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 [-] 24.4
BCC-CSM2-MR [-] 10.5 11.1 24.6 1.94 -13.4 18.6 1.31 0.530 0.579 0.831 0.784 0.660
CanESM5 [-] 16.3 16.6 24.4 11.3 -7.41 15.2 1.03 0.656 0.579 0.867 0.908 0.718
CESM2 [-] 21.3 21.8 24.5 14.0 -2.47 12.6 0.908 0.745 0.602 0.902 0.780 0.726
GFDL-ESM4 [-] 9.15 9.03 24.4 9.03 -15.3 20.6 1.09 0.459 0.571 0.868 0.759 0.645
IPSL-CM6A-LR [-] 17.0 17.5 24.5 9.74 -6.74 13.4 0.979 0.681 0.612 0.888 0.903 0.739
MeanCMIP6 [-] 12.9 13.1 24.6 9.15 -11.4 12.4 0.721 0.574 0.694 0.930 0.930 0.764
MIROC-ESM2L [-] 7.33 6.62 24.4 5.85 -17.3 22.8 1.05 0.431 0.559 0.888 0.634 0.614
MPI-ESM1.2-HR [-] 16.1 17.1 24.5 1.98 -6.89 16.9 0.739 0.602 0.578 0.915 0.563 0.647
NorESM2-LM [-] 19.7 19.8 24.4 10.3 -4.32 13.6 1.15 0.718 0.592 0.870 0.757 0.706
UKESM1-0-LL [-] 19.2 19.4 24.4 13.7 -4.95 12.2 1.07 0.737 0.625 0.882 0.910 0.756
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 [-] 39.0
BCC-CSM2-MR [-] 34.3 41.7 39.0 -6.36 1.76 20.5 1.22 0.510 0.508 0.853 0.734 0.622
CanESM5 [-] 27.9 34.0 39.0 -2.47 -5.78 18.6 1.29 0.568 0.528 0.836 0.899 0.672
CESM2 [-] 33.8 41.2 39.0 -6.46 1.52 15.2 1.13 0.606 0.567 0.862 0.886 0.698
GFDL-ESM4 [-] 23.2 30.0 39.0 1.20 -9.03 17.6 1.08 0.551 0.569 0.883 0.871 0.689
IPSL-CM6A-LR [-] 29.7 36.3 39.0 -5.68 -3.29 14.1 1.01 0.641 0.588 0.886 0.943 0.729
MeanCMIP6 [-] 28.9 35.1 39.2 -4.86 -4.38 12.3 0.904 0.641 0.638 0.904 0.899 0.744
MIROC-ESM2L [-] 22.5 27.6 39.0 -0.824 -11.9 20.9 1.27 0.488 0.539 0.834 0.828 0.646
MPI-ESM1.2-HR [-] 35.8 42.4 39.0 -5.19 2.44 21.3 1.22 0.500 0.490 0.843 0.706 0.606
NorESM2-LM [-] 34.4 41.1 39.0 -1.99 1.08 15.7 1.24 0.618 0.560 0.849 0.892 0.696
UKESM1-0-LL [-] 29.1 35.2 39.0 -4.10 -4.71 14.6 1.30 0.621 0.589 0.837 0.930 0.713
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 [-] 55.7
BCC-CSM2-MR [-] 68.1 68.4 55.7 50.9 11.3 20.8 1.07 0.451 0.552 0.864 0.856 0.655
CanESM5 [-] 51.9 52.0 55.7 46.5 -4.90 14.6 1.32 0.644 0.583 0.829 0.898 0.707
CESM2 [-] 60.6 60.8 55.8 54.3 4.24 14.2 1.08 0.596 0.642 0.857 0.779 0.703
GFDL-ESM4 [-] 52.6 54.0 55.7 27.4 -1.80 13.8 1.04 0.644 0.616 0.885 0.869 0.726
IPSL-CM6A-LR [-] 53.2 53.5 55.8 51.1 -2.99 13.4 0.921 0.641 0.625 0.897 0.876 0.733
MeanCMIP6 [-] 57.0 57.3 55.9 36.5 1.11 10.9 0.890 0.672 0.685 0.900 0.901 0.768
MIROC-ESM2L [-] 53.8 53.5 55.7 50.5 -3.12 15.0 1.33 0.624 0.586 0.815 0.839 0.690
