Mean State

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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 [-] 49.6 49.6 39.0 10.7 11.3 0.741 0.302 0.647 0.906 0.883 0.677
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 [-] 48.2 48.2 39.0 9.29 10.3 1.06 0.371 0.624 0.877 0.844 0.668
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 [-] 47.1 47.2 39.0 8.23 9.66 0.751 0.409 0.593 0.898 0.830 0.665
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 [-] 47.1 47.2 39.0 8.24 10.2 0.678 0.418 0.567 0.920 0.824 0.659
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 [-] 44.6 44.6 39.0 5.65 8.01 0.698 0.503 0.618 0.898 0.778 0.683
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 [-] 49.0 49.1 39.0 10.1 11.0 0.402 0.327 0.632 0.938 0.849 0.676
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 [-] 44.7 44.8 39.0 5.82 7.78 0.656 0.504 0.641 0.896 0.811 0.699
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 [-] 50.9 51.0 39.0 12.0 13.1 0.911 0.251 0.573 0.899 0.907 0.640
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 [-] 58.4 57.9 44.2 13.8 14.0 1.01 0.268 0.760 0.931 0.556 0.643
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 [-] 58.0 57.5 44.2 13.3 13.6 0.668 0.284 0.738 0.955 0.547 0.643
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 [-] 57.0 56.4 44.2 12.3 12.7 0.385 0.316 0.699 0.972 0.543 0.640
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 [-] 56.7 56.1 44.2 12.0 12.3 0.590 0.331 0.750 0.960 0.504 0.649
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 [-] 52.4 51.9 44.2 7.73 8.75 0.0885 0.512 0.698 0.991 0.522 0.683
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 [-] 57.8 57.3 44.2 13.1 13.3 0.0265 0.290 0.809 0.998 0.531 0.674
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 [-] 50.7 50.2 44.2 6.05 7.63 0.0612 0.574 0.689 0.990 0.553 0.700
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 [-] 59.9 59.4 44.2 15.2 15.6 1.05 0.226 0.683 0.926 0.575 0.611
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 [-] 66.1 66.2 48.9 17.3 17.8 1.70 0.0765 0.517 0.769 0.989 0.535
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 [-] 66.9 67.0 48.9 18.1 18.5 1.79 0.0691 0.506 0.761 0.981 0.525
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 [-] 64.5 64.6 48.9 15.7 16.7 2.14 0.106 0.395 0.630 0.955 0.461
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 [-] 64.8 64.9 48.9 16.0 16.6 1.37 0.109 0.496 0.802 0.900 0.527
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 [-] 62.3 62.4 48.9 13.5 14.5 1.72 0.161 0.440 0.742 0.899 0.505
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 [-] 66.0 66.1 48.9 17.2 17.5 0.893 0.0838 0.580 0.872 0.954 0.563
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 [-] 60.5 60.5 48.9 11.7 12.7 2.19 0.196 0.452 0.608 0.962 0.494
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 [-] 66.0 66.0 48.9 17.1 17.6 2.02 0.0823 0.506 0.695 0.968 0.506
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 [-] 55.2 55.6 41.2 14.4 15.2 0.899 0.0981 0.468 0.855 0.814 0.551
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 [-] 54.9 55.3 41.2 14.1 15.7 1.07 0.107 0.379 0.844 0.792 0.518
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 [-] 51.4 51.8 41.2 10.6 12.8 1.08 0.210 0.355 0.823 0.735 0.517
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 [-] 51.8 52.3 41.2 11.1 13.3 0.747 0.203 0.362 0.878 0.718 0.529
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 [-] 52.1 52.6 41.2 11.4 14.0 0.947 0.204 0.322 0.839 0.692 0.499
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 [-] 54.8 55.1 41.2 14.0 15.7 0.705 0.109 0.369 0.880 0.784 0.522
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 [-] 51.3 51.7 41.2 10.5 12.4 1.07 0.235 0.418 0.835 0.688 0.535
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 [-] 55.2 55.6 41.2 14.5 15.3 0.968 0.0950 0.443 0.860 0.835 0.550
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 [-] 60.4 60.3 49.9 10.4 10.6 0.159 0.510 0.867 0.990 0.918 0.826
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 [-] 58.7 58.6 49.9 8.66 9.12 0.425 0.587 0.838 0.972 0.889 0.823
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 [-] 59.6 59.4 49.9 9.49 9.89 0.242 0.550 0.835 0.984 0.887 0.816
