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) [mm d-1]	Model Period Mean (intersection) [mm d-1]	Benchmark Period Mean (intersection) [mm d-1]	Model Period Mean (complement) [mm d-1]	Benchmark Period Mean (complement) [mm d-1]		Bias [mm d-1]	RMSE [mm d-1]	Phase Shift [months]		Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.836
ACCESS-ESM1-5	[-]	0.925	0.900	0.836	1.33	1.25		0.0791	0.993	1.87		0.616	0.382	0.732	0.894	0.601
BCC-CSM2-MR	[-]	0.978	0.945	0.836	1.21	1.89		0.121	1.44	1.79		0.618	0.212	0.747	0.853	0.528
CanESM5	[-]	0.940	0.945	0.836	1.36			0.130	1.23	1.69		0.614	0.280	0.763	0.815	0.550
CESM2	[-]	1.07	1.02	0.836	1.48			0.202	1.13	1.60		0.615	0.292	0.776	0.788	0.553
IPSL-CM6A-LR	[-]	1.15	1.13	0.836	1.55	2.27		0.302	1.37	1.67		0.545	0.248	0.776	0.604	0.484
MeanCMIP6	[-]	0.981	0.961	0.836	1.28			0.134	0.883	1.65		0.669	0.355	0.773	0.938	0.618
MIROC-ESM2L	[-]	0.817	0.810	0.836	0.972	2.80		-0.0245	1.01	1.85		0.575	0.344	0.699	0.858	0.564
MPI-ESM1.2-HR	[-]	0.975	0.986	0.835	1.04	1.19		0.145	1.15	2.17		0.625	0.295	0.667	0.876	0.552
NorESM2-LM	[-]	0.977	0.935	0.836	1.51			0.107	1.08	1.69		0.635	0.292	0.758	0.934	0.582
UKESM1-0-LL	[-]	1.00	0.927	0.836	1.46	1.18		0.102	0.724	1.41		0.641	0.486	0.812	0.854	0.656

	Download Data	Period Mean (original grids) [mm d-1]	Model Period Mean (intersection) [mm d-1]	Benchmark Period Mean (intersection) [mm d-1]	Model Period Mean (complement) [mm d-1]	Benchmark Period Mean (complement) [mm d-1]		Bias [mm d-1]	RMSE [mm d-1]	Phase Shift [months]		Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.724
ACCESS-ESM1-5	[-]	0.883	0.893	0.724	0.843	1.02		0.176	1.08	2.06		0.510	0.380	0.790	0.748	0.562
BCC-CSM2-MR	[-]	0.948	0.968	0.723	0.868	2.35		0.252	1.37	1.81		0.496	0.306	0.731	0.791	0.526
CanESM5	[-]	0.859	0.858	0.724	0.832			0.148	1.25	1.88		0.465	0.351	0.790	0.681	0.528
CESM2	[-]	0.912	0.968	0.724	0.694	1.05		0.257	0.981	1.61		0.550	0.406	0.819	0.829	0.602
IPSL-CM6A-LR	[-]	1.19	1.12	0.724	1.66	0.993		0.417	1.27	1.76		0.493	0.371	0.802	0.476	0.503
MeanCMIP6	[-]	0.822	0.853	0.724	0.702			0.141	0.812	1.51		0.568	0.460	0.844	0.884	0.643
MIROC-ESM2L	[-]	0.690	0.682	0.724	0.705	1.33		-0.0392	0.976	1.96		0.487	0.400	0.753	0.778	0.564
MPI-ESM1.2-HR	[-]	0.509	0.555	0.721	0.313	1.07		-0.167	0.812	1.73		0.509	0.441	0.787	0.831	0.602
NorESM2-LM	[-]	0.874	0.839	0.724	0.983			0.128	0.959	1.76		0.524	0.410	0.774	0.857	0.595
UKESM1-0-LL	[-]	0.796	0.842	0.724	0.604	1.15		0.130	0.842	1.66		0.550	0.460	0.788	0.708	0.593

