Continental climates Desert and semi-arid climates Global - Land Temperate climates Tropical climates

	Download Data	Period Mean (original grids) [Pg yr-1]	Model Period Mean (intersection) [Pg yr-1]	Benchmark Period Mean (intersection) [Pg yr-1]	Model Period Mean (complement) [Pg yr-1]	Benchmark Period Mean (complement) [Pg yr-1]		Bias [g m-2 d-1]	RMSE [g m-2 d-1]	Phase Shift [months]		Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	22.2
ACCESS-ESM1-5	[-]	24.2	23.4	22.0	0.523	0.0184		0.126	1.07	0.449		0.720	0.641	0.965	0.718	0.737
AWI-ESM-1-1-LR	[-]	23.7	23.0	21.5	0.793	0.556		0.132	1.27	0.343		0.734	0.596	0.973	0.713	0.722
BCC-ESM1	[-]	25.5	24.5	22.2	0.971	0.00194		0.292	1.30	0.406		0.728	0.573	0.967	0.810	0.730
CanESM5-1	[-]	25.8	24.8	22.2	0.992			0.319	1.57	0.825		0.700	0.503	0.930	0.705	0.668
CESM2	[-]	25.2	24.4	21.9	0.703	0.0205		0.252	1.64	0.669		0.624	0.503	0.925	0.789	0.669
CMCC-ESM2	[-]	26.9	26.0	21.9	0.742	0.0446		0.389	1.58	0.595		0.626	0.527	0.952	0.763	0.679
CNRM-ESM2-1	[-]	22.9	22.0	22.0	0.820	0.00453		0.0565	0.940	0.421		0.805	0.633	0.965	0.980	0.803
EC-Earth3-CC	[-]	26.2	25.6	21.9	0.542			0.299	1.56	0.499		0.615	0.548	0.953	0.533	0.639
GFDL-ESM4	[-]	23.1	22.3	22.2	0.729			0.0490	1.48	0.443		0.682	0.521	0.963	0.945	0.726
GISS-E3-G	[-]	30.7	29.7	22.2	0.945			0.827	1.90	0.504		0.623	0.498	0.963	0.434	0.603
IPSL-CM6A-LR	[-]	22.2	21.5	22.0	0.502	0.0150		0.0261	0.998	0.307		0.784	0.627	0.976	0.954	0.794
MPI-ESM1-2-LR	[-]	30.8	29.9	21.6	1.10	0.446		0.706	1.70	0.341		0.680	0.497	0.973	0.737	0.677
MRI-ESM2-0	[-]	53.8	52.0	21.9	1.87	0.0265		2.61	4.53	0.390		0.274	0.185	0.967	0.477	0.418
NorESM2-LM	[-]	24.1	23.5	22.0	0.735			0.189	1.50	0.659		0.659	0.523	0.922	0.774	0.680
SAM0-UNICON	[-]	20.9	20.1	21.9	0.709	0.0205		-0.109	1.38	0.697		0.656	0.565	0.930	0.655	0.674
TaiESM1	[-]	20.8	20.0	21.9	0.682			-0.123	1.40	0.541		0.654	0.560	0.956	0.681	0.683
UKESM1-0-LL	[-]	26.5	25.4	22.0	0.806	0.0277		0.388	1.50	0.425		0.663	0.537	0.962	0.802	0.700

