasets for all groups (e.g. cell areas).

Below, an IncludeTas GroupOperation is included which adds the corresponding tas dataset to each group.

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class IncludeTas:
    def apply(self, group: pd.DataFrame, data_catalog: pd.DataFrame) -> pd.DataFrame:
        # we will probably need to include some helpers
        tas = data_catalog[
            (data_catalog["variable_id"] == "tas")
            & data_catalog["source_id"].isin(group["source_id"].unique())
            & data_catalog["experiment_id"].isin(group["experiment_id"].unique())
            & data_catalog["member_id"].isin(group["member_id"].unique())
        ]

        return pd.concat([group, tas])


data_requirement = DataRequirement(
    source_type=SourceDatasetType.CMIP6,
    filters=(FacetFilter(facets={"frequency": "mon"}),),
    group_by=("variable_id", "source_id", "member_id", "experiment_id"),
    constraints=(IncludeTas(),),
)

groups = extract_covered_datasets(data_catalog, data_requirement)

display_groups(groups)
class IncludeTas:
    def apply(self, group: pd.DataFrame, data_catalog: pd.DataFrame) -> pd.DataFrame:
        # we will probably need to include some helpers
        tas = data_catalog[
            (data_catalog["variable_id"] == "tas")
            & data_catalog["source_id"].isin(group["source_id"].unique())
            & data_catalog["experiment_id"].isin(group["experiment_id"].unique())
            & data_catalog["member_id"].isin(group["member_id"].unique())
        ]

        return pd.concat([group, tas])


data_requirement = DataRequirement(
    source_type=SourceDatasetType.CMIP6,
    filters=(FacetFilter(facets={"frequency": "mon"}),),
    group_by=("variable_id", "source_id", "member_id", "experiment_id"),
    constraints=(IncludeTas(),),
)

groups = extract_covered_datasets(data_catalog, data_requirement)

display_groups(groups)

"selector: (('variable_id', 'burntFractionAll'), ('source_id', 'CESM2'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'historical'))"

	instance_id	source_id	variable_id
74	CMIP6.CMIP.NCAR.CESM2.historical.r1i1p1f1.Lmon...	CESM2	burntFractionAll

"selector: (('variable_id', 'cSoil'), ('source_id', 'ACCESS-ESM1-5'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'historical'))"

	instance_id	source_id	variable_id
30	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	cSoil
25	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	tas

"selector: (('variable_id', 'cVeg'), ('source_id', 'ACCESS-ESM1-5'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'historical'))"

	instance_id	source_id	variable_id
32	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	cVeg
25	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	tas

"selector: (('variable_id', 'cli'), ('source_id', 'CESM2'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'historical'))"

	instance_id	source_id	variable_id
61	CMIP6.CMIP.NCAR.CESM2.historical.r1i1p1f1.Amon...	CESM2	cli

"selector: (('variable_id', 'clivi'), ('source_id', 'CESM2'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'historical'))"

	instance_id	source_id	variable_id
62	CMIP6.CMIP.NCAR.CESM2.historical.r1i1p1f1.Amon...	CESM2	clivi

"selector: (('variable_id', 'clt'), ('source_id', 'CESM2'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'historical'))"

	instance_id	source_id	variable_id
63	CMIP6.CMIP.NCAR.CESM2.historical.r1i1p1f1.Amon...	CESM2	clt

"selector: (('variable_id', 'clwvi'), ('source_id', 'CESM2'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'historical'))"

	instance_id	source_id	variable_id
64	CMIP6.CMIP.NCAR.CESM2.historical.r1i1p1f1.Amon...	CESM2	clwvi

"selector: (('variable_id', 'fco2antt'), ('source_id', 'MPI-ESM1-2-LR'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'esm-1pctCO2'))"

	instance_id	source_id	variable_id
3	CMIP6.C4MIP CDRMIP.MPI-M.MPI-ESM1-2-LR.esm-1pc...	MPI-ESM1-2-LR	fco2antt
4	CMIP6.C4MIP CDRMIP.MPI-M.MPI-ESM1-2-LR.esm-1pc...	MPI-ESM1-2-LR	tas

