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) [1]	Model Period Mean (intersection) [1]	Benchmark Period Mean (intersection) [1]	Model Period Mean (complement) [1]	Benchmark Period Mean (complement) [1]		Bias [1]	Phase Shift [months]		Bias Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.564
CTSM51_CRUJRA	[-]	0.605	0.604	0.564	0.519			0.0369	2.18		0.518	0.718	0.953	0.730
CTSM51_CRUJRA_FLDS	[-]	0.631	0.628	0.564	0.554			0.0614	2.45		0.456	0.665	0.956	0.692
CTSM51_CRUNCEPV7	[-]	0.637	0.637	0.566	0.526			0.0682	3.18		0.406	0.448	0.924	0.593
CTSM51_GSWP3V1	[-]	0.662	0.657	0.566	0.552			0.0867	2.93		0.393	0.502	0.948	0.614

	Download Data	Period Mean (original grids) [1]	Model Period Mean (intersection) [1]	Benchmark Period Mean (intersection) [1]	Model Period Mean (complement) [1]	Benchmark Period Mean (complement) [1]		Bias [1]	Phase Shift [months]		Bias Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.438
CTSM51_CRUJRA	[-]	0.471	0.473	0.438	0.351	0.415		0.0404	1.08		0.737	0.849	0.993	0.860
CTSM51_CRUJRA_FLDS	[-]	0.507	0.509	0.438	0.383	0.415		0.0766	1.53		0.675	0.748	0.992	0.805
CTSM51_CRUNCEPV7	[-]	0.475	0.478	0.440	0.325	0.411		0.0442	1.03		0.733	0.873	0.992	0.866
CTSM51_GSWP3V1	[-]	0.500	0.507	0.440	0.339	0.411		0.0718	1.50		0.698	0.786	0.992	0.825

	Download Data	Period Mean (original grids) [1]	Model Period Mean (intersection) [1]	Benchmark Period Mean (intersection) [1]	Model Period Mean (complement) [1]	Benchmark Period Mean (complement) [1]		Bias [1]	Phase Shift [months]		Bias Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.476
CTSM51_CRUJRA	[-]	0.455	0.462	0.476	0.432	0.364		-0.0136	0.796		0.632	0.919	0.770	0.774
CTSM51_CRUJRA_FLDS	[-]	0.479	0.485	0.476	0.461	0.364		0.00925	0.798		0.627	0.921	0.763	0.770
CTSM51_CRUNCEPV7	[-]	0.471	0.481	0.479	0.423	0.365		0.00147	1.47		0.581	0.773	0.691	0.682
CTSM51_GSWP3V1	[-]	0.496	0.507	0.479	0.452	0.365		0.0278	1.22		0.633	0.842	0.780	0.752

	Download Data	Period Mean (original grids) [1]	Model Period Mean (intersection) [1]	Benchmark Period Mean (intersection) [1]	Model Period Mean (complement) [1]	Benchmark Period Mean (complement) [1]		Bias [1]	Phase Shift [months]		Bias Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.499
CTSM51_CRUJRA	[-]	0.580	0.578	0.500	0.576	0.408		0.0772	1.52		0.536	0.805	0.847	0.730
CTSM51_CRUJRA_FLDS	[-]	0.496	0.498	0.499	0.486	0.372		-0.000336	1.55		0.629	0.791	0.931	0.784
CTSM51_CRUNCEPV7	[-]	0.543	0.555	0.501	0.486	0.368		0.0539	1.32		0.571	0.839	0.871	0.760
CTSM51_GSWP3V1	[-]	0.541	0.549	0.501	0.495	0.368		0.0460	1.18		0.575	0.865	0.686	0.708

