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 [-] 47.9
ACCESS-CM2_BARPA [-] 51.0 51.1 47.9 3.20 6.28 0.575 0.612 0.670 0.939 0.947 0.768
ACCESS-CM2_CCAM [-] 54.4 54.4 47.9 6.53 8.73 0.395 0.498 0.578 0.955 0.967 0.715
ACCESS-CM2_CMIP6 [-] 49.3 49.3 48.5 0.828 7.05 0.433 0.631 0.546 0.947 0.959 0.726
ACCESS-ESM1-5_BARPA [-] 49.6 49.6 47.9 1.75 6.46 0.842 0.603 0.649 0.923 0.917 0.748
ACCESS-ESM1-5_CCAM [-] 54.8 54.8 47.9 6.89 9.91 0.453 0.444 0.547 0.943 0.928 0.682
ACCESS-ESM1-5_CMIP6 [-] 51.3 51.3 48.4 2.85 7.65 0.421 0.599 0.515 0.945 0.986 0.712
CESM2_BARPA [-] 48.4 48.5 47.9 0.591 7.05 0.685 0.582 0.597 0.923 0.903 0.720
CESM2_CCAM [-] 46.3 46.4 47.9 -1.52 7.96 0.756 0.530 0.594 0.912 0.834 0.693
CMCC-ESM2_BARPA [-] 48.4 48.4 47.9 0.551 7.80 0.697 0.574 0.553 0.927 0.899 0.702
CMCC-ESM2_CCAM [-] 59.2 59.1 47.9 11.3 12.8 0.889 0.313 0.552 0.876 0.989 0.657
CMCC-ESM2_CMIP6 [-] 56.0 56.0 48.1 7.93 11.0 1.20 0.447 0.486 0.813 0.979 0.642
CNRM-ESM2-1_CCAM [-] 54.7 54.7 47.9 6.84 9.36 0.528 0.467 0.561 0.931 0.967 0.698
CNRM-ESM2-1_CMIP6 [-] 44.4 44.4 48.4 -3.99 7.57 0.325 0.509 0.640 0.967 0.937 0.738
EC-Earth3_BARPA [-] 45.7 45.8 47.9 -2.09 7.32 0.394 0.536 0.653 0.954 0.860 0.731
EC-Earth3_CCAM [-] 51.9 51.9 47.9 4.00 8.68 0.852 0.554 0.527 0.884 0.902 0.679
EC-Earth3_CMIP6 [-] 46.2 46.2 47.9 -1.78 8.99 0.985 0.609 0.463 0.863 0.959 0.671
ERA5_BARPA [-] 50.5 50.5 47.9 2.64 6.71 0.255 0.605 0.638 0.967 0.921 0.754
ERA5_CCAM [-] 55.1 55.1 47.9 7.25 9.24 0.369 0.449 0.615 0.942 0.923 0.709
MPI-ESM1-2-HR_BARPA [-] 45.9 45.9 47.9 -1.94 6.77 0.348 0.542 0.684 0.953 0.889 0.750
MPI-ESM1-2-HR_CMIP6 [-] 39.1 39.1 48.0 -8.90 10.9 0.513 0.353 0.621 0.912 0.929 0.687
NorESM2-MM_BARPA [-] 52.5 52.5 47.9 4.64 8.28 1.01 0.587 0.558 0.890 0.963 0.711
NorESM2-MM_CCAM [-] 61.7 61.7 47.9 13.9 14.9 0.891 0.235 0.569 0.896 0.996 0.653
NorESM2-MM_CMIP6 [-] 53.6 53.6 48.1 5.55 7.94 0.584 0.530 0.629 0.905 0.994 0.738
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 [-] 52.7
ACCESS-CM2_BARPA [-] 60.7 60.2 52.7 7.51 8.94 1.16 0.518 0.710 0.906 0.735 0.716
ACCESS-CM2_CCAM [-] 66.1 65.5 52.7 12.9 14.0 0.650 0.285 0.564 0.952 0.787 0.638
ACCESS-CM2_CMIP6 [-] 62.1 62.1 52.7 9.49 11.4 0.689 0.406 0.518 0.932 0.651 0.615
ACCESS-ESM1-5_BARPA [-] 60.2 59.7 52.7 7.03 8.51 1.11 0.528 0.734 0.910 0.726 0.725
