Boreal forest Global - Land Subtropical desert Temperate grassland/desert Temperate rain forest Temperate seasonal forest Tropical rain forest Tropical seasonal forest/savanna Tundra Woodland/shrubland

	Download Data	Period Mean (original grids) [W m-2]	Model Period Mean (intersection) [W m-2]	Benchmark Period Mean (intersection) [W m-2]	Model Period Mean (complement) [W m-2]	Benchmark Period Mean (complement) [W m-2]		Bias [W m-2]	RMSE [W m-2]	Phase Shift [months]		Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	21.3
ACCESS-ESM1-5	[-]	44.9	46.5	21.3	36.8			25.0	31.4	0.752		0.412	0.511	0.936	0.828	0.640
BCC-CSM2-MR	[-]	30.9	31.6	21.3	26.9			10.2	15.3	0.499		0.690	0.696	0.958	0.858	0.779
CanESM5	[-]	30.1	30.5	21.3	27.2			9.19	16.5	0.571		0.692	0.633	0.944	0.822	0.745
CESM2	[-]	28.7	29.3	21.3	25.1			8.08	13.6	0.477		0.748	0.703	0.960	0.930	0.809
GFDL-ESM4	[-]	37.7	38.7	21.3	33.6			17.4	21.7	0.457		0.535	0.647	0.964	0.921	0.743
IPSL-CM6A-LR	[-]	31.9	32.6	21.3	29.0			11.4	16.8	0.474		0.648	0.667	0.955	0.913	0.770
MeanCMIP6	[-]	32.8	34.0	21.3	29.2			12.6	15.8	0.329		0.628	0.726	0.974	0.962	0.803
MIROC-ESM2L	[-]	42.7	43.9	21.3	36.0			22.5	26.6	0.560		0.473	0.634	0.945	0.575	0.652
MPI-ESM1.2-HR	[-]	38.2	39.2	21.3	31.9			18.0	23.5	0.686		0.517	0.596	0.945	0.778	0.687
NorESM2-LM	[-]	27.2	27.9	21.3	22.8			6.56	13.2	0.509		0.779	0.696	0.956	0.901	0.806
UKESM1-0-LL	[-]	31.4	31.7	21.3	28.1			10.4	15.2	0.358		0.690	0.683	0.967	0.942	0.793

	Download Data	Period Mean (original grids) [W m-2]	Model Period Mean (intersection) [W m-2]	Benchmark Period Mean (intersection) [W m-2]	Model Period Mean (complement) [W m-2]	Benchmark Period Mean (complement) [W m-2]		Bias [W m-2]	RMSE [W m-2]	Phase Shift [months]		Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	36.4
ACCESS-ESM1-5	[-]	49.1	53.7	36.4	31.3			18.2	27.3	1.53		0.417	0.454	0.758	0.937	0.604
BCC-CSM2-MR	[-]	41.6	44.4	36.4	30.5			8.75	18.3	1.45		0.622	0.513	0.762	0.964	0.675
CanESM5	[-]	44.2	47.1	36.4	31.1			12.5	24.5	1.60		0.482	0.448	0.754	0.926	0.612
CESM2	[-]	38.7	41.7	36.4	27.1			6.07	16.1	1.32		0.666	0.565	0.772	0.978	0.709
GFDL-ESM4	[-]	49.6	48.6	36.4	51.4			12.3	20.9	1.43		0.544	0.496	0.762	0.971	0.654
IPSL-CM6A-LR	[-]	44.0	47.7	36.4	28.5			12.5	20.6	1.39		0.563	0.519	0.764	0.958	0.665
MeanCMIP6	[-]	44.1	47.2	36.4	32.3			11.5	16.7	1.13		0.576	0.603	0.818	0.977	0.715
MIROC-ESM2L	[-]	56.3	60.5	36.4	40.8			25.1	30.6	1.42		0.329	0.535	0.748	0.857	0.601
MPI-ESM1.2-HR	[-]	41.7	46.7	36.4	20.4			10.9	23.7	1.35		0.459	0.460	0.782	0.904	0.613
NorESM2-LM	[-]	39.2	41.1	36.4	30.1			5.96	16.2	1.35		0.683	0.566	0.772	0.971	0.711
UKESM1-0-LL	[-]	41.5	44.7	36.4	28.5			9.35	18.6	1.28		0.544	0.534	0.791	0.941	0.669