	Download Data	Period Mean (original grids) [mm d-1]	Model Period Mean (intersection) [mm d-1]	Benchmark Period Mean (intersection) [mm d-1]	Model Period Mean (complement) [mm d-1]	Benchmark Period Mean (complement) [mm d-1]		Bias [mm d-1]	RMSE [mm d-1]	Phase Shift [months]		Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.0310
ACCESS-ESM1-5	[-]	0.0593	0.0546	0.0310	0.120	0.0107		0.0261	0.0969	2.81		0.544	0.479	0.619	0.227	0.470
BCC-CSM2-MR	[-]	0.109	0.120	0.0310	0.117	0.0349		0.0901	0.294	2.25		0.384	0.273	0.796	0.0849	0.362
CanESM5	[-]	0.0688	0.0741	0.0310	0.149			0.0523	0.165	2.79		0.526	0.448	0.655	0.0313	0.422
CESM2	[-]	0.0988	0.100	0.0309	-0.00447	0.139		0.0704	0.175	1.91		0.462	0.431	0.811	0.190	0.465
IPSL-CM6A-LR	[-]	0.262	0.202	0.0310	0.451	0.0181		0.171	0.275	2.29		0.474	0.383	0.751	0.0468	0.408
MeanCMIP6	[-]	0.132	0.125	0.0310	0.197			0.0952	0.178	1.98		0.488	0.428	0.828	0.0706	0.449
MIROC-ESM2L	[-]	0.106	0.100	0.0310	0.143			0.0735	0.173	2.57		0.523	0.431	0.692	0.128	0.441
MPI-ESM1.2-HR	[-]	0.0272	0.0281	0.0306	0.0754	0.0739		-0.000882	0.0651	1.86		0.616	0.530	0.824	0.376	0.575
NorESM2-LM	[-]	0.157	0.142	0.0310	0.151			0.109	0.230	2.10		0.390	0.418	0.785	0.0934	0.421
UKESM1-0-LL	[-]	0.207	0.214	0.0310	0.262	0.0486		0.179	0.306	2.01		0.500	0.370	0.806	0.00227	0.410

	Download Data	Period Mean (original grids) [mm d-1]	Model Period Mean (intersection) [mm d-1]	Benchmark Period Mean (intersection) [mm d-1]	Model Period Mean (complement) [mm d-1]	Benchmark Period Mean (complement) [mm d-1]		Bias [mm d-1]	RMSE [mm d-1]	Phase Shift [months]		Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.0580
ACCESS-ESM1-5	[-]	0.125	0.0964	0.0580	0.0349			0.0391	0.154	2.82		0.469	0.465	0.697	0.193	0.458
BCC-CSM2-MR	[-]	0.167	0.180	0.0580	-0.223	0.659		0.124	0.437	2.07		0.399	0.269	0.776	0.0959	0.362
CanESM5	[-]	0.110	0.0987	0.0580	0.0463			0.0376	0.217	2.17		0.443	0.446	0.754	0.139	0.446
CESM2	[-]	0.134	0.137	0.0580	-0.158	0.252		0.0835	0.239	1.83		0.438	0.359	0.760	0.211	0.426
IPSL-CM6A-LR	[-]	0.269	0.217	0.0581	0.137	0.0167		0.160	0.276	2.09		0.430	0.364	0.752	0.112	0.404
MeanCMIP6	[-]	0.168	0.149	0.0580	0.0453			0.0920	0.202	1.86		0.488	0.398	0.821	0.296	0.480
MIROC-ESM2L	[-]	0.181	0.159	0.0580	0.0978			0.106	0.297	2.29		0.432	0.350	0.707	0.181	0.404
MPI-ESM1.2-HR	[-]	0.129	0.127	0.0576	0.0718	0.118		0.0679	0.174	2.14		0.506	0.396	0.806	0.450	0.511
NorESM2-LM	[-]	0.162	0.158	0.0580	0.0108			0.0963	0.284	2.02		0.396	0.347	0.715	0.172	0.395
UKESM1-0-LL	[-]	0.0953	0.101	0.0580	0.160	0.749		0.0422	0.160	2.20		0.484	0.501	0.733	0.138	0.471