	Download Data	Period Mean (original grids) [1]	Model Period Mean (intersection) [1]	Benchmark Period Mean (intersection) [1]	Model Period Mean (complement) [1]	Benchmark Period Mean (complement) [1]		Bias [1]	Phase Shift [months]		Bias Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.723
CTSM51_CRUJRA	[-]	0.709	0.723	0.726	0.703	0.547		-0.00542	2.20		0.437	0.659	0.855	0.650
CTSM51_CRUJRA_FLDS	[-]	0.731	0.742	0.726	0.728	0.547		0.0140	2.45		0.451	0.615	0.826	0.631
CTSM51_CRUNCEPV7	[-]	0.785	0.812	0.732	0.773	0.552		0.0775	3.75		0.338	0.358	0.996	0.564
CTSM51_GSWP3V1	[-]	0.826	0.850	0.732	0.812	0.552		0.114	2.68		0.160	0.565	0.896	0.540

	Download Data	Period Mean (original grids) [1]	Model Period Mean (intersection) [1]	Benchmark Period Mean (intersection) [1]	Model Period Mean (complement) [1]	Benchmark Period Mean (complement) [1]		Bias [1]	Phase Shift [months]		Bias Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.577
CTSM51_CRUJRA	[-]	0.546	0.548	0.577	0.501	0.526		-0.0302	1.27		0.639	0.821	0.960	0.807
CTSM51_CRUJRA_FLDS	[-]	0.527	0.529	0.577	0.480	0.526		-0.0486	1.03		0.600	0.863	0.954	0.806
CTSM51_CRUNCEPV7	[-]	0.604	0.611	0.577	0.492	0.525		0.0325	1.51		0.657	0.775	0.874	0.768
CTSM51_GSWP3V1	[-]	0.575	0.583	0.577	0.468	0.525		0.00404	1.00		0.652	0.877	0.628	0.719

	Download Data	Period Mean (original grids) [1]	Model Period Mean (intersection) [1]	Benchmark Period Mean (intersection) [1]	Model Period Mean (complement) [1]	Benchmark Period Mean (complement) [1]		Bias [1]	Phase Shift [months]		Bias Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.458
CTSM51_CRUJRA	[-]	0.425	0.413	0.459	0.580	0.343		-0.0472	1.44		0.564	0.836	0.988	0.796
CTSM51_CRUJRA_FLDS	[-]	0.431	0.420	0.459	0.579	0.343		-0.0401	1.41		0.556	0.848	0.990	0.798
CTSM51_CRUNCEPV7	[-]	0.427	0.415	0.459	0.582	0.347		-0.0452	1.42		0.580	0.838	0.980	0.799
CTSM51_GSWP3V1	[-]	0.433	0.421	0.459	0.556	0.347		-0.0388	1.46		0.558	0.821	0.951	0.776

	Download Data	Period Mean (original grids) [1]	Model Period Mean (intersection) [1]	Benchmark Period Mean (intersection) [1]	Model Period Mean (complement) [1]	Benchmark Period Mean (complement) [1]		Bias [1]	Phase Shift [months]		Bias Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.546
CTSM51_CRUJRA	[-]	0.548	0.524	0.546	0.631	0.647		-0.0234	1.18		0.689	0.860	0.957	0.835
CTSM51_CRUJRA_FLDS	[-]	0.581	0.555	0.546	0.673	0.647		0.00750	1.40		0.681	0.824	0.954	0.820
CTSM51_CRUNCEPV7	[-]	0.579	0.554	0.547	0.667	0.649		0.00589	1.26		0.619	0.857	0.914	0.796
CTSM51_GSWP3V1	[-]	0.615	0.593	0.547	0.696	0.649		0.0442	1.58		0.613	0.783	0.954	0.783

	Download Data	Period Mean (original grids) [1]	Model Period Mean (intersection) [1]	Benchmark Period Mean (intersection) [1]	Model Period Mean (complement) [1]	Benchmark Period Mean (complement) [1]		Bias [1]	Phase Shift [months]		Bias Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.532
CTSM51_CRUJRA	[-]	0.711	0.701	0.536	0.741	0.439		0.161	1.76		0.297	0.772	0.466	0.512
CTSM51_CRUJRA_FLDS	[-]	0.631	0.628	0.533	0.623	0.444		0.0928	1.76		0.426	0.764	0.580	0.590
CTSM51_CRUNCEPV7	[-]	0.692	0.694	0.534	0.640	0.385		0.158	1.83		0.278	0.749	0.626	0.551
CTSM51_GSWP3V1	[-]	0.683	0.688	0.533	0.611	0.442		0.151	1.65		0.330	0.787	0.399	0.505