"selector: (('variable_id', 'gpp'), ('source_id', 'ACCESS-ESM1-5'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'historical'))"

	instance_id	source_id	variable_id
33	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	gpp
25	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	tas

"selector: (('variable_id', 'hurs'), ('source_id', 'ACCESS-ESM1-5'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'historical'))"

	instance_id	source_id	variable_id
16	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	hurs
25	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	tas

"selector: (('variable_id', 'hus'), ('source_id', 'ACCESS-ESM1-5'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'historical'))"

	instance_id	source_id	variable_id
17	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	hus
25	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	tas

"selector: (('variable_id', 'lai'), ('source_id', 'ACCESS-ESM1-5'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'historical'))"

	instance_id	source_id	variable_id
34	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	lai
25	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	tas

"selector: (('variable_id', 'mrro'), ('source_id', 'ACCESS-ESM1-5'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'historical'))"

	instance_id	source_id	variable_id
35	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	mrro
25	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	tas

"selector: (('variable_id', 'mrsos'), ('source_id', 'ACCESS-ESM1-5'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'historical'))"

	instance_id	source_id	variable_id
36	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	mrsos
25	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	tas

"selector: (('variable_id', 'msftmz'), ('source_id', 'ACCESS-ESM1-5'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'historical'))"

	instance_id	source_id	variable_id
41	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	msftmz
25	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	tas

"selector: (('variable_id', 'nbp'), ('source_id', 'ACCESS-ESM1-5'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'historical'))"

	instance_id	source_id	variable_id
37	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	nbp
25	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	tas

"selector: (('variable_id', 'pr'), ('source_id', 'ACCESS-ESM1-5'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'historical'))"

	instance_id	source_id	variable_id
18	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	pr
25	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	tas

"selector: (('variable_id', 'pr'), ('source_id', 'ACCESS-ESM1-5'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'ssp126'))"

	instance_id	source_id	variable_id
82	CMIP6.ScenarioMIP.CSIRO.ACCESS-ESM1-5.ssp126.r...	ACCESS-ESM1-5	pr
85	CMIP6.ScenarioMIP.CSIRO.ACCESS-ESM1-5.ssp126.r...	ACCESS-ESM1-5	tas

"selector: (('variable_id', 'pr'), ('source_id', 'CESM2'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'historical'))"

	instance_id	source_id	variable_id
65	CMIP6.CMIP.NCAR.CESM2.historical.r1i1p1f1.Amon...	CESM2	pr

"selector: (('variable_id', 'psl'), ('source_id', 'ACCESS-ESM1-5'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'hist-GHG'))"

	instance_id	source_id	variable_id
76	CMIP6.DAMIP.CSIRO.ACCESS-ESM1-5.hist-GHG.r1i1p...	ACCESS-ESM1-5	psl

"selector: (('variable_id', 'psl'), ('source_id', 'ACCESS-ESM1-5'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'historical'))"

	instance_id	source_id	variable_id
19	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	psl
25	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	tas

"selector: (('variable_id', 'psl'), ('source_id', 'ACCESS-ESM1-5'), ('member_id', 'r2i1p1f1'), ('experiment_id', 'hist-GHG'))"

	instance_id	source_id	variable_id
79	CMIP6.DAMIP.CSIRO.ACCESS-ESM1-5.hist-GHG.r2i1p...	ACCESS-ESM1-5	psl

"selector: (('variable_id', 'psl'), ('source_id', 'ACCESS-ESM1-5'), ('member_id', 'r2i1p1f1'), ('experiment_id', 'historical'))"

	instance_id	source_id	variable_id
47	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r2i1...	ACCESS-ESM1-5	psl

"selector: (('variable_id', 'rlut'), ('source_id', 'ACCESS-ESM1-5'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'abrupt-4xCO2'))"

	instance_id	source_id	variable_id
11	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.abrupt-4xCO2.r1...	ACCESS-ESM1-5	rlut
14	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.abrupt-4xCO2.r1...	ACCESS-ESM1-5	tas

