Mean State

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 [-] 7.09
ACCESS-ESM1-5 [-] 8.07 7.98 7.24 0.143 0.00424 0.182 0.884 0.340 0.748 0.682 0.980 0.635 0.745
BCC-CSM2-MR [-] 9.41 9.18 7.32 0.275 0.00608 0.420 1.29 0.508 0.679 0.579 0.950 0.594 0.676
CanESM5 [-] 8.90 7.93 7.14 0.274 0.232 1.28 0.643 0.690 0.546 0.949 0.573 0.661
CESM2 [-] 11.0 10.7 7.29 0.280 0.00798 0.719 1.64 0.563 0.602 0.543 0.954 0.492 0.627
GFDL-ESM4 [-] 10.1 9.38 7.13 0.760 0.461 1.40 0.233 0.698 0.519 0.984 0.866 0.717
IPSL-CM6A-LR [-] 7.77 7.46 7.25 0.228 0.00547 0.0997 0.962 0.277 0.749 0.644 0.982 0.782 0.760
MeanCMIP6 [-] 8.48 8.28 7.09 0.202 0.299 0.960 0.163 0.809 0.654 0.990 0.940 0.809
MIROC-ESM2L [-] 11.4 10.2 7.14 0.365 0.000313 0.679 1.91 1.16 0.576 0.452 0.898 0.340 0.544
MPI-ESM1.2-HR [-] 9.13 8.72 7.18 0.272 0.108 0.327 0.947 0.265 0.800 0.638 0.983 0.906 0.793
NorESM2-LM [-] 10.3 9.65 7.18 0.190 0.647 1.55 0.466 0.615 0.553 0.961 0.515 0.640
UKESM1-0-LL [-] 12.6 11.8 7.18 0.401 0.00429 1.05 1.88 0.302 0.575 0.485 0.976 0.668 0.638
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 [-] 116.
ACCESS-ESM1-5 [-] 121. 116. 116. 4.17 0.308 0.0701 1.40 1.49 0.476 0.533 0.775 0.848 0.633
BCC-CSM2-MR [-] 122. 115. 116. 7.44 0.262 0.0378 1.47 1.39 0.514 0.459 0.787 0.894 0.623
CanESM5 [-] 148. 134. 116. 11.6 0.711 1.73 1.87 0.456 0.441 0.694 0.843 0.575
CESM2 [-] 115. 108. 116. 7.28 0.443 -0.0380 1.54 1.55 0.520 0.474 0.760 0.925 0.630
GFDL-ESM4 [-] 132. 107. 116. 25.2 -0.194 1.48 1.49 0.490 0.454 0.707 0.934 0.608
IPSL-CM6A-LR [-] 123. 116. 116. 6.77 0.269 0.167 1.26 1.41 0.559 0.513 0.738 0.924 0.649
MeanCMIP6 [-] 122. 116. 116. 6.28 0.168 1.00 1.26 0.633 0.577 0.803 0.951 0.708
MIROC-ESM2L [-] 122. 108. 116. 11.6 0.0459 0.0119 1.69 2.07 0.489 0.432 0.614 0.894 0.572
MPI-ESM1.2-HR [-] 143. 137. 112. 5.50 3.82 0.547 1.74 1.52 0.460 0.419 0.731 0.820 0.570
NorESM2-LM [-] 113. 102. 116. 8.78 -0.0455 1.52 1.54 0.517 0.476 0.761 0.920 0.630
UKESM1-0-LL [-] 134. 124. 116. 8.57 0.322 0.388 1.84 1.35 0.412 0.439 0.774 0.790 0.571
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 [-] 9.65
ACCESS-ESM1-5 [-] 4.88 5.01 9.63 0.0653 0.00723 -0.430 0.815 2.14 0.393 0.498 0.709 0.785 0.576
BCC-CSM2-MR [-] 6.62 6.52 9.56 0.232 0.0137 -0.273 0.762 2.20 0.493 0.457 0.711 0.876 0.599
CanESM5 [-] 14.7 12.8 9.63 0.395 0.378 1.03 2.50 0.394 0.427 0.672 0.513 0.486
CESM2 [-] 7.57 7.11 9.66 0.233 0.0310 -0.209 0.743 1.92 0.518 0.463 0.760 0.907 0.622
GFDL-ESM4 [-] 5.34 5.01 9.65 0.364 -0.428 0.708 1.98 0.486 0.491 0.719 0.918 0.621
IPSL-CM6A-LR [-] 12.2 10.7 10.0 0.215 0.00862 0.0920 0.978 1.97 0.386 0.434 0.771 0.573 0.520
MeanCMIP6 [-] 7.60 7.47 9.65 0.135 -0.173 0.599 2.06 0.564 0.536 0.783 0.889 0.662
MIROC-ESM2L [-] 4.69 4.44 9.63 0.197 0.00426 -0.461 0.969 2.25 0.315 0.478 0.637 0.623 0.506
MPI-ESM1.2-HR [-] 5.95 5.91 9.54 0.137 0.251 -0.331 0.773 2.34 0.494 0.461 0.728 0.878 0.604
NorESM2-LM [-] 8.01 7.15 9.61 0.223 -0.194 0.798 1.94 0.463 0.454 0.769 0.842 0.597