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 [-] 59.6 59.5 49.9 9.58 9.79 0.616 0.545 0.878 0.957 0.894 0.825
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 [-] 56.3 56.1 49.9 6.21 7.08 0.0783 0.695 0.835 0.996 0.892 0.852
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 [-] 61.0 60.9 49.9 11.0 11.1 0.129 0.488 0.882 0.992 0.923 0.828
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 [-] 56.5 56.3 49.9 6.42 7.26 0.0671 0.680 0.834 0.996 0.887 0.848
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 [-] 62.0 61.8 49.9 11.9 12.1 0.740 0.452 0.866 0.952 0.930 0.807
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 [-] 41.9 41.9 34.0 7.93 8.62 0.697 0.398 0.674 0.915 0.938 0.736
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 [-] 40.0 40.0 34.0 5.99 7.11 1.19 0.510 0.672 0.862 0.897 0.738
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 [-] 39.3 39.3 34.0 5.26 6.82 0.665 0.555 0.643 0.924 0.843 0.747
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 [-] 39.2 39.2 34.0 5.17 7.65 0.664 0.572 0.561 0.928 0.838 0.727
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 [-] 35.6 35.7 34.0 1.65 4.56 0.700 0.686 0.699 0.900 0.818 0.781
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 [-] 41.0 41.1 34.0 7.06 7.98 0.347 0.447 0.666 0.944 0.883 0.742
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 [-] 36.4 36.4 34.0 2.45 4.89 0.557 0.671 0.697 0.912 0.837 0.788
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 [-] 43.8 43.8 34.0 9.81 11.2 0.887 0.318 0.551 0.913 0.943 0.683
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 [-] 73.8 73.9 53.8 20.0 20.7 0.807 0.184 0.635 0.924 0.601 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 [-] 72.9 73.0 53.8 19.1 20.0 0.966 0.204 0.592 0.894 0.666 0.526
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 [-] 74.1 74.2 53.8 20.4 21.3 0.869 0.177 0.573 0.904 0.579 0.507
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 [-] 74.0 74.0 53.8 20.2 20.9 0.840 0.185 0.629 0.927 0.553 0.531
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 [-] 72.6 72.6 53.8 18.7 19.4 0.710 0.216 0.638 0.934 0.712 0.544
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 [-] 74.9 74.9 53.8 21.0 21.5 0.679 0.163 0.650 0.941 0.522 0.522
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 [-] 71.2 71.3 53.8 17.5 18.3 0.794 0.254 0.634 0.912 0.785 0.561
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 [-] 75.0 75.1 53.8 21.2 21.9 0.894 0.162 0.622 0.897 0.500 0.509
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 [-] 61.2 61.3 47.6 13.7 14.1 0.305 0.282 0.742 0.976 0.964 0.742
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 [-] 59.5 59.6 47.6 12.0 12.5 0.282 0.331 0.741 0.977 0.910 0.737
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 [-] 61.1 61.1 47.6 13.5 13.9 0.299 0.291 0.732 0.975 0.904 0.722
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 [-] 60.5 60.5 47.6 12.9 13.3 0.237 0.306 0.740 0.984 0.915 0.734
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 [-] 58.6 58.7 47.6 11.2 11.7 0.253 0.356 0.721 0.969 0.903 0.733
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 [-] 61.5 61.5 47.6 14.0 14.3 0.121 0.274 0.760 0.992 0.969 0.748
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 [-] 59.4 59.4 47.6 11.9 12.2 0.224 0.333 0.760 0.983 0.909 0.747
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 [-] 63.1 63.0 47.6 15.4 15.8 0.352 0.241 0.731 0.973 0.982 0.732
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 [-] 72.7 72.7 54.8 17.9 18.1 0.909 0.0208 0.598 0.907 0.769 0.576
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 [-] 73.4 73.4 54.8 18.6 18.8 0.529 0.0174 0.582 0.928 0.786 0.579
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 [-] 70.6 70.6 54.8 15.8 16.2 0.759 0.0314 0.472 0.880 0.855 0.550
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 [-] 71.3 71.4 54.8 16.6 16.9 0.507 0.0276 0.509 0.922 0.788 0.556
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 [-] 72.5 72.5 54.8 17.8 18.2 0.530 0.0194 0.437 0.926 0.938 0.564
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 [-] 73.5 73.5 54.8 18.8 19.0 0.444 0.0161 0.531 0.934 0.856 0.578
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 [-] 71.5 71.4 54.8 16.6 16.9 0.613 0.0273 0.564 0.915 0.790 0.573