"selector: (('variable_id', 'rlut'), ('source_id', 'ACCESS-ESM1-5'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'historical'))"

	instance_id	source_id	variable_id
20	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	rlut
25	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	tas

"selector: (('variable_id', 'rlut'), ('source_id', 'ACCESS-ESM1-5'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'piControl'))"

	instance_id	source_id	variable_id
50	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.piControl.r1i1p...	ACCESS-ESM1-5	rlut
53	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.piControl.r1i1p...	ACCESS-ESM1-5	tas

"selector: (('variable_id', 'rlut'), ('source_id', 'CESM2'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'historical'))"

	instance_id	source_id	variable_id
66	CMIP6.CMIP.NCAR.CESM2.historical.r1i1p1f1.Amon...	CESM2	rlut

"selector: (('variable_id', 'rlutcs'), ('source_id', 'ACCESS-ESM1-5'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'historical'))"

	instance_id	source_id	variable_id
21	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	rlutcs
25	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	tas

"selector: (('variable_id', 'rlutcs'), ('source_id', 'CESM2'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'historical'))"

	instance_id	source_id	variable_id
67	CMIP6.CMIP.NCAR.CESM2.historical.r1i1p1f1.Amon...	CESM2	rlutcs

"selector: (('variable_id', 'rsdt'), ('source_id', 'ACCESS-ESM1-5'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'abrupt-4xCO2'))"

	instance_id	source_id	variable_id
12	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.abrupt-4xCO2.r1...	ACCESS-ESM1-5	rsdt
14	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.abrupt-4xCO2.r1...	ACCESS-ESM1-5	tas

"selector: (('variable_id', 'rsdt'), ('source_id', 'ACCESS-ESM1-5'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'historical'))"

	instance_id	source_id	variable_id
22	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	rsdt
25	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	tas

"selector: (('variable_id', 'rsdt'), ('source_id', 'ACCESS-ESM1-5'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'piControl'))"

	instance_id	source_id	variable_id
51	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.piControl.r1i1p...	ACCESS-ESM1-5	rsdt
53	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.piControl.r1i1p...	ACCESS-ESM1-5	tas

"selector: (('variable_id', 'rsdt'), ('source_id', 'ACCESS-ESM1-5'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'ssp126'))"

	instance_id	source_id	variable_id
83	CMIP6.ScenarioMIP.CSIRO.ACCESS-ESM1-5.ssp126.r...	ACCESS-ESM1-5	rsdt
85	CMIP6.ScenarioMIP.CSIRO.ACCESS-ESM1-5.ssp126.r...	ACCESS-ESM1-5	tas

"selector: (('variable_id', 'rsut'), ('source_id', 'ACCESS-ESM1-5'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'abrupt-4xCO2'))"

	instance_id	source_id	variable_id
13	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.abrupt-4xCO2.r1...	ACCESS-ESM1-5	rsut
14	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.abrupt-4xCO2.r1...	ACCESS-ESM1-5	tas

"selector: (('variable_id', 'rsut'), ('source_id', 'ACCESS-ESM1-5'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'historical'))"

	instance_id	source_id	variable_id
23	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	rsut
25	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	tas

"selector: (('variable_id', 'rsut'), ('source_id', 'ACCESS-ESM1-5'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'piControl'))"

	instance_id	source_id	variable_id
52	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.piControl.r1i1p...	ACCESS-ESM1-5	rsut
53	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.piControl.r1i1p...	ACCESS-ESM1-5	tas

"selector: (('variable_id', 'rsut'), ('source_id', 'ACCESS-ESM1-5'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'ssp126'))"

	instance_id	source_id	variable_id
84	CMIP6.ScenarioMIP.CSIRO.ACCESS-ESM1-5.ssp126.r...	ACCESS-ESM1-5	rsut
85	CMIP6.ScenarioMIP.CSIRO.ACCESS-ESM1-5.ssp126.r...	ACCESS-ESM1-5	tas

"selector: (('variable_id', 'rsut'), ('source_id', 'CESM2'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'historical'))"

	instance_id	source_id	variable_id
68	CMIP6.CMIP.NCAR.CESM2.historical.r1i1p1f1.Amon...	CESM2	rsut