	Download Data	Period Mean (original grids) [W m-2]	Model Period Mean (intersection) [W m-2]	Benchmark Period Mean (intersection) [W m-2]	Model Period Mean (complement) [W m-2]	Benchmark Period Mean (complement) [W m-2]		Bias [W m-2]	RMSE [W m-2]	Phase Shift [months]		Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	13.5
ACCESS-ESM1-5	[-]	23.8	23.0	13.5	49.1			11.2	17.4	1.96		0.479	0.496	0.799	0.595	0.573
BCC-CSM2-MR	[-]	20.8	19.8	13.5	48.5			7.41	13.6	1.93		0.603	0.546	0.815	0.722	0.646
CanESM5	[-]	26.6	24.3	13.5	54.5			13.0	21.1	2.33		0.464	0.434	0.757	0.543	0.527
CESM2	[-]	22.8	21.3	13.5	49.7			8.82	13.7	1.68		0.613	0.557	0.841	0.777	0.669
GFDL-ESM4	[-]	25.4	20.8	13.5	75.9			7.38	13.3	1.87		0.571	0.532	0.799	0.747	0.636
IPSL-CM6A-LR	[-]	29.0	25.9	13.5	56.0			14.0	20.0	1.87		0.445	0.480	0.824	0.550	0.556
MeanCMIP6	[-]	23.4	21.8	13.5	57.2			9.12	12.6	1.50		0.572	0.636	0.861	0.786	0.698
MIROC-ESM2L	[-]	32.3	30.7	13.5	49.2			18.5	22.4	1.68		0.365	0.509	0.813	0.476	0.534
MPI-ESM1.2-HR	[-]	11.4	11.4	13.5	12.7			-0.852	11.8	1.60		0.630	0.521	0.824	0.748	0.649
NorESM2-LM	[-]	22.7	20.6	13.5	50.6			8.69	14.0	1.69		0.605	0.573	0.847	0.675	0.655
UKESM1-0-LL	[-]	18.2	16.7	13.5	44.4			4.61	12.8	1.71		0.629	0.565	0.842	0.681	0.656

	Download Data	Period Mean (original grids) [W m-2]	Model Period Mean (intersection) [W m-2]	Benchmark Period Mean (intersection) [W m-2]	Model Period Mean (complement) [W m-2]	Benchmark Period Mean (complement) [W m-2]		Bias [W m-2]	RMSE [W m-2]	Phase Shift [months]		Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	11.9
ACCESS-ESM1-5	[-]	28.2	26.7	11.9	41.1			15.1	19.7	1.76		0.428	0.444	0.750	0.621	0.537
BCC-CSM2-MR	[-]	24.6	23.5	11.9	36.6			11.9	16.2	1.70		0.532	0.502	0.788	0.673	0.599
CanESM5	[-]	22.3	21.0	11.9	36.3			11.4	18.7	2.02		0.523	0.406	0.698	0.391	0.485
CESM2	[-]	22.7	21.9	11.9	30.2			10.3	16.4	1.19		0.536	0.448	0.864	0.759	0.611
GFDL-ESM4	[-]	22.6	21.6	11.9	42.3			9.67	15.4	1.90		0.554	0.460	0.743	0.625	0.569
IPSL-CM6A-LR	[-]	24.9	24.2	11.9	32.1			13.1	18.6	1.38		0.427	0.434	0.848	0.451	0.519
MeanCMIP6	[-]	24.0	22.8	11.9	37.1			11.3	14.8	1.27		0.515	0.539	0.852	0.764	0.642
MIROC-ESM2L	[-]	35.1	33.1	11.9	43.4			22.4	26.4	1.41		0.362	0.435	0.826	0.389	0.490
MPI-ESM1.2-HR	[-]	16.0	16.0	11.9	18.7			4.39	14.3	1.86		0.640	0.394	0.750	0.706	0.577
NorESM2-LM	[-]	21.8	20.9	11.9	28.1			9.92	16.0	1.36		0.570	0.474	0.832	0.597	0.589
UKESM1-0-LL	[-]	20.1	19.6	11.9	41.6			8.48	14.9	1.63		0.631	0.488	0.793	0.501	0.580