	Download Data	Period Mean (original grids) [mm d-1]	Model Period Mean (intersection) [mm d-1]	Benchmark Period Mean (intersection) [mm d-1]	Model Period Mean (complement) [mm d-1]	Benchmark Period Mean (complement) [mm d-1]		Bias [mm d-1]	RMSE [mm d-1]	Phase Shift [months]		Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	3.25
ACCESS-ESM1-5	[-]	6.15	6.99	3.25	4.91			3.43	6.52	2.55		0.444	0.276	0.607	0.529	0.427
BCC-CSM2-MR	[-]	4.15	5.07	3.25	3.39			1.62	4.49	1.86		0.482	0.385	0.721	0.765	0.547
CanESM5	[-]	5.60	4.08	3.25	3.49			0.674	4.47	2.12		0.454	0.376	0.661	0.699	0.513
CESM2	[-]	5.05	5.12	3.24	5.36	3.87		1.98	4.25	2.03		0.524	0.324	0.685	0.924	0.556
IPSL-CM6A-LR	[-]	5.72	8.49	3.25	5.12			5.03	7.92	2.17		0.393	0.289	0.660	0.321	0.390
MeanCMIP6	[-]	4.31	4.85	3.25	3.67			1.54	3.49	1.48		0.494	0.448	0.802	0.881	0.615
MIROC-ESM2L	[-]	2.77	3.45	3.25	1.65			0.0500	3.79	2.16		0.372	0.414	0.707	0.804	0.542
MPI-ESM1.2-HR	[-]	3.78	3.64	3.20	3.64	6.64		0.353	3.22	1.81		0.518	0.401	0.754	0.898	0.595
NorESM2-LM	[-]	3.80	3.44	3.25	3.63			0.0788	3.37	2.15		0.540	0.363	0.634	0.733	0.527
UKESM1-0-LL	[-]	5.02	5.19	3.25	4.84	2.07		2.04	4.20	2.73		0.481	0.339	0.546	0.769	0.495

	Download Data	Period Mean (original grids) [mm d-1]	Model Period Mean (intersection) [mm d-1]	Benchmark Period Mean (intersection) [mm d-1]	Model Period Mean (complement) [mm d-1]	Benchmark Period Mean (complement) [mm d-1]		Bias [mm d-1]	RMSE [mm d-1]	Phase Shift [months]		Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	1.07
ACCESS-ESM1-5	[-]	1.30	1.26	1.07	1.44	1.53		0.204	1.28	1.65		0.518	0.420	0.759	0.606	0.544
BCC-CSM2-MR	[-]	1.12	1.13	1.07	1.18	3.18		0.0675	1.22	1.59		0.621	0.402	0.757	0.797	0.596
CanESM5	[-]	1.50	1.37	1.07	1.34			0.288	1.46	1.57		0.547	0.376	0.767	0.472	0.508
CESM2	[-]	1.45	1.39	1.07	1.65	2.24		0.348	1.18	1.55		0.615	0.422	0.769	0.647	0.575
IPSL-CM6A-LR	[-]	1.64	1.51	1.07	1.94	2.71		0.464	1.38	1.76		0.546	0.385	0.719	0.538	0.515
MeanCMIP6	[-]	1.28	1.24	1.07	1.37			0.174	0.895	1.38		0.653	0.499	0.799	0.848	0.660
MIROC-ESM2L	[-]	0.945	0.933	1.07	0.931			-0.148	1.07	1.73		0.517	0.461	0.724	0.858	0.604
MPI-ESM1.2-HR	[-]	1.10	1.03	1.07	1.49	1.64		-0.0452	0.992	1.67		0.567	0.486	0.782	0.739	0.612
NorESM2-LM	[-]	1.18	1.18	1.07	1.41			0.116	1.03	1.76		0.593	0.445	0.728	0.890	0.620
UKESM1-0-LL	[-]	1.41	1.36	1.07	1.93	2.47		0.309	1.00	1.77		0.588	0.463	0.726	0.685	0.585

