Mean State

Download Data
Period Mean (original grids) [W m-2]
Model Period Mean (intersection) [W m-2]
Benchmark Period Mean (intersection) [W m-2]
Model Period Mean (complement) [W m-2]
Benchmark Period Mean (complement) [W m-2]
Bias [W m-2]
RMSE [W m-2]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 27.1
BCC-CSM2-MR [-] 31.1 31.6 27.6 23.5 4.02 11.2 0.489 0.820 0.724 0.954 0.795 0.804
CanESM5 [-] 30.7 30.8 27.2 22.9 3.64 14.4 0.574 0.805 0.627 0.937 0.795 0.758
CESM2 [-] 28.8 29.1 27.6 24.1 1.86 10.3 0.476 0.835 0.734 0.953 0.862 0.824
GFDL-ESM4 [-] 37.7 38.1 27.2 28.2 11.0 14.7 0.360 0.664 0.724 0.969 0.881 0.792
IPSL-CM6A-LR [-] 32.3 32.9 27.5 24.3 5.63 10.6 0.469 0.782 0.760 0.951 0.849 0.821
MeanCMIP6 [-] 30.3 30.7 27.4 23.3 3.25 9.45 0.237 0.866 0.790 0.981 0.975 0.880
MIROC-ESM2L [-] 42.9 43.2 27.2 31.3 15.9 20.5 0.556 0.579 0.678 0.941 0.524 0.680
MPI-ESM1.2-HR [-] 38.4 39.1 27.5 24.2 11.3 16.2 0.535 0.656 0.702 0.951 0.745 0.751
NorESM2-LM [-] 28.0 28.3 27.4 19.0 0.917 10.9 0.468 0.840 0.713 0.950 0.862 0.816
UKESM1-0-LL [-] 32.1 32.2 27.4 24.8 4.68 12.4 0.349 0.823 0.681 0.962 0.945 0.818
Download Data
Period Mean (original grids) [W m-2]
Model Period Mean (intersection) [W m-2]
Benchmark Period Mean (intersection) [W m-2]
Model Period Mean (complement) [W m-2]
Benchmark Period Mean (complement) [W m-2]
Bias [W m-2]
RMSE [W m-2]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 39.8
BCC-CSM2-MR [-] 41.9 45.3 39.8 23.1 7.22 17.3 1.40 0.580 0.522 0.797 0.913 0.667
CanESM5 [-] 44.5 47.7 39.8 25.4 10.7 23.8 1.53 0.483 0.437 0.746 0.872 0.595
CESM2 [-] 38.6 41.9 39.8 20.4 4.24 15.4 1.28 0.607 0.554 0.783 0.944 0.689
GFDL-ESM4 [-] 49.7 49.6 39.8 49.5 9.97 18.2 1.45 0.535 0.507 0.754 0.947 0.650
IPSL-CM6A-LR [-] 43.9 47.8 39.8 21.7 10.4 18.3 1.33 0.543 0.522 0.814 0.908 0.662
MeanCMIP6 [-] 43.5 46.8 39.8 25.4 8.12 14.1 1.06 0.576 0.624 0.830 0.936 0.718
MIROC-ESM2L [-] 56.2 60.3 39.8 34.9 22.1 28.2 1.50 0.342 0.533 0.759 0.791 0.592
MPI-ESM1.2-HR [-] 41.8 46.6 39.8 11.5 8.62 22.0 1.35 0.466 0.478 0.789 0.839 0.610
NorESM2-LM [-] 39.5 41.9 39.8 24.8 4.37 16.0 1.35 0.610 0.550 0.782 0.931 0.685
UKESM1-0-LL [-] 41.8 45.3 39.8 21.4 7.68 18.0 1.26 0.524 0.540 0.780 0.878 0.653
Download Data
Period Mean (original grids) [W m-2]
Model Period Mean (intersection) [W m-2]
Benchmark Period Mean (intersection) [W m-2]
Model Period Mean (complement) [W m-2]
Benchmark Period Mean (complement) [W m-2]
Bias [W m-2]
RMSE [W m-2]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 17.8
BCC-CSM2-MR [-] 21.9 21.2 17.6 57.6 5.69 14.5 2.22 0.573 0.508 0.779 0.685 0.611
CanESM5 [-] 27.1 25.1 17.6 62.3 10.6 21.1 1.99 0.462 0.394 0.755 0.573 0.516
CESM2 [-] 22.5 21.5 17.7 56.2 6.10 13.2 1.48 0.622 0.538 0.833 0.734 0.653