	Download Data	Period Mean (original grids) [W m-2]	Model Period Mean (intersection) [W m-2]	Benchmark Period Mean (intersection) [W m-2]	Model Period Mean (complement) [W m-2]	Benchmark Period Mean (complement) [W m-2]		Bias [W m-2]	RMSE [W m-2]	Phase Shift [months]		Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	51.5
ACCESS-ESM1-5	[-]	62.3	83.2	51.5	49.0			30.4	35.2	1.97		0.211	0.390	0.688	0.908	0.517
BCC-CSM2-MR	[-]	62.9	78.9	51.5	44.6			26.0	30.5	1.84		0.233	0.393	0.692	0.879	0.518
CanESM5	[-]	54.9	72.9	51.5	42.5			21.3	30.4	2.15		0.250	0.267	0.656	0.917	0.471
CESM2	[-]	52.9	61.9	51.5	41.8			11.2	16.3	1.68		0.414	0.485	0.738	0.964	0.617
GFDL-ESM4	[-]	68.0	79.6	51.5	56.4			28.2	32.6	1.74		0.185	0.353	0.701	0.949	0.508
IPSL-CM6A-LR	[-]	43.9	52.2	51.5	39.1			1.81	22.9	1.87		0.360	0.344	0.698	0.965	0.542
MeanCMIP6	[-]	64.8	74.4	51.5	48.2			22.0	24.3	1.73		0.237	0.503	0.716	0.968	0.586
MIROC-ESM2L	[-]	86.5	106.	51.5	70.8			52.2	55.1	2.37		0.0592	0.446	0.608	0.896	0.491
MPI-ESM1.2-HR	[-]	62.2	77.0	51.5	46.2			27.6	31.4	1.93		0.190	0.352	0.654	0.848	0.479
NorESM2-LM	[-]	54.5	64.3	51.5	38.3			11.9	17.4	1.78		0.378	0.475	0.695	0.962	0.597
UKESM1-0-LL	[-]	66.8	77.0	51.5	42.7			23.4	27.3	1.79		0.234	0.461	0.704	0.926	0.557

	Download Data	Period Mean (original grids) [W m-2]	Model Period Mean (intersection) [W m-2]	Benchmark Period Mean (intersection) [W m-2]	Model Period Mean (complement) [W m-2]	Benchmark Period Mean (complement) [W m-2]		Bias [W m-2]	RMSE [W m-2]	Phase Shift [months]		Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	41.0
ACCESS-ESM1-5	[-]	65.1	64.7	41.0	65.2			24.0	30.6	1.02		0.471	0.573	0.882	0.958	0.692
BCC-CSM2-MR	[-]	50.4	49.9	41.0	56.7			9.19	18.0	0.964		0.737	0.649	0.891	0.974	0.780
CanESM5	[-]	56.3	55.2	41.0	58.1			15.1	23.0	0.969		0.602	0.607	0.882	0.875	0.715
CESM2	[-]	45.8	44.7	41.0	53.1			4.25	14.7	0.791		0.778	0.690	0.915	0.985	0.812
GFDL-ESM4	[-]	58.2	58.1	41.0	61.3			17.1	22.0	0.686		0.581	0.672	0.921	0.955	0.760
IPSL-CM6A-LR	[-]	50.9	50.7	41.0	53.3			10.4	17.8	0.755		0.700	0.661	0.907	0.943	0.775
MeanCMIP6	[-]	54.1	54.1	41.0	58.9			13.4	17.8	0.721		0.648	0.711	0.925	0.981	0.795
MIROC-ESM2L	[-]	68.2	67.3	41.0	69.1			27.0	32.3	1.07		0.445	0.635	0.864	0.777	0.671
MPI-ESM1.2-HR	[-]	61.3	61.6	41.0	59.4			20.5	27.8	0.816		0.517	0.579	0.914	0.934	0.704
NorESM2-LM	[-]	45.7	46.0	41.0	52.3			5.68	15.7	0.836		0.772	0.669	0.911	0.972	0.799
UKESM1-0-LL	[-]	52.7	52.3	41.0	56.8			11.8	18.0	0.742		0.678	0.674	0.915	0.929	0.774