UKESM1-0-LL [-] 3.71 3.59 9.78 0.201 0.0129 -0.548 0.925 2.02 0.356 0.489 0.751 0.651 0.547
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 [-] 2.59
ACCESS-ESM1-5 [-] 1.34 1.21 2.59 0.0324 -0.420 0.768 2.25 0.431 0.460 0.707 0.717 0.555
BCC-CSM2-MR [-] 2.45 2.39 2.45 0.0453 0.000896 0.0130 0.682 1.21 0.572 0.452 0.831 0.535 0.569
CanESM5 [-] 2.06 2.36 2.53 0.0482 0.0644 0.972 2.29 0.463 0.336 0.666 0.370 0.434
CESM2 [-] 2.28 2.16 2.48 0.0350 0.00144 -0.0976 0.863 1.48 0.487 0.392 0.821 0.682 0.555
GFDL-ESM4 [-] 1.42 1.41 2.53 0.0349 -0.364 0.641 1.08 0.491 0.518 0.870 0.845 0.648
IPSL-CM6A-LR [-] 1.84 1.74 2.50 0.0182 0.00301 -0.234 0.847 1.19 0.447 0.398 0.863 0.596 0.540
MeanCMIP6 [-] 2.11 2.09 2.59 0.0271 -0.133 0.554 1.19 0.584 0.531 0.863 0.735 0.649
MIROC-ESM2L [-] 1.07 1.21 2.53 0.00630 -0.382 1.08 2.95 0.315 0.386 0.547 0.425 0.412
MPI-ESM1.2-HR [-] 2.34 2.38 2.40 0.0252 0.0603 0.00194 0.861 1.12 0.503 0.371 0.859 0.628 0.546
NorESM2-LM [-] 2.28 2.04 2.56 0.0278 -0.149 0.916 1.29 0.449 0.403 0.846 0.627 0.546
UKESM1-0-LL [-] 1.58 1.74 2.44 0.0316 0.000335 -0.201 0.968 1.34 0.390 0.456 0.836 0.282 0.484
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 [-] 0.571
ACCESS-ESM1-5 [-] 0.880 0.788 0.533 0.0550 0.000743 1.50 2.07 1.65 0.280 0.501 0.665 0.748 0.539
BCC-CSM2-MR [-] 1.02 0.893 0.458 0.103 2.66 3.86 1.82 0.160 0.266 0.662 0.639 0.398
CanESM5 [-] 0.600 0.626 0.524 0.0425 1.66 2.16 1.56 0.249 0.387 0.742 0.871 0.527
CESM2 [-] 0.784 0.706 0.500 0.0681 0.00425 1.61 2.31 2.20 0.224 0.453 0.606 0.898 0.527
GFDL-ESM4 [-] 0.987 0.765 0.482 0.276 1.55 2.43 1.56 0.339 0.365 0.721 0.947 0.547
IPSL-CM6A-LR [-] 0.575 0.421 0.480 0.0460 0.00332 0.198 1.50 1.64 0.424 0.432 0.701 0.950 0.588
MeanCMIP6 [-] 0.800 0.747 0.571 0.0524 1.42 2.01 1.42 0.306 0.502 0.770 0.948 0.606
MIROC-ESM2L [-] 0.603 0.510 0.524 0.0878 7.76e-05 0.513 2.14 2.70 0.304 0.386 0.511 0.880 0.493
MPI-ESM1.2-HR [-] 0.732 0.708 0.433 0.0873 0.0122 2.15 2.37 1.85 0.176 0.351 0.636 0.740 0.451
NorESM2-LM [-] 1.15 0.690 0.528 0.0789 1.53 2.17 2.14 0.285 0.487 0.600 0.913 0.554
UKESM1-0-LL [-] 0.858 0.858 0.477 0.0727 0.00368 3.21 3.82 1.67 0.105 0.369 0.683 0.916 0.488
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 [-] 15.0
ACCESS-ESM1-5 [-] 18.6 17.5 14.7 0.765 0.0382 0.637 1.49 0.917 0.665 0.662 0.901 0.851 0.748
BCC-CSM2-MR [-] 17.0 16.3 14.9 0.969 0.0350 0.355 1.82 0.856 0.681 0.561 0.884 0.820 0.701
CanESM5 [-] 19.0 17.3 14.8 1.14 0.873 2.05 1.07 0.648 0.494 0.887 0.879 0.680
CESM2 [-] 14.8 13.9 15.0 0.892 0.0468 -0.0504 1.57 0.759 0.677 0.608 0.912 0.938 0.749
GFDL-ESM4 [-] 15.9 13.7 14.8 2.06 -0.225 1.70 0.918 0.642 0.585 0.891 0.882 0.717
IPSL-CM6A-LR [-] 14.1 13.7 14.9 0.564 0.0600 -0.0262 1.17 0.799 0.790 0.653 0.910 0.972 0.796
MeanCMIP6 [-] 15.7 15.1 15.0 0.609 0.224 1.09 0.708 0.793 0.697 0.923 0.985 0.819
MIROC-ESM2L [-] 18.3 16.5 14.8 1.19 0.00204 0.541 1.98 1.19 0.594 0.560 0.836 0.733 0.656
MPI-ESM1.2-HR [-] 19.7 19.1 14.7 0.899 0.502 0.887 1.99 0.848 0.658 0.499 0.909 0.916 0.696