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 [-] 72.5 72.5 54.8 17.7 18.0 0.611 0.0198 0.504 0.910 0.916 0.578
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 [-] 73.7 73.6 85.0 92.4 -11.4 17.5 1.66 0.0202 0.485 0.765 0.606 0.472
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 [-] 73.6 73.4 85.0 92.4 -11.6 17.4 1.64 0.0240 0.460 0.777 0.640 0.472
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 [-] 73.2 73.0 85.0 92.4 -12.0 17.4 1.63 0.0263 0.440 0.757 0.666 0.466
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 [-] 73.4 73.2 85.0 92.4 -11.8 17.3 1.68 0.0265 0.448 0.752 0.667 0.468
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 [-] 72.6 72.4 85.0 92.4 -12.6 17.5 1.36 0.0314 0.453 0.819 0.711 0.493
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 [-] 73.6 73.5 85.0 92.4 -11.5 17.6 1.56 0.0211 0.501 0.768 0.623 0.483
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 [-] 73.4 73.2 85.0 92.4 -11.8 16.7 1.61 0.0318 0.467 0.767 0.725 0.492
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 [-] 73.5 73.3 85.0 92.4 -11.7 18.0 1.61 0.0170 0.461 0.768 0.568 0.455
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 [-] 77.5 77.5 86.7 91.6 -9.14 18.2 1.92 0.00167 0.348 0.726 0.182 0.321
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 [-] 77.5 77.5 86.7 91.6 -9.18 18.2 1.93 0.00166 0.325 0.728 0.185 0.313
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 [-] 77.0 77.0 86.7 91.6 -9.64 18.2 2.65 0.00209 0.308 0.567 0.196 0.276
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 [-] 77.6 77.6 86.7 91.6 -9.06 17.9 2.42 0.00172 0.347 0.618 0.181 0.299
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 [-] 77.2 77.2 86.7 91.6 -9.48 18.2 1.89 0.00179 0.304 0.727 0.171 0.301
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 [-] 77.8 77.8 86.7 91.6 -8.83 18.2 2.14 0.00124 0.391 0.671 0.184 0.328
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 [-] 77.8 77.8 86.7 91.6 -8.85 17.7 2.27 0.00181 0.312 0.647 0.204 0.295
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 [-] 77.2 77.2 86.7 91.6 -9.45 18.5 2.53 0.00148 0.363 0.584 0.179 0.298
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 [-] 58.4 57.9 44.2 13.8 14.0 1.01 0.268 0.760 0.931 0.556 0.655
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 [-] 58.0 57.5 44.2 13.3 13.6 0.668 0.284 0.738 0.955 0.547 0.652
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 [-] 57.0 56.4 44.2 12.3 12.7 0.385 0.316 0.699 0.972 0.543 0.646
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 [-] 56.7 56.1 44.2 12.0 12.3 0.590 0.331 0.750 0.960 0.504 0.659
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 [-] 52.4 51.9 44.2 7.73 8.75 0.0885 0.512 0.698 0.991 0.522 0.684
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 [-] 57.8 57.3 44.2 13.1 13.3 0.0265 0.290 0.809 0.998 0.531 0.687
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 [-] 50.7 50.2 44.2 6.05 7.63 0.0612 0.574 0.689 0.990 0.553 0.699
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 [-] 59.9 59.4 44.2 15.2 15.6 1.05 0.226 0.683 0.926 0.575 0.619
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 [-] 64.2 64.2 49.3 14.9 15.4 1.93 0.0900 0.512 0.726 0.836 0.535
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 [-] 65.0 65.1 49.3 15.8 16.2 1.82 0.0811 0.510 0.765 0.789 0.531
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 [-] 61.9 61.9 49.3 12.6 13.7 2.10 0.133 0.389 0.628 0.813 0.470
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 [-] 61.9 61.9 49.3 12.6 13.3 1.26 0.140 0.492 0.812 0.721 0.532
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 [-] 59.8 59.9 49.3 10.6 11.7 1.75 0.202 0.440 0.741 0.650 0.494
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 [-] 63.5 63.6 49.3 14.3 14.7 0.712 0.104 0.560 0.899 0.770 0.579
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 [-] 59.0 59.1 49.3 9.80 10.9 2.33 0.221 0.458 0.580 0.675 0.478
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 [-] 63.3 63.4 49.3 14.1 14.6 1.90 0.103 0.500 0.729 0.859 0.538
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 [-] 70.3 70.4 48.0 22.4 22.7 1.22 0.0474 0.528 0.862 0.488 0.490