	Download Data	Period Mean (original grids) [W m-2]	Model Period Mean (intersection) [W m-2]	Benchmark Period Mean (intersection) [W m-2]	Model Period Mean (complement) [W m-2]	Benchmark Period Mean (complement) [W m-2]		Bias [W m-2]	RMSE [W m-2]	Phase Shift [months]		Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	94.8
ACCESS-ESM1-5	[-]	118.	119.	94.8	115.			23.9	31.5	2.82		0.214	0.432	0.526	0.840	0.489
BCC-CSM2-MR	[-]	113.	112.	94.8	119.			18.0	25.8	2.85		0.356	0.418	0.527	0.963	0.536
CanESM5	[-]	111.	107.	94.8	111.			13.7	34.2	2.53		0.307	0.333	0.598	0.610	0.436
CESM2	[-]	97.1	96.6	94.8	100.			2.03	14.6	2.68		0.569	0.505	0.561	0.972	0.622
GFDL-ESM4	[-]	110.	110.	94.8	112.			15.5	25.5	2.78		0.374	0.401	0.546	0.933	0.531
IPSL-CM6A-LR	[-]	99.1	100.	94.8	98.8			5.04	22.6	2.59		0.380	0.420	0.586	0.708	0.503
MeanCMIP6	[-]	111.	111.	94.8	111.			16.2	21.1	2.21		0.377	0.527	0.650	0.997	0.616
MIROC-ESM2L	[-]	136.	135.	94.8	128.			38.8	43.0	2.72		0.130	0.473	0.564	0.888	0.506
MPI-ESM1.2-HR	[-]	124.	125.	94.8	106.			29.4	42.1	2.46		0.161	0.380	0.604	0.444	0.394
NorESM2-LM	[-]	97.8	96.9	94.8	105.			2.94	13.1	2.26		0.671	0.504	0.632	0.917	0.646
UKESM1-0-LL	[-]	116.	116.	94.8	110.			20.6	26.1	2.58		0.295	0.465	0.589	0.944	0.552

	Download Data	Period Mean (original grids) [W m-2]	Model Period Mean (intersection) [W m-2]	Benchmark Period Mean (intersection) [W m-2]	Model Period Mean (complement) [W m-2]	Benchmark Period Mean (complement) [W m-2]		Bias [W m-2]	RMSE [W m-2]	Phase Shift [months]		Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	71.8
ACCESS-ESM1-5	[-]	91.5	90.1	71.8	104.			18.9	35.7	1.87		0.402	0.394	0.702	0.806	0.539
BCC-CSM2-MR	[-]	81.7	78.8	71.8	104.			7.70	26.5	1.94		0.611	0.433	0.696	0.886	0.612
CanESM5	[-]	86.9	84.9	71.8	104.			14.6	37.1	1.96		0.413	0.374	0.694	0.845	0.540
CESM2	[-]	76.1	73.7	71.8	94.4			2.81	20.3	1.91		0.644	0.525	0.694	0.953	0.668
GFDL-ESM4	[-]	87.8	82.5	71.8	110.			10.8	27.9	1.94		0.550	0.417	0.689	0.976	0.610
IPSL-CM6A-LR	[-]	87.2	84.3	71.8	99.0			13.6	25.2	2.01		0.565	0.474	0.678	0.946	0.627
MeanCMIP6	[-]	86.1	83.9	71.8	104.			12.5	21.1	1.56		0.566	0.555	0.761	0.986	0.685
MIROC-ESM2L	[-]	107.	106.	71.8	113.			34.4	41.8	2.07		0.270	0.509	0.671	0.832	0.558
MPI-ESM1.2-HR	[-]	85.0	86.0	71.8	74.1			14.7	35.4	1.77		0.402	0.404	0.723	0.662	0.519
NorESM2-LM	[-]	76.6	73.7	71.8	97.8			3.23	20.4	1.96		0.658	0.529	0.685	0.947	0.670
UKESM1-0-LL	[-]	85.4	83.0	71.8	99.4			12.1	28.3	1.65		0.472	0.461	0.735	0.792	0.584