NorESM2-LM [-] 13.8 13.6 14.7 0.888 0.141 1.61 0.742 0.690 0.602 0.915 0.934 0.749
UKESM1-0-LL [-] 18.2 18.3 15.1 0.976 0.0700 0.901 1.83 0.761 0.622 0.609 0.900 0.778 0.704
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 [-] 9.41
ACCESS-ESM1-5 [-] 11.9 11.1 9.38 0.520 0.0318 1.47 2.58 2.70 0.130 0.505 0.551 0.409 0.420
BCC-CSM2-MR [-] 12.5 11.4 9.92 1.03 0.00637 1.36 3.18 2.56 0.211 0.263 0.587 0.348 0.335
CanESM5 [-] 11.2 10.1 9.66 0.849 1.82 2.63 3.22 0.182 0.365 0.444 0.726 0.416
CESM2 [-] 11.0 10.1 9.79 0.808 0.0555 0.781 1.39 2.61 0.485 0.438 0.579 0.991 0.586
GFDL-ESM4 [-] 14.7 11.6 9.54 2.42 1.35 2.46 3.17 0.178 0.356 0.459 0.571 0.384
IPSL-CM6A-LR [-] 10.1 9.60 9.42 0.584 0.0260 0.981 1.78 3.48 0.287 0.418 0.408 0.719 0.450
MeanCMIP6 [-] 10.8 10.3 9.41 0.499 1.36 1.54 2.57 0.278 0.509 0.588 0.995 0.576
MIROC-ESM2L [-] 7.42 6.47 9.66 0.853 -1.32 2.21 3.62 0.220 0.341 0.370 0.916 0.437
MPI-ESM1.2-HR [-] 14.6 14.0 9.37 0.787 0.409 3.08 3.87 2.75 0.0664 0.390 0.553 0.388 0.357
NorESM2-LM [-] 10.6 9.01 9.70 0.894 0.582 1.47 2.63 0.406 0.421 0.567 0.972 0.557
UKESM1-0-LL [-] 13.7 13.0 9.70 0.920 0.0458 3.31 3.79 2.87 0.0539 0.354 0.529 0.778 0.414
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 [-] 54.1
ACCESS-ESM1-5 [-] 58.4 56.8 54.6 1.47 0.167 0.313 2.34 1.83 0.410 0.480 0.726 0.610 0.541
BCC-CSM2-MR [-] 54.0 50.4 53.9 2.88 0.0984 -0.186 2.29 1.75 0.449 0.424 0.747 0.704 0.550
CanESM5 [-] 68.6 65.2 54.5 3.58 1.57 2.67 2.43 0.376 0.436 0.604 0.927 0.556
CESM2 [-] 49.3 46.3 53.6 2.97 0.243 -0.356 2.31 2.08 0.451 0.443 0.688 0.703 0.546
GFDL-ESM4 [-] 54.0 49.0 54.6 6.16 -0.471 2.33 2.43 0.441 0.392 0.588 0.776 0.518
IPSL-CM6A-LR [-] 59.8 56.8 53.9 2.71 0.0937 0.583 1.90 2.13 0.511 0.478 0.643 0.859 0.594
MeanCMIP6 [-] 57.6 55.6 54.1 2.02 0.472 1.46 1.71 0.614 0.540 0.741 0.929 0.673
MIROC-ESM2L [-] 53.5 49.7 54.5 3.18 0.0284 -0.0308 2.27 2.92 0.514 0.392 0.490 0.856 0.529
MPI-ESM1.2-HR [-] 69.7 66.6 52.1 2.47 1.93 1.30 3.02 2.31 0.351 0.363 0.615 0.610 0.460
NorESM2-LM [-] 48.2 45.2 54.4 3.03 -0.278 2.28 2.03 0.464 0.450 0.693 0.707 0.553
UKESM1-0-LL [-] 63.5 58.6 53.9 3.05 0.0966 0.791 3.02 1.84 0.346 0.358 0.714 0.557 0.467
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 [-] 4.32
ACCESS-ESM1-5 [-] 2.26 2.27 4.40 0.0201 0.0110 -0.485 0.917 0.577 0.621 0.545 0.957 0.711 0.676
BCC-CSM2-MR [-] 3.47 3.41 4.42 0.0735 0.00380 -0.223 0.806 0.436 0.703 0.571 0.958 0.672 0.695
CanESM5 [-] 2.79 2.71 4.34 0.0583 -0.365 0.910 0.879 0.693 0.511 0.934 0.820 0.694
CESM2 [-] 5.21 5.17 4.41 0.0893 0.00722 0.174 1.68 1.75 0.494 0.351 0.785 0.268 0.450
GFDL-ESM4 [-] 6.80 6.13 4.31 0.539 0.425 1.32 0.409 0.648 0.413 0.971 0.614 0.612
IPSL-CM6A-LR [-] 3.59 3.46 4.38 0.115 0.0129 -0.188 0.759 0.314 0.759 0.566 0.979 0.817 0.738
MeanCMIP6 [-] 3.61 3.54 4.32 0.0659 -0.164 0.780 0.215 0.772 0.561 0.984 0.817 0.739
MIROC-ESM2L [-] 4.78 4.66 4.34 0.105 8.23e-06 0.0698 1.21 0.722 0.672 0.435 0.928 0.488 0.591
