Mean State

Download Data
Period Mean (original grids) [%]
Model Period Mean (intersection) [%]
Benchmark Period Mean (intersection) [%]
Model Period Mean (complement) [%]
Benchmark Period Mean (complement) [%]
Bias [%]
RMSE [%]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 39.0
ACCESS-CM2_BARPA [-] 51.0 51.1 39.0 12.1 12.7 0.786 0.255 0.639 0.905 0.877 0.663
ACCESS-CM2_CCAM [-] 54.4 54.4 39.0 15.4 16.4 0.667 0.178 0.539 0.912 0.907 0.615
ACCESS-CM2_CMIP6 [-] 49.3 49.3 39.8 9.56 11.3 0.506 0.324 0.525 0.940 0.927 0.648
ACCESS-ESM1-5_BARPA [-] 49.6 49.6 39.0 10.7 11.6 1.12 0.319 0.618 0.874 0.837 0.653
ACCESS-ESM1-5_CCAM [-] 54.8 54.8 39.0 15.8 17.1 0.671 0.189 0.501 0.910 0.851 0.590
ACCESS-ESM1-5_CMIP6 [-] 51.3 51.3 39.6 11.7 13.3 0.413 0.260 0.474 0.943 0.960 0.622
CESM2_BARPA [-] 48.4 48.5 39.0 9.50 10.8 0.831 0.359 0.590 0.894 0.819 0.650
CESM2_CCAM [-] 46.3 46.4 39.0 7.39 9.62 0.849 0.446 0.577 0.892 0.739 0.646
CMCC-ESM2_BARPA [-] 48.4 48.4 39.0 9.46 11.2 0.738 0.367 0.559 0.918 0.815 0.643
CMCC-ESM2_CCAM [-] 59.2 59.1 39.0 20.2 21.1 1.23 0.113 0.513 0.821 0.951 0.582
CMCC-ESM2_CMIP6 [-] 56.0 56.0 39.2 16.8 18.5 1.60 0.164 0.435 0.747 0.994 0.555
CNRM-ESM2-1_CCAM [-] 54.7 54.7 39.0 15.7 17.0 0.822 0.184 0.510 0.884 0.907 0.599
CNRM-ESM2-1_CMIP6 [-] 44.4 44.4 39.6 4.79 7.61 0.558 0.538 0.584 0.931 0.892 0.706
EC-Earth3_BARPA [-] 45.7 45.8 39.0 6.82 8.75 0.702 0.471 0.617 0.900 0.768 0.674
EC-Earth3_CCAM [-] 51.9 51.9 39.0 12.9 14.9 1.14 0.272 0.470 0.835 0.817 0.573
EC-Earth3_CMIP6 [-] 46.2 46.2 39.0 7.13 11.5 1.31 0.455 0.411 0.806 0.898 0.596
ERA5_BARPA [-] 50.5 50.5 39.0 11.6 12.4 0.409 0.277 0.627 0.938 0.841 0.662
ERA5_CCAM [-] 55.1 55.1 39.0 16.2 17.1 0.688 0.180 0.566 0.891 0.844 0.609
MPI-ESM1-2-HR_BARPA [-] 45.9 45.9 39.0 6.97 8.58 0.668 0.468 0.636 0.895 0.803 0.688
MPI-ESM1-2-HR_CMIP6 [-] 39.1 39.1 39.2 -0.0206 7.01 0.874 0.582 0.543 0.851 0.863 0.676
NorESM2-MM_BARPA [-] 52.5 52.5 39.0 13.6 14.6 0.934 0.211 0.562 0.901 0.901 0.628
NorESM2-MM_CCAM [-] 61.7 61.7 39.0 22.8 23.4 1.09 0.0926 0.545 0.863 0.976 0.604
NorESM2-MM_CMIP6 [-] 53.6 53.6 39.2 14.4 15.1 0.797 0.198 0.593 0.868 0.991 0.649
Download Data
Period Mean (original grids) [%]
Model Period Mean (intersection) [%]
Benchmark Period Mean (intersection) [%]
Model Period Mean (complement) [%]
Benchmark Period Mean (complement) [%]
Bias [%]
RMSE [%]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 44.2
ACCESS-CM2_BARPA [-] 60.7 60.2 44.2 16.0 16.2 1.02 0.216 0.765 0.930 0.506 0.622
ACCESS-CM2_CCAM [-] 66.1 65.5 44.2 21.4 21.8 0.509 0.114 0.629 0.966 0.558 0.574
ACCESS-CM2_CMIP6 [-] 62.1 62.1 44.2 17.9 18.6 0.516 0.158 0.591 0.965 0.360 0.527
ACCESS-ESM1-5_BARPA [-] 60.2 59.7 44.2 15.5 15.8 0.966 0.230 0.745 0.935 0.498 0.618
ACCESS-ESM1-5_CCAM [-] 69.2 68.7 44.2 24.6 25.0 0.561 0.0817 0.621 0.962 0.607 0.574
ACCESS-ESM1-5_CMIP6 [-] 62.9 62.9 44.7 18.2 19.1 0.158 0.137 0.511 0.989 0.420 0.514
CESM2_BARPA [-] 59.1 58.6 44.2 14.4 14.8 0.767 0.256 0.695 0.948 0.496 0.609
CESM2_CCAM [-] 56.5 56.0 44.2 11.8 12.6 0.698 0.339 0.651 0.953 0.486 0.612
CMCC-ESM2_BARPA [-] 58.7 58.1 44.2 13.9 14.2 0.843 0.273 0.732 0.943 0.462 0.617
CMCC-ESM2_CCAM [-] 70.6 70.0 44.2 25.9 26.2 0.688 0.0679 0.628 0.954 0.593 0.568
CMCC-ESM2_CMIP6 [-] 64.9 64.9 44.2 20.7 21.7 0.362 0.130 0.479 0.935 0.358 0.476
CNRM-ESM2-1_CCAM [-] 64.7 64.2 44.2 20.0 20.7 0.384 0.133 0.568 0.975 0.601 0.569
CNRM-ESM2-1_CMIP6 [-] 55.3 55.3 44.6 10.7 12.0 0.137 0.381 0.623 0.991 0.205 0.558
EC-Earth3_BARPA [-] 54.3 53.7 44.2 9.58 10.2 0.0619 0.437 0.732 0.994 0.479 0.668
EC-Earth3_CCAM [-] 59.8 59.3 44.2 15.1 16.2 0.0352 0.233 0.543 0.997 0.511 0.568
EC-Earth3_CMIP6 [-] 49.6 49.6 44.3 5.31 9.15 0.291 0.609 0.488 0.954 0.490 0.619
ERA5_BARPA [-] 60.0 59.4 44.2 15.2 15.4 0.0265 0.235 0.798 0.998 0.486 0.648
ERA5_CCAM [-] 68.1 67.6 44.2 23.4 23.6 0.0348 0.0904 0.722 0.998 0.614 0.619
MPI-ESM1-2-HR_BARPA [-] 52.6 52.0 44.2 7.87 8.89 0.0265 0.511 0.705 0.998 0.503 0.682
MPI-ESM1-2-HR_CMIP6 [-] 46.7 46.7 44.3 2.35 8.56 0.125 0.570 0.526 0.975 0.291 0.583
NorESM2-MM_BARPA [-] 62.1 61.6 44.2 17.4 17.9 1.03 0.181 0.650 0.929 0.533 0.582
NorESM2-MM_CCAM [-] 71.9 71.5 44.2 27.4 27.5 1.04 0.0570 0.692 0.928 0.755 0.617
NorESM2-MM_CMIP6 [-] 62.3 62.3 44.2 18.1 18.9 0.00 0.177 0.551 1.00 0.340 0.521
Download Data
Period Mean (original grids) [%]
Model Period Mean (intersection) [%]
Benchmark Period Mean (intersection) [%]
Model Period Mean (complement) [%]
Benchmark Period Mean (complement) [%]
Bias [%]
RMSE [%]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 48.9
ACCESS-CM2_BARPA [-] 68.3 68.3 48.9 19.5 19.8 1.54 0.0557 0.553 0.811 0.984 0.551
ACCESS-CM2_CCAM [-] 71.5 71.6 48.9 22.8 23.0 0.657 0.0410 0.643 0.944 0.844 0.592
ACCESS-CM2_CMIP6 [-] 67.2 67.2 50.9 16.3 16.6 1.17 0.0789 0.635 0.885 0.778 0.599
ACCESS-ESM1-5_BARPA [-] 69.0 69.0 48.9 20.2 20.5 1.53 0.0510 0.539 0.817 0.975 0.545
ACCESS-ESM1-5_CCAM [-] 75.6 75.6 48.9 26.7 26.9 0.587 0.0200 0.621 0.937 0.902 0.586
ACCESS-ESM1-5_CMIP6 [-] 67.3 67.3 48.4 18.9 19.4 0.159 0.0679 0.486 0.990 0.847 0.584
CESM2_BARPA [-] 66.7 66.7 48.9 17.8 18.6 2.19 0.0781 0.418 0.650 0.940 0.468
CESM2_CCAM [-] 67.9 67.9 48.9 19.0 19.5 1.83 0.0871 0.543 0.719 0.736 0.518
CMCC-ESM2_BARPA [-] 66.7 66.7 48.9 17.9 18.3 1.41 0.0852 0.516 0.816 0.875 0.533
CMCC-ESM2_CCAM [-] 74.6 74.6 48.9 25.7 26.1 1.90 0.0292 0.537 0.692 0.751 0.483
CMCC-ESM2_CMIP6 [-] 69.3 69.3 49.0 20.4 21.2 2.70 0.0659 0.430 0.527 0.526 0.414
CNRM-ESM2-1_CCAM [-] 72.9 72.8 48.9 24.0 24.3 0.563 0.0297 0.541 0.929 0.922 0.577
CNRM-ESM2-1_CMIP6 [-] 64.8 64.8 48.7 16.1 16.5 0.904 0.0959 0.587 0.917 0.847 0.585
EC-Earth3_BARPA [-] 64.4 64.4 48.9 15.5 16.1 1.30 0.120 0.490 0.815 0.887 0.529
EC-Earth3_CCAM [-] 69.8 69.8 48.9 20.9 21.8 1.60 0.0610 0.451 0.755 0.768 0.499
EC-Earth3_CMIP6 [-] 60.6 60.6 48.8 11.8 14.0 2.38 0.194 0.321 0.622 0.824 0.478
ERA5_BARPA [-] 68.1 68.2 48.9 19.3 19.6 0.686 0.0612 0.610 0.911 0.944 0.579
ERA5_CCAM [-] 74.6 74.6 48.9 25.7 25.9 0.720 0.0241 0.645 0.892 0.876 0.585
MPI-ESM1-2-HR_BARPA [-] 62.2 62.3 48.9 13.4 14.1 1.91 0.151 0.487 0.662 0.958 0.508
MPI-ESM1-2-HR_CMIP6 [-] 55.9 55.9 49.2 6.70 9.92 2.67 0.400 0.318 0.509 0.901 0.496
NorESM2-MM_BARPA [-] 68.2 68.2 48.9 19.4 19.8 1.70 0.0593 0.523 0.765 0.956 0.523
NorESM2-MM_CCAM [-] 77.2 77.2 48.9 28.4 28.5 1.58 0.0128 0.649 0.789 0.989 0.578
NorESM2-MM_CMIP6 [-] 68.1 68.1 49.0 19.1 19.6 2.02 0.0645 0.554 0.646 0.659 0.509
Download Data
Period Mean (original grids) [%]
Model Period Mean (intersection) [%]
Benchmark Period Mean (intersection) [%]
Model Period Mean (complement) [%]
Benchmark Period Mean (complement) [%]
Bias [%]
RMSE [%]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 41.2
ACCESS-CM2_BARPA [-] 56.7 57.1 41.2 15.9 16.7 0.906 0.0754 0.450 0.856 0.835 0.546
ACCESS-CM2_CCAM [-] 59.6 59.9 41.2 18.7 20.0 1.09 0.0478 0.333 0.842 0.846 0.505
ACCESS-CM2_CMIP6 [-] 51.8 51.8 42.2 9.58 11.9 0.896 0.216 0.357 0.887 0.951 0.582
ACCESS-ESM1-5_BARPA [-] 56.4 56.8 41.2 15.6 17.2 1.05 0.0817 0.363 0.843 0.816 0.512
ACCESS-ESM1-5_CCAM [-] 61.2 61.5 41.2 20.4 22.3 1.02 0.0367 0.250 0.830 0.818 0.464
ACCESS-ESM1-5_CMIP6 [-] 54.6 54.6 41.8 12.7 14.7 1.02 0.127 0.316 0.848 0.925 0.534
CESM2_BARPA [-] 52.7 53.1 41.2 11.9 14.0 1.11 0.166 0.346 0.823 0.753 0.508
CESM2_CCAM [-] 50.3 50.8 41.2 9.63 12.2 1.22 0.264 0.355 0.831 0.620 0.502
