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	[-]	39.9
ACCESS-ESM1-5	[-]	60.8	63.4	39.9	47.1			23.2	32.2	0.367		0.600	0.617	0.970	0.934	0.748
BCC-CSM2-MR	[-]	42.9	44.5	39.9	32.1			4.50	15.8	0.506		0.854	0.740	0.963	0.973	0.854
CanESM5	[-]	48.2	49.2	39.9	41.6			8.98	23.3	0.487		0.739	0.675	0.963	0.978	0.806
CESM2	[-]	51.9	53.6	39.9	40.9			13.6	22.8	0.498		0.741	0.682	0.964	0.967	0.807
GFDL-ESM4	[-]	49.3	51.1	39.9	41.8			11.2	19.0	0.448		0.764	0.730	0.967	0.992	0.836
IPSL-CM6A-LR	[-]	54.6	56.4	39.9	46.1			16.3	26.9	0.409		0.664	0.664	0.969	0.979	0.788
MeanCMIP6	[-]	50.2	52.3	39.9	41.8			12.3	19.8	0.460		0.757	0.718	0.966	0.994	0.831
MIROC-ESM2L	[-]	53.1	53.7	39.9	46.2			13.6	27.7	0.441		0.718	0.610	0.965	0.979	0.776
MPI-ESM1.2-HR	[-]	56.5	58.8	39.9	43.0			18.9	26.3	0.417		0.657	0.672	0.966	0.970	0.788
NorESM2-LM	[-]	48.9	50.4	39.9	37.0			10.2	19.5	0.522		0.786	0.712	0.962	0.940	0.822
UKESM1-0-LL	[-]	52.2	53.4	39.9	43.6			13.3	18.9	0.523		0.745	0.756	0.962	0.990	0.842

	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	[-]	72.3
ACCESS-ESM1-5	[-]	79.1	90.5	72.3	35.1			19.0	27.3	1.05		0.532	0.627	0.862	0.962	0.722
BCC-CSM2-MR	[-]	76.6	88.1	72.3	31.8			16.3	23.2	1.05		0.593	0.646	0.865	0.936	0.737
CanESM5	[-]	72.1	81.9	72.3	32.7			11.0	22.3	1.16		0.634	0.622	0.853	0.965	0.739
CESM2	[-]	72.9	84.2	72.3	28.9			12.5	20.5	0.909		0.659	0.641	0.889	0.989	0.764
GFDL-ESM4	[-]	74.2	80.4	72.3	59.3			8.15	17.7	1.08		0.703	0.670	0.860	0.993	0.779
IPSL-CM6A-LR	[-]	75.5	86.7	72.3	30.7			15.5	25.3	1.10		0.568	0.614	0.856	0.979	0.726
MeanCMIP6	[-]	74.8	85.2	72.3	35.0			13.6	19.7	0.909		0.635	0.683	0.887	0.985	0.775
MIROC-ESM2L	[-]	80.8	90.1	72.3	47.4			18.7	27.1	1.07		0.547	0.611	0.858	0.958	0.717
MPI-ESM1.2-HR	[-]	78.1	90.1	72.3	27.2			18.3	24.8	1.04		0.561	0.634	0.865	0.973	0.733
NorESM2-LM	[-]	74.0	83.5	72.3	34.8			12.0	20.8	0.968		0.657	0.643	0.883	0.977	0.761
UKESM1-0-LL	[-]	71.2	81.1	72.3	31.7			9.72	18.2	1.07		0.672	0.682	0.862	0.987	0.777