GFDL-ESM4 [-] 26.2 22.6 17.7 95.6 5.12 13.6 2.11 0.561 0.494 0.768 0.755 0.614
IPSL-CM6A-LR [-] 28.8 26.5 18.1 61.1 10.9 19.2 2.02 0.447 0.474 0.797 0.569 0.552
MeanCMIP6 [-] 23.7 22.8 17.6 80.1 6.33 11.8 1.53 0.552 0.601 0.843 0.796 0.679
MIROC-ESM2L [-] 31.5 30.1 17.6 50.9 14.5 21.1 2.07 0.386 0.476 0.772 0.507 0.523
MPI-ESM1.2-HR [-] 11.1 11.1 17.8 14.7 -3.76 13.9 1.93 0.527 0.512 0.787 0.683 0.604
NorESM2-LM [-] 22.9 21.4 17.7 56.9 6.14 14.4 1.77 0.564 0.530 0.797 0.675 0.619
UKESM1-0-LL [-] 18.1 17.1 17.8 53.4 2.02 14.0 1.54 0.574 0.530 0.834 0.639 0.621
Download Data
Period Mean (original grids) [W m-2]
Model Period Mean (intersection) [W m-2]
Benchmark Period Mean (intersection) [W m-2]
Model Period Mean (complement) [W m-2]
Benchmark Period Mean (complement) [W m-2]
Bias [W m-2]
RMSE [W m-2]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 19.0
BCC-CSM2-MR [-] 25.2 24.8 18.7 42.3 7.31 12.7 1.18 0.573 0.531 0.836 0.625 0.619
CanESM5 [-] 24.3 23.7 18.9 34.5 8.17 18.8 1.76 0.509 0.385 0.729 0.413 0.484
CESM2 [-] 22.4 22.0 18.8 36.3 4.40 13.1 1.32 0.619 0.465 0.853 0.676 0.615
GFDL-ESM4 [-] 22.9 22.4 18.8 61.0 3.64 11.6 1.18 0.594 0.520 0.849 0.688 0.634
IPSL-CM6A-LR [-] 24.6 24.5 18.8 38.4 6.96 16.3 1.54 0.486 0.442 0.813 0.445 0.526
MeanCMIP6 [-] 23.4 23.2 19.1 48.5 4.56 9.98 1.01 0.644 0.593 0.891 0.794 0.703
MIROC-ESM2L [-] 34.5 33.7 18.9 46.9 16.4 20.8 1.24 0.409 0.470 0.846 0.404 0.520
MPI-ESM1.2-HR [-] 16.5 16.6 18.5 21.3 -0.157 14.0 1.31 0.571 0.422 0.808 0.575 0.560
NorESM2-LM [-] 22.6 22.0 19.0 36.5 4.32 13.8 1.29 0.578 0.481 0.852 0.622 0.603
UKESM1-0-LL [-] 20.4 20.7 18.6 60.7 3.41 13.7 1.38 0.572 0.515 0.832 0.462 0.579
Download Data
Period Mean (original grids) [W m-2]
Model Period Mean (intersection) [W m-2]
Benchmark Period Mean (intersection) [W m-2]
Model Period Mean (complement) [W m-2]
Benchmark Period Mean (complement) [W m-2]
Bias [W m-2]
RMSE [W m-2]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 44.4
BCC-CSM2-MR [-] 62.9 69.7 46.0 47.6 22.5 27.9 2.25 0.256 0.415 0.636 0.852 0.515
CanESM5 [-] 57.0 72.3 46.9 49.2 24.9 35.4 2.32 0.283 0.256 0.699 0.811 0.461
CESM2 [-] 53.5 55.7 44.7 51.3 14.5 17.4 1.77 0.418 0.501 0.742 0.851 0.603
GFDL-ESM4 [-] 67.9 70.8 43.7 58.2 28.1 31.3 1.50 0.196 0.412 0.767 0.890 0.535
IPSL-CM6A-LR [-] 43.9 47.1 43.5 42.8 8.63 22.1 1.51 0.369 0.408 0.781 0.821 0.557
MeanCMIP6 [-] 64.4 65.1 44.6 58.3 21.0 24.8 1.22 0.280 0.563 0.818 0.843 0.613
MIROC-ESM2L [-] 87.0 99.3 46.9 75.0 49.3 55.3 2.53 0.0792 0.389 0.606 0.749 0.442
MPI-ESM1.2-HR [-] 62.1 65.9 44.1 48.7 24.7 26.6 1.87 0.242 0.406 0.674 0.811 0.508
NorESM2-LM [-] 55.4 54.3 42.7 43.3 13.2 16.5 1.68 0.438 0.551 0.746 0.850 0.627
UKESM1-0-LL [-] 67.3 68.8 45.0 48.1 23.2 28.0 1.83 0.264 0.466 0.678 0.800 0.535