	Download Data	Period Mean (original grids) [1]	Model Period Mean (intersection) [1]	Benchmark Period Mean (intersection) [1]	Model Period Mean (complement) [1]	Benchmark Period Mean (complement) [1]		Bias [1]	Phase Shift [months]		Bias Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.323
CTSM51_CRUJRA	[-]	0.339	0.313	0.323	0.467	0.436		-0.0123	1.71		0.699	0.779	0.987	0.822
CTSM51_CRUJRA_FLDS	[-]	0.343	0.315	0.323	0.472	0.436		-0.00948	1.77		0.694	0.764	0.986	0.815
CTSM51_CRUNCEPV7	[-]	0.350	0.323	0.328	0.459	0.438		-0.00766	1.33		0.696	0.842	0.976	0.838
CTSM51_GSWP3V1	[-]	0.375	0.350	0.328	0.484	0.438		0.0194	1.35		0.705	0.834	0.991	0.843

	Download Data	Period Mean (original grids) [1]	Model Period Mean (intersection) [1]	Benchmark Period Mean (intersection) [1]	Model Period Mean (complement) [1]	Benchmark Period Mean (complement) [1]		Bias [1]	Phase Shift [months]		Bias Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.616
CTSM51_CRUJRA	[-]	0.520	0.534	0.616	0.484	0.384		-0.0806	2.82		0.352	0.526	0.849	0.576
CTSM51_CRUJRA_FLDS	[-]	0.514	0.524	0.616	0.493	0.392		-0.0901	2.48		0.333	0.587	0.748	0.556
CTSM51_CRUNCEPV7	[-]	0.547	0.566	0.617	0.486	0.383		-0.0492	2.83		0.505	0.517	0.964	0.662
CTSM51_GSWP3V1	[-]	0.575	0.610	0.617	0.474	0.384		-0.00799	2.10		0.613	0.682	0.979	0.758

	Download Data	Period Mean (original grids) [1]	Model Period Mean (intersection) [1]	Benchmark Period Mean (intersection) [1]	Model Period Mean (complement) [1]	Benchmark Period Mean (complement) [1]		Bias [1]	Phase Shift [months]		Bias Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.476
CTSM51_CRUJRA	[-]	0.472	0.464	0.477	0.518	0.421		-0.0138	1.73		0.559	0.765	0.959	0.761
CTSM51_CRUJRA_FLDS	[-]	0.474	0.465	0.477	0.518	0.436		-0.0116	1.79		0.550	0.757	0.979	0.762
CTSM51_CRUNCEPV7	[-]	0.485	0.477	0.478	0.516	0.421		-0.00128	1.83		0.545	0.727	0.943	0.738
CTSM51_GSWP3V1	[-]	0.502	0.496	0.478	0.519	0.532		0.0174	1.75		0.536	0.749	0.940	0.742

	Download Data	Period Mean (original grids) [1]	Model Period Mean (intersection) [1]	Benchmark Period Mean (intersection) [1]	Model Period Mean (complement) [1]	Benchmark Period Mean (complement) [1]		Bias [1]	Phase Shift [months]		Bias Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.164
CTSM51_CRUJRA	[-]	0.131	0.125	0.164	0.167	0.0914		-0.0394	2.61		0.520	0.595	0.955	0.690
CTSM51_CRUJRA_FLDS	[-]	0.150	0.143	0.164	0.184	0.0914		-0.0209	2.80		0.537	0.556	0.954	0.682
CTSM51_CRUNCEPV7	[-]	0.120	0.111	0.165	0.172	0.0918		-0.0533	2.44		0.501	0.619	0.951	0.690
CTSM51_GSWP3V1	[-]	0.145	0.138	0.165	0.172	0.0918		-0.0267	2.35		0.519	0.631	0.933	0.694