MPI-ESM1.2-HR [-] 4.70 4.56 4.32 0.129 0.0963 0.0658 1.03 0.274 0.799 0.463 0.978 0.787 0.698
NorESM2-LM [-] 3.61 3.74 4.37 0.0357 -0.121 1.42 2.00 0.552 0.402 0.751 0.355 0.492
UKESM1-0-LL [-] 4.71 4.48 4.36 0.140 0.00693 0.0606 1.02 0.360 0.728 0.489 0.968 0.549 0.645
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 [-] 12.8
ACCESS-ESM1-5 [-] 13.7 13.5 12.4 0.325 0.0313 0.202 1.29 1.07 0.669 0.585 0.894 0.811 0.709
BCC-CSM2-MR [-] 14.6 14.0 12.6 0.378 0.0555 0.244 1.34 0.860 0.689 0.548 0.901 0.872 0.711
CanESM5 [-] 15.0 14.8 12.7 0.646 0.634 1.96 1.45 0.624 0.416 0.841 0.781 0.615
CESM2 [-] 11.8 11.5 12.7 0.381 0.0175 -0.111 1.59 0.891 0.632 0.500 0.894 0.923 0.690
GFDL-ESM4 [-] 10.3 9.58 12.8 0.821 -0.532 1.32 0.817 0.598 0.577 0.897 0.934 0.716
IPSL-CM6A-LR [-] 12.4 11.9 12.7 0.303 0.0273 -0.0278 1.31 0.854 0.673 0.559 0.910 0.930 0.726
MeanCMIP6 [-] 12.8 12.5 12.8 0.247 0.0826 0.983 0.727 0.721 0.650 0.919 0.963 0.781
MIROC-ESM2L [-] 14.3 14.1 12.7 0.981 0.00754 0.432 1.97 1.65 0.530 0.489 0.804 0.600 0.582
MPI-ESM1.2-HR [-] 15.7 15.0 12.1 0.378 0.289 0.524 1.87 0.915 0.644 0.422 0.897 0.917 0.660
NorESM2-LM [-] 12.0 11.3 12.8 0.348 -0.147 1.63 0.876 0.627 0.496 0.892 0.896 0.681
UKESM1-0-LL [-] 12.7 11.9 12.6 0.347 0.0474 -0.00309 1.62 0.875 0.581 0.560 0.895 0.754 0.670

Temporally integrated period mean

BENCHMARK MEAN
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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
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BENCHMARK MAX MONTH
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MODEL MAX MONTH
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DIFFERENCE IN MAX MONTH
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SEASONAL CYCLE SCORE
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SPATIAL TAYLOR DIAGRAM
Data not available
MODEL COLORS
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Spatially integrated regional mean

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

Benchmark
Data not available
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ACCESS-ESM1-5
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BCC-CSM2-MR
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CanESM5
Data not available
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CESM2
Data not available
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GFDL-ESM4
Data not available
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IPSL-CM6A-LR
Data not available
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MeanCMIP6
Data not available
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MIROC-ESM2L
Data not available
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MPI-ESM1.2-HR
Data not available
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NorESM2-LM
Data not available
Data not available
UKESM1-0-LL
Data not available
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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: g/m^2/day

  Convention:
CF-1.8