	Download Data	Period Mean (original grids) [Pg yr-1]	Model Period Mean (intersection) [Pg yr-1]	Benchmark Period Mean (intersection) [Pg yr-1]	Model Period Mean (complement) [Pg yr-1]	Benchmark Period Mean (complement) [Pg yr-1]		Bias [g m-2 d-1]	RMSE [g m-2 d-1]	Phase Shift [months]		Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	17.6
ACCESS-ESM1-5	[-]	11.5	11.5	17.6	0.128	0.0148		-0.349	0.903	2.01		0.378	0.495	0.711	0.749	0.565
AWI-ESM-1-1-LR	[-]	20.9	20.8	17.0	0.292	0.586		0.237	1.16	1.79		0.387	0.402	0.740	0.610	0.508
BCC-ESM1	[-]	18.1	18.3	17.5	0.472			0.102	0.950	1.93		0.441	0.428	0.713	0.714	0.545
CanESM5-1	[-]	22.1	22.6	17.5	0.519			0.393	1.17	2.31		0.389	0.406	0.651	0.550	0.480
CESM2	[-]	14.5	14.2	17.4	0.295	0.0316		-0.173	0.896	1.70		0.446	0.434	0.761	0.887	0.592
CMCC-ESM2	[-]	10.7	10.5	17.4	0.155	0.0856		-0.385	0.828	1.68		0.424	0.478	0.764	0.910	0.611
CNRM-ESM2-1	[-]	12.6	12.5	17.5	0.377	0.00805		-0.272	0.872	1.83		0.443	0.464	0.737	0.815	0.585
EC-Earth3-CC	[-]	31.6	31.3	17.4	0.427			0.816	1.41	1.67		0.333	0.321	0.764	0.596	0.467
GFDL-ESM4	[-]	10.3	10.3	17.5	0.212			-0.410	0.777	1.62		0.445	0.501	0.773	0.921	0.628
GISS-E3-G	[-]	20.2	20.1	17.5	0.347			0.207	0.880	1.96		0.462	0.456	0.702	0.706	0.556
IPSL-CM6A-LR	[-]	19.1	18.5	17.5	0.267	0.0158		0.0927	1.02	1.66		0.379	0.423	0.772	0.645	0.529
MPI-ESM1-2-LR	[-]	18.4	18.3	17.0	0.309	0.569		0.0862	1.17	1.80		0.380	0.401	0.741	0.607	0.506
MRI-ESM2-0	[-]	13.3	12.8	17.4	0.304	0.00715		-0.252	1.13	1.73		0.328	0.467	0.748	0.521	0.506
NorESM2-LM	[-]	15.4	14.5	17.6	0.347			-0.144	0.960	1.68		0.403	0.425	0.767	0.814	0.567
SAM0-UNICON	[-]	11.5	11.3	17.4	0.184	0.0757		-0.345	0.761	1.79		0.445	0.504	0.743	0.909	0.621
TaiESM1	[-]	13.8	13.6	17.4	0.184			-0.215	0.812	1.76		0.429	0.497	0.752	0.815	0.598
UKESM1-0-LL	[-]	10.9	11.0	17.5	0.277	0.0296		-0.359	1.08	1.70		0.341	0.475	0.753	0.581	0.525

	Download Data	Period Mean (original grids) [Pg yr-1]	Model Period Mean (intersection) [Pg yr-1]	Benchmark Period Mean (intersection) [Pg yr-1]	Model Period Mean (complement) [Pg yr-1]	Benchmark Period Mean (complement) [Pg yr-1]		Bias [g m-2 d-1]	RMSE [g m-2 d-1]	Phase Shift [months]		Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	116.
ACCESS-ESM1-5	[-]	121.	116.	116.	4.17	0.308		0.0702	1.40	1.49		0.486	0.535	0.795	0.847	0.640
AWI-ESM-1-1-LR	[-]	134.	128.	109.	5.73	7.37		0.439	1.78	1.47		0.482	0.452	0.789	0.820	0.599
BCC-ESM1	[-]	136.	123.	116.	10.5	0.0187		0.396	1.60	1.38		0.522	0.456	0.807	0.867	0.621
CanESM5-1	[-]	149.	134.	116.	11.6			0.716	1.72	1.88		0.480	0.443	0.732	0.839	0.587
CESM2	[-]	115.	108.	116.	7.28	0.443		-0.0380	1.54	1.54		0.495	0.454	0.781	0.925	0.622
CMCC-ESM2	[-]	109.	102.	115.	6.59	0.514		-0.141	1.63	1.46		0.455	0.489	0.801	0.876	0.622
CNRM-ESM2-1	[-]	110.	101.	116.	8.20	0.0523		-0.155	1.33	1.63		0.566	0.488	0.762	0.948	0.650
EC-Earth3-CC	[-]	144.	140.	116.	4.15			0.481	1.78	1.41		0.438	0.425	0.805	0.851	0.589
GFDL-ESM4	[-]	108.	101.	116.	7.24			-0.194	1.48	1.49		0.512	0.474	0.789	0.934	0.637
GISS-E3-G	[-]	170.	159.	116.	10.5	0.0359		1.23	1.99	1.54		0.459	0.462	0.781	0.664	0.566
IPSL-CM6A-LR	[-]	123.	116.	116.	6.77	0.267		0.167	1.26	1.41		0.542	0.501	0.803	0.924	0.654
MPI-ESM1-2-LR	[-]	152.	142.	109.	8.76	6.90		0.732	1.95	1.43		0.454	0.418	0.797	0.798	0.577
MRI-ESM2-0	[-]	196.	184.	116.	12.2	0.198		1.62	3.21	1.33		0.292	0.362	0.817	0.541	0.475
NorESM2-LM	[-]	115.	104.	116.	9.38			-0.0455	1.52	1.54		0.487	0.456	0.782	0.920	0.620
SAM0-UNICON	[-]	135.	127.	115.	8.46	0.489		0.373	1.69	1.51		0.477	0.512	0.790	0.692	0.597
TaiESM1	[-]	133.	125.	116.	7.57			0.308	1.62	1.47		0.468	0.514	0.799	0.749	0.609
UKESM1-0-LL	[-]	134.	124.	116.	8.57	0.322		0.388	1.84	1.35		0.430	0.460	0.810	0.790	0.590