	Download Data	Period Mean (original grids) [1]	Model Period Mean (intersection) [1]	Benchmark Period Mean (intersection) [1]	Model Period Mean (complement) [1]	Benchmark Period Mean (complement) [1]		Bias [1]	Phase Shift [months]		Bias Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.476
CTSM51_CRUJRA	[-]	0.651	0.650	0.482	0.656	0.402		0.169	2.12		0.356	0.673	0.504	0.511
CTSM51_CRUJRA_FLDS	[-]	0.518	0.521	0.477	0.503	0.388		0.0457	2.29		0.490	0.638	0.751	0.626
CTSM51_CRUNCEPV7	[-]	0.526	0.537	0.479	0.487	0.394		0.0589	2.14		0.433	0.666	0.556	0.552
CTSM51_GSWP3V1	[-]	0.542	0.559	0.476	0.491	0.419		0.0836	1.91		0.465	0.717	0.593	0.592

	Download Data	Period Mean (original grids) [1]	Model Period Mean (intersection) [1]	Benchmark Period Mean (intersection) [1]	Model Period Mean (complement) [1]	Benchmark Period Mean (complement) [1]		Bias [1]	Phase Shift [months]		Bias Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.499
CTSM51_CRUJRA	[-]	0.496	0.483	0.499	0.518	0.627		-0.0173	0.835		0.607	0.897	0.964	0.823
CTSM51_CRUJRA_FLDS	[-]	0.533	0.516	0.499	0.562	0.627		0.0176	1.01		0.600	0.855	0.947	0.801
CTSM51_CRUNCEPV7	[-]	0.526	0.511	0.497	0.557	0.629		0.0107	1.11		0.545	0.833	0.925	0.768
CTSM51_GSWP3V1	[-]	0.557	0.546	0.497	0.572	0.629		0.0470	1.24		0.480	0.825	0.902	0.736

	Download Data	Period Mean (original grids) [1]	Model Period Mean (intersection) [1]	Benchmark Period Mean (intersection) [1]	Model Period Mean (complement) [1]	Benchmark Period Mean (complement) [1]		Bias [1]	Phase Shift [months]		Bias Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.669
CTSM51_CRUJRA	[-]	0.611	0.609	0.669	0.606	0.571		-0.0611	1.60		0.532	0.762	0.984	0.759
CTSM51_CRUJRA_FLDS	[-]	0.603	0.600	0.669	0.607	0.571		-0.0697	1.42		0.499	0.801	0.995	0.765
CTSM51_CRUNCEPV7	[-]	0.658	0.661	0.670	0.624	0.572		-0.0124	1.02		0.631	0.867	0.911	0.803
CTSM51_GSWP3V1	[-]	0.662	0.665	0.670	0.629	0.572		-0.00782	1.28		0.688	0.841	0.971	0.833

	Download Data	Period Mean (original grids) [1]	Model Period Mean (intersection) [1]	Benchmark Period Mean (intersection) [1]	Model Period Mean (complement) [1]	Benchmark Period Mean (complement) [1]		Bias [1]	Phase Shift [months]		Bias Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.546
CTSM51_CRUJRA	[-]	0.516	0.517	0.546	0.506	0.393		-0.0278	2.17		0.586	0.660	0.934	0.727
CTSM51_CRUJRA_FLDS	[-]	0.485	0.486	0.546	0.479	0.393		-0.0593	1.73		0.544	0.742	0.972	0.753
CTSM51_CRUNCEPV7	[-]	0.558	0.562	0.547	0.512	0.395		0.0142	1.76		0.647	0.733	0.973	0.784
CTSM51_GSWP3V1	[-]	0.558	0.563	0.547	0.513	0.395		0.0139	1.43		0.637	0.799	0.896	0.777