"selector: (('variable_id', 'rsutcs'), ('source_id', 'ACCESS-ESM1-5'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'historical'))"

	instance_id	source_id	variable_id
24	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	rsutcs
25	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	tas

"selector: (('variable_id', 'rsutcs'), ('source_id', 'CESM2'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'historical'))"

	instance_id	source_id	variable_id
69	CMIP6.CMIP.NCAR.CESM2.historical.r1i1p1f1.Amon...	CESM2	rsutcs

"selector: (('variable_id', 'siconc'), ('source_id', 'ACCESS-ESM1-5'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'historical'))"

	instance_id	source_id	variable_id
44	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	siconc
25	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	tas

"selector: (('variable_id', 'siconc'), ('source_id', 'CanESM5'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'historical'))"

	instance_id	source_id	variable_id
7	CMIP6.CMIP.CCCma.CanESM5.historical.r1i1p1f1.S...	CanESM5	siconc
5	CMIP6.CMIP.CCCma.CanESM5.historical.r1i1p1f1.A...	CanESM5	tas

"selector: (('variable_id', 'siconc'), ('source_id', 'HadGEM3-GC31-LL'), ('member_id', 'r1i1p1f3'), ('experiment_id', 'historical'))"

	instance_id	source_id	variable_id
56	CMIP6.CMIP.MOHC.HadGEM3-GC31-LL.historical.r1i...	HadGEM3-GC31-LL	siconc
55	CMIP6.CMIP.MOHC.HadGEM3-GC31-LL.historical.r1i...	HadGEM3-GC31-LL	tas

"selector: (('variable_id', 'snc'), ('source_id', 'CESM2'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'historical'))"

	instance_id	source_id	variable_id
71	CMIP6.CMIP.NCAR.CESM2.historical.r1i1p1f1.Imon...	CESM2	snc
72	CMIP6.CMIP.NCAR.CESM2.historical.r1i1p1f1.Imon...	CESM2	snc
73	CMIP6.CMIP.NCAR.CESM2.historical.r1i1p1f1.LImo...	CESM2	snc

"selector: (('variable_id', 'sos'), ('source_id', 'ACCESS-ESM1-5'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'historical'))"

	instance_id	source_id	variable_id
42	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	sos
25	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	tas

"selector: (('variable_id', 'ta'), ('source_id', 'CESM2'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'historical'))"

	instance_id	source_id	variable_id
70	CMIP6.CMIP.NCAR.CESM2.historical.r1i1p1f1.Amon...	CESM2	ta

"selector: (('variable_id', 'tas'), ('source_id', 'ACCESS-ESM1-5'), ('member_id', 'r1i1p1f1'), ('experiment_id', '1pctCO2'))"

	instance_id	source_id	variable_id
9	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.1pctCO2.r1i1p1f...	ACCESS-ESM1-5	tas

"selector: (('variable_id', 'tas'), ('source_id', 'ACCESS-ESM1-5'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'abrupt-4xCO2'))"

	instance_id	source_id	variable_id
14	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.abrupt-4xCO2.r1...	ACCESS-ESM1-5	tas

"selector: (('variable_id', 'tas'), ('source_id', 'ACCESS-ESM1-5'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'esm-1pct-brch-1000PgC'))"

	instance_id	source_id	variable_id
1	CMIP6.C4MIP CDRMIP.CSIRO.ACCESS-ESM1-5.esm-1pc...	ACCESS-ESM1-5	tas

"selector: (('variable_id', 'tas'), ('source_id', 'ACCESS-ESM1-5'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'historical'))"

	instance_id	source_id	variable_id
25	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	tas

"selector: (('variable_id', 'tas'), ('source_id', 'ACCESS-ESM1-5'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'piControl'))"

	instance_id	source_id	variable_id
53	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.piControl.r1i1p...	ACCESS-ESM1-5	tas

"selector: (('variable_id', 'tas'), ('source_id', 'ACCESS-ESM1-5'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'ssp126'))"

	instance_id	source_id	variable_id
85	CMIP6.ScenarioMIP.CSIRO.ACCESS-ESM1-5.ssp126.r...	ACCESS-ESM1-5	tas