CMCC-ESM2_BARPA [-] 53.0 53.5 41.2 12.3 14.4 0.711 0.162 0.352 0.884 0.736 0.522
CMCC-ESM2_CCAM [-] 63.4 63.7 41.2 22.5 24.4 1.09 0.0259 0.252 0.805 0.879 0.469
CMCC-ESM2_CMIP6 [-] 58.4 58.4 41.2 17.1 20.1 1.25 0.0607 0.225 0.778 0.997 0.488
CNRM-ESM2-1_CCAM [-] 61.9 62.2 41.2 21.1 23.3 0.968 0.0317 0.230 0.840 0.825 0.461
CNRM-ESM2-1_CMIP6 [-] 48.0 48.0 41.9 6.08 9.52 0.706 0.414 0.385 0.907 0.754 0.595
EC-Earth3_BARPA [-] 53.5 54.0 41.2 12.8 15.3 0.946 0.161 0.308 0.841 0.707 0.489
EC-Earth3_CCAM [-] 62.6 62.9 41.2 21.7 24.6 1.10 0.0364 0.187 0.826 0.759 0.431
EC-Earth3_CMIP6 [-] 55.3 55.3 41.1 14.2 20.3 1.26 0.103 0.107 0.812 0.880 0.445
ERA5_BARPA [-] 56.3 56.7 41.2 15.5 17.1 0.717 0.0833 0.355 0.878 0.804 0.516
ERA5_CCAM [-] 63.3 63.6 41.2 22.4 24.2 1.06 0.0265 0.256 0.810 0.802 0.453
MPI-ESM1-2-HR_BARPA [-] 52.5 52.9 41.2 11.8 13.5 1.08 0.193 0.401 0.827 0.704 0.521
MPI-ESM1-2-HR_CMIP6 [-] 42.3 42.3 41.2 1.10 8.70 1.10 0.581 0.291 0.803 0.838 0.599
NorESM2-MM_BARPA [-] 56.8 57.2 41.2 16.0 16.9 0.939 0.0729 0.436 0.865 0.848 0.547
NorESM2-MM_CCAM [-] 67.4 67.7 41.2 26.5 27.6 1.08 0.0108 0.302 0.806 0.913 0.486
NorESM2-MM_CMIP6 [-] 55.6 55.6 41.2 14.4 15.2 1.36 0.0995 0.451 0.770 0.964 0.557
Download Data
Period Mean (original grids) [%]
Model Period Mean (intersection) [%]
Benchmark Period Mean (intersection) [%]
Model Period Mean (complement) [%]
Benchmark Period Mean (complement) [%]
Bias [%]
RMSE [%]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 49.9
ACCESS-CM2_BARPA [-] 62.4 62.3 49.9 12.4 12.5 0.306 0.445 0.865 0.980 0.882 0.801
ACCESS-CM2_CCAM [-] 65.5 65.3 49.9 15.4 16.3 0.290 0.366 0.706 0.981 0.833 0.720
ACCESS-CM2_CMIP6 [-] 63.8 63.8 49.6 14.2 15.5 0.0497 0.392 0.658 0.997 0.806 0.707
ACCESS-ESM1-5_BARPA [-] 60.7 60.5 49.9 10.6 10.9 0.596 0.517 0.841 0.961 0.845 0.797
ACCESS-ESM1-5_CCAM [-] 63.9 63.7 49.9 13.8 14.8 0.228 0.421 0.712 0.985 0.829 0.734
ACCESS-ESM1-5_CMIP6 [-] 62.5 62.5 50.3 12.2 13.4 0.225 0.425 0.671 0.985 0.994 0.758
CESM2_BARPA [-] 61.5 61.3 49.9 11.5 11.7 0.351 0.482 0.846 0.976 0.845 0.794
CESM2_CCAM [-] 59.0 58.8 49.9 8.87 9.77 0.463 0.597 0.790 0.968 0.747 0.777
CMCC-ESM2_BARPA [-] 61.5 61.4 49.9 11.5 11.7 0.766 0.480 0.864 0.948 0.854 0.795
CMCC-ESM2_CCAM [-] 67.1 66.9 49.9 17.0 17.3 0.746 0.347 0.806 0.951 0.792 0.733
CMCC-ESM2_CMIP6 [-] 64.8 64.8 50.4 14.5 15.2 0.720 0.396 0.705 0.951 0.755 0.702
CNRM-ESM2-1_CCAM [-] 60.7 60.5 49.9 10.6 11.9 0.478 0.529 0.731 0.969 0.850 0.765
CNRM-ESM2-1_CMIP6 [-] 56.0 56.0 50.3 5.72 7.83 0.195 0.689 0.796 0.987 0.847 0.826
EC-Earth3_BARPA [-] 58.0 57.8 49.9 7.89 8.34 0.157 0.629 0.850 0.990 0.850 0.832
EC-Earth3_CCAM [-] 58.9 58.7 49.9 8.77 10.3 0.123 0.604 0.747 0.992 0.782 0.777
EC-Earth3_CMIP6 [-] 53.5 53.5 49.8 3.63 7.38 0.132 0.743 0.740 0.992 0.878 0.827
ERA5_BARPA [-] 63.0 62.9 49.9 13.0 13.1 0.208 0.426 0.882 0.986 0.884 0.804
ERA5_CCAM [-] 64.2 64.0 49.9 14.1 14.6 0.113 0.421 0.781 0.993 0.817 0.756
MPI-ESM1-2-HR_BARPA [-] 58.3 58.2 49.9 8.26 8.74 0.0671 0.606 0.845 0.996 0.844 0.825
MPI-ESM1-2-HR_CMIP6 [-] 51.5 51.5 50.0 1.49 7.53 0.0762 0.712 0.719 0.996 0.859 0.810
NorESM2-MM_BARPA [-] 64.0 63.8 49.9 13.9 14.1 0.820 0.393 0.847 0.946 0.898 0.779
NorESM2-MM_CCAM [-] 67.3 67.1 49.9 17.2 17.5 0.882 0.326 0.790 0.941 0.877 0.740
NorESM2-MM_CMIP6 [-] 61.8 61.8 50.4 11.4 13.9 0.318 0.469 0.569 0.978 0.892 0.710
Download Data
Period Mean (original grids) [%]
Model Period Mean (intersection) [%]
Benchmark Period Mean (intersection) [%]
Model Period Mean (complement) [%]
Benchmark Period Mean (complement) [%]
Bias [%]
RMSE [%]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 34.0
ACCESS-CM2_BARPA [-] 43.2 43.2 34.0 9.24 9.88 0.773 0.338 0.660 0.909 0.943 0.718
ACCESS-CM2_CCAM [-] 47.0 47.0 34.0 13.0 14.0 0.617 0.219 0.537 0.907 0.998 0.661
ACCESS-CM2_CMIP6 [-] 41.7 41.7 34.1 7.58 9.49 0.394 0.416 0.513 0.948 0.965 0.700
ACCESS-ESM1-5_BARPA [-] 41.2 41.2 34.0 7.20 8.18 1.28 0.443 0.660 0.854 0.904 0.719
ACCESS-ESM1-5_CCAM [-] 46.8 46.8 34.0 12.8 14.2 0.668 0.237 0.498 0.906 0.918 0.631
ACCESS-ESM1-5_CMIP6 [-] 44.6 44.6 34.3 10.3 12.2 0.278 0.310 0.474 0.966 0.975 0.664
CESM2_BARPA [-] 40.3 40.3 34.0 6.33 7.69 0.760 0.496 0.635 0.916 0.844 0.729
CESM2_CCAM [-] 37.5 37.5 34.0 3.51 6.29 0.768 0.609 0.606 0.902 0.833 0.740
CMCC-ESM2_BARPA [-] 40.2 40.2 34.0 6.23 8.50 0.744 0.509 0.548 0.922 0.840 0.708
CMCC-ESM2_CCAM [-] 52.8 52.8 34.0 18.8 19.8 1.44 0.118 0.519 0.776 0.996 0.603
CMCC-ESM2_CMIP6 [-] 51.2 51.2 34.3 16.9 18.6 1.89 0.162 0.428 0.688 0.895 0.549
CNRM-ESM2-1_CCAM [-] 47.3 47.3 34.0 13.3 14.5 0.950 0.213 0.529 0.850 0.985 0.642
CNRM-ESM2-1_CMIP6 [-] 36.2 36.2 34.0 2.17 5.47 0.602 0.660 0.598 0.911 0.986 0.779
EC-Earth3_BARPA [-] 36.6 36.6 34.0 2.59 4.90 0.734 0.665 0.691 0.897 0.823 0.774
EC-Earth3_CCAM [-] 43.0 43.1 34.0 9.08 11.3 1.43 0.354 0.480 0.777 0.957 0.636
EC-Earth3_CMIP6 [-] 38.5 38.5 34.1 4.36 9.13 1.55 0.587 0.432 0.751 0.988 0.679
ERA5_BARPA [-] 42.3 42.3 34.0 8.30 9.14 0.364 0.381 0.656 0.942 0.888 0.725
ERA5_CCAM [-] 46.8 46.8 34.0 12.8 13.7 0.743 0.225 0.589 0.875 0.930 0.653
MPI-ESM1-2-HR_BARPA [-] 37.4 37.4 34.0 3.42 5.37 0.603 0.644 0.687 0.905 0.840 0.778
MPI-ESM1-2-HR_CMIP6 [-] 31.7 31.7 34.1 -2.38 5.79 0.883 0.619 0.610 0.849 0.897 0.753
NorESM2-MM_BARPA [-] 45.2 45.2 34.0 11.2 12.5 0.954 0.269 0.536 0.909 0.947 0.667
NorESM2-MM_CCAM [-] 55.8 55.8 34.0 21.8 22.3 1.19 0.0867 0.545 0.851 0.996 0.618
NorESM2-MM_CMIP6 [-] 48.6 48.6 34.3 14.3 14.7 0.600 0.193 0.666 0.900 0.997 0.690
Download Data
Period Mean (original grids) [%]
Model Period Mean (intersection) [%]
Benchmark Period Mean (intersection) [%]
Model Period Mean (complement) [%]
Benchmark Period Mean (complement) [%]
Bias [%]
RMSE [%]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 53.8
ACCESS-CM2_BARPA [-] 76.0 76.0 53.8 22.1 22.7 0.865 0.149 0.631 0.918 0.619 0.529
ACCESS-CM2_CCAM [-] 79.8 79.7 53.8 25.9 26.1 0.609 0.103 0.706 0.954 0.759 0.587
ACCESS-CM2_CMIP6 [-] 77.9 77.9 59.2 18.6 18.8 0.437 0.116 0.735 0.972 0.631 0.589
ACCESS-ESM1-5_BARPA [-] 74.9 75.0 53.8 21.1 21.9 0.979 0.167 0.592 0.891 0.681 0.525
ACCESS-ESM1-5_CCAM [-] 80.3 80.1 53.8 26.3 26.7 0.678 0.104 0.666 0.946 0.851 0.586
ACCESS-ESM1-5_CMIP6 [-] 77.8 77.8 58.1 19.6 20.0 0.120 0.132 0.644 0.993 0.923 0.599
CESM2_BARPA [-] 76.3 76.3 53.8 22.5 23.3 0.800 0.143 0.572 0.913 0.596 0.509
CESM2_CCAM [-] 78.9 78.7 53.8 24.9 25.4 0.766 0.118 0.646 0.920 0.934 0.584
CMCC-ESM2_BARPA [-] 76.2 76.1 53.8 22.3 22.9 0.854 0.150 0.627 0.929 0.590 0.535
CMCC-ESM2_CCAM [-] 82.4 82.1 53.8 28.3 28.8 0.809 0.0885 0.597 0.912 0.815 0.553
CMCC-ESM2_CMIP6 [-] 74.8 74.8 56.8 18.0 19.1 1.59 0.208 0.515 0.736 0.471 0.468
CNRM-ESM2-1_CCAM [-] 78.4 78.1 53.8 24.2 24.6 0.596 0.134 0.691 0.959 0.936 0.610
CNRM-ESM2-1_CMIP6 [-] 73.7 73.7 58.4 15.3 15.6 0.564 0.216 0.690 0.963 0.646 0.614
EC-Earth3_BARPA [-] 74.6 74.5 53.8 20.7 21.3 0.697 0.179 0.638 0.935 0.736 0.547
EC-Earth3_CCAM [-] 79.1 78.8 53.8 24.9 25.4 0.681 0.126 0.645 0.938 0.924 0.582
EC-Earth3_CMIP6 [-] 70.2 70.2 55.6 14.7 15.3 0.722 0.283 0.661 0.930 0.967 0.622
ERA5_BARPA [-] 77.1 77.0 53.8 23.2 23.6 0.679 0.132 0.649 0.941 0.554 0.526
ERA5_CCAM [-] 81.2 80.9 53.8 27.1 27.4 0.426 0.0991 0.681 0.967 0.845 0.583
MPI-ESM1-2-HR_BARPA [-] 73.3 73.4 53.8 19.5 20.2 0.765 0.205 0.632 0.923 0.791 0.562
MPI-ESM1-2-HR_CMIP6 [-] 70.1 70.1 55.1 15.0 15.6 0.211 0.269 0.692 0.985 0.969 0.632