	Download Data	Period Mean (original grids) [Pg yr-1]	Model Period Mean (intersection) [Pg yr-1]	Benchmark Period Mean (intersection) [Pg yr-1]	Model Period Mean (complement) [Pg yr-1]	Benchmark Period Mean (complement) [Pg yr-1]		Bias [g m-2 d-1]	RMSE [g m-2 d-1]	Phase Shift [months]		Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	20.7
ACCESS-ESM1-5	[-]	23.9	22.8	20.9	0.761	0.0481		0.424	1.83	1.48		0.548	0.547	0.816	0.695	0.631
AWI-ESM-1-1-LR	[-]	24.6	23.8	19.5	0.654	1.50		0.818	2.32	1.54		0.492	0.471	0.790	0.595	0.564
BCC-ESM1	[-]	22.2	20.3	20.7	1.37	0.000985		0.429	2.22	1.36		0.558	0.444	0.824	0.798	0.614
CanESM5-1	[-]	26.0	23.9	20.7	1.36			1.18	2.25	1.65		0.513	0.453	0.784	0.833	0.607
CESM2	[-]	18.1	17.0	21.0	1.04	0.0620		-0.460	1.96	1.41		0.538	0.501	0.808	0.816	0.633
CMCC-ESM2	[-]	20.5	19.5	20.9	0.944	0.113		-0.00827	2.09	1.22		0.476	0.544	0.858	0.595	0.603
CNRM-ESM2-1	[-]	22.6	20.6	20.8	1.29	0.000599		0.225	1.70	1.55		0.615	0.529	0.789	0.860	0.664
EC-Earth3-CC	[-]	30.3	29.0	20.9	1.16			1.32	2.48	1.58		0.444	0.477	0.782	0.565	0.549
GFDL-ESM4	[-]	19.3	17.9	20.7	1.06			-0.254	1.89	1.41		0.532	0.515	0.819	0.748	0.626
GISS-E3-G	[-]	31.7	29.7	20.7	1.50			2.09	2.72	1.23		0.398	0.498	0.842	0.585	0.564
IPSL-CM6A-LR	[-]	19.1	18.1	20.7	0.781	0.0961		-0.186	1.47	1.32		0.644	0.562	0.834	0.917	0.704
MPI-ESM1-2-LR	[-]	27.0	25.8	19.8	1.22	1.24		1.12	2.56	1.52		0.436	0.451	0.796	0.549	0.537
MRI-ESM2-0	[-]	34.2	32.1	21.0	2.07	0.0420		2.32	4.12	1.36		0.292	0.415	0.819	0.247	0.438
NorESM2-LM	[-]	16.6	15.9	20.8	1.11			-0.492	1.99	1.40		0.536	0.496	0.813	0.770	0.622
SAM0-UNICON	[-]	24.9	23.5	21.0	1.23	0.0642		0.687	2.16	1.13		0.472	0.557	0.869	0.518	0.595
TaiESM1	[-]	27.1	25.8	21.1	1.15			1.04	2.13	1.27		0.458	0.585	0.847	0.548	0.605
UKESM1-0-LL	[-]	24.6	23.5	20.7	1.14	0.0895		0.881	2.17	1.27		0.494	0.500	0.836	0.622	0.591