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 [-] 70.9 70.9 48.0 22.9 23.4 1.73 0.0431 0.497 0.753 0.556 0.469
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 [-] 70.2 70.2 48.0 22.2 22.9 2.23 0.0478 0.407 0.633 0.467 0.393
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 [-] 71.1 71.1 48.0 23.1 23.5 1.61 0.0428 0.504 0.778 0.558 0.477
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 [-] 67.8 67.7 48.0 19.7 20.3 1.67 0.0714 0.442 0.744 0.597 0.459
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 [-] 71.2 71.3 48.0 23.3 23.5 1.27 0.0392 0.622 0.813 0.440 0.507
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 [-] 63.6 63.6 48.0 15.6 16.5 1.90 0.141 0.438 0.668 0.567 0.451
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 [-] 71.5 71.6 48.0 23.6 24.0 2.25 0.0385 0.521 0.622 0.452 0.431
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 [-] 54.2 54.4 41.6 12.8 13.4 1.96 0.129 0.543 0.683 0.843 0.548
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 [-] 54.7 54.9 41.6 13.3 14.4 2.25 0.119 0.472 0.662 0.831 0.511
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 [-] 50.6 50.9 41.6 9.27 11.0 1.84 0.246 0.413 0.662 0.796 0.506
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 [-] 50.6 50.8 41.6 9.24 10.9 1.38 0.259 0.439 0.776 0.766 0.536
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 [-] 50.8 51.1 41.6 9.46 11.5 2.15 0.259 0.382 0.637 0.754 0.483
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 [-] 53.9 54.2 41.6 12.6 13.9 1.51 0.136 0.419 0.745 0.828 0.509
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 [-] 50.2 50.5 41.6 8.86 10.1 2.06 0.289 0.503 0.651 0.740 0.537
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 [-] 53.5 53.7 41.6 12.1 13.0 1.57 0.141 0.455 0.756 0.861 0.533
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 [-] 55.9 56.4 40.9 15.5 16.4 0.207 0.0776 0.418 0.970 0.798 0.536
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 [-] 55.0 55.5 40.9 14.6 16.6 0.296 0.0991 0.317 0.965 0.765 0.493
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 [-] 51.9 52.4 40.9 11.5 13.9 0.590 0.186 0.317 0.930 0.696 0.489
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 [-] 52.6 53.2 40.9 12.3 14.9 0.333 0.165 0.311 0.946 0.691 0.485
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 [-] 53.0 53.5 40.9 12.6 15.7 0.163 0.167 0.281 0.972 0.657 0.472
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 [-] 55.3 55.8 40.9 14.9 16.8 0.178 0.0919 0.335 0.969 0.755 0.497
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 [-] 52.0 52.5 40.9 11.6 13.9 0.429 0.199 0.362 0.957 0.657 0.508
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 [-] 56.4 56.9 40.9 16.0 16.9 0.574 0.0644 0.436 0.929 0.831 0.539
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 [-] 60.4 60.3 49.9 10.4 10.6 0.159 0.510 0.867 0.990 0.918 0.830
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 [-] 58.7 58.6 49.9 8.66 9.12 0.425 0.587 0.838 0.972 0.889 0.825
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 [-] 59.6 59.4 49.9 9.49 9.89 0.242 0.550 0.835 0.984 0.887 0.818
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 [-] 59.6 59.5 49.9 9.58 9.79 0.616 0.545 0.878 0.957 0.894 0.831
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 [-] 56.3 56.1 49.9 6.21 7.08 0.0783 0.695 0.835 0.996 0.892 0.850
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 [-] 61.0 60.9 49.9 11.0 11.1 0.129 0.488 0.882 0.992 0.923 0.833
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 [-] 56.5 56.3 49.9 6.42 7.26 0.0671 0.680 0.834 0.996 0.887 0.846
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 [-] 62.0 61.8 49.9 11.9 12.1 0.740 0.452 0.866 0.952 0.930 0.813
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 [-] 39.4 39.4 32.5 6.88 7.74 1.03 0.393 0.610 0.869 0.974 0.691
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 [-] 37.5 37.6 32.5 5.06 6.45 1.51 0.522 0.599 0.805 0.918 0.689
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 [-] 36.0 36.0 32.5 3.45 5.59 0.914 0.615 0.569 0.890 0.928 0.714
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 [-] 35.7 35.7 32.5 3.19 6.61 0.939 0.649 0.465 0.896 0.940 0.683
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 [-] 32.4 32.5 32.5 -0.0678 3.87 0.907 0.720 0.659 0.854 0.890 0.756