NorESM2-MM_BARPA [-] 77.2 77.2 53.8 23.4 23.9 0.865 0.131 0.619 0.908 0.530 0.514
NorESM2-MM_CCAM [-] 81.5 81.3 53.8 27.5 27.9 0.548 0.0893 0.660 0.949 0.789 0.577
NorESM2-MM_CMIP6 [-] 73.8 73.8 56.8 17.0 18.3 1.01 0.227 0.496 0.861 0.560 0.479
Download Data
Period Mean (original grids) [%]
Model Period Mean (intersection) [%]
Benchmark Period Mean (intersection) [%]
Model Period Mean (complement) [%]
Benchmark Period Mean (complement) [%]
Bias [%]
RMSE [%]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 47.6
ACCESS-CM2_BARPA [-] 62.4 62.4 47.6 14.9 15.2 0.259 0.254 0.749 0.979 0.965 0.739
ACCESS-CM2_CCAM [-] 61.7 61.8 47.6 14.2 14.8 0.327 0.269 0.716 0.979 0.910 0.724
ACCESS-CM2_CMIP6 [-] 60.2 60.2 50.9 9.30 10.5 0.179 0.420 0.655 0.989 0.993 0.751
ACCESS-ESM1-5_BARPA [-] 60.6 60.6 47.6 13.1 13.4 0.294 0.303 0.752 0.977 0.912 0.735
ACCESS-ESM1-5_CCAM [-] 60.9 60.9 47.6 13.3 13.9 0.256 0.303 0.733 0.983 0.855 0.723
ACCESS-ESM1-5_CMIP6 [-] 57.8 57.8 49.2 8.56 9.49 0.380 0.455 0.698 0.975 0.983 0.770
CESM2_BARPA [-] 62.2 62.1 47.6 14.6 14.9 0.264 0.265 0.741 0.979 0.900 0.720
CESM2_CCAM [-] 62.1 62.1 47.6 14.5 15.0 0.237 0.269 0.726 0.983 0.755 0.698
CMCC-ESM2_BARPA [-] 61.6 61.6 47.6 14.0 14.3 0.243 0.278 0.753 0.984 0.911 0.731
CMCC-ESM2_CCAM [-] 64.9 65.0 47.6 17.4 17.8 0.417 0.207 0.731 0.974 0.951 0.723
CMCC-ESM2_CMIP6 [-] 60.6 60.6 49.1 11.5 12.6 0.546 0.340 0.675 0.929 0.997 0.727
CNRM-ESM2-1_CCAM [-] 62.7 62.7 47.6 15.2 15.5 0.185 0.249 0.763 0.987 0.954 0.750
CNRM-ESM2-1_CMIP6 [-] 56.5 56.5 49.0 7.53 8.93 0.161 0.515 0.726 0.989 0.976 0.802
EC-Earth3_BARPA [-] 59.6 59.7 47.6 12.1 12.6 0.236 0.326 0.724 0.973 0.904 0.730
EC-Earth3_CCAM [-] 60.4 60.5 47.6 12.9 13.3 0.156 0.308 0.744 0.989 0.847 0.734
EC-Earth3_CMIP6 [-] 56.4 56.4 48.0 8.42 9.38 0.294 0.461 0.690 0.965 0.931 0.743
ERA5_BARPA [-] 62.8 62.7 47.6 15.2 15.4 0.0925 0.245 0.781 0.994 0.969 0.749
ERA5_CCAM [-] 61.5 61.5 47.6 13.9 14.2 0.217 0.280 0.800 0.986 0.909 0.752
MPI-ESM1-2-HR_BARPA [-] 60.5 60.5 47.6 12.9 13.3 0.195 0.303 0.766 0.985 0.907 0.744
MPI-ESM1-2-HR_CMIP6 [-] 53.1 53.1 48.2 4.91 6.65 0.136 0.608 0.716 0.990 0.962 0.809
NorESM2-MM_BARPA [-] 64.3 64.2 47.6 16.7 17.0 0.340 0.216 0.738 0.973 0.983 0.728
NorESM2-MM_CCAM [-] 64.5 64.6 47.6 17.0 17.6 0.295 0.218 0.708 0.980 0.955 0.715
NorESM2-MM_CMIP6 [-] 59.3 59.3 49.1 10.2 12.2 1.07 0.383 0.577 0.875 0.998 0.682
Download Data
Period Mean (original grids) [%]
Model Period Mean (intersection) [%]
Benchmark Period Mean (intersection) [%]
Model Period Mean (complement) [%]
Benchmark Period Mean (complement) [%]
Bias [%]
RMSE [%]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 54.8
ACCESS-CM2_BARPA [-] 73.7 73.6 54.8 18.8 19.0 0.867 0.0172 0.579 0.913 0.747 0.566
ACCESS-CM2_CCAM [-] 75.9 75.9 54.8 21.1 21.5 1.08 0.00986 0.437 0.910 0.795 0.527
ACCESS-CM2_CMIP6 [-] 70.8 70.8 61.3 9.49 11.5 1.20 0.0817 0.493 0.897 0.553 0.504
ACCESS-ESM1-5_BARPA [-] 74.5 74.3 54.8 19.6 19.8 0.529 0.0142 0.554 0.928 0.770 0.565
ACCESS-ESM1-5_CCAM [-] 78.6 78.5 54.8 23.8 24.3 0.657 0.00520 0.399 0.930 0.851 0.530
ACCESS-ESM1-5_CMIP6 [-] 72.9 72.9 59.7 13.2 14.3 0.504 0.0633 0.280 0.927 0.312 0.383
CESM2_BARPA [-] 71.6 71.5 54.8 16.7 17.1 0.696 0.0258 0.465 0.892 0.830 0.543
CESM2_CCAM [-] 75.9 75.8 54.8 21.0 21.5 1.27 0.0106 0.403 0.874 0.751 0.498
CMCC-ESM2_BARPA [-] 72.2 72.2 54.8 17.4 17.7 0.402 0.0231 0.497 0.939 0.770 0.551
CMCC-ESM2_CCAM [-] 79.3 79.1 54.8 24.3 24.8 0.656 0.00453 0.408 0.907 0.883 0.535
CMCC-ESM2_CMIP6 [-] 69.4 69.4 56.5 12.8 13.5 0.883 0.0512 0.469 0.860 0.991 0.579
CNRM-ESM2-1_CCAM [-] 76.5 76.4 54.8 21.6 22.3 0.532 0.00833 0.367 0.950 0.839 0.522
CNRM-ESM2-1_CMIP6 [-] 66.0 66.0 60.1 5.88 9.58 0.656 0.358 0.329 0.957 0.938 0.610
EC-Earth3_BARPA [-] 73.6 73.5 54.8 18.8 19.3 0.573 0.0155 0.415 0.918 0.929 0.552
EC-Earth3_CCAM [-] 80.0 79.7 54.8 25.0 25.5 0.615 0.00377 0.360 0.913 0.974 0.540
EC-Earth3_CMIP6 [-] 71.5 71.5 54.7 16.7 19.0 0.904 0.0266 0.188 0.906 0.900 0.470
ERA5_BARPA [-] 74.7 74.6 54.8 19.8 20.1 0.444 0.0129 0.506 0.934 0.842 0.566
ERA5_CCAM [-] 79.9 79.6 54.8 24.9 25.3 0.572 0.00387 0.408 0.909 0.931 0.546
MPI-ESM1-2-HR_BARPA [-] 72.3 72.2 54.8 17.4 17.7 0.593 0.0230 0.532 0.920 0.763 0.556
MPI-ESM1-2-HR_CMIP6 [-] 62.7 62.7 58.2 4.51 8.11 1.20 0.254 0.453 0.823 0.803 0.569
NorESM2-MM_BARPA [-] 73.8 73.6 54.8 18.8 19.1 0.633 0.0154 0.490 0.907 0.898 0.568
NorESM2-MM_CCAM [-] 82.2 82.0 54.8 27.3 27.6 0.738 0.00219 0.430 0.888 0.968 0.556
NorESM2-MM_CMIP6 [-] 72.4 72.4 56.5 15.9 16.1 0.657 0.0230 0.565 0.893 0.943 0.602
Download Data
Period Mean (original grids) [%]
Model Period Mean (intersection) [%]
Benchmark Period Mean (intersection) [%]
Model Period Mean (complement) [%]
Benchmark Period Mean (complement) [%]
Bias [%]
RMSE [%]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 85.1
ACCESS-CM2_BARPA [-] 74.0 73.8 85.0 92.4 -11.1 17.8 1.66 0.0170 0.484 0.765 0.578 0.466
ACCESS-CM2_CCAM [-] 74.9 74.9 84.9 93.8 -10.0 18.0 1.94 0.0117 0.474 0.699 0.516 0.435
ACCESS-CM2_CMIP6 [-] 72.5 72.3 84.9 75.8 -12.6 16.9 1.86 0.0307 0.238 0.713 0.663 0.377
ACCESS-ESM1-5_BARPA [-] 73.9 73.7 85.0 92.4 -11.3 17.6 1.65 0.0206 0.459 0.777 0.614 0.466
ACCESS-ESM1-5_CCAM [-] 75.4 75.3 84.9 93.8 -9.58 17.7 1.79 0.0125 0.463 0.737 0.530 0.441
ACCESS-ESM1-5_CMIP6 [-] 74.5 74.3 84.8 78.5 -10.4 16.4 2.02 0.0277 0.191 0.676 0.652 0.348
CESM2_BARPA [-] 73.4 73.3 85.0 92.4 -11.7 17.7 1.64 0.0229 0.440 0.757 0.643 0.460
CESM2_CCAM [-] 72.7 72.6 84.9 93.8 -12.3 17.6 1.82 0.0285 0.405 0.725 0.704 0.454
CMCC-ESM2_BARPA [-] 73.7 73.5 85.0 92.4 -11.5 17.6 1.68 0.0232 0.447 0.752 0.645 0.463
CMCC-ESM2_CCAM [-] 74.2 74.2 84.9 93.8 -10.7 19.7 2.00 0.00871 0.441 0.692 0.390 0.395
CMCC-ESM2_CMIP6 [-] 76.2 76.0 84.9 80.1 -8.89 16.1 1.86 0.0195 0.236 0.720 0.526 0.347
CNRM-ESM2-1_CCAM [-] 75.6 75.6 84.9 93.8 -9.33 17.5 2.10 0.0124 0.479 0.656 0.536 0.432
CNRM-ESM2-1_CMIP6 [-] 75.5 75.0 84.7 81.7 -9.74 13.8 1.85 0.0444 0.206 0.708 0.843 0.402
EC-Earth3_BARPA [-] 72.8 72.7 85.0 92.4 -12.3 17.7 1.35 0.0292 0.453 0.819 0.691 0.489
EC-Earth3_CCAM [-] 73.6 73.6 84.9 93.8 -11.3 18.7 1.81 0.0177 0.423 0.740 0.582 0.437
EC-Earth3_CMIP6 [-] 75.7 75.5 84.8 81.4 -9.32 14.8 1.73 0.0359 0.234 0.757 0.770 0.406
ERA5_BARPA [-] 73.9 73.7 85.0 92.4 -11.3 17.8 1.56 0.0178 0.500 0.768 0.596 0.477
ERA5_CCAM [-] 74.8 74.7 84.9 93.8 -10.2 18.2 1.82 0.0122 0.503 0.714 0.522 0.451
MPI-ESM1-2-HR_BARPA [-] 73.7 73.5 85.0 92.4 -11.5 16.9 1.61 0.0292 0.466 0.767 0.705 0.487
MPI-ESM1-2-HR_CMIP6 [-] 69.3 69.0 84.8 75.3 -15.8 18.7 1.63 0.0450 0.245 0.765 0.818 0.423
NorESM2-MM_BARPA [-] 73.8 73.6 85.0 92.4 -11.3 18.3 1.61 0.0143 0.457 0.769 0.538 0.447
NorESM2-MM_CCAM [-] 78.4 78.4 84.9 93.8 -6.52 16.7 1.87 0.00678 0.485 0.711 0.386 0.415
NorESM2-MM_CMIP6 [-] 75.5 75.3 84.9 79.2 -9.60 15.8 1.51 0.0223 0.288 0.780 0.571 0.390
Download Data
Period Mean (original grids) [%]
Model Period Mean (intersection) [%]
Benchmark Period Mean (intersection) [%]
Model Period Mean (complement) [%]
Benchmark Period Mean (complement) [%]
Bias [%]
RMSE [%]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 86.8
ACCESS-CM2_BARPA [-] 77.9 77.9 86.7 91.6 -8.78 18.5 1.92 0.00140 0.353 0.727 0.234 0.334
ACCESS-CM2_CCAM [-] 78.1 78.1 86.7 91.6 -8.54 19.4 2.45 0.000989 0.398 0.620 0.307 0.345
ACCESS-CM2_CMIP6 [-] 75.1 75.1 86.8 -11.6 16.5 2.18 0.0197 0.173 0.674 0.345 0.277
ACCESS-ESM1-5_BARPA [-] 77.8 77.8 86.7 91.6 -8.84 18.6 1.92 0.00137 0.329 0.728 0.234 0.324