	Download Data	Period Mean (original grids) [Pg yr-1]	Model Period Mean (intersection) [Pg yr-1]	Benchmark Period Mean (intersection) [Pg yr-1]	Model Period Mean (complement) [Pg yr-1]	Benchmark Period Mean (complement) [Pg yr-1]		Bias [g m-2 d-1]	RMSE [g m-2 d-1]	Phase Shift [months]		Bias Score [1]	RMSE Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	53.0
ACCESS-ESM1-5	[-]	58.5	56.4	52.7	1.79	0.191		0.523	2.45	1.97		0.373	0.484	0.708	0.568	0.523
AWI-ESM-1-1-LR	[-]	63.0	58.5	48.5	2.73	4.32		1.08	3.44	2.47		0.313	0.346	0.613	0.578	0.439
BCC-ESM1	[-]	60.7	56.1	53.1	3.34	0.0132		0.919	2.68	1.81		0.420	0.391	0.740	0.641	0.517
CanESM5-1	[-]	67.6	61.3	53.1	4.07			1.68	2.71	2.65		0.349	0.419	0.578	0.914	0.536
CESM2	[-]	52.2	48.6	52.8	3.36	0.278		-0.0647	2.22	2.19		0.450	0.442	0.665	0.708	0.541
CMCC-ESM2	[-]	47.2	43.6	52.9	3.37	0.187		-0.544	2.84	2.25		0.297	0.454	0.656	0.479	0.468
CNRM-ESM2-1	[-]	48.2	44.3	53.0	3.67	0.0300		-0.465	2.47	2.98		0.438	0.351	0.516	0.736	0.478
EC-Earth3-CC	[-]	55.0	52.9	53.2	1.81			-0.0955	2.41	2.05		0.404	0.419	0.700	0.602	0.509
GFDL-ESM4	[-]	50.1	47.5	53.0	2.57			-0.242	2.47	2.76		0.413	0.387	0.560	0.683	0.486
GISS-E3-G	[-]	82.2	78.2	53.0	3.87	0.0351		3.26	3.80	2.38		0.276	0.399	0.630	0.523	0.446
IPSL-CM6A-LR	[-]	60.5	56.5	53.0	3.01	0.0898		0.780	1.94	2.46		0.472	0.464	0.615	0.857	0.574
MPI-ESM1-2-LR	[-]	69.1	64.5	48.4	3.26	4.35		1.74	3.43	2.33		0.295	0.357	0.640	0.574	0.444
MRI-ESM2-0	[-]	88.3	82.6	52.9	5.13	0.0717		3.32	4.80	1.88		0.244	0.400	0.729	0.289	0.412
NorESM2-LM	[-]	52.0	46.8	53.1	3.72			-0.0696	2.17	2.14		0.445	0.445	0.672	0.715	0.545
SAM0-UNICON	[-]	74.1	69.5	52.8	4.38	0.278		2.02	3.45	2.10		0.341	0.457	0.682	0.354	0.458
TaiESM1	[-]	67.5	63.5	53.1	3.81			1.31	3.01	2.26		0.343	0.471	0.655	0.423	0.473
UKESM1-0-LL	[-]	64.4	59.8	53.1	3.60	0.126		1.17	3.28	2.08		0.295	0.355	0.687	0.519	0.442

Desert and semi-arid climates Continental climates Global - Land Temperate climates Tropical climates 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:

Water, Energy, and Carbon with Artificial Neural Networks (WECANN)

  Version:

1

  Institutions:

Columbia University

  Source:

Solar Induced Fluorescence (SIF), Air Temperature, Precipitation, Net Radiation, Soil Moisture, and Snow Water Equivalent

  History:

2024-01-09: downloaded https://avdc.gsfc.nasa.gov/pub/data/project/WECANN/WECANN_v1.0.nc

2024-01-09: converted to ILAMB-ready netCDF

  References:

Alemohammad, S. H. and Fang, B. and Konings, A. G. and Aires, F. and Green, J. K. and Kolassa, J. and Miralles, D. and Prigent, C. and Gentine, P. (2017), Biogeosciences, 18, 4101--4124, doi:10.5194/bg-14-4101-2017

  Comments:

time_period: 2007-01 through 2015-11

temporal_resolution: monthly

spatial_resolution: 1.0 degree

units: g/m^2/day

  Convention:

CF-1.8