MPI-ESM1.2-HR [-] 68.6 68.4 55.8 82.6 10.7 20.5 1.22 0.485 0.558 0.843 0.548 0.599
NorESM2-LM [-] 59.3 59.8 55.7 51.5 3.23 14.3 1.10 0.604 0.642 0.858 0.816 0.712
UKESM1-0-LL [-] 55.6 55.9 55.7 40.3 -1.15 13.5 1.55 0.644 0.632 0.790 0.840 0.708
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 [-] 44.3
BCC-CSM2-MR [-] 45.0 45.3 44.5 33.4 0.209 17.4 0.669 0.725 0.593 0.939 0.766 0.723
CanESM5 [-] 35.8 36.0 44.5 35.4 -8.85 18.0 0.783 0.659 0.636 0.916 0.621 0.694
CESM2 [-] 49.0 49.4 44.6 37.3 4.20 14.1 0.705 0.723 0.673 0.937 0.777 0.757
GFDL-ESM4 [-] 45.1 45.2 44.4 26.4 0.754 15.2 0.514 0.758 0.632 0.954 0.754 0.746
IPSL-CM6A-LR [-] 41.3 41.0 44.4 40.5 -3.52 14.3 0.743 0.733 0.679 0.932 0.730 0.751
MeanCMIP6 [-] 41.7 41.8 44.6 28.3 -2.60 10.9 0.417 0.761 0.728 0.969 0.747 0.786
MIROC-ESM2L [-] 36.2 37.0 44.5 33.3 -7.81 17.1 0.834 0.662 0.666 0.918 0.650 0.712
MPI-ESM1.2-HR [-] 56.2 55.8 44.4 70.3 9.97 20.2 0.694 0.627 0.574 0.929 0.677 0.676
NorESM2-LM [-] 48.6 48.6 44.5 36.6 3.52 13.9 0.542 0.728 0.686 0.953 0.787 0.768
UKESM1-0-LL [-] 42.5 42.9 44.3 25.9 -1.97 11.9 0.705 0.781 0.720 0.933 0.945 0.820
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 [-] 28.2
BCC-CSM2-MR [-] 20.6 22.5 29.6 10.3 -8.56 22.0 2.04 0.483 0.404 0.660 0.524 0.495
CanESM5 [-] 16.8 29.1 29.3 20.4 -1.47 22.3 1.87 0.528 0.353 0.721 0.900 0.571
CESM2 [-] 25.9 27.1 27.4 22.7 -1.20 14.0 1.79 0.636 0.532 0.723 0.913 0.667
GFDL-ESM4 [-] 12.1 12.5 29.0 10.4 -15.9 22.6 1.61 0.420 0.482 0.764 0.735 0.577
IPSL-CM6A-LR [-] 19.7 22.9 27.4 20.6 -2.99 18.1 1.59 0.530 0.522 0.763 0.758 0.619
MeanCMIP6 [-] 18.7 19.0 28.3 16.8 -9.74 13.8 1.28 0.596 0.587 0.789 0.903 0.692
MIROC-ESM2L [-] -4.62 2.51 29.3 -2.04 -25.0 33.4 1.92 0.254 0.420 0.697 0.446 0.447
MPI-ESM1.2-HR [-] 15.2 18.2 28.9 0.205 -10.3 21.7 1.85 0.424 0.459 0.724 0.587 0.531
NorESM2-LM [-] 27.7 28.3 27.1 19.5 -0.884 13.4 1.77 0.656 0.502 0.711 0.857 0.646
UKESM1-0-LL [-] 22.3 20.9 28.1 18.8 -8.31 16.7 2.34 0.554 0.506 0.614 0.977 0.631
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 [-] 26.8
BCC-CSM2-MR [-] 23.0 23.7 26.9 14.5 -3.18 20.6 1.77 0.605 0.381 0.754 0.681 0.561
CanESM5 [-] 20.5 19.5 26.8 22.3 -6.36 15.5 1.54 0.601 0.507 0.767 0.884 0.653
CESM2 [-] 30.5 30.6 27.0 28.2 3.48 13.8 1.35 0.642 0.533 0.811 0.869 0.677
GFDL-ESM4 [-] 10.6 9.90 26.8 15.7 -16.8 20.7 1.58 0.363 0.549 0.785 0.891 0.627