ACCESS-ESM1-5_CCAM [-] 78.6 78.6 86.7 91.6 -8.05 19.0 2.25 0.000875 0.419 0.663 0.287 0.358
ACCESS-ESM1-5_CMIP6 [-] 78.2 78.3 86.5 77.4 -8.26 16.7 2.77 0.0213 0.131 0.544 0.578 0.281
CESM2_BARPA [-] 77.4 77.4 86.7 91.6 -9.30 18.6 2.64 0.00180 0.312 0.567 0.242 0.287
CESM2_CCAM [-] 74.9 74.9 86.7 91.6 -11.8 20.1 2.79 0.00575 0.236 0.550 0.324 0.270
CMCC-ESM2_BARPA [-] 78.0 77.9 86.7 91.6 -8.72 18.2 2.41 0.00145 0.353 0.619 0.226 0.310
CMCC-ESM2_CCAM [-] 76.3 76.3 86.7 91.6 -10.4 20.7 2.70 0.00168 0.378 0.553 0.362 0.335
CMCC-ESM2_CMIP6 [-] 80.4 80.4 86.6 80.9 -6.25 14.6 2.20 0.0141 0.211 0.654 0.353 0.289
CNRM-ESM2-1_CCAM [-] 79.6 79.6 86.7 91.6 -7.04 18.6 1.78 0.000640 0.436 0.726 0.300 0.380
CNRM-ESM2-1_CMIP6 [-] 80.2 80.1 86.5 81.5 -6.39 13.7 1.89 0.0230 0.0771 0.718 0.577 0.294
EC-Earth3_BARPA [-] 77.5 77.5 86.7 91.6 -9.14 18.5 1.88 0.00149 0.306 0.729 0.217 0.312
EC-Earth3_CCAM [-] 77.3 77.3 86.7 91.6 -9.42 20.3 2.35 0.00126 0.374 0.642 0.348 0.348
EC-Earth3_CMIP6 [-] 82.2 82.1 86.6 83.6 -4.52 13.5 2.14 0.0138 0.159 0.687 0.268 0.257
ERA5_BARPA [-] 78.2 78.2 86.7 91.6 -8.48 18.5 2.12 0.00103 0.395 0.673 0.236 0.340
ERA5_CCAM [-] 77.9 77.9 86.7 91.6 -8.75 19.8 2.12 0.000996 0.445 0.676 0.326 0.379
MPI-ESM1-2-HR_BARPA [-] 78.2 78.1 86.7 91.6 -8.52 18.0 2.26 0.00152 0.313 0.648 0.246 0.304
MPI-ESM1-2-HR_CMIP6 [-] 72.5 72.5 86.6 72.9 -14.1 19.7 1.96 0.0226 0.133 0.705 0.548 0.308
NorESM2-MM_BARPA [-] 77.6 77.6 86.7 91.6 -9.09 18.8 2.53 0.00123 0.366 0.585 0.233 0.310
NorESM2-MM_CCAM [-] 82.2 82.2 86.7 91.6 -4.51 16.6 3.05 0.000300 0.429 0.472 0.181 0.302
NorESM2-MM_CMIP6 [-] 79.7 79.6 86.6 79.9 -6.98 14.5 2.09 0.0157 0.235 0.681 0.286 0.291
Download Data
Period Mean (original grids) [%]
Model Period Mean (intersection) [%]
Benchmark Period Mean (intersection) [%]
Model Period Mean (complement) [%]
Benchmark Period Mean (complement) [%]
Bias [%]
RMSE [%]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 44.2
ACCESS-CM2_BARPA [-] 60.7 60.2 44.2 16.0 16.2 1.02 0.216 0.765 0.930 0.506 0.636
ACCESS-CM2_CCAM [-] 66.1 65.5 44.2 21.4 21.8 0.509 0.114 0.629 0.966 0.558 0.579
ACCESS-CM2_CMIP6 [-] 62.1 62.1 44.2 17.9 18.6 0.516 0.158 0.591 0.965 0.360 0.533
ACCESS-ESM1-5_BARPA [-] 60.2 59.7 44.2 15.5 15.8 0.966 0.230 0.745 0.935 0.498 0.631
ACCESS-ESM1-5_CCAM [-] 69.2 68.7 44.2 24.6 25.0 0.561 0.0817 0.621 0.962 0.607 0.579
ACCESS-ESM1-5_CMIP6 [-] 62.9 62.9 44.7 18.2 19.1 0.158 0.137 0.511 0.989 0.420 0.514
CESM2_BARPA [-] 59.1 58.6 44.2 14.4 14.8 0.767 0.256 0.695 0.948 0.496 0.618
CESM2_CCAM [-] 56.5 56.0 44.2 11.8 12.6 0.698 0.339 0.651 0.953 0.486 0.616
CMCC-ESM2_BARPA [-] 58.7 58.1 44.2 13.9 14.2 0.843 0.273 0.732 0.943 0.462 0.629
CMCC-ESM2_CCAM [-] 70.6 70.0 44.2 25.9 26.2 0.688 0.0679 0.628 0.954 0.593 0.574
CMCC-ESM2_CMIP6 [-] 64.9 64.9 44.2 20.7 21.7 0.362 0.130 0.479 0.935 0.358 0.476
CNRM-ESM2-1_CCAM [-] 64.7 64.2 44.2 20.0 20.7 0.384 0.133 0.568 0.975 0.601 0.569
CNRM-ESM2-1_CMIP6 [-] 55.3 55.3 44.6 10.7 12.0 0.137 0.381 0.623 0.991 0.205 0.565
EC-Earth3_BARPA [-] 54.3 53.7 44.2 9.58 10.2 0.0619 0.437 0.732 0.994 0.479 0.675
EC-Earth3_CCAM [-] 59.8 59.3 44.2 15.1 16.2 0.0352 0.233 0.543 0.997 0.511 0.565
EC-Earth3_CMIP6 [-] 49.6 49.6 44.3 5.31 9.15 0.291 0.609 0.488 0.954 0.490 0.606
ERA5_BARPA [-] 60.0 59.4 44.2 15.2 15.4 0.0265 0.235 0.798 0.998 0.486 0.663
ERA5_CCAM [-] 68.1 67.6 44.2 23.4 23.6 0.0348 0.0904 0.722 0.998 0.614 0.629
MPI-ESM1-2-HR_BARPA [-] 52.6 52.0 44.2 7.87 8.89 0.0265 0.511 0.705 0.998 0.503 0.684
MPI-ESM1-2-HR_CMIP6 [-] 46.7 46.7 44.3 2.35 8.56 0.125 0.570 0.526 0.975 0.291 0.578
NorESM2-MM_BARPA [-] 62.1 61.6 44.2 17.4 17.9 1.03 0.181 0.650 0.929 0.533 0.589
NorESM2-MM_CCAM [-] 71.9 71.5 44.2 27.4 27.5 1.04 0.0570 0.692 0.928 0.755 0.625
NorESM2-MM_CMIP6 [-] 62.3 62.3 44.2 18.1 18.9 0.00 0.177 0.551 1.00 0.340 0.524
Download Data
Period Mean (original grids) [%]
Model Period Mean (intersection) [%]
Benchmark Period Mean (intersection) [%]
Model Period Mean (complement) [%]
Benchmark Period Mean (complement) [%]
Bias [%]
RMSE [%]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 49.3
ACCESS-CM2_BARPA [-] 66.1 66.1 49.3 16.8 17.1 1.65 0.0674 0.553 0.789 0.854 0.563
ACCESS-CM2_CCAM [-] 68.0 68.2 49.3 18.9 19.1 0.731 0.0544 0.621 0.934 0.692 0.584
ACCESS-CM2_CMIP6 [-] 63.9 63.9 50.4 13.4 13.8 1.32 0.105 0.600 0.873 0.897 0.615
ACCESS-ESM1-5_BARPA [-] 66.8 66.8 49.3 17.5 17.9 1.57 0.0617 0.543 0.816 0.808 0.554
ACCESS-ESM1-5_CCAM [-] 72.5 72.5 49.3 23.2 23.5 0.579 0.0259 0.604 0.937 0.757 0.586
ACCESS-ESM1-5_CMIP6 [-] 64.4 64.4 48.9 15.4 16.0 0.225 0.0878 0.500 0.985 0.810 0.577
CESM2_BARPA [-] 63.7 63.7 49.3 14.4 15.3 2.21 0.100 0.412 0.649 0.829 0.480
CESM2_CCAM [-] 64.6 64.7 49.3 15.4 16.0 1.93 0.114 0.525 0.702 0.490 0.471
CMCC-ESM2_BARPA [-] 63.4 63.4 49.3 14.1 14.7 1.38 0.112 0.510 0.818 0.735 0.537
CMCC-ESM2_CCAM [-] 70.2 70.2 49.3 20.9 21.4 2.21 0.0404 0.512 0.621 0.671 0.471
CMCC-ESM2_CMIP6 [-] 64.7 64.7 48.8 15.9 17.0 3.10 0.0927 0.414 0.453 0.542 0.383
CNRM-ESM2-1_CCAM [-] 70.4 70.4 49.3 21.1 21.5 0.617 0.0364 0.536 0.910 0.732 0.550
CNRM-ESM2-1_CMIP6 [-] 62.6 62.6 49.4 13.2 13.7 1.11 0.124 0.576 0.894 0.773 0.589
EC-Earth3_BARPA [-] 61.5 61.6 49.3 12.3 13.0 1.18 0.154 0.495 0.838 0.671 0.530
EC-Earth3_CCAM [-] 66.1 66.2 49.3 17.0 18.1 1.97 0.0812 0.401 0.694 0.566 0.429
EC-Earth3_CMIP6 [-] 58.3 58.3 48.8 9.45 12.2 2.64 0.241 0.289 0.580 0.703 0.420
ERA5_BARPA [-] 65.4 65.4 49.3 16.1 16.4 0.550 0.0778 0.591 0.927 0.791 0.596
ERA5_CCAM [-] 71.2 71.2 49.3 21.9 22.2 0.930 0.0318 0.604 0.852 0.745 0.568
MPI-ESM1-2-HR_BARPA [-] 60.4 60.5 49.3 11.2 11.9 2.04 0.177 0.499 0.630 0.699 0.501
MPI-ESM1-2-HR_CMIP6 [-] 53.8 53.8 49.3 4.45 8.38 3.07 0.490 0.297 0.438 0.765 0.457
NorESM2-MM_BARPA [-] 65.4 65.3 49.3 16.0 16.5 1.58 0.0754 0.514 0.799 0.868 0.554
NorESM2-MM_CCAM [-] 74.8 74.8 49.3 25.5 25.7 1.92 0.0156 0.627 0.733 0.917 0.584
NorESM2-MM_CMIP6 [-] 64.3 64.3 48.8 15.5 16.0 2.85 0.0878 0.527 0.480 0.674 0.459
Download Data
Period Mean (original grids) [%]
Model Period Mean (intersection) [%]
Benchmark Period Mean (intersection) [%]
Model Period Mean (complement) [%]
Benchmark Period Mean (complement) [%]
Bias [%]
RMSE [%]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 48.0
ACCESS-CM2_BARPA [-] 73.0 73.1 48.0 25.1 25.4 1.29 0.0305 0.554 0.860 0.493 0.498
ACCESS-CM2_CCAM [-] 78.9 79.0 48.0 30.9 31.0 0.500 0.0120 0.691 0.966 0.607 0.593
ACCESS-CM2_CMIP6 [-] 76.1 76.1 52.1 24.0 24.1 0.774 0.0117 0.726 0.916 0.652 0.607
ACCESS-ESM1-5_BARPA [-] 73.6 73.7 48.0 25.6 26.0 1.46 0.0280 0.529 0.819 0.556 0.492
ACCESS-ESM1-5_CCAM [-] 82.2 82.1 48.0 34.1 34.3 0.604 0.00732 0.659 0.936 0.586 0.569
ACCESS-ESM1-5_CMIP6 [-] 74.3 74.3 47.2 27.1 27.6 0.00 0.0183 0.450 1.00 0.859 0.556
CESM2_BARPA [-] 72.9 73.0 48.0 24.9 25.5 2.15 0.0307 0.432 0.652 0.477 0.405
CESM2_CCAM [-] 74.8 74.5 48.0 26.5 26.8 1.64 0.0283 0.583 0.756 0.904 0.571
CMCC-ESM2_BARPA [-] 73.7 73.7 48.0 25.7 26.1 1.49 0.0281 0.529 0.813 0.569 0.494
CMCC-ESM2_CCAM [-] 84.0 84.0 48.0 36.0 36.2 1.24 0.00504 0.592 0.845 0.442 0.495
CMCC-ESM2_CMIP6 [-] 78.7 78.7 49.3 29.4 29.7 1.91 0.0123 0.462 0.674 0.755 0.473
CNRM-ESM2-1_CCAM [-] 78.1 78.0 48.0 30.0 30.3 0.449 0.0153 0.550 0.971 0.793 0.576
CNRM-ESM2-1_CMIP6 [-] 70.2 70.2 47.2 23.0 23.2 0.416 0.0272 0.614 0.972 0.587 0.563
EC-Earth3_BARPA [-] 70.4 70.3 48.0 22.3 22.8 1.54 0.0471 0.479 0.767 0.624 0.480