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 [-] 37.9 38.0 32.5 5.47 6.75 0.446 0.480 0.583 0.919 0.944 0.702
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 [-] 32.9 33.0 32.5 0.431 3.83 0.785 0.737 0.642 0.864 0.944 0.766
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 [-] 40.9 41.0 32.5 8.43 10.3 1.15 0.313 0.445 0.877 0.996 0.615
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 [-] 46.1 46.1 36.4 9.66 10.1 0.152 0.405 0.767 0.982 0.965 0.777
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 [-] 44.0 43.9 36.4 7.52 8.19 0.668 0.494 0.778 0.946 0.917 0.783
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 [-] 44.7 44.6 36.4 8.23 8.84 0.256 0.468 0.752 0.974 0.902 0.770
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 [-] 44.9 44.8 36.4 8.42 9.35 0.211 0.460 0.701 0.974 0.908 0.749
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 [-] 41.0 40.9 36.4 4.48 5.70 0.361 0.636 0.759 0.967 0.868 0.798
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 [-] 46.1 46.1 36.4 9.68 10.0 0.184 0.399 0.787 0.982 0.944 0.780
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 [-] 42.2 42.2 36.4 5.76 6.62 0.182 0.573 0.779 0.982 0.908 0.804
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 [-] 48.5 48.5 36.4 12.1 12.6 0.454 0.324 0.706 0.965 0.977 0.736
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 [-] 75.0 75.0 56.7 18.3 18.8 0.594 0.182 0.662 0.963 0.411 0.576
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 [-] 73.9 73.9 56.7 17.3 17.9 0.594 0.202 0.622 0.963 0.532 0.588
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 [-] 75.3 75.3 56.7 18.6 19.3 0.594 0.174 0.594 0.963 0.439 0.553
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 [-] 75.0 74.9 56.7 18.2 18.7 0.594 0.191 0.645 0.963 0.406 0.570
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 [-] 75.0 75.0 56.7 18.3 18.8 0.762 0.182 0.671 0.950 0.306 0.556
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 [-] 76.3 76.2 56.7 19.6 20.0 0.594 0.158 0.658 0.963 0.287 0.545
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 [-] 73.1 73.1 56.7 16.5 17.0 0.594 0.227 0.665 0.963 0.463 0.597
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 [-] 76.1 76.0 56.7 19.3 19.8 0.677 0.165 0.654 0.957 0.356 0.557
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 [-] 80.4 80.2 53.1 27.1 27.5 1.21 0.0646 0.587 0.871 0.225 0.467
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 [-] 80.0 80.0 53.1 26.9 27.4 1.21 0.0648 0.568 0.872 0.227 0.460
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 [-] 80.4 80.3 53.1 27.2 27.6 0.955 0.0630 0.575 0.929 0.223 0.473
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 [-] 80.0 79.7 53.1 26.6 27.0 0.955 0.0730 0.606 0.929 0.289 0.501
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 [-] 80.0 79.8 53.1 26.6 27.0 0.890 0.0701 0.616 0.932 0.234 0.494
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 [-] 80.4 80.2 53.1 27.0 27.4 1.08 0.0665 0.601 0.896 0.237 0.480
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 [-] 79.6 79.5 53.1 26.3 26.8 1.02 0.0734 0.594 0.909 0.279 0.490
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 [-] 80.6 80.3 53.1 27.2 27.6 1.08 0.0657 0.590 0.910 0.250 0.481
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 [-] 71.7 72.0 50.6 21.4 22.5 1.02 0.183 0.530 0.888 0.0545 0.437
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 [-] 70.5 70.7 50.6 20.1 21.6 1.49 0.214 0.492 0.795 0.0519 0.409
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 [-] 72.1 72.3 50.6 21.7 23.2 1.36 0.179 0.460 0.790 0.0517 0.388
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 [-] 72.4 72.7 50.6 22.1 23.3 1.07 0.180 0.518 0.878 0.0711 0.433
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 [-] 70.4 70.5 50.6 19.8 20.9 0.853 0.216 0.546 0.889 0.0380 0.447
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 [-] 73.7 73.9 50.6 23.3 24.0 0.723 0.142 0.574 0.925 0.0402 0.451
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 [-] 67.3 67.4 50.6 16.8 18.4 1.10 0.321 0.544 0.827 0.118 0.471
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 [-] 73.4 73.7 50.6 23.1 24.2 1.32 0.158 0.516 0.783 0.0681 0.408
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 [-] 71.2 70.9 56.5 14.4 14.7 0.387 0.265 0.760 0.975 0.505 0.653