ACCESS-ESM1-5_CCAM [-] 69.2 68.7 52.7 16.1 16.8 0.702 0.194 0.596 0.946 0.833 0.637
ACCESS-ESM1-5_CMIP6 [-] 62.9 62.9 53.4 9.52 11.2 0.316 0.350 0.506 0.978 0.600 0.597
CESM2_BARPA [-] 59.1 58.6 52.7 5.91 8.23 0.908 0.569 0.668 0.932 0.724 0.717
CESM2_CCAM [-] 56.5 56.0 52.7 3.30 7.65 0.839 0.591 0.637 0.939 0.713 0.711
CMCC-ESM2_BARPA [-] 58.7 58.1 52.7 5.43 8.12 0.984 0.580 0.670 0.927 0.686 0.711
CMCC-ESM2_CCAM [-] 70.6 70.0 52.7 17.4 17.9 0.829 0.165 0.611 0.940 0.820 0.632
CMCC-ESM2_CMIP6 [-] 64.9 64.9 52.6 12.3 13.8 0.494 0.329 0.517 0.935 0.580 0.582
CNRM-ESM2-1_CCAM [-] 64.7 64.2 52.7 11.5 13.0 0.525 0.329 0.539 0.963 0.828 0.651
CNRM-ESM2-1_CMIP6 [-] 55.3 55.3 53.2 2.12 8.49 0.00 0.510 0.569 1.00 0.318 0.596
EC-Earth3_BARPA [-] 54.3 53.7 52.7 1.09 6.85 0.167 0.562 0.766 0.987 0.705 0.756
EC-Earth3_CCAM [-] 59.8 59.3 52.7 6.64 9.32 0.176 0.553 0.579 0.988 0.740 0.700
EC-Earth3_CMIP6 [-] 49.6 49.6 52.8 -3.14 8.76 0.236 0.499 0.528 0.971 0.735 0.666
ERA5_BARPA [-] 60.0 59.4 52.7 6.77 8.52 0.167 0.542 0.708 0.989 0.713 0.735
ERA5_CCAM [-] 68.1 67.6 52.7 14.9 15.4 0.176 0.220 0.663 0.989 0.840 0.676
MPI-ESM1-2-HR_BARPA [-] 52.6 52.0 52.7 -0.616 7.32 0.167 0.532 0.713 0.989 0.731 0.738
MPI-ESM1-2-HR_CMIP6 [-] 46.7 46.7 52.8 -6.08 10.9 0.218 0.367 0.548 0.975 0.507 0.594
NorESM2-MM_BARPA [-] 62.1 61.6 52.7 8.93 10.9 1.18 0.464 0.561 0.905 0.763 0.661
NorESM2-MM_CCAM [-] 71.9 71.5 52.7 18.9 19.4 1.18 0.133 0.588 0.903 0.944 0.636
NorESM2-MM_CMIP6 [-] 62.3 62.3 52.6 9.67 11.2 0.223 0.461 0.592 0.986 0.556 0.642
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 [-] 59.1
ACCESS-CM2_BARPA [-] 68.3 68.3 59.1 9.20 9.84 1.35 0.347 0.676 0.852 0.961 0.656
ACCESS-CM2_CCAM [-] 71.5 71.6 59.1 12.5 13.0 1.21 0.253 0.648 0.862 0.982 0.627
ACCESS-CM2_CMIP6 [-] 67.2 67.2 61.0 6.17 8.04 1.76 0.436 0.571 0.760 0.862 0.629
ACCESS-ESM1-5_BARPA [-] 69.0 69.0 59.1 9.90 10.5 1.37 0.317 0.659 0.856 0.973 0.647
ACCESS-ESM1-5_CCAM [-] 75.6 75.6 59.1 16.5 16.8 1.09 0.122 0.642 0.870 0.995 0.604
ACCESS-ESM1-5_CMIP6 [-] 67.3 67.3 58.5 8.83 10.4 0.862 0.354 0.508 0.914 0.974 0.646
CESM2_BARPA [-] 66.7 66.7 59.1 7.57 9.81 1.78 0.423 0.506 0.753 0.991 0.596
CESM2_CCAM [-] 67.9 67.9 59.1 8.74 10.5 1.56 0.358 0.625 0.804 0.929 0.633
CMCC-ESM2_BARPA [-] 66.7 66.7 59.1 7.61 9.53 1.26 0.415 0.606 0.865 0.990 0.652
CMCC-ESM2_CCAM [-] 74.6 74.6 59.1 15.5 16.2 1.69 0.183 0.595 0.752 0.938 0.561