EC-Earth3_CCAM [-] 77.4 77.1 48.0 29.1 29.4 0.831 0.0174 0.561 0.884 0.798 0.564
EC-Earth3_CMIP6 [-] 65.6 65.6 48.7 17.0 17.9 1.84 0.0943 0.389 0.713 0.923 0.502
ERA5_BARPA [-] 73.9 74.0 48.0 26.0 26.1 0.973 0.0253 0.651 0.878 0.447 0.530
ERA5_CCAM [-] 81.8 81.7 48.0 33.7 33.7 0.276 0.00769 0.735 0.979 0.569 0.605
MPI-ESM1-2-HR_BARPA [-] 66.1 66.1 48.0 18.1 18.8 1.64 0.0939 0.461 0.730 0.573 0.463
MPI-ESM1-2-HR_CMIP6 [-] 60.3 60.3 49.0 11.3 13.1 1.86 0.215 0.362 0.655 0.782 0.475
NorESM2-MM_BARPA [-] 74.2 74.4 48.0 26.3 26.6 1.96 0.0246 0.544 0.689 0.456 0.451
NorESM2-MM_CCAM [-] 82.3 82.3 48.0 34.3 34.4 0.850 0.00674 0.697 0.912 0.513 0.565
NorESM2-MM_CMIP6 [-] 75.8 75.8 49.3 26.5 26.7 0.346 0.0181 0.610 0.977 0.766 0.596
Download Data
Period Mean (original grids) [%]
Model Period Mean (intersection) [%]
Benchmark Period Mean (intersection) [%]
Model Period Mean (complement) [%]
Benchmark Period Mean (complement) [%]
Bias [%]
RMSE [%]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 41.6
ACCESS-CM2_BARPA [-] 55.3 55.5 41.6 13.9 14.5 1.96 0.106 0.528 0.686 0.851 0.540
ACCESS-CM2_CCAM [-] 56.8 57.1 41.6 15.5 16.5 2.14 0.0799 0.418 0.667 0.875 0.491
ACCESS-CM2_CMIP6 [-] 52.8 52.8 43.1 9.63 11.0 1.59 0.227 0.421 0.791 0.993 0.571
ACCESS-ESM1-5_BARPA [-] 55.8 56.1 41.6 14.5 15.6 2.31 0.0971 0.452 0.650 0.838 0.498
ACCESS-ESM1-5_CCAM [-] 61.6 61.8 41.6 20.2 21.6 2.15 0.0354 0.320 0.646 0.875 0.439
ACCESS-ESM1-5_CMIP6 [-] 57.1 57.1 42.5 14.7 15.8 1.82 0.0782 0.389 0.689 0.973 0.504
CESM2_BARPA [-] 51.6 51.9 41.6 10.3 11.9 2.02 0.206 0.400 0.641 0.800 0.489
CESM2_CCAM [-] 51.2 51.6 41.6 9.97 12.1 2.28 0.262 0.376 0.647 0.671 0.467
CMCC-ESM2_BARPA [-] 51.4 51.7 41.6 10.1 11.7 1.43 0.222 0.426 0.770 0.770 0.523
CMCC-ESM2_CCAM [-] 60.4 60.6 41.6 19.0 20.8 2.55 0.0467 0.279 0.546 0.856 0.402
CMCC-ESM2_CMIP6 [-] 57.7 57.7 41.7 16.0 18.4 2.65 0.0818 0.265 0.531 0.995 0.428
CNRM-ESM2-1_CCAM [-] 60.2 60.4 41.6 18.8 20.5 2.12 0.0465 0.297 0.646 0.858 0.429
CNRM-ESM2-1_CMIP6 [-] 51.9 51.9 42.6 9.26 10.9 1.30 0.313 0.445 0.825 0.687 0.543
EC-Earth3_BARPA [-] 51.9 52.2 41.6 10.6 12.5 2.16 0.216 0.371 0.637 0.755 0.470
EC-Earth3_CCAM [-] 59.6 59.9 41.6 18.3 20.8 2.29 0.0627 0.223 0.621 0.773 0.381
EC-Earth3_CMIP6 [-] 53.7 53.7 41.5 12.2 16.9 2.38 0.148 0.164 0.604 0.879 0.392
ERA5_BARPA [-] 55.2 55.4 41.6 13.8 15.1 1.60 0.110 0.401 0.729 0.834 0.495
ERA5_CCAM [-] 62.1 62.3 41.6 20.7 22.1 2.48 0.0356 0.314 0.558 0.834 0.411
MPI-ESM1-2-HR_BARPA [-] 51.1 51.3 41.6 9.72 10.9 2.18 0.250 0.487 0.622 0.745 0.518
MPI-ESM1-2-HR_CMIP6 [-] 43.9 43.9 42.0 1.92 7.24 2.49 0.564 0.387 0.559 0.831 0.546
NorESM2-MM_BARPA [-] 54.7 55.0 41.6 13.4 14.3 1.66 0.114 0.443 0.747 0.861 0.522
NorESM2-MM_CCAM [-] 67.7 67.9 41.6 26.3 27.3 2.54 0.0123 0.328 0.549 0.923 0.428
NorESM2-MM_CMIP6 [-] 58.2 58.2 41.7 16.5 17.3 2.65 0.0752 0.444 0.531 0.994 0.498
Download Data
Period Mean (original grids) [%]
Model Period Mean (intersection) [%]
Benchmark Period Mean (intersection) [%]
Model Period Mean (complement) [%]
Benchmark Period Mean (complement) [%]
Bias [%]
RMSE [%]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 40.9
ACCESS-CM2_BARPA [-] 57.7 58.1 40.9 17.2 18.2 0.218 0.0554 0.398 0.969 0.832 0.531
ACCESS-CM2_CCAM [-] 61.4 61.8 40.9 20.9 22.3 0.407 0.0266 0.277 0.959 0.860 0.480
ACCESS-CM2_CMIP6 [-] 51.2 51.2 41.7 9.55 12.4 0.448 0.209 0.314 0.950 0.895 0.537
ACCESS-ESM1-5_BARPA [-] 56.7 57.2 40.9 16.3 18.3 0.234 0.0715 0.304 0.972 0.800 0.490
ACCESS-ESM1-5_CCAM [-] 60.9 61.3 40.9 20.4 22.7 0.290 0.0376 0.203 0.952 0.778 0.435
ACCESS-ESM1-5_CMIP6 [-] 52.9 52.9 41.4 11.5 14.0 0.491 0.160 0.268 0.955 0.903 0.511
CESM2_BARPA [-] 53.4 53.9 40.9 13.0 15.3 0.511 0.139 0.311 0.944 0.725 0.486
CESM2_CCAM [-] 49.7 50.3 40.9 9.41 12.3 0.531 0.265 0.341 0.953 0.587 0.498
CMCC-ESM2_BARPA [-] 54.1 54.6 40.9 13.7 16.2 0.244 0.123 0.303 0.960 0.721 0.482
CMCC-ESM2_CCAM [-] 65.5 65.7 40.9 24.9 26.7 0.133 0.0121 0.234 0.977 0.937 0.479
CMCC-ESM2_CMIP6 [-] 58.8 58.8 40.9 17.9 21.3 0.287 0.0460 0.197 0.951 0.998 0.478
CNRM-ESM2-1_CCAM [-] 63.1 63.4 40.9 22.5 25.2 0.218 0.0218 0.186 0.969 0.813 0.435
CNRM-ESM2-1_CMIP6 [-] 45.5 45.5 41.4 4.10 8.65 0.332 0.480 0.345 0.960 0.838 0.594
EC-Earth3_BARPA [-] 54.6 55.1 40.9 14.3 17.1 0.152 0.125 0.267 0.975 0.684 0.463
EC-Earth3_CCAM [-] 64.6 64.8 40.9 24.0 27.1 0.319 0.0189 0.162 0.962 0.783 0.417
EC-Earth3_CMIP6 [-] 56.3 56.3 40.8 15.5 22.4 0.552 0.0746 0.0704 0.946 0.890 0.410
ERA5_BARPA [-] 57.0 57.5 40.9 16.6 18.4 0.140 0.0656 0.324 0.976 0.789 0.496
ERA5_CCAM [-] 64.1 64.4 40.9 23.5 25.6 0.133 0.0204 0.217 0.977 0.785 0.443
MPI-ESM1-2-HR_BARPA [-] 53.5 54.0 40.9 13.1 15.2 0.367 0.155 0.345 0.964 0.683 0.498
MPI-ESM1-2-HR_CMIP6 [-] 41.1 41.1 40.6 0.552 9.67 0.167 0.593 0.225 0.971 0.849 0.573
NorESM2-MM_BARPA [-] 58.2 58.7 40.9 17.8 18.6 0.471 0.0458 0.432 0.944 0.861 0.543
NorESM2-MM_CCAM [-] 67.2 67.5 40.9 26.6 27.7 0.133 0.00987 0.285 0.977 0.905 0.492
NorESM2-MM_CMIP6 [-] 53.8 53.8 40.9 13.0 13.9 0.481 0.116 0.456 0.937 0.956 0.584
Download Data
Period Mean (original grids) [%]
Model Period Mean (intersection) [%]
Benchmark Period Mean (intersection) [%]
Model Period Mean (complement) [%]
Benchmark Period Mean (complement) [%]
Bias [%]
RMSE [%]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 49.9
ACCESS-CM2_BARPA [-] 62.4 62.3 49.9 12.4 12.5 0.306 0.445 0.865 0.980 0.882 0.807
ACCESS-CM2_CCAM [-] 65.5 65.3 49.9 15.4 16.3 0.290 0.366 0.706 0.981 0.833 0.718
ACCESS-CM2_CMIP6 [-] 63.8 63.8 49.6 14.2 15.5 0.0497 0.392 0.658 0.997 0.806 0.702
ACCESS-ESM1-5_BARPA [-] 60.7 60.5 49.9 10.6 10.9 0.596 0.517 0.841 0.961 0.845 0.801
ACCESS-ESM1-5_CCAM [-] 63.9 63.7 49.9 13.8 14.8 0.228 0.421 0.712 0.985 0.829 0.732
ACCESS-ESM1-5_CMIP6 [-] 62.5 62.5 50.3 12.2 13.4 0.225 0.425 0.671 0.985 0.994 0.749
CESM2_BARPA [-] 61.5 61.3 49.9 11.5 11.7 0.351 0.482 0.846 0.976 0.845 0.799
CESM2_CCAM [-] 59.0 58.8 49.9 8.87 9.77 0.463 0.597 0.790 0.968 0.747 0.778
CMCC-ESM2_BARPA [-] 61.5 61.4 49.9 11.5 11.7 0.766 0.480 0.864 0.948 0.854 0.802
CMCC-ESM2_CCAM [-] 67.1 66.9 49.9 17.0 17.3 0.746 0.347 0.806 0.951 0.792 0.741
CMCC-ESM2_CMIP6 [-] 64.8 64.8 50.4 14.5 15.2 0.720 0.396 0.705 0.951 0.755 0.703
CNRM-ESM2-1_CCAM [-] 60.7 60.5 49.9 10.6 11.9 0.478 0.529 0.731 0.969 0.850 0.762
CNRM-ESM2-1_CMIP6 [-] 56.0 56.0 50.3 5.72 7.83 0.195 0.689 0.796 0.987 0.847 0.823
EC-Earth3_BARPA [-] 58.0 57.8 49.9 7.89 8.34 0.157 0.629 0.850 0.990 0.850 0.834
EC-Earth3_CCAM [-] 58.9 58.7 49.9 8.77 10.3 0.123 0.604 0.747 0.992 0.782 0.774
EC-Earth3_CMIP6 [-] 53.5 53.5 49.8 3.63 7.38 0.132 0.743 0.740 0.992 0.878 0.819
ERA5_BARPA [-] 63.0 62.9 49.9 13.0 13.1 0.208 0.426 0.882 0.986 0.884 0.812
ERA5_CCAM [-] 64.2 64.0 49.9 14.1 14.6 0.113 0.421 0.781 0.993 0.817 0.759
MPI-ESM1-2-HR_BARPA [-] 58.3 58.2 49.9 8.26 8.74 0.0671 0.606 0.845 0.996 0.844 0.827
MPI-ESM1-2-HR_CMIP6 [-] 51.5 51.5 50.0 1.49 7.53 0.0762 0.712 0.719 0.996 0.859 0.801
NorESM2-MM_BARPA [-] 64.0 63.8 49.9 13.9 14.1 0.820 0.393 0.847 0.946 0.898 0.786
NorESM2-MM_CCAM [-] 67.3 67.1 49.9 17.2 17.5 0.882 0.326 0.790 0.941 0.877 0.745
NorESM2-MM_CMIP6 [-] 61.8 61.8 50.4 11.4 13.9 0.318 0.469 0.569 0.978 0.892 0.696
Download Data
Period Mean (original grids) [%]
Model Period Mean (intersection) [%]
Benchmark Period Mean (intersection) [%]
Model Period Mean (complement) [%]
Benchmark Period Mean (complement) [%]
Bias [%]