Download Data
Period Mean (original grids) [W m-2]
Model Period Mean (intersection) [W m-2]
Benchmark Period Mean (intersection) [W m-2]
Model Period Mean (complement) [W m-2]
Benchmark Period Mean (complement) [W m-2]
Bias [W m-2]
RMSE [W m-2]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 46.4
BCC-CSM2-MR [-] 50.6 50.2 46.9 60.3 4.27 15.7 0.872 0.771 0.681 0.891 0.953 0.796
CanESM5 [-] 56.8 55.0 46.3 60.9 10.1 20.0 1.01 0.702 0.617 0.866 0.831 0.727
CESM2 [-] 45.9 45.3 47.1 58.0 0.301 14.9 0.815 0.755 0.703 0.901 0.936 0.799
GFDL-ESM4 [-] 58.5 58.2 46.5 60.1 11.6 16.9 0.657 0.685 0.719 0.925 0.949 0.799
IPSL-CM6A-LR [-] 51.3 51.1 46.9 56.3 6.08 14.6 0.864 0.782 0.699 0.891 0.870 0.788
MeanCMIP6 [-] 51.7 51.2 46.7 61.0 5.21 12.8 0.558 0.811 0.760 0.942 0.963 0.847
MIROC-ESM2L [-] 68.1 66.6 46.3 68.7 21.2 28.3 1.09 0.516 0.654 0.856 0.764 0.689
MPI-ESM1.2-HR [-] 61.6 61.6 46.8 60.5 14.8 21.8 0.808 0.612 0.649 0.908 0.904 0.744
NorESM2-LM [-] 46.3 46.4 46.5 55.5 1.61 15.0 0.820 0.769 0.686 0.898 0.916 0.791
UKESM1-0-LL [-] 52.8 52.6 46.7 58.7 6.93 15.2 0.755 0.772 0.695 0.909 0.906 0.795
Download Data
Period Mean (original grids) [W m-2]
Model Period Mean (intersection) [W m-2]
Benchmark Period Mean (intersection) [W m-2]
Model Period Mean (complement) [W m-2]
Benchmark Period Mean (complement) [W m-2]
Bias [W m-2]
RMSE [W m-2]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 85.8
BCC-CSM2-MR [-] 113. 112. 86.0 121. 27.4 31.8 2.68 0.0920 0.274 0.584 0.815 0.408
CanESM5 [-] 109. 104. 86.0 114. 20.5 37.7 2.51 0.116 0.209 0.602 0.455 0.318
CESM2 [-] 97.9 97.6 86.1 101. 12.2 15.4 2.23 0.294 0.422 0.647 0.990 0.555
GFDL-ESM4 [-] 111. 109. 85.9 115. 23.4 29.4 2.57 0.111 0.279 0.587 0.826 0.416
IPSL-CM6A-LR [-] 99.9 101. 85.9 98.9 15.7 24.5 1.79 0.195 0.250 0.751 0.600 0.409
MeanCMIP6 [-] 111. 110. 85.6 115. 24.9 26.8 2.04 0.0988 0.485 0.681 0.926 0.535
MIROC-ESM2L [-] 136. 134. 86.0 129. 45.8 48.8 2.57 0.0399 0.382 0.583 0.764 0.430
MPI-ESM1.2-HR [-] 124. 125. 86.2 108. 36.6 48.0 2.76 0.0620 0.225 0.526 0.324 0.272
NorESM2-LM [-] 97.8 97.2 86.0 105. 12.9 15.3 2.09 0.269 0.400 0.677 0.989 0.547
UKESM1-0-LL [-] 116. 116. 86.1 111. 29.2 32.1 2.99 0.0689 0.347 0.486 0.812 0.412
Download Data
Period Mean (original grids) [W m-2]
Model Period Mean (intersection) [W m-2]
Benchmark Period Mean (intersection) [W m-2]
Model Period Mean (complement) [W m-2]
Benchmark Period Mean (complement) [W m-2]
Bias [W m-2]
RMSE [W m-2]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 71.3
BCC-CSM2-MR [-] 81.7 80.0 71.0 110. 11.4 25.8 1.73 0.501 0.439 0.744 0.708 0.566
CanESM5 [-] 86.1 85.0 71.1 106. 17.1 37.2 2.08 0.354 0.355 0.663 0.683 0.482
CESM2 [-] 75.9 74.5 71.1 98.8 6.25 21.8 1.98 0.527 0.486 0.682 0.784 0.593