CMCC-ESM2_CMIP6 [-] 69.3 69.3 59.1 10.3 12.1 2.26 0.352 0.537 0.631 0.701 0.545
CNRM-ESM2-1_CCAM [-] 72.9 72.8 59.1 13.7 14.3 0.926 0.171 0.576 0.884 0.995 0.608
CNRM-ESM2-1_CMIP6 [-] 64.8 64.8 58.9 5.93 7.35 0.892 0.484 0.652 0.908 0.987 0.679
EC-Earth3_BARPA [-] 64.4 64.4 59.1 5.25 7.89 0.996 0.472 0.613 0.883 0.993 0.668
EC-Earth3_CCAM [-] 69.8 69.8 59.1 10.6 12.4 1.46 0.319 0.536 0.809 0.948 0.601
EC-Earth3_CMIP6 [-] 60.6 60.6 59.0 1.63 7.74 1.82 0.524 0.433 0.756 0.973 0.629
ERA5_BARPA [-] 68.1 68.2 59.1 9.06 9.87 0.806 0.362 0.695 0.916 0.990 0.675
ERA5_CCAM [-] 74.6 74.6 59.1 15.5 15.7 1.12 0.145 0.669 0.847 0.991 0.612
MPI-ESM1-2-HR_BARPA [-] 62.2 62.3 59.1 3.15 6.42 1.48 0.550 0.633 0.779 0.986 0.672
MPI-ESM1-2-HR_CMIP6 [-] 55.9 55.9 59.6 -3.64 8.26 2.03 0.427 0.432 0.665 0.996 0.593
NorESM2-MM_BARPA [-] 68.2 68.2 59.1 9.11 10.5 1.76 0.365 0.567 0.764 0.985 0.606
NorESM2-MM_CCAM [-] 77.2 77.2 59.1 18.1 18.4 1.87 0.0754 0.618 0.737 0.951 0.559
NorESM2-MM_CMIP6 [-] 68.1 68.1 59.1 9.04 10.1 1.74 0.385 0.651 0.726 0.830 0.637
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 [-] 53.2
ACCESS-CM2_BARPA [-] 56.7 57.1 53.2 3.92 6.34 0.440 0.587 0.594 0.940 0.965 0.759
ACCESS-CM2_CCAM [-] 59.6 59.9 53.2 6.75 9.12 0.598 0.445 0.494 0.930 0.971 0.699
ACCESS-CM2_CMIP6 [-] 51.8 51.8 53.9 -2.11 6.66 0.621 0.619 0.480 0.932 0.992 0.734
ACCESS-ESM1-5_BARPA [-] 56.4 56.8 53.2 3.59 7.56 0.580 0.588 0.496 0.931 0.954 0.724
ACCESS-ESM1-5_CCAM [-] 61.2 61.5 53.2 8.36 11.7 0.514 0.325 0.388 0.921 0.956 0.627
ACCESS-ESM1-5_CMIP6 [-] 54.6 54.6 53.7 0.890 7.08 0.535 0.650 0.459 0.937 0.992 0.735
CESM2_BARPA [-] 52.7 53.1 53.2 -0.0482 7.49 0.657 0.603 0.441 0.908 0.914 0.694
CESM2_CCAM [-] 50.3 50.8 53.2 -2.36 7.92 0.784 0.525 0.499 0.911 0.803 0.669
CMCC-ESM2_BARPA [-] 53.0 53.5 53.2 0.309 7.95 0.417 0.581 0.434 0.941 0.901 0.692
CMCC-ESM2_CCAM [-] 63.4 63.7 53.2 10.6 13.2 0.550 0.269 0.400 0.903 0.985 0.619
CMCC-ESM2_CMIP6 [-] 58.4 58.4 53.0 5.36 10.8 0.604 0.497 0.357 0.895 0.969 0.651
CNRM-ESM2-1_CCAM [-] 61.9 62.2 53.2 9.06 12.4 0.458 0.319 0.384 0.931 0.960 0.629
CNRM-ESM2-1_CMIP6 [-] 48.0 48.0 53.7 -5.75 8.62 0.553 0.435 0.577 0.942 0.873 0.699
EC-Earth3_BARPA [-] 53.5 54.0 53.2 0.804 7.89 0.436 0.572 0.457 0.931 0.879 0.690
EC-Earth3_CCAM [-] 62.6 62.9 53.2 9.71 13.9 0.581 0.305 0.316 0.918 0.918 0.593