	Download Data	Period Mean (original grids) [mm d-1]	Model Period Mean (intersection) [mm d-1]	Benchmark Period Mean (intersection) [mm d-1]	Model Period Mean (complement) [mm d-1]	Benchmark Period Mean (complement) [mm d-1]		Bias [mm d-1]	RMSE [mm d-1]	Phase Shift [months]		Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	4.47
ACCESS-ESM1-5	[-]	5.65	5.72	4.47	3.94	2.38		1.12	4.29	1.54		0.469	0.388	0.828	0.723	0.559
BCC-CSM2-MR	[-]	4.03	4.03	4.44	3.68	16.4		-0.371	4.36	2.54		0.413	0.317	0.569	0.788	0.481
CanESM5	[-]	3.86	3.59	4.47	3.86			-0.723	4.91	1.60		0.308	0.363	0.811	0.614	0.492
CESM2	[-]	5.22	5.22	4.47	5.07	2.14		0.858	3.97	1.34		0.432	0.463	0.839	0.747	0.589
IPSL-CM6A-LR	[-]	7.19	6.98	4.47	6.19	3.69		2.41	6.41	1.70		0.334	0.438	0.799	0.135	0.429
MeanCMIP6	[-]	3.78	3.86	4.47	3.35			-0.549	3.37	1.40		0.384	0.500	0.837	0.852	0.614
MIROC-ESM2L	[-]	1.96	1.98	4.47	1.82			-2.46	3.70	1.96		0.328	0.431	0.742	0.774	0.541
MPI-ESM1.2-HR	[-]	2.07	2.23	4.49	0.946	3.81		-2.23	3.22	1.76		0.378	0.476	0.751	0.851	0.587
NorESM2-LM	[-]	3.41	3.18	4.47	3.99			-1.14	3.99	1.86		0.318	0.437	0.723	0.837	0.550
UKESM1-0-LL	[-]	3.55	3.65	4.47	3.13	2.47		-0.782	2.91	1.70		0.465	0.473	0.763	0.928	0.620

	Download Data	Period Mean (original grids) [mm d-1]	Model Period Mean (intersection) [mm d-1]	Benchmark Period Mean (intersection) [mm d-1]	Model Period Mean (complement) [mm d-1]	Benchmark Period Mean (complement) [mm d-1]		Bias [mm d-1]	RMSE [mm d-1]	Phase Shift [months]		Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	1.15
ACCESS-ESM1-5	[-]	1.42	1.44	1.15	1.53	0.959		0.284	1.94	1.55		0.459	0.380	0.824	0.660	0.541
BCC-CSM2-MR	[-]	1.82	1.84	1.15	1.65	1.72		0.689	2.59	1.57		0.407	0.298	0.766	0.705	0.495
CanESM5	[-]	1.40	1.45	1.15	1.87			0.286	2.27	1.52		0.421	0.356	0.794	0.563	0.498
CESM2	[-]	1.53	1.50	1.15	1.88	1.62		0.348	1.48	1.38		0.546	0.433	0.846	0.875	0.627
IPSL-CM6A-LR	[-]	1.74	1.65	1.15	2.48	1.14		0.500	1.93	1.37		0.517	0.385	0.849	0.686	0.564
MeanCMIP6	[-]	1.36	1.36	1.15	1.44			0.208	1.30	1.11		0.570	0.475	0.888	0.855	0.653
MIROC-ESM2L	[-]	1.15	1.18	1.15	0.928	1.73		0.0264	1.67	1.56		0.494	0.393	0.783	0.822	0.577
MPI-ESM1.2-HR	[-]	0.563	0.584	1.15	0.373	1.19		-0.564	1.22	1.26		0.471	0.478	0.851	0.755	0.607
NorESM2-LM	[-]	1.42	1.40	1.15	1.70			0.246	1.50	1.52		0.543	0.436	0.817	0.861	0.619
UKESM1-0-LL	[-]	1.33	1.28	1.15	1.46	0.831		0.124	1.43	1.38		0.519	0.455	0.807	0.846	0.616

