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
Control	[-]	0.658	0.670	0.564	0.542	0.591		0.105	3.25		0.298	0.442	0.954	0.565
Randomized	[-]	0.653	0.665	0.564	0.527	0.591		0.0989	2.95		0.300	0.503	0.933	0.579

	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
Control	[-]	0.500	0.498	0.438	0.334	0.398		0.0684	2.55		0.627	0.532	0.947	0.702
Randomized	[-]	0.507	0.505	0.438	0.331	0.398		0.0762	2.33		0.623	0.576	0.963	0.721

	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
Control	[-]	0.494	0.494	0.476	0.487	0.393		0.0154	2.19		0.629	0.639	0.767	0.678
Randomized	[-]	0.473	0.472	0.476	0.470	0.393		-0.00709	2.24		0.619	0.645	0.744	0.669

	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
Control	[-]	0.714	0.731	0.501	0.575	0.445		0.229	1.01		0.219	0.890	0.400	0.503
Randomized	[-]	0.710	0.726	0.501	0.588	0.425		0.224	0.994		0.223	0.891	0.415	0.510

	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
Control	[-]	0.748	0.759	0.729	0.741	0.562		0.0260	2.35		0.384	0.620	0.971	0.658
Randomized	[-]	0.742	0.755	0.729	0.731	0.562		0.0224	2.57		0.398	0.580	0.964	0.647

	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
Control	[-]	0.683	0.686	0.577	0.551	0.475		0.109	1.70		0.451	0.767	0.776	0.664
Randomized	[-]	0.682	0.685	0.577	0.547	0.475		0.107	1.59		0.464	0.792	0.799	0.685

	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
Control	[-]	0.553	0.549	0.459	0.630	0.332		0.0899	2.10		0.489	0.676	0.979	0.715
Randomized	[-]	0.572	0.569	0.459	0.632	0.353		0.109	2.17		0.448	0.666	0.975	0.696

	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
Control	[-]	0.680	0.676	0.547	0.706	0.520		0.128	3.33		0.453	0.416	0.964	0.611
Randomized	[-]	0.680	0.679	0.546	0.697	0.539		0.132	3.31		0.439	0.419	0.965	0.608

	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
Control	[-]	0.809	0.813	0.541	0.748	0.459		0.270	1.30		0.135	0.843	0.392	0.457
Randomized	[-]	0.796	0.801	0.541	0.715	0.459		0.257	1.21		0.159	0.864	0.390	0.471

	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
Control	[-]	0.425	0.403	0.322	0.553	0.456		0.0793	1.86		0.565	0.711	0.965	0.747
Randomized	[-]	0.434	0.412	0.322	0.557	0.456		0.0893	2.04		0.533	0.677	0.979	0.730

	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
Control	[-]	0.626	0.645	0.618	0.559	0.496		0.0248	2.26		0.594	0.661	0.991	0.748
Randomized	[-]	0.630	0.651	0.618	0.553	0.499		0.0310	2.24		0.584	0.664	0.995	0.748

	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
Control	[-]	0.555	0.555	0.477	0.554	0.441		0.0774	2.35		0.461	0.613	0.919	0.665
Randomized	[-]	0.558	0.559	0.477	0.548	0.440		0.0816	2.41		0.449	0.609	0.924	0.661

	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
Control	[-]	0.164	0.162	0.164	0.214	0.169		-0.00165	2.54		0.528	0.614	0.880	0.674
Randomized	[-]	0.173	0.171	0.164	0.222	0.169		0.00698	2.80		0.522	0.561	0.870	0.651

	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
Control	[-]	0.733	0.753	0.482	0.664	0.419		0.268	1.52		0.208	0.791	0.475	0.491
Randomized	[-]	0.726	0.747	0.482	0.653	0.419		0.261	1.53		0.209	0.791	0.484	0.495

	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
Control	[-]	0.587	0.594	0.499	0.564	0.505		0.0850	1.94		0.480	0.692	0.982	0.718
Randomized	[-]	0.587	0.594	0.499	0.563	0.505		0.0845	2.23		0.469	0.641	0.974	0.695

	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
Control	[-]	0.709	0.714	0.670	0.675	0.519		0.0439	2.74		0.585	0.556	0.955	0.699
Randomized	[-]	0.728	0.733	0.670	0.692	0.519		0.0629	2.48		0.555	0.598	0.988	0.714

	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
Control	[-]	0.659	0.667	0.547	0.587	0.485		0.122	1.49		0.404	0.812	0.644	0.620
Randomized	[-]	0.659	0.667	0.547	0.586	0.478		0.120	1.54		0.407	0.807	0.674	0.629

	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
Control	[-]	0.518	0.526	0.429	0.395	0.423		0.0991	2.30		0.386	0.643	0.844	0.624
Randomized	[-]	0.521	0.529	0.429	0.406	0.423		0.102	2.44		0.395	0.619	0.885	0.633

	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
Control	[-]	0.776	0.779	0.729	0.718	0.590		0.0510	3.75		0.338	0.360	0.695	0.464
Randomized	[-]	0.780	0.784	0.729	0.707	0.590		0.0563	4.06		0.297	0.299	0.637	0.411

	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
Control	[-]	0.637	0.635	0.615	0.637	0.625		0.0182	3.28		0.613	0.431	0.828	0.624
Randomized	[-]	0.644	0.643	0.615	0.634	0.625		0.0253	3.32		0.610	0.430	0.796	0.612

	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
Control	[-]	0.334	0.339	0.373	0.312	0.385		-0.0297	2.19		0.399	0.657	0.649	0.568
Randomized	[-]	0.350	0.356	0.373	0.321	0.385		-0.0134	2.20		0.424	0.665	0.680	0.590

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