IPSL-CM6A-LR [-] 25.7 26.2 26.9 26.9 -0.655 14.1 1.57 0.684 0.513 0.779 0.884 0.675
MeanCMIP6 [-] 19.7 19.6 26.9 22.2 -7.21 11.4 1.42 0.630 0.603 0.808 0.901 0.709
MIROC-ESM2L [-] 12.1 11.4 26.8 10.8 -15.1 22.3 1.69 0.406 0.472 0.776 0.637 0.553
MPI-ESM1.2-HR [-] 18.4 18.6 27.0 10.7 -7.68 18.2 1.61 0.509 0.507 0.759 0.611 0.579
NorESM2-LM [-] 31.0 30.6 26.8 27.8 3.38 14.4 1.32 0.619 0.526 0.817 0.811 0.660
UKESM1-0-LL [-] 21.3 21.3 26.9 20.6 -5.60 12.7 1.71 0.659 0.567 0.764 0.943 0.700
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 [-] 28.7
BCC-CSM2-MR [-] 37.7 39.0 28.7 21.8 8.66 20.2 2.26 0.292 0.294 0.655 0.380 0.383
CanESM5 [-] 34.8 37.7 28.8 24.2 5.52 25.1 2.24 0.210 0.289 0.665 0.216 0.334
CESM2 [-] 33.2 33.6 28.8 26.7 3.40 12.5 1.93 0.347 0.336 0.721 0.886 0.525
GFDL-ESM4 [-] 20.1 21.5 28.7 13.5 -7.18 15.1 2.41 0.259 0.420 0.647 0.682 0.486
IPSL-CM6A-LR [-] 27.3 28.2 28.7 23.3 -1.81 9.43 1.49 0.432 0.520 0.781 0.815 0.614
MeanCMIP6 [-] 27.2 27.8 29.0 18.1 -1.94 10.6 2.20 0.418 0.445 0.679 0.822 0.562
MIROC-ESM2L [-] 9.89 10.1 28.8 3.54 -19.2 24.2 2.17 0.0973 0.364 0.672 0.471 0.394
MPI-ESM1.2-HR [-] 28.7 27.7 28.7 43.2 -0.602 19.2 2.06 0.245 0.331 0.690 0.214 0.362
NorESM2-LM [-] 38.7 39.1 28.8 28.6 8.55 15.9 2.40 0.271 0.319 0.637 0.847 0.479
UKESM1-0-LL [-] 19.9 20.6 28.8 15.8 -9.53 14.3 2.66 0.257 0.445 0.610 0.790 0.509
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 [-] 44.3
BCC-CSM2-MR [-] 53.6 54.9 44.5 33.6 8.65 22.8 1.11 0.453 0.470 0.867 0.749 0.602
CanESM5 [-] 42.0 42.2 44.4 31.5 -3.96 26.0 1.33 0.440 0.424 0.843 0.714 0.569
CESM2 [-] 47.6 48.2 44.5 37.2 2.28 18.6 1.19 0.531 0.471 0.864 0.867 0.641
GFDL-ESM4 [-] 32.6 34.4 44.4 18.7 -10.1 19.6 0.977 0.480 0.505 0.906 0.940 0.667
IPSL-CM6A-LR [-] 43.0 43.9 44.2 30.3 -1.93 15.0 0.889 0.605 0.535 0.906 0.967 0.710
MeanCMIP6 [-] 41.7 42.3 44.6 25.6 -2.89 14.3 0.872 0.614 0.561 0.918 0.970 0.725
MIROC-ESM2L [-] 28.3 28.9 44.4 23.2 -16.4 26.1 1.35 0.346 0.466 0.829 0.721 0.566
MPI-ESM1.2-HR [-] 50.8 50.3 44.4 65.5 3.98 28.7 1.37 0.411 0.366 0.833 0.453 0.486
NorESM2-LM [-] 47.5 48.1 44.4 35.9 2.05 18.3 1.41 0.584 0.456 0.831 0.958 0.657
UKESM1-0-LL [-] 38.0 39.0 44.4 25.8 -6.85 19.0 1.26 0.507 0.503 0.868 0.830 0.642
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 [-] 18.6
BCC-CSM2-MR [-] -0.131 3.45 18.7 -13.7 -15.1 18.7 1.22 0.450 0.593 0.859 0.761 0.651