	Download Data	Period Mean (original grids) [1]	Model Period Mean (intersection) [1]	Benchmark Period Mean (intersection) [1]	Model Period Mean (complement) [1]	Benchmark Period Mean (complement) [1]		Bias [1]	Phase Shift [months]		Bias Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.429
CTSM51_CRUJRA	[-]	0.375	0.374	0.429	0.388	0.257		-0.0545	2.46		0.579	0.615	0.990	0.728
CTSM51_CRUJRA_FLDS	[-]	0.378	0.376	0.429	0.398	0.257		-0.0519	2.35		0.572	0.633	0.991	0.732
CTSM51_CRUNCEPV7	[-]	0.390	0.389	0.429	0.383	0.260		-0.0415	1.98		0.603	0.698	0.974	0.759
CTSM51_GSWP3V1	[-]	0.372	0.372	0.429	0.353	0.260		-0.0581	2.00		0.538	0.709	0.983	0.743

	Download Data	Period Mean (original grids) [1]	Model Period Mean (intersection) [1]	Benchmark Period Mean (intersection) [1]	Model Period Mean (complement) [1]	Benchmark Period Mean (complement) [1]		Bias [1]	Phase Shift [months]		Bias Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.729
CTSM51_CRUJRA	[-]	0.727	0.731	0.729	0.613	0.694		0.000228	1.88		0.570	0.720	0.837	0.709
CTSM51_CRUJRA_FLDS	[-]	0.757	0.760	0.729	0.657	0.694		0.0288	2.10		0.494	0.678	0.838	0.670
CTSM51_CRUNCEPV7	[-]	0.777	0.782	0.732	0.674	0.695		0.0475	2.67		0.382	0.562	0.704	0.549
CTSM51_GSWP3V1	[-]	0.822	0.829	0.732	0.684	0.726		0.0938	2.88		0.208	0.528	0.633	0.456

	Download Data	Period Mean (original grids) [1]	Model Period Mean (intersection) [1]	Benchmark Period Mean (intersection) [1]	Model Period Mean (complement) [1]	Benchmark Period Mean (complement) [1]		Bias [1]	Phase Shift [months]		Bias Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.615
CTSM51_CRUJRA	[-]	0.561	0.561	0.615	0.551			-0.0546	1.41		0.579	0.807	0.834	0.740
CTSM51_CRUJRA_FLDS	[-]	0.583	0.582	0.615	0.579			-0.0330	1.46		0.587	0.797	0.844	0.742
CTSM51_CRUNCEPV7	[-]	0.575	0.576	0.616	0.556			-0.0404	1.59		0.564	0.771	0.738	0.691
CTSM51_GSWP3V1	[-]	0.613	0.616	0.616	0.579			-0.00176	1.43		0.667	0.799	0.851	0.772

	Download Data	Period Mean (original grids) [1]	Model Period Mean (intersection) [1]	Benchmark Period Mean (intersection) [1]	Model Period Mean (complement) [1]	Benchmark Period Mean (complement) [1]		Bias [1]	Phase Shift [months]		Bias Score [1]	Seasonal Cycle Score [1]	Spatial Distribution Score [1]	Overall Score [1]
Benchmark	[-]	0.374
CTSM51_CRUJRA	[-]	0.258	0.260	0.373	0.207	0.497		-0.113	1.63		0.326	0.768	0.761	0.618
CTSM51_CRUJRA_FLDS	[-]	0.263	0.269	0.373	0.202	0.497		-0.103	2.10		0.342	0.689	0.798	0.610
CTSM51_CRUNCEPV7	[-]	0.271	0.267	0.373	0.236	0.500		-0.105	1.80		0.321	0.756	0.681	0.586
CTSM51_GSWP3V1	[-]	0.291	0.294	0.372	0.222	0.543		-0.0754	1.97		0.360	0.706	0.618	0.561

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 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:

2020-11-02: downloaded https://avdc.gsfc.nasa.gov/pub/data/project/WECANN/WECANN_v1.0.nc

2020-11-02: 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: W/m^2

  Convention:

CF-1.8