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 [-] 70.4 70.0 56.5 13.5 14.0 0.387 0.288 0.698 0.975 0.536 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 [-] 71.7 71.4 56.5 14.9 15.4 0.387 0.253 0.676 0.975 0.492 0.614
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 [-] 71.3 71.0 56.5 14.5 14.8 0.630 0.263 0.751 0.958 0.495 0.644
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 [-] 68.9 68.6 56.5 12.1 12.5 0.387 0.332 0.731 0.975 0.595 0.673
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 [-] 71.8 71.5 56.5 15.0 15.3 0.387 0.253 0.757 0.975 0.511 0.651
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 [-] 69.3 69.0 56.5 12.5 12.9 0.387 0.320 0.738 0.975 0.548 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 [-] 72.7 72.4 56.5 15.9 16.2 0.387 0.230 0.736 0.975 0.475 0.630
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 [-] 61.0 60.7 45.7 15.0 15.3 0.366 0.247 0.780 0.975 0.988 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 [-] 60.1 59.8 45.7 14.1 14.5 0.367 0.271 0.723 0.976 0.946 0.728
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 [-] 61.2 61.0 45.7 15.3 15.9 0.421 0.241 0.672 0.963 0.965 0.703
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 [-] 60.9 60.6 45.7 14.9 15.4 0.509 0.249 0.719 0.967 0.974 0.725
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 [-] 58.4 58.2 45.7 12.5 13.0 0.421 0.316 0.703 0.968 0.917 0.722
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 [-] 61.3 61.0 45.7 15.3 15.6 0.338 0.240 0.774 0.977 0.990 0.751
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 [-] 58.6 58.3 45.7 12.6 13.0 0.393 0.310 0.743 0.973 0.964 0.747
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 [-] 63.1 62.7 45.7 17.0 17.3 0.284 0.204 0.751 0.982 0.996 0.737
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 [-] 61.3 61.4 48.0 13.3 13.7 0.290 0.291 0.733 0.977 0.952 0.737
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 [-] 59.4 59.6 48.0 11.5 11.9 0.261 0.346 0.745 0.977 0.892 0.741
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 [-] 61.0 61.1 48.0 13.0 13.4 0.267 0.303 0.747 0.978 0.881 0.731
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 [-] 60.4 60.5 48.0 12.4 12.8 0.167 0.320 0.745 0.988 0.892 0.738
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 [-] 58.7 58.9 48.0 10.8 11.3 0.209 0.366 0.725 0.970 0.889 0.735
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 [-] 61.6 61.7 48.0 13.6 14.0 0.0653 0.282 0.756 0.995 0.958 0.749
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 [-] 59.6 59.7 48.0 11.7 12.0 0.181 0.339 0.764 0.986 0.889 0.748
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 [-] 63.1 63.1 48.0 15.0 15.4 0.370 0.250 0.726 0.971 0.973 0.729
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 [-] 72.7 72.7 54.8 17.9 18.1 0.909 0.0208 0.598 0.907 0.769 0.578
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 [-] 73.4 73.4 54.8 18.6 18.8 0.529 0.0174 0.582 0.928 0.786 0.579
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 [-] 70.6 70.6 54.8 15.8 16.2 0.759 0.0314 0.472 0.880 0.855 0.542
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 [-] 71.3 71.4 54.8 16.6 16.9 0.507 0.0276 0.509 0.922 0.788 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 0.522
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 [-] 72.5 72.5 54.8 17.8 18.2 0.530 0.0194 0.437 0.926 0.938 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 0.522
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 [-] 73.5 73.5 54.8 18.8 19.0 0.444 0.0161 0.531 0.934 0.856 0.573
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 [-] 71.5 71.4 54.8 16.6 16.9 0.613 0.0273 0.564 0.915 0.790 0.572
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 [-] 72.5 72.5 54.8 17.7 18.0 0.611 0.0198 0.504 0.910 0.916 0.571
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
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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
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NorESM2-MM_CCAM
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NorESM2-MM_CMIP6
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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