RMSE [%]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 32.5
ACCESS-CM2_BARPA [-] 40.7 40.8 32.5 8.25 9.05 1.15 0.324 0.591 0.858 0.975 0.668
ACCESS-CM2_CCAM [-] 45.7 45.8 32.5 13.3 14.3 0.899 0.168 0.474 0.854 0.990 0.592
ACCESS-CM2_CMIP6 [-] 39.7 39.7 32.6 7.04 9.15 0.588 0.400 0.444 0.917 0.955 0.632
ACCESS-ESM1-5_BARPA [-] 38.8 38.9 32.5 6.35 7.60 1.61 0.437 0.579 0.795 0.919 0.662
ACCESS-ESM1-5_CCAM [-] 45.5 45.5 32.5 13.0 14.6 0.913 0.181 0.408 0.857 0.831 0.537
ACCESS-ESM1-5_CMIP6 [-] 43.3 43.3 32.6 10.7 12.8 0.382 0.253 0.378 0.946 0.889 0.569
CESM2_BARPA [-] 37.1 37.1 32.5 4.58 6.46 1.07 0.543 0.551 0.874 0.923 0.688
CESM2_CCAM [-] 34.2 34.2 32.5 1.69 5.39 0.996 0.658 0.543 0.855 0.864 0.693
CMCC-ESM2_BARPA [-] 36.8 36.8 32.5 4.27 7.39 1.03 0.573 0.447 0.888 0.939 0.659
CMCC-ESM2_CCAM [-] 51.0 51.0 32.5 18.5 19.7 2.07 0.0913 0.408 0.659 0.982 0.509
CMCC-ESM2_CMIP6 [-] 50.4 50.4 32.7 17.7 19.9 2.73 0.111 0.301 0.535 0.935 0.437
CNRM-ESM2-1_CCAM [-] 45.5 45.6 32.5 13.0 14.6 1.35 0.180 0.419 0.765 0.949 0.546
CNRM-ESM2-1_CMIP6 [-] 34.0 34.0 32.6 1.46 5.59 0.796 0.639 0.519 0.864 0.966 0.701
EC-Earth3_BARPA [-] 33.4 33.5 32.5 0.929 4.09 0.959 0.709 0.641 0.847 0.888 0.745
EC-Earth3_CCAM [-] 41.6 41.7 32.5 9.16 12.2 1.98 0.311 0.358 0.669 0.899 0.519
EC-Earth3_CMIP6 [-] 37.0 37.0 32.6 4.39 10.5 2.21 0.544 0.311 0.625 0.974 0.553
ERA5_BARPA [-] 39.2 39.3 32.5 6.75 7.93 0.471 0.399 0.564 0.915 0.945 0.678
ERA5_CCAM [-] 45.5 45.5 32.5 13.0 14.1 1.11 0.180 0.492 0.801 0.824 0.558
MPI-ESM1-2-HR_BARPA [-] 33.9 34.0 32.5 1.42 4.15 0.854 0.720 0.623 0.852 0.946 0.753
MPI-ESM1-2-HR_CMIP6 [-] 28.4 28.4 32.6 -4.20 6.49 1.31 0.538 0.541 0.768 0.997 0.677
NorESM2-MM_BARPA [-] 42.4 42.4 32.5 9.87 11.6 1.20 0.258 0.426 0.874 0.996 0.596
NorESM2-MM_CCAM [-] 54.8 54.9 32.5 22.3 22.9 1.57 0.0528 0.478 0.776 0.980 0.553
NorESM2-MM_CMIP6 [-] 46.7 46.7 32.7 14.0 14.3 0.796 0.148 0.640 0.859 0.994 0.656
Download Data
Period Mean (original grids) [%]
Model Period Mean (intersection) [%]
Benchmark Period Mean (intersection) [%]
Model Period Mean (complement) [%]
Benchmark Period Mean (complement) [%]
Bias [%]
RMSE [%]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 36.4
ACCESS-CM2_BARPA [-] 47.3 47.3 36.4 10.9 11.2 0.155 0.359 0.762 0.982 0.967 0.767
ACCESS-CM2_CCAM [-] 49.1 49.1 36.4 12.7 13.6 0.152 0.293 0.629 0.984 0.998 0.707
ACCESS-CM2_CMIP6 [-] 45.0 45.0 36.5 8.47 10.0 0.0756 0.441 0.613 0.995 0.986 0.729
ACCESS-ESM1-5_BARPA [-] 45.1 45.0 36.4 8.59 9.14 0.740 0.451 0.780 0.941 0.921 0.775
ACCESS-ESM1-5_CCAM [-] 48.9 48.8 36.4 12.5 13.5 0.266 0.318 0.630 0.977 0.939 0.699
ACCESS-ESM1-5_CMIP6 [-] 46.7 46.7 37.0 9.70 11.1 0.117 0.386 0.605 0.992 0.988 0.715
CESM2_BARPA [-] 45.7 45.6 36.4 9.21 9.71 0.248 0.428 0.758 0.978 0.902 0.765
CESM2_CCAM [-] 43.0 42.9 36.4 6.49 7.77 0.392 0.539 0.698 0.972 0.931 0.768
CMCC-ESM2_BARPA [-] 45.9 45.8 36.4 9.45 10.3 0.268 0.416 0.695 0.972 0.910 0.738
CMCC-ESM2_CCAM [-] 55.9 55.8 36.4 19.4 19.9 0.399 0.156 0.682 0.948 0.982 0.690
CMCC-ESM2_CMIP6 [-] 52.5 52.5 36.9 15.6 16.5 0.559 0.234 0.607 0.905 0.906 0.652
CNRM-ESM2-1_CCAM [-] 50.3 50.2 36.4 13.8 14.4 0.289 0.262 0.690 0.977 0.998 0.723
CNRM-ESM2-1_CMIP6 [-] 40.0 40.0 36.6 3.42 5.25 0.262 0.693 0.721 0.985 0.989 0.822
EC-Earth3_BARPA [-] 41.8 41.7 36.4 5.31 6.23 0.366 0.601 0.764 0.970 0.872 0.794
EC-Earth3_CCAM [-] 45.4 45.3 36.4 8.95 9.96 0.530 0.416 0.659 0.936 0.974 0.729
EC-Earth3_CMIP6 [-] 40.9 40.9 36.6 4.31 6.91 0.483 0.650 0.608 0.936 0.992 0.758
ERA5_BARPA [-] 47.3 47.2 36.4 10.8 11.1 0.189 0.354 0.790 0.983 0.948 0.773
ERA5_CCAM [-] 49.0 48.9 36.4 12.5 13.0 0.140 0.293 0.732 0.985 0.968 0.742
MPI-ESM1-2-HR_BARPA [-] 43.2 43.1 36.4 6.70 7.37 0.191 0.533 0.780 0.982 0.911 0.797
MPI-ESM1-2-HR_CMIP6 [-] 37.2 37.2 36.5 0.613 4.64 0.188 0.736 0.710 0.968 0.940 0.813
NorESM2-MM_BARPA [-] 49.8 49.8 36.4 13.4 13.9 0.550 0.285 0.697 0.960 0.980 0.724
NorESM2-MM_CCAM [-] 57.4 57.3 36.4 20.9 21.5 0.571 0.136 0.644 0.961 0.984 0.674
NorESM2-MM_CMIP6 [-] 51.8 51.8 36.9 14.9 15.3 0.287 0.256 0.703 0.958 0.990 0.722
Download Data
Period Mean (original grids) [%]
Model Period Mean (intersection) [%]
Benchmark Period Mean (intersection) [%]
Model Period Mean (complement) [%]
Benchmark Period Mean (complement) [%]
Bias [%]
RMSE [%]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 56.7
ACCESS-CM2_BARPA [-] 77.0 76.9 56.7 20.3 20.7 0.679 0.147 0.653 0.957 0.484 0.579
ACCESS-CM2_CCAM [-] 81.0 81.2 56.7 24.5 24.7 0.509 0.0892 0.751 0.967 0.617 0.635
ACCESS-CM2_CMIP6 [-] 78.9 78.9 55.9 23.0 23.1 1.02 0.0710 0.756 0.933 0.741 0.651
ACCESS-ESM1-5_BARPA [-] 75.8 75.7 56.7 19.1 19.7 0.594 0.167 0.615 0.963 0.603 0.593
ACCESS-ESM1-5_CCAM [-] 81.4 81.6 56.7 24.9 25.2 0.680 0.0857 0.702 0.953 0.650 0.619
ACCESS-ESM1-5_CMIP6 [-] 80.3 80.3 72.4 7.86 8.02 0.00 0.243 0.750 1.00 1.00 0.749
CESM2_BARPA [-] 77.4 77.3 56.7 20.6 21.3 0.509 0.140 0.584 0.967 0.503 0.556
CESM2_CCAM [-] 82.4 82.6 56.7 26.0 26.4 0.680 0.0766 0.630 0.953 0.684 0.595
CMCC-ESM2_BARPA [-] 77.1 76.9 56.7 20.3 20.8 0.594 0.154 0.633 0.963 0.486 0.574
CMCC-ESM2_CCAM [-] 84.0 83.9 56.7 27.2 27.8 0.594 0.0688 0.576 0.963 0.537 0.544
CMCC-ESM2_CMIP6 [-] 75.7 75.7 60.5 15.2 16.8 2.56 0.244 0.502 0.559 0.639 0.489
CNRM-ESM2-1_CCAM [-] 80.7 80.9 56.7 24.2 24.5 0.423 0.0930 0.720 0.970 0.640 0.629
CNRM-ESM2-1_CMIP6 [-] 74.1 74.1 60.3 13.8 14.2 0.00 0.206 0.676 1.00 0.928 0.697
EC-Earth3_BARPA [-] 77.0 76.8 56.7 20.2 20.6 0.676 0.149 0.663 0.955 0.376 0.561
EC-Earth3_CCAM [-] 82.2 82.3 56.7 25.6 25.9 0.423 0.0802 0.671 0.970 0.524 0.583
EC-Earth3_CMIP6 [-] 73.3 73.3 57.6 15.7 16.2 0.678 0.260 0.666 0.956 0.832 0.676
ERA5_BARPA [-] 78.5 78.3 56.7 21.6 22.1 0.594 0.126 0.651 0.963 0.342 0.547
ERA5_CCAM [-] 82.9 82.9 56.7 26.3 26.5 0.422 0.0736 0.683 0.970 0.465 0.575
MPI-ESM1-2-HR_BARPA [-] 75.1 75.1 56.7 18.4 18.9 0.594 0.186 0.657 0.963 0.545 0.601
MPI-ESM1-2-HR_CMIP6 [-] 73.4 73.4 58.1 15.3 15.6 0.00 0.267 0.774 1.00 0.976 0.758
NorESM2-MM_BARPA [-] 78.3 78.1 56.7 21.4 21.9 0.763 0.132 0.643 0.951 0.426 0.559
NorESM2-MM_CCAM [-] 82.8 82.9 56.7 26.2 26.5 0.423 0.0723 0.685 0.971 0.625 0.608
NorESM2-MM_CMIP6 [-] 75.5 75.5 60.5 15.1 16.0 1.02 0.212 0.559 0.933 0.00232 0.453
Download Data
Period Mean (original grids) [%]
Model Period Mean (intersection) [%]
Benchmark Period Mean (intersection) [%]
Model Period Mean (complement) [%]
Benchmark Period Mean (complement) [%]
Bias [%]
RMSE [%]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 53.1
ACCESS-CM2_BARPA [-] 82.6 82.2 53.1 29.1 29.6 1.21 0.0525 0.570 0.871 0.307 0.474
ACCESS-CM2_CCAM [-] 87.5 86.7 53.1 33.5 34.0 0.955 0.0309 0.570 0.926 0.451 0.509
ACCESS-CM2_CMIP6 [-] 83.4 83.4 63.1 20.3 20.7 1.02 0.0557 0.548 0.933 1.00 0.617
ACCESS-ESM1-5_BARPA [-] 82.2 82.0 53.1 28.8 29.3 1.27 0.0530 0.552 0.854 0.293 0.461
ACCESS-ESM1-5_CCAM [-] 88.9 88.0 53.1 34.8 35.4 1.08 0.0268 0.525 0.918 0.492 0.498
ACCESS-ESM1-5_CMIP6 [-] 85.0 85.0 56.1 28.9 29.2 0.503 0.0486 0.653 0.970 0.370 0.539
CESM2_BARPA [-] 82.7 82.3 53.1 29.2 29.7 0.891 0.0510 0.561 0.931 0.299 0.481
CESM2_CCAM [-] 89.2 88.2 53.1 35.1 35.7 1.08 0.0262 0.489 0.905 0.516 0.485
CMCC-ESM2_BARPA [-] 82.3 81.8 53.1 28.6 29.1 0.955 0.0592 0.591 0.929 0.390 0.512
CMCC-ESM2_CCAM [-] 88.2 87.1 53.1 33.9 34.6 1.02 0.0316 0.504 0.924 0.541 0.501
CMCC-ESM2_CMIP6 [-] 77.4 77.4 53.3 24.1 24.9 1.71 0.0931 0.490 0.753 0.294 0.424