EC-Earth3_CMIP6 [-] 55.3 55.3 53.0 2.29 12.9 0.712 0.620 0.212 0.913 0.985 0.646
ERA5_BARPA [-] 56.3 56.7 53.2 3.50 7.70 0.282 0.587 0.479 0.955 0.948 0.722
ERA5_CCAM [-] 63.3 63.6 53.2 10.4 12.9 0.524 0.266 0.412 0.907 0.947 0.614
MPI-ESM1-2-HR_BARPA [-] 52.5 52.9 53.2 -0.229 6.67 0.605 0.557 0.562 0.914 0.876 0.714
MPI-ESM1-2-HR_CMIP6 [-] 42.3 42.3 53.0 -10.7 12.6 0.618 0.252 0.473 0.890 0.957 0.629
NorESM2-MM_BARPA [-] 56.8 57.2 53.2 4.05 7.15 0.737 0.584 0.514 0.908 0.972 0.726
NorESM2-MM_CCAM [-] 67.4 67.7 53.2 14.5 15.7 0.546 0.149 0.466 0.904 0.996 0.611
NorESM2-MM_CMIP6 [-] 55.6 55.6 53.0 2.62 5.80 0.719 0.606 0.619 0.887 0.998 0.757
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 [-] 57.7
ACCESS-CM2_BARPA [-] 62.4 62.3 57.7 4.55 6.87 0.278 0.724 0.846 0.982 0.964 0.875
ACCESS-CM2_CCAM [-] 65.5 65.3 57.7 7.62 10.7 0.295 0.654 0.673 0.981 0.932 0.795
ACCESS-CM2_CMIP6 [-] 63.8 63.8 57.2 6.58 10.7 0.0497 0.648 0.628 0.997 0.906 0.776
ACCESS-ESM1-5_BARPA [-] 60.7 60.5 57.7 2.78 7.07 0.580 0.692 0.846 0.962 0.941 0.859
ACCESS-ESM1-5_CCAM [-] 63.9 63.7 57.7 6.02 9.74 0.244 0.699 0.695 0.984 0.930 0.812
ACCESS-ESM1-5_CMIP6 [-] 62.5 62.5 58.0 4.46 8.29 0.225 0.718 0.658 0.985 0.991 0.818
CESM2_BARPA [-] 61.5 61.3 57.7 3.64 6.78 0.346 0.709 0.862 0.977 0.941 0.871
CESM2_CCAM [-] 59.0 58.8 57.7 1.06 8.42 0.502 0.645 0.764 0.966 0.866 0.805
CMCC-ESM2_BARPA [-] 61.5 61.4 57.7 3.64 6.90 0.794 0.718 0.831 0.946 0.947 0.857
CMCC-ESM2_CCAM [-] 67.1 66.9 57.7 9.17 10.6 0.762 0.598 0.793 0.950 0.902 0.809
CMCC-ESM2_CMIP6 [-] 64.8 64.8 58.1 6.71 9.63 0.694 0.628 0.720 0.953 0.836 0.777
CNRM-ESM2-1_CCAM [-] 60.7 60.5 57.7 2.74 8.90 0.505 0.686 0.702 0.967 0.944 0.811
CNRM-ESM2-1_CMIP6 [-] 56.0 56.0 58.0 -2.01 8.76 0.234 0.576 0.756 0.985 0.899 0.799
EC-Earth3_BARPA [-] 58.0 57.8 57.7 0.0730 7.36 0.151 0.651 0.853 0.990 0.944 0.859
EC-Earth3_CCAM [-] 58.9 58.7 57.7 0.961 8.86 0.128 0.636 0.750 0.991 0.895 0.810
EC-Earth3_CMIP6 [-] 53.5 53.5 57.6 -4.12 9.87 0.0874 0.530 0.749 0.995 0.965 0.803
ERA5_BARPA [-] 63.0 62.9 57.7 5.15 6.86 0.191 0.724 0.861 0.987 0.965 0.882
ERA5_CCAM [-] 64.2 64.0 57.7 6.27 9.29 0.129 0.687 0.755 0.992 0.921 0.829
MPI-ESM1-2-HR_BARPA [-] 58.3 58.2 57.7 0.449 7.16 0.0281 0.670 0.839 0.999 0.941 0.859
MPI-ESM1-2-HR_CMIP6 [-] 51.5 51.5 57.7 -6.24 11.4 0.0190 0.475 0.706 0.999 0.932 0.770