	Download Data	Period Mean (original grids) [W m-2]	Model Period Mean (intersection) [W m-2]	Benchmark Period Mean (intersection) [W m-2]	Model Period Mean (complement) [W m-2]	Benchmark Period Mean (complement) [W m-2]		Bias [W m-2]	RMSE [W m-2]	Phase Shift [months]		Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	12.9
ACCESS-ESM1-5	[-]	24.7	31.0	12.9	11.1			17.8	26.0	0.754		0.448	0.444	0.944	0.686	0.593
BCC-CSM2-MR	[-]	14.5	18.0	12.9	6.78			5.07	10.3	0.337		0.792	0.688	0.975	0.932	0.815
CanESM5	[-]	15.0	18.7	12.9	7.15			5.57	11.9	0.383		0.768	0.640	0.965	0.941	0.791
CESM2	[-]	14.0	17.6	12.9	6.21			4.68	11.0	0.410		0.779	0.669	0.970	0.852	0.788
GFDL-ESM4	[-]	22.0	28.1	12.9	11.9			15.2	19.9	0.474		0.508	0.586	0.968	0.881	0.706
IPSL-CM6A-LR	[-]	18.3	22.8	12.9	8.34			9.86	15.0	0.433		0.632	0.620	0.965	0.855	0.738
MeanCMIP6	[-]	17.1	21.2	12.9	8.23			8.21	11.9	0.207		0.687	0.700	0.985	0.935	0.801
MIROC-ESM2L	[-]	21.9	26.6	12.9	11.7			13.4	19.1	0.434		0.550	0.564	0.966	0.709	0.670
MPI-ESM1.2-HR	[-]	19.0	24.2	12.9	7.42			11.3	17.1	0.467		0.595	0.573	0.965	0.714	0.684
NorESM2-LM	[-]	11.9	15.3	12.9	5.14			2.24	10.5	0.468		0.828	0.663	0.963	0.906	0.804
UKESM1-0-LL	[-]	16.1	19.4	12.9	8.48			6.41	11.1	0.243		0.754	0.687	0.979	0.972	0.816

	Download Data	Period Mean (original grids) [W m-2]	Model Period Mean (intersection) [W m-2]	Benchmark Period Mean (intersection) [W m-2]	Model Period Mean (complement) [W m-2]	Benchmark Period Mean (complement) [W m-2]		Bias [W m-2]	RMSE [W m-2]	Phase Shift [months]		Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	32.0
ACCESS-ESM1-5	[-]	52.2	51.6	32.0	60.7			20.1	27.4	1.15		0.524	0.545	0.865	0.909	0.677
BCC-CSM2-MR	[-]	42.0	41.2	32.0	51.5			9.91	18.1	1.02		0.703	0.622	0.880	0.930	0.751
CanESM5	[-]	45.1	43.4	32.0	53.5			12.8	22.8	1.25		0.613	0.562	0.845	0.826	0.682
CESM2	[-]	39.2	38.2	32.0	50.6			6.78	19.2	0.945		0.715	0.578	0.893	0.956	0.744
GFDL-ESM4	[-]	48.9	46.8	32.0	66.2			14.8	22.3	1.04		0.605	0.600	0.886	0.890	0.716
IPSL-CM6A-LR	[-]	46.3	44.7	32.0	53.0			13.6	22.2	0.857		0.607	0.583	0.903	0.910	0.717
MeanCMIP6	[-]	44.7	43.6	32.0	56.7			12.1	18.3	0.825		0.655	0.651	0.912	0.961	0.766
MIROC-ESM2L	[-]	57.2	55.9	32.0	65.5			24.9	31.9	0.996		0.446	0.575	0.873	0.655	0.624
MPI-ESM1.2-HR	[-]	41.0	41.2	32.0	39.3			9.77	24.2	1.07		0.635	0.503	0.872	0.883	0.679
NorESM2-LM	[-]	39.8	37.9	32.0	53.2			6.89	19.5	0.988		0.709	0.579	0.890	0.888	0.729
UKESM1-0-LL	[-]	41.3	40.5	32.0	50.5			9.34	19.0	1.10		0.689	0.614	0.873	0.901	0.738