CNRM-ESM2-1_CCAM [-] 88.4 87.4 53.1 34.3 34.8 0.954 0.0298 0.548 0.938 0.533 0.519
CNRM-ESM2-1_CMIP6 [-] 78.2 78.2 59.9 18.3 18.5 1.02 0.133 0.698 0.933 0.0401 0.500
EC-Earth3_BARPA [-] 82.2 81.7 53.1 28.6 29.0 0.828 0.0576 0.599 0.936 0.331 0.505
EC-Earth3_CCAM [-] 88.2 87.2 53.1 34.1 34.6 0.890 0.0301 0.524 0.932 0.508 0.504
EC-Earth3_CMIP6 [-] 78.3 78.3 53.2 25.1 25.5 0.887 0.0717 0.653 0.942 0.424 0.549
ERA5_BARPA [-] 82.7 82.2 53.1 29.1 29.5 1.08 0.0538 0.587 0.896 0.334 0.491
ERA5_CCAM [-] 88.2 87.3 53.1 34.1 34.7 0.829 0.0292 0.531 0.920 0.472 0.496
MPI-ESM1-2-HR_BARPA [-] 81.8 81.5 53.1 28.4 28.8 1.02 0.0599 0.578 0.909 0.366 0.498
MPI-ESM1-2-HR_CMIP6 [-] 80.2 80.2 56.5 23.7 23.9 0.402 0.0609 0.722 0.970 0.0786 0.511
NorESM2-MM_BARPA [-] 82.9 82.4 53.1 29.2 29.7 1.08 0.0531 0.575 0.910 0.341 0.491
NorESM2-MM_CCAM [-] 88.9 88.0 53.1 34.9 35.4 0.387 0.0255 0.521 0.961 0.430 0.492
NorESM2-MM_CMIP6 [-] 78.7 78.7 53.3 25.4 26.1 1.02 0.0838 0.494 0.933 0.239 0.449
Download Data
Period Mean (original grids) [%]
Model Period Mean (intersection) [%]
Benchmark Period Mean (intersection) [%]
Model Period Mean (complement) [%]
Benchmark Period Mean (complement) [%]
Bias [%]
RMSE [%]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 50.6
ACCESS-CM2_BARPA [-] 74.2 74.5 50.6 23.9 24.8 1.15 0.139 0.530 0.874 0.0657 0.427
ACCESS-CM2_CCAM [-] 78.1 78.1 50.6 27.5 27.9 0.551 0.0929 0.679 0.951 0.161 0.513
ACCESS-CM2_CMIP6 [-] 77.1 77.1 58.5 18.6 18.7 0.00 0.0803 0.756 1.00 0.0521 0.529
ACCESS-ESM1-5_BARPA [-] 72.9 73.2 50.6 22.5 23.8 1.49 0.165 0.494 0.795 0.0641 0.402
ACCESS-ESM1-5_CCAM [-] 79.2 79.2 50.6 28.6 29.1 0.637 0.0823 0.603 0.935 0.151 0.475
ACCESS-ESM1-5_CMIP6 [-] 77.0 77.0 57.5 19.5 20.0 0.00 0.0753 0.529 1.00 0.188 0.464
CESM2_BARPA [-] 74.5 74.8 50.6 24.2 25.5 1.24 0.135 0.463 0.813 0.0630 0.387
CESM2_CCAM [-] 74.3 74.1 50.6 23.5 24.3 0.811 0.142 0.584 0.868 0.209 0.477
CMCC-ESM2_BARPA [-] 74.9 75.2 50.6 24.6 25.6 1.07 0.137 0.520 0.887 0.0895 0.431
CMCC-ESM2_CCAM [-] 83.3 83.6 50.6 32.9 33.7 1.10 0.0532 0.503 0.821 0.180 0.412
CMCC-ESM2_CMIP6 [-] 75.1 75.1 54.6 20.4 22.0 2.20 0.170 0.400 0.577 0.427 0.395
CNRM-ESM2-1_CCAM [-] 76.3 76.2 50.6 25.6 26.0 0.636 0.111 0.638 0.954 0.179 0.504
CNRM-ESM2-1_CMIP6 [-] 70.4 70.4 53.6 16.8 17.2 0.341 0.199 0.665 0.981 0.0426 0.510
EC-Earth3_BARPA [-] 72.7 72.9 50.6 22.3 23.2 0.853 0.167 0.550 0.889 0.0505 0.441
EC-Earth3_CCAM [-] 77.9 77.7 50.6 27.1 27.7 0.759 0.0936 0.574 0.902 0.150 0.459
EC-Earth3_CMIP6 [-] 67.2 67.2 53.6 13.6 14.6 0.767 0.267 0.574 0.875 0.355 0.529
ERA5_BARPA [-] 76.1 76.4 50.6 25.8 26.4 0.723 0.108 0.575 0.925 0.0463 0.446
ERA5_CCAM [-] 81.6 81.7 50.6 31.1 31.5 0.211 0.0608 0.627 0.988 0.138 0.488
MPI-ESM1-2-HR_BARPA [-] 69.7 69.8 50.6 19.2 20.5 1.02 0.245 0.546 0.861 0.135 0.467
MPI-ESM1-2-HR_CMIP6 [-] 64.8 64.8 51.0 13.8 14.8 0.167 0.280 0.599 0.989 0.647 0.623
NorESM2-MM_BARPA [-] 75.8 76.2 50.6 25.6 26.5 1.19 0.120 0.517 0.821 0.0819 0.411
NorESM2-MM_CCAM [-] 80.5 80.5 50.6 29.9 30.4 0.762 0.0706 0.599 0.913 0.168 0.470
NorESM2-MM_CMIP6 [-] 73.5 73.5 54.6 18.9 20.0 1.68 0.185 0.476 0.690 0.242 0.414
Download Data
Period Mean (original grids) [%]
Model Period Mean (intersection) [%]
Benchmark Period Mean (intersection) [%]
Model Period Mean (complement) [%]
Benchmark Period Mean (complement) [%]
Bias [%]
RMSE [%]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 56.5
ACCESS-CM2_BARPA [-] 72.9 72.6 56.5 16.1 16.4 0.387 0.225 0.765 0.975 0.544 0.655
ACCESS-CM2_CCAM [-] 76.0 75.6 56.5 19.1 19.3 0.484 0.170 0.800 0.968 0.866 0.721
ACCESS-CM2_CMIP6 [-] 76.3 76.3 60.9 15.4 15.6 0.339 0.197 0.762 0.979 0.309 0.602
ACCESS-ESM1-5_BARPA [-] 72.0 71.6 56.5 15.1 15.6 0.387 0.248 0.708 0.975 0.556 0.639
ACCESS-ESM1-5_CCAM [-] 75.4 74.8 56.5 18.3 18.5 0.436 0.187 0.806 0.972 0.984 0.751
ACCESS-ESM1-5_CMIP6 [-] 71.1 71.1 54.3 16.8 17.1 0.00 0.236 0.752 1.00 0.425 0.633
CESM2_BARPA [-] 73.5 73.2 56.5 16.7 17.1 0.387 0.213 0.687 0.975 0.514 0.615
CESM2_CCAM [-] 75.8 75.1 56.5 18.6 18.7 0.533 0.177 0.823 0.965 0.959 0.749
CMCC-ESM2_BARPA [-] 73.0 72.7 56.5 16.2 16.5 0.678 0.224 0.761 0.955 0.532 0.646
CMCC-ESM2_CCAM [-] 76.5 76.0 56.5 19.4 19.7 0.437 0.174 0.768 0.971 0.996 0.735
CMCC-ESM2_CMIP6 [-] 72.6 72.6 60.0 12.6 13.2 0.407 0.295 0.660 0.973 0.309 0.580
CNRM-ESM2-1_CCAM [-] 72.7 72.0 56.5 15.5 15.7 0.388 0.249 0.826 0.974 0.997 0.774
CNRM-ESM2-1_CMIP6 [-] 69.9 69.9 64.9 4.93 5.30 1.02 0.494 0.758 0.933 1.00 0.789
EC-Earth3_BARPA [-] 70.4 70.1 56.5 13.6 13.9 0.436 0.289 0.742 0.971 0.627 0.674
EC-Earth3_CCAM [-] 72.7 72.0 56.5 15.5 15.8 0.581 0.248 0.787 0.961 0.998 0.756
EC-Earth3_CMIP6 [-] 66.9 66.9 58.1 8.83 9.33 0.593 0.432 0.744 0.961 0.545 0.685
ERA5_BARPA [-] 73.5 73.3 56.5 16.8 17.0 0.387 0.214 0.765 0.975 0.563 0.656
ERA5_CCAM [-] 75.1 74.5 56.5 18.0 18.1 0.387 0.200 0.836 0.975 0.997 0.768
MPI-ESM1-2-HR_BARPA [-] 71.0 70.7 56.5 14.2 14.6 0.387 0.272 0.745 0.975 0.582 0.664
MPI-ESM1-2-HR_CMIP6 [-] 65.3 65.3 57.2 8.11 8.81 0.203 0.451 0.717 0.987 0.153 0.605
NorESM2-MM_BARPA [-] 74.4 74.2 56.5 17.6 17.9 0.387 0.194 0.741 0.975 0.511 0.633
NorESM2-MM_CCAM [-] 77.1 76.6 56.5 20.1 20.2 0.484 0.161 0.803 0.967 0.994 0.746
NorESM2-MM_CMIP6 [-] 70.7 70.7 60.0 10.7 12.7 0.202 0.351 0.496 0.987 0.537 0.573
Download Data
Period Mean (original grids) [%]
Model Period Mean (intersection) [%]
Benchmark Period Mean (intersection) [%]
Model Period Mean (complement) [%]
Benchmark Period Mean (complement) [%]
Bias [%]
RMSE [%]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 45.7
ACCESS-CM2_BARPA [-] 62.4 62.0 45.7 16.3 16.6 0.366 0.217 0.791 0.975 0.998 0.754
ACCESS-CM2_CCAM [-] 61.5 60.9 45.7 15.2 15.4 0.365 0.243 0.771 0.975 0.989 0.750
ACCESS-CM2_CMIP6 [-] 63.2 63.2 52.2 10.9 11.4 0.251 0.278 0.732 0.982 0.994 0.744
ACCESS-ESM1-5_BARPA [-] 61.3 61.0 45.7 15.3 15.7 0.595 0.241 0.738 0.961 0.970 0.730
ACCESS-ESM1-5_CCAM [-] 62.3 61.8 45.7 16.1 16.4 0.338 0.231 0.746 0.977 0.989 0.738
ACCESS-ESM1-5_CMIP6 [-] 58.5 58.5 47.1 11.3 12.0 0.339 0.396 0.725 0.977 0.989 0.762
CESM2_BARPA [-] 62.6 62.2 45.7 16.5 17.0 0.421 0.214 0.696 0.963 0.981 0.710
CESM2_CCAM [-] 60.5 59.6 45.7 13.9 14.2 0.594 0.274 0.788 0.961 0.899 0.742
CMCC-ESM2_BARPA [-] 62.2 61.9 45.7 16.2 16.6 0.623 0.220 0.732 0.959 0.988 0.726
CMCC-ESM2_CCAM [-] 63.0 62.6 45.7 16.9 17.1 0.593 0.224 0.779 0.961 0.998 0.748
CMCC-ESM2_CMIP6 [-] 61.6 61.6 48.4 13.2 14.1 0.437 0.297 0.629 0.973 0.977 0.701
CNRM-ESM2-1_CCAM [-] 59.6 59.1 45.7 13.4 13.6 0.338 0.301 0.832 0.977 0.997 0.788
CNRM-ESM2-1_CMIP6 [-] 53.2 53.2 47.0 6.18 6.53 0.607 0.572 0.824 0.959 0.975 0.831
EC-Earth3_BARPA [-] 59.4 59.1 45.7 13.4 13.9 0.421 0.288 0.719 0.968 0.941 0.727
EC-Earth3_CCAM [-] 58.0 57.4 45.7 11.7 12.2 0.366 0.350 0.762 0.975 0.957 0.761
EC-Earth3_CMIP6 [-] 57.8 57.8 47.4 10.4 11.0 0.505 0.386 0.697 0.947 0.778 0.701
ERA5_BARPA [-] 62.7 62.4 45.7 16.7 16.9 0.282 0.211 0.793 0.982 0.998 0.755
ERA5_CCAM [-] 61.1 60.5 45.7 14.8 15.0 0.365 0.264 0.818 0.975 0.999 0.775
MPI-ESM1-2-HR_BARPA [-] 59.9 59.5 45.7 13.8 14.1 0.393 0.276 0.763 0.973 0.981 0.751
MPI-ESM1-2-HR_CMIP6 [-] 52.4 52.4 47.5 4.90 6.61 0.446 0.632 0.677 0.968 0.984 0.788
NorESM2-MM_BARPA [-] 64.5 64.1 45.7 18.4 18.7 0.312 0.179 0.756 0.980 0.999 0.734
NorESM2-MM_CCAM [-] 66.2 65.7 45.7 20.0 20.2 0.651 0.168 0.767 0.957 0.992 0.730
NorESM2-MM_CMIP6 [-] 62.4 62.4 48.4 13.9 15.4 0.721 0.276 0.549 0.854 0.909 0.627
Download Data
