bias-correction-data-release

This repository tracks the details and progress of the first Australian Climate Service (ACS) bias corrected CORDEX-CMIP6 data release.

Dataset specifications

A number of institutions have dynamically downscaled CMIP6 global climate model data over Australasia as part of the CORDEX-CMIP6 project. For this data release, bias correction will be applied to CORDEX-CMIP6 model outputs produced by the Bureau of Meteorology, CSIRO, NARCliM2.0 and the Queensland Future Climate Science Program (see the Data Availability table below for details).

Variable	Timescale	Grid	Units	Observations	Experiments
Daily maximum surface air temperature (tasmax)	daily	AGCD-05i	C	AGCD, BARRA-R2	historical, ssp126, ssp370
Daily minimum surface air temperature (tasmin)	daily	AGCD-05i	C	AGCD, BARRA-R2	historical, ssp126, ssp370
Precipitation (pr)	daily	AGCD-05i	mm/day	AGCD, BARRA-R2	historical, ssp126, ssp370
Surface downwelling shortwave radiation (rsds)	daily	AGCD-05i	W/m2	BARRA-R2	historical, ssp126, ssp370
Daily maximum surface wind speed (sfcWindmax)	daily	AGCD-05i	m/s	BARRA-R2	historical, ssp126, ssp370
Daily maximum relative humidity (hursmax)	daily	AGCD-05i	%	BARRA-R2	historical, ssp126, ssp370
Daily minimum relative humidity (hursmin)	daily	AGCD-05i	%	BARRA-R2	historical, ssp126, ssp370

AGCD-05i is the AGCD 0.05 x 0.05 degrees spatial grid: 691 latitudes (112.00 to 156.25 East), 886 longitudes (10.0 to 44.5 South).

The rationale for bias correcting against two different observational datasets is that BARRA-R2 provides a consistent product across all variables, while having AGCD available for temperature and precipitation caters to users who don't require consistency across many variables and just want the (arguably) superior observational underpinning.

Pre-processed input data for bias correction

Model outputs and observational data were pre-processed prior to bias correction. This pre-processing involved spatial regridding, unit conversion and re-chunking.

For the model outputs, the pre-processing was achieved by running the following at the command line for any given GCM / RCM / model run / variable combination:

bash preprocess-cordex.sh ACCESS-CM2 BARPA-R r4i1p1f1 ssp370 tasmin -n

(The -n is optional and allows for a dry run where the commands that would be executed are just printed to the screen.)

The following is the equivalent command to submit to the job queue on NCI:

qsub -v gcm=ACCESS-CM2,rcm=BARPA-R,run=r4i1p1f1,exp=ssp370,var=tasmin preprocess-cordex-job.sh

For the observational data, no pre-processing was required for the AGCD data. For BARRA-R2, the pre-processing was achieved by running the following at the command line for any given variable:

bash preprocess-barra.sh tasmin -n

(The -n is optional and allows for a dry run where the commands that would be executed are just printed to the screen.)

The following is the equivalent command to submit to the job queue on NCI:

qsub -v var=tasmin preprocess-barra-job.sh

The preprocessed AGCD and BARRA-R2 observational data are available on NCI at the following (example) directories:

/g/data/xv83/agcd-csiro/precip/daily/precip-total_AGCD-CSIRO_r005_19300101-19301231_daily.nc

/g/data/ia39/australian-climate-service/test-data/CORDEX-CMIP6/bias-adjustment-input/AGCD-05i/BOM/ERA5/historical/hres/BARRA-R2/v1/day/pr/pr_AGCD-05i_ERA5_historical_hres_BOM_BARRA-R2_v1_day_20020801-20020831.nc

The preprocessed CORDEX regional climate model data are available on NCI at the following (example) directories:

/g/data/ia39/australian-climate-service/test-data/CORDEX-CMIP6/bias-adjustment-input/AGCD-05i/BOM/CESM2/ssp370/r11i1p1f1/BARPA-R/v1-r1/day/pr/pr_AGCD-05i_CESM2_ssp370_r11i1p1f1_BOM_BARPA-R_v1-r1_day_20220101-20221231.nc

Bias corrected output data

Bias corrected output data are available at:

/g/data/ia39/australian-climate-service/test-data/CORDEX-CMIP6/bias-adjustment-output/

Those data are formatted and archived according to the data reference syntax described by drs.md.