NorESM2-MM_BARPA [-] 64.0 63.8 57.7 6.11 7.66 0.792 0.703 0.814 0.947 0.973 0.854
NorESM2-MM_CCAM [-] 67.3 67.1 57.7 9.41 10.9 0.910 0.571 0.754 0.939 0.961 0.800
NorESM2-MM_CMIP6 [-] 61.8 61.8 58.1 3.67 9.81 0.292 0.722 0.575 0.980 0.949 0.781
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 [-] 42.0
ACCESS-CM2_BARPA [-] 43.2 43.2 42.0 1.27 5.27 0.564 0.670 0.657 0.941 0.985 0.806
ACCESS-CM2_CCAM [-] 47.0 47.0 42.0 5.07 7.48 0.266 0.551 0.565 0.966 0.986 0.754
ACCESS-CM2_CMIP6 [-] 41.7 41.7 42.0 -0.346 6.39 0.317 0.697 0.529 0.962 0.990 0.780
ACCESS-ESM1-5_BARPA [-] 41.2 41.2 42.0 -0.767 5.35 0.956 0.649 0.655 0.915 0.962 0.792
ACCESS-ESM1-5_CCAM [-] 46.8 46.8 42.0 4.82 8.33 0.413 0.513 0.536 0.945 0.971 0.729
ACCESS-ESM1-5_CMIP6 [-] 44.6 44.6 42.2 2.37 7.45 0.387 0.611 0.497 0.943 0.994 0.745
CESM2_BARPA [-] 40.3 40.3 42.0 -1.63 6.30 0.680 0.591 0.603 0.930 0.918 0.764
CESM2_CCAM [-] 37.5 37.5 42.0 -4.46 7.34 0.728 0.548 0.585 0.906 0.909 0.744
CMCC-ESM2_BARPA [-] 40.2 40.2 42.0 -1.73 7.54 0.758 0.579 0.509 0.915 0.915 0.730
CMCC-ESM2_CCAM [-] 52.8 52.8 42.0 10.9 12.4 1.01 0.311 0.535 0.844 0.990 0.663
CMCC-ESM2_CMIP6 [-] 51.2 51.2 42.3 8.92 11.6 1.46 0.394 0.457 0.758 0.830 0.608
CNRM-ESM2-1_CCAM [-] 47.3 47.3 42.0 5.35 7.76 0.552 0.543 0.572 0.918 0.998 0.747
CNRM-ESM2-1_CMIP6 [-] 36.2 36.2 42.0 -5.77 7.25 0.236 0.502 0.640 0.974 0.997 0.772
EC-Earth3_BARPA [-] 36.6 36.6 42.0 -5.38 7.06 0.379 0.498 0.686 0.960 0.902 0.772
EC-Earth3_CCAM [-] 43.0 43.1 42.0 1.12 6.57 1.09 0.690 0.532 0.836 0.992 0.752
EC-Earth3_CMIP6 [-] 38.5 38.5 42.1 -3.60 8.29 1.22 0.612 0.477 0.809 0.997 0.715
ERA5_BARPA [-] 42.3 42.3 42.0 0.336 5.59 0.210 0.660 0.631 0.970 0.951 0.800
ERA5_CCAM [-] 46.8 46.8 42.0 4.85 7.01 0.323 0.548 0.632 0.945 0.979 0.768
MPI-ESM1-2-HR_BARPA [-] 37.4 37.4 42.0 -4.55 6.61 0.235 0.511 0.700 0.973 0.915 0.787
MPI-ESM1-2-HR_CMIP6 [-] 31.7 31.7 42.1 -10.3 11.0 0.466 0.324 0.679 0.919 0.949 0.728
NorESM2-MM_BARPA [-] 45.2 45.2 42.0 3.23 7.99 1.15 0.639 0.503 0.870 0.987 0.735
NorESM2-MM_CCAM [-] 55.8 55.8 42.0 13.8 14.8 0.975 0.223 0.550 0.886 0.970 0.654
NorESM2-MM_CMIP6 [-] 48.6 48.6 42.3 6.36 8.04 0.480 0.472 0.651 0.916 0.990 0.748
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 [-] 60.4
ACCESS-CM2_BARPA [-] 76.0 76.0 60.4 15.5 16.3 0.737 0.338 0.681 0.928 0.476 0.563