Period Mean (original grids) [%]
Model Period Mean (intersection) [%]
Benchmark Period Mean (intersection) [%]
Model Period Mean (complement) [%]
Benchmark Period Mean (complement) [%]
Bias [%]
RMSE [%]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 48.0
ACCESS-CM2_BARPA [-] 62.5 62.5 48.0 14.5 14.8 0.231 0.262 0.739 0.980 0.949 0.734
ACCESS-CM2_CCAM [-] 61.8 62.0 48.0 14.0 14.6 0.317 0.275 0.703 0.980 0.885 0.709
ACCESS-CM2_CMIP6 [-] 59.3 59.3 50.5 8.81 10.2 0.156 0.464 0.631 0.991 0.975 0.738
ACCESS-ESM1-5_BARPA [-] 60.4 60.5 48.0 12.5 12.8 0.217 0.318 0.755 0.981 0.890 0.740
ACCESS-ESM1-5_CCAM [-] 60.5 60.7 48.0 12.6 13.2 0.235 0.320 0.729 0.985 0.818 0.716
ACCESS-ESM1-5_CMIP6 [-] 57.6 57.6 49.7 7.93 8.91 0.389 0.467 0.692 0.974 0.979 0.761
CESM2_BARPA [-] 62.1 62.1 48.0 14.1 14.4 0.224 0.277 0.753 0.983 0.873 0.728
CESM2_CCAM [-] 62.5 62.7 48.0 14.6 15.3 0.145 0.268 0.711 0.988 0.728 0.681
CMCC-ESM2_BARPA [-] 61.4 61.5 48.0 13.4 13.8 0.145 0.292 0.758 0.990 0.885 0.737
CMCC-ESM2_CCAM [-] 65.5 65.6 48.0 17.5 18.0 0.372 0.203 0.719 0.977 0.939 0.711
CMCC-ESM2_CMIP6 [-] 60.4 60.4 49.3 11.1 12.2 0.576 0.351 0.687 0.917 0.998 0.728
CNRM-ESM2-1_CCAM [-] 63.5 63.7 48.0 15.6 15.9 0.145 0.236 0.746 0.990 0.958 0.735
CNRM-ESM2-1_CMIP6 [-] 57.3 57.3 49.5 7.86 9.53 0.0503 0.502 0.703 0.997 0.968 0.775
EC-Earth3_BARPA [-] 59.7 59.8 48.0 11.8 12.3 0.188 0.336 0.726 0.974 0.886 0.729
EC-Earth3_CCAM [-] 61.1 61.3 48.0 13.2 13.6 0.101 0.297 0.740 0.992 0.833 0.720
EC-Earth3_CMIP6 [-] 56.0 56.0 48.1 7.85 8.90 0.234 0.482 0.687 0.970 0.969 0.759
ERA5_BARPA [-] 62.8 62.8 48.0 14.8 15.1 0.0437 0.254 0.778 0.997 0.954 0.752
ERA5_CCAM [-] 61.6 61.8 48.0 13.7 14.0 0.178 0.284 0.796 0.989 0.878 0.749
MPI-ESM1-2-HR_BARPA [-] 60.6 60.8 48.0 12.7 13.0 0.144 0.310 0.766 0.988 0.883 0.743
MPI-ESM1-2-HR_CMIP6 [-] 53.3 53.3 48.3 4.91 6.66 0.0569 0.602 0.726 0.995 0.944 0.799
NorESM2-MM_BARPA [-] 64.3 64.3 48.0 16.2 16.6 0.348 0.224 0.733 0.971 0.971 0.727
NorESM2-MM_CCAM [-] 64.0 64.3 48.0 16.2 16.9 0.203 0.230 0.694 0.986 0.932 0.707
NorESM2-MM_CMIP6 [-] 58.5 58.5 49.3 9.25 11.3 1.16 0.411 0.585 0.881 0.996 0.691
Download Data
Period Mean (original grids) [%]
Model Period Mean (intersection) [%]
Benchmark Period Mean (intersection) [%]
Model Period Mean (complement) [%]
Benchmark Period Mean (complement) [%]
Bias [%]
RMSE [%]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 54.8
ACCESS-CM2_BARPA [-] 73.7 73.6 54.8 18.8 19.0 0.867 0.0172 0.579 0.913 0.747 0.567
ACCESS-CM2_CCAM [-] 75.9 75.9 54.8 21.1 21.5 1.08 0.00986 0.437 0.910 0.795 0.518
ACCESS-CM2_CMIP6 [-] 70.8 70.8 61.3 9.49 11.5 1.20 0.0817 0.493 0.897 0.553 0.503
ACCESS-ESM1-5_BARPA [-] 74.5 74.3 54.8 19.6 19.8 0.529 0.0142 0.554 0.928 0.770 0.564
ACCESS-ESM1-5_CCAM [-] 78.6 78.5 54.8 23.8 24.3 0.657 0.00520 0.399 0.930 0.851 0.517
ACCESS-ESM1-5_CMIP6 [-] 72.9 72.9 59.7 13.2 14.3 0.504 0.0633 0.280 0.927 0.312 0.372
CESM2_BARPA [-] 71.6 71.5 54.8 16.7 17.1 0.696 0.0258 0.465 0.892 0.830 0.535
CESM2_CCAM [-] 75.9 75.8 54.8 21.0 21.5 1.27 0.0106 0.403 0.874 0.751 0.488
CMCC-ESM2_BARPA [-] 72.2 72.2 54.8 17.4 17.7 0.402 0.0231 0.497 0.939 0.770 0.545
CMCC-ESM2_CCAM [-] 79.3 79.1 54.8 24.3 24.8 0.656 0.00453 0.408 0.907 0.883 0.522
CMCC-ESM2_CMIP6 [-] 69.4 69.4 56.5 12.8 13.5 0.883 0.0512 0.469 0.860 0.991 0.568
CNRM-ESM2-1_CCAM [-] 76.5 76.4 54.8 21.6 22.3 0.532 0.00833 0.367 0.950 0.839 0.506
CNRM-ESM2-1_CMIP6 [-] 66.0 66.0 60.1 5.88 9.58 0.656 0.358 0.329 0.957 0.938 0.582
EC-Earth3_BARPA [-] 73.6 73.5 54.8 18.8 19.3 0.573 0.0155 0.415 0.918 0.929 0.538
EC-Earth3_CCAM [-] 80.0 79.7 54.8 25.0 25.5 0.615 0.00377 0.360 0.913 0.974 0.522
EC-Earth3_CMIP6 [-] 71.5 71.5 54.7 16.7 19.0 0.904 0.0266 0.188 0.906 0.900 0.442
ERA5_BARPA [-] 74.7 74.6 54.8 19.8 20.1 0.444 0.0129 0.506 0.934 0.842 0.560
ERA5_CCAM [-] 79.9 79.6 54.8 24.9 25.3 0.572 0.00387 0.408 0.909 0.931 0.532
MPI-ESM1-2-HR_BARPA [-] 72.3 72.2 54.8 17.4 17.7 0.593 0.0230 0.532 0.920 0.763 0.554
MPI-ESM1-2-HR_CMIP6 [-] 62.7 62.7 58.2 4.51 8.11 1.20 0.254 0.453 0.823 0.803 0.557
NorESM2-MM_BARPA [-] 73.8 73.6 54.8 18.8 19.1 0.633 0.0154 0.490 0.907 0.898 0.560
NorESM2-MM_CCAM [-] 82.2 82.0 54.8 27.3 27.6 0.738 0.00219 0.430 0.888 0.968 0.544
NorESM2-MM_CMIP6 [-] 72.4 72.4 56.5 15.9 16.1 0.657 0.0230 0.565 0.893 0.943 0.598

Temporally integrated period mean

BENCHMARK MEAN
Data not available
Data not available
MODEL MEAN
Data not available
BIAS
Data not available
BIAS SCORE
Data not available
Data not available
RMSE
Data not available
RMSE SCORE
Data not available
Data not available
BENCHMARK MAX MONTH
Data not available
Data not available
MODEL MAX MONTH
Data not available
Data not available
DIFFERENCE IN MAX MONTH
Data not available
SEASONAL CYCLE SCORE
Data not available

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
ACCESS-CM2_BARPA
Data not available
Data not available
ACCESS-CM2_CCAM
Data not available
Data not available
ACCESS-CM2_CMIP6
Data not available
Data not available
ACCESS-ESM1-5_BARPA
Data not available
Data not available
ACCESS-ESM1-5_CCAM
Data not available
Data not available
ACCESS-ESM1-5_CMIP6
Data not available
Data not available
CESM2_BARPA
Data not available
Data not available
CESM2_CCAM
Data not available
Data not available
CMCC-ESM2_BARPA
Data not available
Data not available
CMCC-ESM2_CCAM
Data not available
Data not available
CMCC-ESM2_CMIP6
Data not available
Data not available
CNRM-ESM2-1_CCAM
Data not available
Data not available
CNRM-ESM2-1_CMIP6
Data not available
Data not available
EC-Earth3_BARPA
Data not available
Data not available
EC-Earth3_CCAM
Data not available
Data not available
EC-Earth3_CMIP6
Data not available
Data not available
ERA5_BARPA
Data not available
Data not available
ERA5_CCAM
Data not available
Data not available
MPI-ESM1-2-HR_BARPA
Data not available
Data not available
MPI-ESM1-2-HR_CMIP6
Data not available
Data not available
NorESM2-MM_BARPA
Data not available
Data not available
NorESM2-MM_CCAM
Data not available
Data not available
NorESM2-MM_CMIP6
Data not available
Data not available

Data Information

  Title:
CRU time series (TS) high-resolution gridded datasets

  Version:
4.03

  Institutions:
Climatic Research Unit, School of Environmental Sciences, University of East Anglia, UK

  Source:
monthly observations at meteorological stations across the world land areas

  History:
2019-09-10: downloaded source from https://crudata.uea.ac.uk/cru/data/hrg/cru_ts_4.03/
2019-11-15: estimate saturated vapor pressure using temperature
2019-11-15: calculate relative humidity using saturated vapor pressure and vapor pressure
2019-11-15: converted to ILAMB required netCDF with https://github.com/mmu2019/Datasets/blob/master/read-rhums-cru.py

  References:
Harris, I., P.D. Jones, T.J. Osborn and D.H. Lister (2014), Updated high-resolution grids of monthly climatic observations - the CRU TS3.10 Dataset, International Journal of Climatology, 34(3), 623-642, doi:10.1002/joc.3711

WMO CIMO Guide (2008), ANNEX 4.B. FORMULAE FOR THE COMPUTATION OF MEASURES OF HUMIDITY, MEASUREMENT OF HUMIDITY, Chapter 4, 163, https://library.wmo.int/doc_num.php?explnum_id=3151

  Comments:
time_period: 1980-01 through 2018-12
original_temporal_resolution: monthly
original_spatial_resolution: 0.5 degree
original_units: hPa
final_temporal_resolution: monthly
final_spatial_resolution: 0.5 degree
final_units: %

  Convention:
CF-1.7