Africa - Central Africa - Sahel Africa - South Asia - East Siberia Asia - Indonesia Asia - North Central Asia - South Central Asia and China Asia - Southeast Asia and India Asia - West Siberia Australia Europe Global - Land Middle East and Sahara North America - Alaska and Northern Canada North America - Central America North America - Eastern United States North America - Southern Canada North America - Western United States South America - Amazon South America - Southeast South America - Southwest

	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	[-]	7.00
I123	[-]	8.21	8.28	7.00	0.260			0.972	1.98	2.85		0.362	0.436	0.524	0.888	0.529
post5.4	[-]	8.33	8.40	7.00	0.262			1.05	1.96	2.89		0.364	0.447	0.518	0.894	0.534

	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	[-]	6.99
I123	[-]	6.21	5.87	6.99	0.0397			-0.371	1.93	1.26		0.585	0.442	0.831	0.792	0.619
post5.4	[-]	6.49	6.14	6.99	0.0402			-0.262	1.89	1.29		0.591	0.443	0.829	0.817	0.625

	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	[-]	10.0
I123	[-]	8.48	7.87	10.0	0.519	0.00214		-0.500	1.77	1.42		0.539	0.487	0.810	0.835	0.631
post5.4	[-]	8.74	8.10	10.0	0.549	0.00214		-0.418	1.77	1.44		0.534	0.495	0.808	0.792	0.625

	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	[-]	1.17
I123	[-]	0.869	0.812	1.17	0.0640			-0.236	0.969	0.0922		0.717	0.503	0.987	0.639	0.670
post5.4	[-]	1.28	1.20	1.17	0.0963			0.141	1.27	0.0929		0.655	0.425	0.990	0.473	0.594

	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	[-]	5.36
I123	[-]	6.98	5.14	5.36	1.80			1.43	2.16	2.81		0.211	0.453	0.549	0.969	0.527
post5.4	[-]	6.95	5.10	5.36	1.80			1.39	2.15	2.86		0.209	0.478	0.544	0.977	0.537

	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	[-]	5.72
I123	[-]	5.67	5.42	5.72	0.0899			-0.0635	0.923	0.383		0.815	0.690	0.975	0.750	0.784
post5.4	[-]	6.68	6.39	5.72	0.106			0.247	1.11	0.626		0.767	0.647	0.958	0.664	0.736

	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	[-]	11.3
I123	[-]	10.8	10.4	11.3	0.580			-0.0574	0.945	0.991		0.690	0.541	0.889	0.961	0.724
post5.4	[-]	10.3	9.86	11.3	0.564			-0.135	0.989	0.979		0.667	0.543	0.896	0.969	0.723

	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	[-]	8.23
I123	[-]	8.81	7.84	8.23	0.881			0.247	1.57	2.24		0.616	0.449	0.667	0.944	0.625
post5.4	[-]	8.64	7.67	8.23	0.885			0.178	1.53	2.25		0.607	0.461	0.664	0.939	0.627

	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	[-]	1.24
I123	[-]	1.30	1.28	1.24	0.0540			0.0461	1.16	0.158		0.756	0.411	0.982	0.588	0.629
post5.4	[-]	1.77	1.72	1.24	0.0861			0.435	1.69	0.164		0.637	0.300	0.982	0.433	0.530

	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	[-]	3.83
I123	[-]	3.91	3.35	3.83	0.534			-0.0197	0.702	1.87		0.616	0.490	0.721	0.909	0.645
post5.4	[-]	4.12	3.55	3.83	0.554			0.0509	0.733	2.15		0.574	0.480	0.666	0.880	0.616

	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	[-]	4.65
I123	[-]	4.40	3.88	4.64	0.472	0.0102		-0.127	1.37	0.375		0.759	0.547	0.973	0.952	0.756
post5.4	[-]	4.61	4.06	4.64	0.496	0.0102		-0.00740	1.46	0.409		0.735	0.527	0.970	0.929	0.737

	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	[-]	115.
I123	[-]	119.	111.	115.	8.11	0.0125		0.0556	1.22	1.37		0.570	0.514	0.810	0.928	0.667
post5.4	[-]	123.	114.	115.	8.41	0.0125		0.130	1.28	1.41		0.553	0.502	0.806	0.930	0.659

	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	[-]	3.67
I123	[-]	1.96	1.81	3.67	0.188	2.58e-05		-0.273	0.559	2.10		0.312	0.430	0.691	0.871	0.547
post5.4	[-]	1.86	1.71	3.67	0.179	2.58e-05		-0.290	0.541	2.09		0.308	0.441	0.689	0.879	0.551

	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	[-]	2.02
I123	[-]	2.05	1.83	2.02	0.192			-0.0363	1.11	0.730		0.557	0.409	0.905	0.384	0.533
post5.4	[-]	2.63	2.34	2.02	0.252			0.229	1.40	0.682		0.513	0.340	0.916	0.295	0.481

	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	[-]	3.26
I123	[-]	3.63	2.76	3.26	0.764			0.269	1.57	1.76		0.525	0.477	0.752	0.860	0.618
post5.4	[-]	3.80	2.90	3.26	0.795			0.445	1.64	1.82		0.534	0.465	0.744	0.839	0.609

	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	[-]	5.12
I123	[-]	4.78	4.45	5.12	0.249			-0.347	1.53	1.14		0.807	0.570	0.876	0.963	0.757
post5.4	[-]	4.91	4.55	5.12	0.265			-0.264	1.63	1.18		0.800	0.551	0.870	0.866	0.728

	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	[-]	3.22
I123	[-]	3.44	3.24	3.22	0.228			0.0712	0.942	0.622		0.777	0.648	0.950	0.847	0.774
post5.4	[-]	3.86	3.64	3.22	0.258			0.299	1.17	0.801		0.712	0.600	0.937	0.775	0.725

	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	[-]	2.11
I123	[-]	1.83	1.86	2.11	0.0603			-0.134	0.832	0.775		0.659	0.582	0.916	0.807	0.709
post5.4	[-]	1.80	1.84	2.11	0.0583			-0.145	0.835	0.753		0.661	0.586	0.918	0.801	0.710

	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	[-]	18.8
I123	[-]	23.9	23.1	18.8	0.598			1.58	1.80	2.28		0.252	0.586	0.644	0.987	0.611
post5.4	[-]	23.6	22.9	18.8	0.602			1.50	1.73	2.20		0.280	0.582	0.664	0.989	0.620

	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	[-]	10.1
I123	[-]	10.1	9.97	10.1	0.329			0.0311	1.58	1.30		0.613	0.595	0.844	0.769	0.683
post5.4	[-]	10.5	10.3	10.1	0.335			0.171	1.59	1.32		0.618	0.585	0.841	0.778	0.681

	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	[-]	1.46
I123	[-]	1.56	1.34	1.46	0.176	6.40e-05		0.0528	1.12	1.38		0.384	0.447	0.815	0.642	0.547
post5.4	[-]	1.65	1.40	1.46	0.189	6.40e-05		0.106	1.16	1.49		0.393	0.437	0.794	0.619	0.536

Africa - Central Africa - Sahel Africa - South Asia - East Siberia Asia - Indonesia Asia - North Central Asia - South Central Asia and China Asia - Southeast Asia and India Asia - West Siberia Australia Europe Global - Land Middle East and Sahara North America - Alaska and Northern Canada North America - Central America North America - Eastern United States North America - Southern Canada North America - Western United States South America - Amazon South America - Southeast South America - Southwest 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