"selector: (('variable_id', 'tas'), ('source_id', 'CanESM5'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'historical'))"

	instance_id	source_id	variable_id
5	CMIP6.CMIP.CCCma.CanESM5.historical.r1i1p1f1.A...	CanESM5	tas

"selector: (('variable_id', 'tas'), ('source_id', 'HadGEM3-GC31-LL'), ('member_id', 'r1i1p1f3'), ('experiment_id', 'historical'))"

	instance_id	source_id	variable_id
55	CMIP6.CMIP.MOHC.HadGEM3-GC31-LL.historical.r1i...	HadGEM3-GC31-LL	tas

"selector: (('variable_id', 'tas'), ('source_id', 'MPI-ESM1-2-LR'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'esm-1pctCO2'))"

	instance_id	source_id	variable_id
4	CMIP6.C4MIP CDRMIP.MPI-M.MPI-ESM1-2-LR.esm-1pc...	MPI-ESM1-2-LR	tas

"selector: (('variable_id', 'tas'), ('source_id', 'MPI-ESM1-2-LR'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'esm-piControl'))"

	instance_id	source_id	variable_id
59	CMIP6.CMIP.MPI-M.MPI-ESM1-2-LR.esm-piControl.r...	MPI-ESM1-2-LR	tas

"selector: (('variable_id', 'tasmax'), ('source_id', 'ACCESS-ESM1-5'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'historical'))"

	instance_id	source_id	variable_id
26	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	tasmax
25	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	tas

"selector: (('variable_id', 'tauu'), ('source_id', 'ACCESS-ESM1-5'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'historical'))"

	instance_id	source_id	variable_id
27	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	tauu
25	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	tas

"selector: (('variable_id', 'tos'), ('source_id', 'ACCESS-ESM1-5'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'historical'))"

	instance_id	source_id	variable_id
43	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	tos
25	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	tas

"selector: (('variable_id', 'tos'), ('source_id', 'ACCESS-ESM1-5'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'ssp126'))"

	instance_id	source_id	variable_id
86	CMIP6.ScenarioMIP.CSIRO.ACCESS-ESM1-5.ssp126.r...	ACCESS-ESM1-5	tos
85	CMIP6.ScenarioMIP.CSIRO.ACCESS-ESM1-5.ssp126.r...	ACCESS-ESM1-5	tas

"selector: (('variable_id', 'treeFrac'), ('source_id', 'ACCESS-ESM1-5'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'historical'))"

	instance_id	source_id	variable_id
38	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	treeFrac
25	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	tas

"selector: (('variable_id', 'ts'), ('source_id', 'ACCESS-ESM1-5'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'hist-GHG'))"

	instance_id	source_id	variable_id
77	CMIP6.DAMIP.CSIRO.ACCESS-ESM1-5.hist-GHG.r1i1p...	ACCESS-ESM1-5	ts

"selector: (('variable_id', 'ts'), ('source_id', 'ACCESS-ESM1-5'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'historical'))"

	instance_id	source_id	variable_id
28	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	ts
25	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	tas

"selector: (('variable_id', 'ts'), ('source_id', 'ACCESS-ESM1-5'), ('member_id', 'r2i1p1f1'), ('experiment_id', 'hist-GHG'))"

	instance_id	source_id	variable_id
80	CMIP6.DAMIP.CSIRO.ACCESS-ESM1-5.hist-GHG.r2i1p...	ACCESS-ESM1-5	ts

"selector: (('variable_id', 'ts'), ('source_id', 'ACCESS-ESM1-5'), ('member_id', 'r2i1p1f1'), ('experiment_id', 'historical'))"

	instance_id	source_id	variable_id
48	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r2i1...	ACCESS-ESM1-5	ts

"selector: (('variable_id', 'ua'), ('source_id', 'ACCESS-ESM1-5'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'historical'))"

	instance_id	source_id	variable_id
29	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	ua
25	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	tas

"selector: (('variable_id', 'vegFrac'), ('source_id', 'ACCESS-ESM1-5'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'historical'))"

	instance_id	source_id	variable_id
31	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	vegFrac
25	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	tas

In addition to operations adding datasets, it is also possible to remove datasets.