Boreal forest Global - Land Subtropical desert Temperate grassland/desert Temperate rain forest Temperate seasonal forest Tropical rain forest Tropical seasonal forest/savanna Tundra Woodland/shrubland Temporally integrated period mean Temporally integrated period mean max month Temporally integrated mean phase shift Temporally integrated mean phase shift score Temporally integrated period mean bias Temporally integrated period mean bias score Temporally integrated period mean rmse Temporally integrated period mean rmse score Spatially integrated regional mean cycle Spatially integrated regional mean detrended cycle Spatially integrated regional mean

  Title:

Conserving Land-Atmosphere Synthesis Suite (CLASS) v1.1

  Version:

1.1

  Institution:

University of New South Wales

  Source:

Ground Heat Flux (GLDAS, MERRALND, MERRAFLX, NCEP_DOII, NCEP_NCAR), Sensible Heat Flux(GLDAS, MERRALND, MERRAFLX, NCEP_DOII, NCEP_NCAR, MPIBGC, Princeton), Latent Heat Flux(DOLCE1.0), Net Radiation (GLDAS, MERRALND, NCEP_DOII, NCEP_NCAR, ERAI, EBAF4.0), Precipitation(REGEN1.1), Runoff(LORA1.0), Change in Water storage(GRACE(GFZ, JPL, CSR))

  History:

2020-01-30: downloaded source from [http://dapds00.nci.org.au/thredds/fileServer/ks32/ARCCSS_Data/CLASS/v1-1/CLASS_v1-1_2003.nc,http://dapds00.nci.org.au/thredds/fileServer/ks32/ARCCSS_Data/CLASS/v1-1/CLASS_v1-1_2004.nc,http://dapds00.nci.org.au/thredds/fileServer/ks32/ARCCSS_Data/CLASS/v1-1/CLASS_v1-1_2005.nc,http://dapds00.nci.org.au/thredds/fileServer/ks32/ARCCSS_Data/CLASS/v1-1/CLASS_v1-1_2006.nc,http://dapds00.nci.org.au/thredds/fileServer/ks32/ARCCSS_Data/CLASS/v1-1/CLASS_v1-1_2007.nc,http://dapds00.nci.org.au/thredds/fileServer/ks32/ARCCSS_Data/CLASS/v1-1/CLASS_v1-1_2008.nc,http://dapds00.nci.org.au/thredds/fileServer/ks32/ARCCSS_Data/CLASS/v1-1/CLASS_v1-1_2009.nc] 2020-01-30: converted to ILAMB netCDF4 with https://github.com/rubisco-sfa/ILAMB-Data/blob/master/CLASS/CLASS_to_ILAMB.py

  References:

Sanaa Hobeichi (2019), Conserving Land-Atmosphere Synthesis Suite (CLASS) v1.1, doi:10.25914/5c872258dc183

Hobeichi, Sanaa and Abramowitz, Gab and Evans, Jason (2020), Conserving Land–Atmosphere Synthesis Suite (CLASS), Journal of Climate, 5, doi:10.1175/JCLI-D-19-0036.1