GFDL-ESM4 [-] 87.5 83.6 71.2 118. 12.5 27.1 2.26 0.488 0.391 0.627 0.896 0.558
IPSL-CM6A-LR [-] 86.9 85.3 71.5 102. 16.3 25.2 1.67 0.463 0.447 0.751 0.803 0.582
MeanCMIP6 [-] 86.4 85.2 71.1 116. 15.2 20.7 1.60 0.466 0.550 0.749 0.898 0.642
MIROC-ESM2L [-] 107. 106. 71.1 113. 35.8 42.4 2.04 0.224 0.487 0.677 0.695 0.514
MPI-ESM1.2-HR [-] 84.6 84.8 71.1 74.2 16.2 35.5 1.75 0.359 0.385 0.725 0.503 0.471
NorESM2-LM [-] 76.6 74.8 71.2 103. 6.92 21.4 1.99 0.553 0.494 0.688 0.776 0.601
UKESM1-0-LL [-] 85.7 84.2 71.2 105. 15.3 28.4 1.87 0.387 0.463 0.700 0.641 0.531
Download Data
Period Mean (original grids) [W m-2]
Model Period Mean (intersection) [W m-2]
Benchmark Period Mean (intersection) [W m-2]
Model Period Mean (complement) [W m-2]
Benchmark Period Mean (complement) [W m-2]
Bias [W m-2]
RMSE [W m-2]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 16.4
BCC-CSM2-MR [-] 14.7 17.4 16.5 4.22 0.567 9.43 0.441 0.868 0.693 0.960 0.869 0.817
CanESM5 [-] 15.3 18.1 16.5 4.60 1.10 11.5 0.558 0.858 0.626 0.942 0.859 0.782
CESM2 [-] 14.0 16.7 16.5 4.22 0.00718 10.3 0.572 0.825 0.674 0.947 0.775 0.779
GFDL-ESM4 [-] 21.9 26.3 16.4 8.12 9.94 12.5 0.454 0.643 0.742 0.967 0.753 0.769
IPSL-CM6A-LR [-] 18.6 22.0 16.5 5.08 5.24 9.63 0.527 0.769 0.744 0.952 0.742 0.790
MeanCMIP6 [-] 15.6 18.3 16.6 4.57 1.36 7.43 0.255 0.893 0.773 0.979 0.927 0.869
MIROC-ESM2L [-] 22.2 25.6 16.5 9.13 8.19 13.4 0.590 0.693 0.665 0.945 0.611 0.716
MPI-ESM1.2-HR [-] 18.9 22.8 16.5 3.08 6.04 10.8 0.551 0.748 0.714 0.953 0.661 0.758
NorESM2-LM [-] 12.2 14.9 16.5 3.34 -2.03 11.6 0.635 0.826 0.632 0.940 0.860 0.778
UKESM1-0-LL [-] 16.8 19.5 16.5 5.36 2.69 9.25 0.334 0.859 0.698 0.967 0.939 0.832
Download Data
Period Mean (original grids) [W m-2]
Model Period Mean (intersection) [W m-2]
Benchmark Period Mean (intersection) [W m-2]
Model Period Mean (complement) [W m-2]
Benchmark Period Mean (complement) [W m-2]
Bias [W m-2]
RMSE [W m-2]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 37.8
BCC-CSM2-MR [-] 42.5 42.1 37.6 58.0 5.42 15.2 0.910 0.745 0.649 0.889 0.915 0.769
CanESM5 [-] 46.1 45.1 37.8 57.0 9.22 20.3 1.15 0.663 0.574 0.847 0.819 0.695
CESM2 [-] 38.9 38.2 37.5 55.9 2.11 16.1 0.824 0.727 0.623 0.907 0.925 0.761
GFDL-ESM4 [-] 49.2 47.9 37.8 71.8 10.2 16.8 0.801 0.663 0.666 0.914 0.898 0.761
IPSL-CM6A-LR [-] 46.1 44.9 37.8 58.5 8.85 17.6 0.860 0.672 0.628 0.900 0.878 0.741
MeanCMIP6 [-] 43.2 42.8 38.0 67.1 5.53 13.0 0.590 0.755 0.722 0.934 0.943 0.815
MIROC-ESM2L [-] 57.2 56.4 37.8 68.5 20.0 27.2 0.986 0.481 0.611 0.874 0.643 0.644
MPI-ESM1.2-HR [-] 42.7 42.9 37.6 41.1 6.60 19.7 0.788 0.681 0.566 0.912 0.855 0.716
NorESM2-LM [-] 40.3 39.1 37.8 59.9 2.83 16.9 0.825 0.705 0.620 0.901 0.860 0.741
UKESM1-0-LL [-] 41.4 40.9 37.6 56.1 4.92 15.9 0.849 0.709 0.660 0.899 0.854 0.756