In [12]:

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class AtLeast2:
    def apply(self, group: pd.DataFrame, data_catalog: pd.DataFrame) -> pd.DataFrame:
        if len(group["variable_id"].drop_duplicates()) >= 2:
            return group
        return group.loc[[]]
class AtLeast2:
    def apply(self, group: pd.DataFrame, data_catalog: pd.DataFrame) -> pd.DataFrame:
        if len(group["variable_id"].drop_duplicates()) >= 2:
            return group
        return group.loc[[]]

Here we add a simple validator which ensures that at least 2 unique datasets are present. This removes the groups from above where tas was not available.

In [13]:

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data_requirement = DataRequirement(
    source_type=SourceDatasetType.CMIP6,
    filters=(FacetFilter(facets={"frequency": "mon"}),),
    group_by=("variable_id", "source_id", "member_id", "experiment_id"),
    constraints=(IncludeTas(), AtLeast2()),
)

groups = extract_covered_datasets(data_catalog, data_requirement)

display_groups(groups)
data_requirement = DataRequirement(
    source_type=SourceDatasetType.CMIP6,
    filters=(FacetFilter(facets={"frequency": "mon"}),),
    group_by=("variable_id", "source_id", "member_id", "experiment_id"),
    constraints=(IncludeTas(), AtLeast2()),
)

groups = extract_covered_datasets(data_catalog, data_requirement)

display_groups(groups)

"selector: (('variable_id', 'cSoil'), ('source_id', 'ACCESS-ESM1-5'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'historical'))"

	instance_id	source_id	variable_id
30	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	cSoil
25	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	tas

"selector: (('variable_id', 'cVeg'), ('source_id', 'ACCESS-ESM1-5'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'historical'))"

	instance_id	source_id	variable_id
32	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	cVeg
25	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	tas

"selector: (('variable_id', 'fco2antt'), ('source_id', 'MPI-ESM1-2-LR'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'esm-1pctCO2'))"

	instance_id	source_id	variable_id
3	CMIP6.C4MIP CDRMIP.MPI-M.MPI-ESM1-2-LR.esm-1pc...	MPI-ESM1-2-LR	fco2antt
4	CMIP6.C4MIP CDRMIP.MPI-M.MPI-ESM1-2-LR.esm-1pc...	MPI-ESM1-2-LR	tas

"selector: (('variable_id', 'gpp'), ('source_id', 'ACCESS-ESM1-5'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'historical'))"

	instance_id	source_id	variable_id
33	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	gpp
25	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	tas

"selector: (('variable_id', 'hurs'), ('source_id', 'ACCESS-ESM1-5'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'historical'))"

	instance_id	source_id	variable_id
16	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	hurs
25	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	tas

"selector: (('variable_id', 'hus'), ('source_id', 'ACCESS-ESM1-5'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'historical'))"

	instance_id	source_id	variable_id
17	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	hus
25	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	tas

"selector: (('variable_id', 'lai'), ('source_id', 'ACCESS-ESM1-5'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'historical'))"

	instance_id	source_id	variable_id
34	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	lai
25	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	tas

"selector: (('variable_id', 'mrro'), ('source_id', 'ACCESS-ESM1-5'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'historical'))"

	instance_id	source_id	variable_id
35	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	mrro
25	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	tas

"selector: (('variable_id', 'mrsos'), ('source_id', 'ACCESS-ESM1-5'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'historical'))"

	instance_id	source_id	variable_id
36	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	mrsos
25	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	tas

"selector: (('variable_id', 'msftmz'), ('source_id', 'ACCESS-ESM1-5'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'historical'))"

	instance_id	source_id	variable_id
41	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	msftmz
25	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	tas

"selector: (('variable_id', 'nbp'), ('source_id', 'ACCESS-ESM1-5'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'historical'))"

	instance_id	source_id	variable_id
37	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	nbp
25	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	tas