For example, pr bias corrected output data for ACCESS-CM2 BARPA-R corrected to AGCD data using QME (i.e. univariate) can be found at the following directory:

/g/data/ia39/australian-climate-service/test-data/CORDEX-CMIP6/bias-adjustment-output/AGCD-05i/BOM/ACCESS-CM2/ssp370/r4i1p1f1/BARPA-R/v1-r1-ACS-QME-AGCD-1960-2022/day/prAdjust/

Most completed runs have bias corrected data available from 1960 to 2100 inclusive, with years up to and including 2014 found within the "historical" instead of "ssp370" subdirectory. The exception is for CCAM-v2203-SN runs, which are missing the year 2100.

Note that from previous usage there still exists data following a slightly different directory structure at the RCM level. The new data can be found in RCM directories labelled exactly as they are in the proceeding availability table.

Data availability

The table below provides a summary of what data has been processed for each GCM.

The order of the dots in each table (from first/top/left to last/bottom/right) represents:

Dot 1: Status of the pre-processed input data
Dot 2: Status of the univariate bias corrected data (i.e. using the QME method)
Dot 3: Status of the multivariate bias corrected data (i.e. using the MRNBC method)

The color of the dots in the table represents:

🟢 The data is available in its final official form
🟡 The data exists for early / beta users to try
⚪ Not processed yet but we don't anticipate any problems/delays
🔴 Not processed yet due to issues/delays with the original data

The BARPA-R dataset has a small number of daily timesteps where the value at all latitude/longitude points is NaN for all variables (see the BARPA known issues page for details). Those NaN timesteps are also present in the bias corrected data for all variables except hursmin and hursmax (which were calculated using unaffected hourly BARPA data). The table below lists the affected timesteps.

Last update: Wed 11 September 2pm: Added QME UKESM NARCliM runs.

Observations

GCM	RCM	run	exp	tas max	tas min	pr	rsds	sfcWind max	hurs max	hurs min	missing data
	AGCD			🟢	🟢	🟢
	BARRA-R2			🟢	🟢	🟢	🟢	🟢	🟢	🟢

ACCESS-CM2

GCM	RCM	run	exp	tas max	tas min	pr	rsds	sfcWind max	hurs max	hurs min	missing data
ACCESS-CM2	BARPA-R	r4i1p1f1	historical	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪
ACCESS-CM2	BARPA-R	r4i1p1f1	ssp126	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	1-2 July 2049
ACCESS-CM2	BARPA-R	r4i1p1f1	ssp370	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪
ACCESS-CM2	CCAM-v2203-SN	r4i1p1f1	historical	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪
ACCESS-CM2	CCAM-v2203-SN	r4i1p1f1	ssp126	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪
ACCESS-CM2	CCAM-v2203-SN	r4i1p1f1	ssp370	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪
ACCESS-CM2	CCAMoc-v2112	r2i1p1f1	historical	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 ⚪		🟢 🟡 ⚪	🟢 🟡 ⚪
ACCESS-CM2	CCAMoc-v2112	r2i1p1f1	ssp126	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪		🟢 🟡 ⚪	🟢 🟡 ⚪
ACCESS-CM2	CCAMoc-v2112	r2i1p1f1	ssp370	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 ⚪		🟢 🟡 ⚪	🟢 🟡 ⚪

ACCESS-ESM1-5

GCM	RCM	run	exp	tas max	tas min	pr	rsds	sfcWind max	hurs max	hurs min	missing data
ACCESS-ESM1-5	BARPA-R	r6i1p1f1	historical	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪
ACCESS-ESM1-5	BARPA-R	r6i1p1f1	ssp126	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	9-10 Sep, 16-17 Oct 2073
ACCESS-ESM1-5	BARPA-R	r6i1p1f1	ssp370	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	21-22 Apr 2029
ACCESS-ESM1-5	CCAM-v2203-SN	r6i1p1f1	historical	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪
ACCESS-ESM1-5	CCAM-v2203-SN	r6i1p1f1	ssp126	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪
ACCESS-ESM1-5	CCAM-v2203-SN	r6i1p1f1	ssp370	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪
ACCESS-ESM1-5	CCAMoc-v2112	r20i1p1f1	historical	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 ⚪		🟢 🟡 ⚪	🟢 🟡 ⚪
ACCESS-ESM1-5	CCAMoc-v2112	r20i1p1f1	ssp126	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪		🟢 🟡 ⚪	🟢 🟡 ⚪
ACCESS-ESM1-5	CCAMoc-v2112	r20i1p1f1	ssp370	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 ⚪		🟢 🟡 ⚪	🟢 🟡 ⚪
ACCESS-ESM1-5	CCAMoc-v2112	r40i1p1f1	historical	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪
ACCESS-ESM1-5	CCAMoc-v2112	r40i1p1f1	ssp126	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪		🟢 🟡 ⚪	🟢 🟡 ⚪
ACCESS-ESM1-5	CCAMoc-v2112	r40i1p1f1	ssp370	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪
ACCESS-ESM1-5	CCAM-v2105	r6i1p1f1	historical	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 ⚪		🟢 🟡 ⚪	🟢 🟡 ⚪
ACCESS-ESM1-5	CCAM-v2105	r6i1p1f1	ssp126	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪		🟢 🟡 ⚪	🟢 🟡 ⚪
ACCESS-ESM1-5	CCAM-v2105	r6i1p1f1	ssp370	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 ⚪		🟢 🟡 ⚪	🟢 🟡 ⚪
ACCESS-ESM1-5	NARCliM2-0-WRF412R3	r6i1p1f1	historical	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪
ACCESS-ESM1-5	NARCliM2-0-WRF412R3	r6i1p1f1	ssp126	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪
ACCESS-ESM1-5	NARCliM2-0-WRF412R3	r6i1p1f1	ssp370	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪
ACCESS-ESM1-5	NARCliM2-0-WRF412R5	r6i1p1f1	historical	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪
ACCESS-ESM1-5	NARCliM2-0-WRF412R5	r6i1p1f1	ssp126	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪
ACCESS-ESM1-5	NARCliM2-0-WRF412R5	r6i1p1f1	ssp370	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪

CESM2

GCM	RCM	run	exp	tas max	tas min	pr	rsds	sfcWind max	hurs max	hurs min
CESM2	BARPA-R	r11i1p1f1	historical	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪
CESM2	BARPA-R	r11i1p1f1	ssp126	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪
CESM2	BARPA-R	r11i1p1f1	ssp370	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪
CESM2	CCAM-v2203-SN	r11i1p1f1	historical	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪
CESM2	CCAM-v2203-SN	r11i1p1f1	ssp126	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪
CESM2	CCAM-v2203-SN	r11i1p1f1	ssp370	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪

CMCC-ESM2

GCM	RCM	run	exp	tas max	tas min	pr	rsds	sfcWind max	hurs max	hurs min
CMCC-ESM2	BARPA-R	r1i1p1f1	historical	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪
CMCC-ESM2	BARPA-R	r1i1p1f1	ssp126	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪
CMCC-ESM2	BARPA-R	r1i1p1f1	ssp370	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪
CMCC-ESM2	CCAM-v2203-SN	r1i1p1f1	historical	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪
CMCC-ESM2	CCAM-v2203-SN	r1i1p1f1	ssp126	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪
CMCC-ESM2	CCAM-v2203-SN	r1i1p1f1	ssp370	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪
CMCC-ESM2	CCAM-v2105	r1i1p1f1	historical	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 ⚪		🟢 🟡 ⚪	🟢 🟡 ⚪
CMCC-ESM2	CCAM-v2105	r1i1p1f1	ssp126	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪		🟢 🟡 ⚪	🟢 🟡 ⚪
CMCC-ESM2	CCAM-v2105	r1i1p1f1	ssp370	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 ⚪		🟢 🟡 ⚪	🟢 🟡 ⚪

CNRM-CM6-1-HR

GCM	RCM	run	exp	tas max	tas min	pr	rsds	hurs max	hurs min
CNRM-CM6-1-HR	CCAMoc-v2112	r1i1p1f2	historical	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪
CNRM-CM6-1-HR	CCAMoc-v2112	r1i1p1f2	ssp126	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪
CNRM-CM6-1-HR	CCAMoc-v2112	r1i1p1f2	ssp370	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪
CNRM-CM6-1-HR	CCAM-v2112	r1i1p1f2	historical	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪
CNRM-CM6-1-HR	CCAM-v2112	r1i1p1f2	ssp126	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪
CNRM-CM6-1-HR	CCAM-v2112	r1i1p1f2	ssp370	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪

CNRM-ESM2-1

GCM	RCM	run	exp	tas max	tas min	pr	rsds	sfcWind max	hurs max	hurs min
CNRM-ESM2-1	CCAM-v2203-SN	r1i1p1f2	historical	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪
CNRM-ESM2-1	CCAM-v2203-SN	r1i1p1f2	ssp126	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪
CNRM-ESM2-1	CCAM-v2203-SN	r1i1p1f2	ssp370	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪

EC-Earth3

GCM	RCM	run	exp	tas max	tas min	pr	rsds	sfcWind max	hurs max	hurs min
EC-Earth3	BARPA-R	r1i1p1f1	historical	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪
EC-Earth3	BARPA-R	r1i1p1f1	ssp126	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪
EC-Earth3	BARPA-R	r1i1p1f1	ssp370	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪
EC-Earth3	CCAM-v2203-SN	r1i1p1f1	historical	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪
EC-Earth3	CCAM-v2203-SN	r1i1p1f1	ssp126	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪
EC-Earth3	CCAM-v2203-SN	r1i1p1f1	ssp370	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪
EC-Earth3	CCAM-v2105	r1i1p1f1	historical	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 ⚪		🟢 🟡 ⚪	🟢 🟡 ⚪
EC-Earth3	CCAM-v2105	r1i1p1f1	ssp126	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪		🟢 🟡 ⚪	🟢 🟡 ⚪
EC-Earth3	CCAM-v2105	r1i1p1f1	ssp370	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 ⚪		🟢 🟡 ⚪	🟢 🟡 ⚪

EC-Earth3-Veg

GCM	RCM	run	exp	tas max	tas min	pr	rsds	sfcWind max	hurs max	hurs min
EC-Earth3-Veg	NARCliM2-0-WRF412R3	r1i1p1f1	historical	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪
EC-Earth3-Veg	NARCliM2-0-WRF412R3	r1i1p1f1	ssp126	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪
EC-Earth3-Veg	NARCliM2-0-WRF412R3	r1i1p1f1	ssp370	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪
EC-Earth3-Veg	NARCliM2-0-WRF412R5	r1i1p1f1	historical	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪
EC-Earth3-Veg	NARCliM2-0-WRF412R5	r1i1p1f1	ssp126	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪
EC-Earth3-Veg	NARCliM2-0-WRF412R5	r1i1p1f1	ssp370	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪

FGOALS-g3

GCM	RCM	run	exp	tas max	tas min	pr	rsds	hurs max	hurs min
FGOALS-g3	CCAM-v2105	r4i1p1f1	historical	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪
FGOALS-g3	CCAM-v2105	r4i1p1f1	ssp126	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪
FGOALS-g3	CCAM-v2105	r4i1p1f1	ssp370	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪

GFDL-ESM4

GCM	RCM	run	exp	tas max	tas min	pr	rsds	hurs max	hurs min
GFDL-ESM4	CCAM-v2105	r1i1p1f1	historical	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪
GFDL-ESM4	CCAM-v2105	r1i1p1f1	ssp126	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪
GFDL-ESM4	CCAM-v2105	r1i1p1f1	ssp370	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪

GISS-E2-1-G

GCM	RCM	run	exp	tas max	tas min	pr	rsds	hurs max	hurs min
GISS-E2-1-G	CCAM-v2105	r2i1p1f2	historical	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪
GISS-E2-1-G	CCAM-v2105	r2i1p1f2	ssp126	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪
GISS-E2-1-G	CCAM-v2105	r2i1p1f2	ssp370	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪

MPI-ESM1-2-HR

GCM	RCM	run	exp	tas max	tas min	pr	rsds	sfcWind max	hurs max	hurs min
MPI-ESM1-2-HR	BARPA-R	r1i1p1f1	historical	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪
MPI-ESM1-2-HR	BARPA-R	r1i1p1f1	ssp126	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪
MPI-ESM1-2-HR	BARPA-R	r1i1p1f1	ssp370	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪
MPI-ESM1-2-HR	NARCliM2-0-WRF412R3	r1i1p1f1	historical	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪
MPI-ESM1-2-HR	NARCliM2-0-WRF412R3	r1i1p1f1	ssp126	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪
MPI-ESM1-2-HR	NARCliM2-0-WRF412R3	r1i1p1f1	ssp370	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪
MPI-ESM1-2-HR	NARCliM2-0-WRF412R5	r1i1p1f1	historical	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪
MPI-ESM1-2-HR	NARCliM2-0-WRF412R5	r1i1p1f1	ssp126	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪
MPI-ESM1-2-HR	NARCliM2-0-WRF412R5	r1i1p1f1	ssp370	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪

MPI-ESM1-2-LR

GCM	RCM	run	exp	tas max	tas min	pr	rsds	hurs max	hurs min
MPI-ESM1-2-LR	CCAM-v2105	r9i1p1f1	historical	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪
MPI-ESM1-2-LR	CCAM-v2105	r9i1p1f1	ssp126	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪
MPI-ESM1-2-LR	CCAM-v2105	r9i1p1f1	ssp370	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪

MRI-ESM2-0

GCM	RCM	run	exp	tas max	tas min	pr	rsds	hurs max	hurs min
MRI-ESM2-0	CCAM-v2105	r1i1p1f1	historical	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪
MRI-ESM2-0	CCAM-v2105	r1i1p1f1	ssp126	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪
MRI-ESM2-0	CCAM-v2105	r1i1p1f1	ssp370	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪

NorESM2-MM

GCM	RCM	run	exp	tas max	tas min	pr	rsds	sfcWind max	hurs max	hurs min
NorESM2-MM	BARPA-R	r1i1p1f1	historical	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪
NorESM2-MM	BARPA-R	r1i1p1f1	ssp126	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪
NorESM2-MM	BARPA-R	r1i1p1f1	ssp370	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪
NorESM2-MM	CCAM-v2203-SN	r1i1p1f1	historical	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪
NorESM2-MM	CCAM-v2203-SN	r1i1p1f1	ssp126	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪
NorESM2-MM	CCAM-v2203-SN	r1i1p1f1	ssp370	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪
NorESM2-MM	CCAMoc-v2112	r1i1p1f1	historical	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 ⚪		🟢 🟡 ⚪	🟢 🟡 ⚪
NorESM2-MM	CCAMoc-v2112	r1i1p1f1	ssp126	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪		🟢 🟡 ⚪	🟢 🟡 ⚪
NorESM2-MM	CCAMoc-v2112	r1i1p1f1	ssp370	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 ⚪		🟢 🟡 ⚪	🟢 🟡 ⚪
NorESM2-MM	CCAM-v2112	r1i1p1f1	historical	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 ⚪		🟢 🟡 ⚪	🟢 🟡 ⚪
NorESM2-MM	CCAM-v2112	r1i1p1f1	ssp126	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪		🟢 🟡 ⚪	🟢 🟡 ⚪
NorESM2-MM	CCAM-v2112	r1i1p1f1	ssp370	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 🟡	🟢 🟡 ⚪		🟢 🟡 ⚪	🟢 🟡 ⚪
NorESM2-MM	NARCliM2-0-WRF412R3	r1i1p1f1	historical	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪
NorESM2-MM	NARCliM2-0-WRF412R3	r1i1p1f1	ssp126	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪
NorESM2-MM	NARCliM2-0-WRF412R3	r1i1p1f1	ssp370	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪
NorESM2-MM	NARCliM2-0-WRF412R5	r1i1p1f1	historical	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪
NorESM2-MM	NARCliM2-0-WRF412R5	r1i1p1f1	ssp126	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪
NorESM2-MM	NARCliM2-0-WRF412R5	r1i1p1f1	ssp370	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪

UKESM1-0-LL

GCM	RCM	run	exp	tas max	tas min	pr	rsds	sfcWind max	hurs max	hurs min
UKESM1-0-LL	NARCliM2-0-WRF412R3	r1i1p1f2	historical	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪
UKESM1-0-LL	NARCliM2-0-WRF412R3	r1i1p1f2	ssp126	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪
UKESM1-0-LL	NARCliM2-0-WRF412R3	r1i1p1f2	ssp370	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪
UKESM1-0-LL	NARCliM2-0-WRF412R5	r1i1p1f2	historical	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪
UKESM1-0-LL	NARCliM2-0-WRF412R5	r1i1p1f2	ssp126	🟢 ⚪ ⚪	🟢 ⚪ ⚪	🟢 ⚪ ⚪	🟢 ⚪ ⚪	🟢 ⚪ ⚪	🟢 ⚪ ⚪	🟢 ⚪ ⚪
UKESM1-0-LL	NARCliM2-0-WRF412R5	r1i1p1f2	ssp370	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪	🟢 🟡 ⚪

The BARPA-R model was run by the Bureau of Meteorology (data collection).

The CCAM-v2203-SN version of the CCAM model was run by CSIRO (data collection).

The CCAMoc-v2112, CCAM-v2112 and CCAM-v2105 versions of the CCAM model were run by the Queensland Future Climate Science Program (data collection, paper).

The NARCliM2-0-WRF412R3 and NARCliM2-0-WRF412R5 versions of the WRF model were run by the NARCliM project, which was led by the NSW Government (data collection, paper).

Name		Name	Last commit message	Last commit date
Latest commit History 114 Commits
README.md		README.md
bounding_box.ipynb		bounding_box.ipynb
drs.md		drs.md
preprocess-barra-job.sh		preprocess-barra-job.sh
preprocess-barra.sh		preprocess-barra.sh
preprocess-cordex-job.sh		preprocess-cordex-job.sh
preprocess-cordex.sh		preprocess-cordex.sh
preprocess.py		preprocess.py

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bias-correction-data-release

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Pre-processed input data for bias correction

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bias-correction-data-release

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Pre-processed input data for bias correction

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