ACCESS-CM2_CCAM [-] 79.8 79.7 60.4 19.2 19.6 0.483 0.232 0.721 0.964 0.609 0.593
ACCESS-CM2_CMIP6 [-] 77.9 77.9 66.0 11.9 12.1 0.217 0.268 0.755 0.986 0.586 0.628
ACCESS-ESM1-5_BARPA [-] 74.9 75.0 60.4 14.5 15.7 0.851 0.361 0.638 0.900 0.532 0.559
ACCESS-ESM1-5_CCAM [-] 80.3 80.1 60.4 19.7 20.1 0.551 0.228 0.702 0.956 0.711 0.599
ACCESS-ESM1-5_CMIP6 [-] 77.8 77.8 64.5 13.2 13.7 0.242 0.270 0.639 0.983 0.946 0.628
CESM2_BARPA [-] 76.3 76.3 60.4 15.9 16.9 0.673 0.320 0.614 0.923 0.455 0.539
CESM2_CCAM [-] 78.9 78.7 60.4 18.3 19.0 0.807 0.258 0.671 0.911 0.820 0.592
CMCC-ESM2_BARPA [-] 76.2 76.1 60.4 15.7 16.5 0.756 0.339 0.677 0.937 0.450 0.568
CMCC-ESM2_CCAM [-] 82.4 82.1 60.4 21.7 22.2 0.794 0.192 0.638 0.904 0.669 0.561
CMCC-ESM2_CMIP6 [-] 74.8 74.8 63.7 11.1 13.3 1.84 0.430 0.548 0.698 0.369 0.500
CNRM-ESM2-1_CCAM [-] 78.4 78.1 60.4 17.6 18.1 0.666 0.303 0.704 0.953 0.822 0.626
CNRM-ESM2-1_CMIP6 [-] 73.7 73.7 64.7 8.94 9.85 0.559 0.456 0.743 0.964 0.593 0.679
EC-Earth3_BARPA [-] 74.6 74.5 60.4 14.1 15.1 0.624 0.385 0.685 0.937 0.586 0.581
EC-Earth3_CCAM [-] 79.1 78.8 60.4 18.3 18.9 0.693 0.280 0.680 0.928 0.805 0.600
EC-Earth3_CMIP6 [-] 70.2 70.2 62.5 7.77 9.93 0.666 0.527 0.686 0.932 0.878 0.659
ERA5_BARPA [-] 77.1 77.0 60.4 16.6 17.1 0.525 0.308 0.705 0.956 0.418 0.562
ERA5_CCAM [-] 81.2 80.9 60.4 20.5 20.8 0.272 0.215 0.717 0.982 0.704 0.600
MPI-ESM1-2-HR_BARPA [-] 73.3 73.4 60.4 12.9 14.3 0.611 0.393 0.682 0.938 0.643 0.596
MPI-ESM1-2-HR_CMIP6 [-] 70.1 70.1 61.7 8.45 10.6 0.160 0.463 0.688 0.989 0.992 0.666
NorESM2-MM_BARPA [-] 77.2 77.2 60.4 16.8 17.5 0.738 0.298 0.668 0.918 0.397 0.544
NorESM2-MM_CCAM [-] 81.5 81.3 60.4 20.9 21.3 0.619 0.193 0.694 0.946 0.641 0.583
NorESM2-MM_CMIP6 [-] 73.8 73.8 63.7 10.1 12.9 0.887 0.463 0.530 0.869 0.446 0.534
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 [-] 55.9
ACCESS-CM2_BARPA [-] 62.4 62.4 55.9 6.49 7.30 0.260 0.536 0.770 0.982 0.994 0.812
ACCESS-CM2_CCAM [-] 61.7 61.8 55.9 5.84 7.25 0.187 0.564 0.722 0.988 0.963 0.802
ACCESS-CM2_CMIP6 [-] 60.2 60.2 58.8 1.34 5.16 0.0609 0.779 0.660 0.997 0.997 0.840
ACCESS-ESM1-5_BARPA [-] 60.6 60.6 55.9 4.68 5.85 0.354 0.615 0.771 0.975 0.964 0.819
ACCESS-ESM1-5_CCAM [-] 60.9 60.9 55.9 4.97 6.78 0.163 0.586 0.750 0.987 0.922 0.804
ACCESS-ESM1-5_CMIP6 [-] 57.8 57.8 57.3 0.538 4.33 0.193 0.796 0.722 0.989 0.993 0.862