"selector: (('variable_id', 'pr'), ('source_id', 'ACCESS-ESM1-5'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'historical'))"

	instance_id	source_id	variable_id
18	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	pr
25	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	tas

"selector: (('variable_id', 'pr'), ('source_id', 'ACCESS-ESM1-5'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'ssp126'))"

	instance_id	source_id	variable_id
82	CMIP6.ScenarioMIP.CSIRO.ACCESS-ESM1-5.ssp126.r...	ACCESS-ESM1-5	pr
85	CMIP6.ScenarioMIP.CSIRO.ACCESS-ESM1-5.ssp126.r...	ACCESS-ESM1-5	tas

"selector: (('variable_id', 'psl'), ('source_id', 'ACCESS-ESM1-5'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'historical'))"

	instance_id	source_id	variable_id
19	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	psl
25	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	tas

"selector: (('variable_id', 'rlut'), ('source_id', 'ACCESS-ESM1-5'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'abrupt-4xCO2'))"

	instance_id	source_id	variable_id
11	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.abrupt-4xCO2.r1...	ACCESS-ESM1-5	rlut
14	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.abrupt-4xCO2.r1...	ACCESS-ESM1-5	tas

"selector: (('variable_id', 'rlut'), ('source_id', 'ACCESS-ESM1-5'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'historical'))"

	instance_id	source_id	variable_id
20	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	rlut
25	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	tas

"selector: (('variable_id', 'rlut'), ('source_id', 'ACCESS-ESM1-5'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'piControl'))"

	instance_id	source_id	variable_id
50	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.piControl.r1i1p...	ACCESS-ESM1-5	rlut
53	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.piControl.r1i1p...	ACCESS-ESM1-5	tas

"selector: (('variable_id', 'rlutcs'), ('source_id', 'ACCESS-ESM1-5'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'historical'))"

	instance_id	source_id	variable_id
21	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	rlutcs
25	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	tas

"selector: (('variable_id', 'rsdt'), ('source_id', 'ACCESS-ESM1-5'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'abrupt-4xCO2'))"

	instance_id	source_id	variable_id
12	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.abrupt-4xCO2.r1...	ACCESS-ESM1-5	rsdt
14	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.abrupt-4xCO2.r1...	ACCESS-ESM1-5	tas

"selector: (('variable_id', 'rsdt'), ('source_id', 'ACCESS-ESM1-5'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'historical'))"

	instance_id	source_id	variable_id
22	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	rsdt
25	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	tas

"selector: (('variable_id', 'rsdt'), ('source_id', 'ACCESS-ESM1-5'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'piControl'))"

	instance_id	source_id	variable_id
51	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.piControl.r1i1p...	ACCESS-ESM1-5	rsdt
53	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.piControl.r1i1p...	ACCESS-ESM1-5	tas

"selector: (('variable_id', 'rsdt'), ('source_id', 'ACCESS-ESM1-5'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'ssp126'))"

	instance_id	source_id	variable_id
83	CMIP6.ScenarioMIP.CSIRO.ACCESS-ESM1-5.ssp126.r...	ACCESS-ESM1-5	rsdt
85	CMIP6.ScenarioMIP.CSIRO.ACCESS-ESM1-5.ssp126.r...	ACCESS-ESM1-5	tas

"selector: (('variable_id', 'rsut'), ('source_id', 'ACCESS-ESM1-5'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'abrupt-4xCO2'))"

	instance_id	source_id	variable_id
13	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.abrupt-4xCO2.r1...	ACCESS-ESM1-5	rsut
14	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.abrupt-4xCO2.r1...	ACCESS-ESM1-5	tas

"selector: (('variable_id', 'rsut'), ('source_id', 'ACCESS-ESM1-5'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'historical'))"

	instance_id	source_id	variable_id
23	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	rsut
25	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	tas

"selector: (('variable_id', 'rsut'), ('source_id', 'ACCESS-ESM1-5'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'piControl'))"

	instance_id	source_id	variable_id
52	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.piControl.r1i1p...	ACCESS-ESM1-5	rsut
53	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.piControl.r1i1p...	ACCESS-ESM1-5	tas