	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	[-]	72.1
ACCESS-ESM1-5	[-]	75.4	74.7	72.1	100.			3.83	17.8	0.911		0.595	0.699	0.892	0.797	0.736
BCC-CSM2-MR	[-]	90.2	89.6	72.1	109.			18.1	22.4	0.940		0.512	0.676	0.893	0.950	0.741
CanESM5	[-]	78.3	76.4	72.1	105.			6.16	19.0	1.25		0.618	0.645	0.850	0.853	0.722
CESM2	[-]	83.8	82.3	72.1	111.			11.0	17.2	0.864		0.620	0.694	0.904	0.923	0.767
GFDL-ESM4	[-]	79.8	76.0	72.1	126.			3.87	14.1	1.06		0.680	0.715	0.881	0.937	0.786
IPSL-CM6A-LR	[-]	82.8	79.9	72.1	111.			9.16	22.1	1.22		0.540	0.661	0.839	0.744	0.689
MeanCMIP6	[-]	81.9	80.6	72.1	112.			9.22	15.9	0.865		0.638	0.728	0.904	0.917	0.783
MIROC-ESM2L	[-]	87.0	85.0	72.1	107.			14.1	21.9	1.11		0.549	0.665	0.859	0.819	0.711
MPI-ESM1.2-HR	[-]	80.0	79.4	72.1	94.2			8.16	16.8	0.995		0.621	0.688	0.882	0.861	0.748
NorESM2-LM	[-]	82.4	80.4	72.1	108.			9.61	18.2	1.01		0.612	0.684	0.887	0.895	0.752
UKESM1-0-LL	[-]	74.3	73.0	72.1	97.1			1.97	14.2	0.911		0.688	0.719	0.896	0.935	0.792

	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	[-]	57.0
ACCESS-ESM1-5	[-]	68.3	66.2	57.0	76.5			9.71	15.1	0.502		0.754	0.793	0.963	0.988	0.858
BCC-CSM2-MR	[-]	70.9	70.6	57.0	73.1			14.1	20.8	0.467		0.685	0.696	0.963	0.974	0.803
CanESM5	[-]	59.2	58.1	57.0	69.3			3.19	19.2	0.708		0.766	0.689	0.939	0.799	0.776
CESM2	[-]	72.3	72.0	57.0	70.0			15.4	23.0	0.428		0.672	0.657	0.967	0.974	0.785
GFDL-ESM4	[-]	69.4	68.3	57.0	83.1			11.3	17.0	0.434		0.741	0.750	0.966	0.929	0.827
IPSL-CM6A-LR	[-]	68.0	67.2	57.0	73.8			11.5	22.6	0.597		0.668	0.705	0.952	0.729	0.752
MeanCMIP6	[-]	69.5	68.5	57.0	75.9			12.2	18.5	0.388		0.722	0.722	0.971	0.960	0.819
MIROC-ESM2L	[-]	73.0	72.0	57.0	77.0			16.0	25.4	0.476		0.661	0.643	0.961	0.916	0.765
MPI-ESM1.2-HR	[-]	73.1	73.0	57.0	71.8			16.3	22.0	0.414		0.661	0.697	0.967	0.944	0.793
NorESM2-LM	[-]	71.5	70.4	57.0	70.3			14.3	22.4	0.492		0.694	0.661	0.963	0.945	0.785
UKESM1-0-LL	[-]	63.7	64.0	57.0	75.9			7.92	14.5	0.500		0.777	0.793	0.960	0.982	0.861

	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	[-]	72.8
ACCESS-ESM1-5	[-]	82.6	111.	72.8	58.0			36.2	41.6	1.81		0.281	0.486	0.714	0.975	0.588
BCC-CSM2-MR	[-]	78.5	104.	72.8	39.2			28.1	35.4	1.74		0.384	0.450	0.726	0.864	0.575
CanESM5	[-]	65.9	103.	72.8	46.6			27.8	34.9	2.00		0.358	0.443	0.698	0.963	0.581
CESM2	[-]	77.8	94.0	72.8	56.5			20.9	27.7	2.00		0.455	0.491	0.667	0.987	0.618
GFDL-ESM4	[-]	74.5	99.1	72.8	52.9			26.5	31.8	2.18		0.368	0.489	0.642	0.975	0.592
IPSL-CM6A-LR	[-]	66.3	80.7	72.8	50.8			7.77	32.4	1.92		0.392	0.430	0.684	0.974	0.582
MeanCMIP6	[-]	80.6	99.1	72.8	51.1			24.8	29.5	1.69		0.366	0.521	0.722	0.990	0.624
MIROC-ESM2L	[-]	77.8	108.	72.8	58.8			34.6	39.5	1.62		0.261	0.495	0.742	0.987	0.596
MPI-ESM1.2-HR	[-]	78.9	101.	72.8	51.4			29.6	35.5	2.02		0.348	0.417	0.676	0.956	0.563
NorESM2-LM	[-]	81.1	97.9	72.8	50.5			24.1	30.8	1.98		0.399	0.445	0.689	0.984	0.592
UKESM1-0-LL	[-]	87.5	100.	72.8	54.1			25.2	29.9	1.75		0.359	0.535	0.720	0.993	0.628