	Download Data	Period Mean (original grids) [mm d-1]	Model Period Mean (intersection) [mm d-1]	Benchmark Period Mean (intersection) [mm d-1]	Model Period Mean (complement) [mm d-1]	Benchmark Period Mean (complement) [mm d-1]		Bias [mm d-1]	RMSE [mm d-1]	Phase Shift [months]		Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.590
ACCESS-ESM1-5	[-]	0.700	0.702	0.590	0.735	0.479		0.113	1.36	1.90		0.747	0.227	0.752	0.899	0.570
BCC-CSM2-MR	[-]	0.799	0.767	0.590	0.880	0.569		0.178	1.31	1.34		0.760	0.234	0.841	0.959	0.606
CanESM5	[-]	0.759	0.722	0.590	0.854			0.137	1.14	1.07		0.729	0.303	0.872	0.890	0.619
CESM2	[-]	0.817	0.862	0.590	0.711	0.654		0.271	1.21	1.18		0.708	0.280	0.874	0.922	0.613
IPSL-CM6A-LR	[-]	0.865	0.834	0.589	0.974	0.952		0.239	1.24	1.33		0.669	0.303	0.847	0.607	0.546
MeanCMIP6	[-]	0.738	0.772	0.590	0.694			0.183	0.909	1.28		0.751	0.366	0.853	0.961	0.659
MIROC-ESM2L	[-]	0.655	0.632	0.590	0.704			0.0381	1.08	1.43		0.713	0.314	0.820	0.906	0.614
MPI-ESM1.2-HR	[-]	0.651	0.783	0.590	0.332	0.550		0.190	1.23	1.79		0.725	0.265	0.761	0.913	0.586
NorESM2-LM	[-]	0.939	0.852	0.590	1.12			0.261	1.09	1.06		0.717	0.323	0.885	0.950	0.640
UKESM1-0-LL	[-]	0.640	0.734	0.590	0.430	0.219		0.148	0.866	1.07		0.752	0.412	0.881	0.839	0.659

	Download Data	Period Mean (original grids) [mm d-1]	Model Period Mean (intersection) [mm d-1]	Benchmark Period Mean (intersection) [mm d-1]	Model Period Mean (complement) [mm d-1]	Benchmark Period Mean (complement) [mm d-1]		Bias [mm d-1]	RMSE [mm d-1]	Phase Shift [months]		Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.272
ACCESS-ESM1-5	[-]	0.346	0.386	0.272	0.252	0.503		0.117	0.526	2.00		0.483	0.421	0.754	0.342	0.484
BCC-CSM2-MR	[-]	0.473	0.478	0.271	0.189	0.387		0.202	0.791	1.61		0.509	0.341	0.799	0.361	0.470
CanESM5	[-]	0.540	0.513	0.272	0.248			0.228	0.801	1.76		0.452	0.374	0.764	0.211	0.435
CESM2	[-]	0.554	0.572	0.272	0.383	0.460		0.291	0.662	1.77		0.510	0.385	0.757	0.425	0.492
IPSL-CM6A-LR	[-]	0.668	0.689	0.271	0.599	0.792		0.423	0.830	1.75		0.431	0.352	0.754	0.260	0.430
MeanCMIP6	[-]	0.475	0.488	0.272	0.328			0.214	0.482	1.39		0.563	0.460	0.832	0.602	0.584
MIROC-ESM2L	[-]	0.454	0.457	0.272	0.297	0.559		0.177	0.587	2.04		0.475	0.385	0.721	0.564	0.506
MPI-ESM1.2-HR	[-]	0.338	0.344	0.269	0.246	0.571		0.0755	0.425	1.87		0.548	0.467	0.749	0.619	0.570
NorESM2-LM	[-]	0.474	0.482	0.272	0.353			0.202	0.576	1.93		0.482	0.398	0.711	0.512	0.500
UKESM1-0-LL	[-]	0.435	0.406	0.271	0.470	0.733		0.141	0.429	1.75		0.547	0.482	0.794	0.536	0.568

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