Temporally integrated period mean

BENCHMARK MEAN
Data not available
Data not available
MODEL MEAN
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BIAS
Data not available
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BIAS SCORE
Data not available
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RMSE
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RMSE SCORE
Data not available
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BENCHMARK MAX MONTH
Data not available
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MODEL MAX MONTH
Data not available
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DIFFERENCE IN MAX MONTH
Data not available
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SEASONAL CYCLE SCORE
Data not available
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SPATIAL TAYLOR DIAGRAM
Data not available
MODEL COLORS
Data not available

Spatially integrated regional mean

MODEL COLORS
Data not available
REGIONAL MEAN
Data not available
ANNUAL CYCLE
Data not available
MONTHLY ANOMALY
Data not available
ANNUAL CYCLE
Data not available

All Models

Benchmark
Data not available
Data not available
BCC-CSM2-MR
Data not available
Data not available
CanESM5
Data not available
Data not available
CESM2
Data not available
Data not available
GFDL-ESM4
Data not available
Data not available
IPSL-CM6A-LR
Data not available
Data not available
MeanCMIP6
Data not available
Data not available
MIROC-ESM2L
Data not available
Data not available
MPI-ESM1.2-HR
Data not available
Data not available
NorESM2-LM
Data not available
Data not available
UKESM1-0-LL
Data not available
Data not available

Data Information

  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