"selector: (('variable_id', 'rsut'), ('source_id', 'ACCESS-ESM1-5'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'ssp126'))"

	instance_id	source_id	variable_id
84	CMIP6.ScenarioMIP.CSIRO.ACCESS-ESM1-5.ssp126.r...	ACCESS-ESM1-5	rsut
85	CMIP6.ScenarioMIP.CSIRO.ACCESS-ESM1-5.ssp126.r...	ACCESS-ESM1-5	tas

"selector: (('variable_id', 'rsutcs'), ('source_id', 'ACCESS-ESM1-5'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'historical'))"

	instance_id	source_id	variable_id
24	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	rsutcs
25	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	tas

"selector: (('variable_id', 'siconc'), ('source_id', 'ACCESS-ESM1-5'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'historical'))"

	instance_id	source_id	variable_id
44	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	siconc
25	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	tas

"selector: (('variable_id', 'siconc'), ('source_id', 'CanESM5'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'historical'))"

	instance_id	source_id	variable_id
7	CMIP6.CMIP.CCCma.CanESM5.historical.r1i1p1f1.S...	CanESM5	siconc
5	CMIP6.CMIP.CCCma.CanESM5.historical.r1i1p1f1.A...	CanESM5	tas

"selector: (('variable_id', 'siconc'), ('source_id', 'HadGEM3-GC31-LL'), ('member_id', 'r1i1p1f3'), ('experiment_id', 'historical'))"

	instance_id	source_id	variable_id
56	CMIP6.CMIP.MOHC.HadGEM3-GC31-LL.historical.r1i...	HadGEM3-GC31-LL	siconc
55	CMIP6.CMIP.MOHC.HadGEM3-GC31-LL.historical.r1i...	HadGEM3-GC31-LL	tas

"selector: (('variable_id', 'sos'), ('source_id', 'ACCESS-ESM1-5'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'historical'))"

	instance_id	source_id	variable_id
42	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	sos
25	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	tas

"selector: (('variable_id', 'tasmax'), ('source_id', 'ACCESS-ESM1-5'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'historical'))"

	instance_id	source_id	variable_id
26	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	tasmax
25	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	tas

"selector: (('variable_id', 'tauu'), ('source_id', 'ACCESS-ESM1-5'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'historical'))"

	instance_id	source_id	variable_id
27	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	tauu
25	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	tas

"selector: (('variable_id', 'tos'), ('source_id', 'ACCESS-ESM1-5'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'historical'))"

	instance_id	source_id	variable_id
43	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	tos
25	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	tas

"selector: (('variable_id', 'tos'), ('source_id', 'ACCESS-ESM1-5'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'ssp126'))"

	instance_id	source_id	variable_id
86	CMIP6.ScenarioMIP.CSIRO.ACCESS-ESM1-5.ssp126.r...	ACCESS-ESM1-5	tos
85	CMIP6.ScenarioMIP.CSIRO.ACCESS-ESM1-5.ssp126.r...	ACCESS-ESM1-5	tas

"selector: (('variable_id', 'treeFrac'), ('source_id', 'ACCESS-ESM1-5'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'historical'))"

	instance_id	source_id	variable_id
38	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	treeFrac
25	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	tas

"selector: (('variable_id', 'ts'), ('source_id', 'ACCESS-ESM1-5'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'historical'))"

	instance_id	source_id	variable_id
28	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	ts
25	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	tas

"selector: (('variable_id', 'ua'), ('source_id', 'ACCESS-ESM1-5'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'historical'))"

	instance_id	source_id	variable_id
29	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	ua
25	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	tas

"selector: (('variable_id', 'vegFrac'), ('source_id', 'ACCESS-ESM1-5'), ('member_id', 'r1i1p1f1'), ('experiment_id', 'historical'))"

	instance_id	source_id	variable_id
31	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	vegFrac
25	CMIP6.CMIP.CSIRO.ACCESS-ESM1-5.historical.r1i1...	ACCESS-ESM1-5	tas

Diagnostic Dataset Selection¶

Data Catalog¶

Data Requirements¶

Facet filters¶

Group by¶

Constraints¶