CanESM5 [-] 5.24 9.40 18.6 -11.5 -9.23 14.7 1.16 0.604 0.617 0.850 0.718 0.681
CESM2 [-] 5.31 9.59 18.7 -10.6 -8.73 15.5 1.04 0.624 0.562 0.890 0.728 0.673
GFDL-ESM4 [-] 3.09 6.01 18.6 -6.09 -12.6 17.4 1.08 0.507 0.570 0.876 0.879 0.680
IPSL-CM6A-LR [-] 5.57 10.2 18.6 -12.5 -8.29 13.7 0.804 0.632 0.611 0.910 0.814 0.715
MeanCMIP6 [-] 2.97 6.44 18.8 -11.0 -12.4 13.5 0.634 0.512 0.673 0.945 0.921 0.745
MIROC-ESM2L [-] 1.28 3.39 18.6 -6.25 -14.7 19.4 0.893 0.454 0.584 0.899 0.701 0.645
MPI-ESM1.2-HR [-] 7.97 12.2 18.7 -9.69 -5.97 13.4 0.724 0.681 0.595 0.921 0.784 0.715
NorESM2-LM [-] 4.18 8.38 18.6 -9.97 -10.4 17.3 1.26 0.582 0.528 0.853 0.771 0.653
UKESM1-0-LL [-] 7.19 10.6 18.6 -7.12 -8.02 13.8 0.915 0.643 0.602 0.904 0.878 0.726
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 [-] 34.8
BCC-CSM2-MR [-] 35.1 35.2 34.9 27.1 -0.151 19.6 1.14 0.685 0.482 0.860 0.827 0.667
CanESM5 [-] 26.8 26.8 34.7 30.3 -7.71 17.4 1.19 0.615 0.566 0.857 0.845 0.690
CESM2 [-] 38.5 38.5 34.8 35.5 3.09 14.5 1.12 0.698 0.582 0.868 0.938 0.734
GFDL-ESM4 [-] 24.0 24.2 34.8 18.5 -10.5 17.1 0.855 0.589 0.606 0.911 0.888 0.720
IPSL-CM6A-LR [-] 33.2 32.9 34.7 31.0 -2.08 15.3 1.07 0.672 0.595 0.872 0.898 0.726
MeanCMIP6 [-] 30.4 30.5 35.0 24.2 -4.45 11.6 0.800 0.693 0.655 0.918 0.906 0.766
MIROC-ESM2L [-] 25.8 25.9 34.7 21.7 -9.19 19.9 1.08 0.536 0.559 0.873 0.720 0.649
MPI-ESM1.2-HR [-] 40.6 40.5 34.9 44.0 4.88 20.5 1.30 0.610 0.483 0.843 0.665 0.617
NorESM2-LM [-] 38.3 38.6 34.8 31.4 3.44 14.8 1.14 0.706 0.575 0.862 0.949 0.734
UKESM1-0-LL [-] 32.3 32.4 35.0 27.4 -3.08 13.1 0.946 0.722 0.621 0.893 0.945 0.761

Temporally integrated period mean

BENCHMARK MEAN
Data not available
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MODEL MEAN
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BIAS
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BIAS SCORE
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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
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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
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BCC-CSM2-MR
Data not available
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CanESM5
Data not available
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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