	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	[-]	59.7
ACCESS-ESM1-5	[-]	86.1	87.0	59.7	79.3			27.2	33.5	0.602		0.544	0.651	0.947	0.990	0.757
BCC-CSM2-MR	[-]	72.7	74.4	59.7	66.7			14.7	22.1	0.543		0.709	0.694	0.952	0.985	0.807
CanESM5	[-]	76.0	75.0	59.7	73.1			15.8	24.2	0.635		0.688	0.683	0.946	0.993	0.799
CESM2	[-]	76.0	76.0	59.7	74.9			16.4	23.8	0.575		0.689	0.687	0.951	0.989	0.800
GFDL-ESM4	[-]	69.0	69.9	59.7	69.3			10.2	16.3	0.575		0.783	0.763	0.947	0.993	0.850
IPSL-CM6A-LR	[-]	80.1	81.0	59.7	74.5			21.4	28.2	0.654		0.607	0.680	0.943	0.993	0.781
MeanCMIP6	[-]	75.4	76.7	59.7	72.8			17.0	22.6	0.504		0.675	0.719	0.957	0.996	0.813
MIROC-ESM2L	[-]	80.8	80.7	59.7	75.6			21.2	29.0	0.665		0.616	0.658	0.942	0.993	0.774
MPI-ESM1.2-HR	[-]	80.9	81.9	59.7	72.4			22.1	27.5	0.575		0.607	0.695	0.947	0.992	0.787
NorESM2-LM	[-]	75.5	77.0	59.7	73.0			17.4	25.0	0.551		0.672	0.672	0.953	0.993	0.792
UKESM1-0-LL	[-]	73.4	73.9	59.7	71.8			14.5	19.6	0.562		0.717	0.750	0.950	0.996	0.833

	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	[-]	110.
ACCESS-ESM1-5	[-]	151.	152.	110.	153.			41.5	43.5	2.35		0.108	0.516	0.628	0.954	0.545
BCC-CSM2-MR	[-]	152.	152.	110.	150.			42.1	44.9	3.15		0.110	0.451	0.472	0.908	0.478
CanESM5	[-]	145.	142.	110.	143.			32.6	36.6	2.28		0.192	0.420	0.643	0.892	0.513
CESM2	[-]	131.	130.	110.	134.			20.2	24.5	1.80		0.330	0.484	0.724	0.997	0.604
GFDL-ESM4	[-]	133.	131.	110.	138.			21.1	25.9	2.36		0.336	0.467	0.613	0.997	0.576
IPSL-CM6A-LR	[-]	127.	128.	110.	130.			18.5	31.2	2.20		0.275	0.397	0.655	0.622	0.469
MeanCMIP6	[-]	140.	140.	110.	143.			29.8	31.9	2.24		0.191	0.553	0.644	0.998	0.588
MIROC-ESM2L	[-]	149.	147.	110.	145.			37.1	39.7	2.68		0.132	0.473	0.557	0.980	0.523
MPI-ESM1.2-HR	[-]	152.	152.	110.	151.			42.2	45.4	2.62		0.117	0.428	0.570	0.915	0.492
NorESM2-LM	[-]	137.	136.	110.	142.			27.0	30.2	1.79		0.220	0.489	0.734	0.979	0.582
UKESM1-0-LL	[-]	137.	137.	110.	137.			27.5	30.2	2.99		0.226	0.508	0.492	0.997	0.546

	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	[-]	111.
ACCESS-ESM1-5	[-]	139.	138.	111.	147.			27.6	33.1	2.15		0.333	0.481	0.669	0.788	0.551
BCC-CSM2-MR	[-]	136.	135.	111.	144.			24.0	30.4	1.94		0.385	0.480	0.706	0.799	0.570
CanESM5	[-]	128.	127.	111.	137.			16.8	26.0	1.99		0.467	0.480	0.695	0.768	0.578
CESM2	[-]	123.	122.	111.	135.			11.4	20.2	1.69		0.589	0.523	0.752	0.897	0.657
GFDL-ESM4	[-]	121.	117.	111.	138.			5.61	18.9	2.11		0.650	0.525	0.676	0.862	0.648
IPSL-CM6A-LR	[-]	130.	129.	111.	135.			18.3	26.1	1.99		0.467	0.472	0.700	0.880	0.598
MeanCMIP6	[-]	129.	127.	111.	140.			16.6	22.0	1.69		0.491	0.567	0.750	0.928	0.660
MIROC-ESM2L	[-]	136.	136.	111.	141.			25.0	30.1	1.95		0.340	0.517	0.698	0.924	0.599
MPI-ESM1.2-HR	[-]	135.	135.	111.	139.			24.0	29.7	1.99		0.378	0.490	0.698	0.867	0.585
NorESM2-LM	[-]	124.	122.	111.	138.			12.2	21.3	1.68		0.578	0.525	0.749	0.890	0.654
UKESM1-0-LL	[-]	124.	123.	111.	132.			12.2	22.6	2.05		0.526	0.503	0.688	0.796	0.603

	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	[-]	24.3
ACCESS-ESM1-5	[-]	29.5	39.5	24.3	7.72			14.9	27.2	0.347		0.712	0.600	0.977	0.958	0.769
BCC-CSM2-MR	[-]	15.7	23.9	24.3	-2.38			-0.445	11.5	0.489		0.906	0.787	0.967	0.987	0.887
CanESM5	[-]	20.8	30.0	24.3	-0.103			5.26	16.5	0.547		0.852	0.723	0.963	0.976	0.847
CESM2	[-]	21.2	30.2	24.3	1.85			5.90	16.6	0.328		0.859	0.715	0.978	0.936	0.841
GFDL-ESM4	[-]	26.8	36.6	24.3	9.84			12.3	23.3	0.367		0.751	0.643	0.975	0.986	0.800
IPSL-CM6A-LR	[-]	28.7	39.2	24.3	5.01			14.7	25.5	0.374		0.697	0.641	0.975	0.978	0.786
MeanCMIP6	[-]	23.4	32.1	24.3	4.63			7.58	15.4	0.355		0.835	0.744	0.976	0.992	0.858
MIROC-ESM2L	[-]	26.0	32.0	24.3	13.1			7.54	24.0	0.371		0.823	0.607	0.975	0.978	0.798
MPI-ESM1.2-HR	[-]	28.8	38.0	24.3	7.62			13.7	21.5	0.374		0.730	0.688	0.975	0.980	0.812
NorESM2-LM	[-]	17.8	26.7	24.3	-0.262			1.86	14.5	0.512		0.887	0.741	0.965	0.949	0.857
UKESM1-0-LL	[-]	24.0	31.5	24.3	6.17			7.08	14.5	0.491		0.845	0.765	0.967	0.986	0.866

	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	[-]	63.7
ACCESS-ESM1-5	[-]	85.8	85.3	63.7	89.8			21.9	26.5	0.504		0.614	0.727	0.957	0.994	0.804
BCC-CSM2-MR	[-]	78.0	77.6	63.7	80.5			14.3	20.9	0.556		0.714	0.728	0.953	0.979	0.820
CanESM5	[-]	72.3	70.9	63.7	81.9			8.46	20.4	0.665		0.765	0.714	0.943	0.959	0.819
CESM2	[-]	78.1	77.5	63.7	84.1			14.1	22.7	0.486		0.722	0.688	0.958	0.993	0.810
GFDL-ESM4	[-]	74.3	72.7	63.7	86.2			8.96	16.7	0.546		0.782	0.767	0.953	0.993	0.852
IPSL-CM6A-LR	[-]	82.2	81.0	63.7	85.7			18.0	26.1	0.524		0.647	0.696	0.955	0.987	0.796
MeanCMIP6	[-]	78.2	77.5	63.7	85.3			14.3	20.2	0.466		0.717	0.740	0.961	0.996	0.831
MIROC-ESM2L	[-]	84.2	83.5	63.7	88.9			20.5	28.5	0.503		0.619	0.677	0.955	0.984	0.783
MPI-ESM1.2-HR	[-]	83.6	83.6	63.7	83.2			20.2	25.2	0.493		0.638	0.716	0.957	0.994	0.804
NorESM2-LM	[-]	78.5	77.4	63.7	84.6			14.3	23.1	0.523		0.719	0.685	0.956	0.994	0.808
UKESM1-0-LL	[-]	74.3	73.6	63.7	80.6			10.5	16.5	0.476		0.777	0.779	0.958	0.995	0.858

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