CESM2_BARPA [-] 62.2 62.1 55.9 6.20 7.30 0.243 0.544 0.751 0.981 0.956 0.797
CESM2_CCAM [-] 62.1 62.1 55.9 6.12 7.86 0.411 0.549 0.701 0.970 0.837 0.772
CMCC-ESM2_BARPA [-] 61.6 61.6 55.9 5.63 6.73 0.371 0.574 0.755 0.976 0.964 0.803
CMCC-ESM2_CCAM [-] 64.9 65.0 55.9 9.03 9.80 0.427 0.434 0.744 0.972 0.988 0.778
CMCC-ESM2_CMIP6 [-] 60.6 60.6 57.3 3.38 5.67 0.545 0.692 0.696 0.932 0.994 0.810
CNRM-ESM2-1_CCAM [-] 62.7 62.7 55.9 6.78 7.55 0.244 0.520 0.770 0.983 0.989 0.818
CNRM-ESM2-1_CMIP6 [-] 56.5 56.5 56.9 -0.372 5.29 0.242 0.725 0.712 0.984 0.984 0.845
EC-Earth3_BARPA [-] 59.6 59.7 55.9 3.74 5.60 0.272 0.669 0.722 0.973 0.958 0.820
EC-Earth3_CCAM [-] 60.4 60.5 55.9 4.53 6.00 0.261 0.618 0.747 0.981 0.916 0.818
EC-Earth3_CMIP6 [-] 56.4 56.4 56.2 0.140 4.48 0.320 0.815 0.705 0.964 0.966 0.836
ERA5_BARPA [-] 62.8 62.7 55.9 6.81 7.35 0.255 0.525 0.795 0.982 0.996 0.816
ERA5_CCAM [-] 61.5 61.5 55.9 5.57 6.37 0.262 0.575 0.814 0.982 0.962 0.827
MPI-ESM1-2-HR_BARPA [-] 60.5 60.5 55.9 4.56 5.75 0.220 0.621 0.774 0.985 0.961 0.830
MPI-ESM1-2-HR_CMIP6 [-] 53.1 53.1 56.4 -3.32 5.46 0.138 0.718 0.730 0.991 0.979 0.839
NorESM2-MM_BARPA [-] 64.3 64.2 55.9 8.31 9.00 0.295 0.465 0.756 0.979 0.999 0.787
NorESM2-MM_CCAM [-] 64.5 64.6 55.9 8.63 9.91 0.377 0.458 0.705 0.975 0.989 0.763
NorESM2-MM_CMIP6 [-] 59.3 59.3 57.3 2.07 7.12 0.949 0.714 0.585 0.880 0.998 0.758
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 [-] 70.2
ACCESS-CM2_BARPA [-] 73.7 73.6 70.2 3.38 4.86 0.735 0.613 0.670 0.936 0.957 0.780
ACCESS-CM2_CCAM [-] 75.9 75.9 70.2 5.67 7.17 0.948 0.442 0.535 0.935 0.979 0.702
ACCESS-CM2_CMIP6 [-] 70.8 70.8 73.4 -2.56 6.52 0.790 0.410 0.524 0.948 0.710 0.634
ACCESS-ESM1-5_BARPA [-] 74.5 74.3 70.2 4.13 5.16 0.273 0.580 0.679 0.974 0.968 0.787
ACCESS-ESM1-5_CCAM [-] 78.6 78.5 70.2 8.34 9.53 0.526 0.269 0.508 0.955 0.995 0.663
ACCESS-ESM1-5_CMIP6 [-] 72.9 72.9 74.6 -1.74 5.23 0.504 0.642 0.406 0.932 0.457 0.587
CESM2_BARPA [-] 71.6 71.5 70.2 1.30 4.88 0.440 0.659 0.545 0.939 0.990 0.757
CESM2_CCAM [-] 75.9 75.8 70.2 5.55 7.34 1.14 0.459 0.516 0.899 0.959 0.687
CMCC-ESM2_BARPA [-] 72.2 72.2 70.2 1.97 4.82 0.188 0.666 0.565 0.978 0.968 0.769
CMCC-ESM2_CCAM [-] 79.3 79.1 70.2 8.85 9.78 0.358 0.249 0.549 0.960 0.999 0.674
CMCC-ESM2_CMIP6 [-] 69.4 69.4 71.7 -2.31 4.71 0.549 0.502 0.613 0.918 0.993 0.741
CNRM-ESM2-1_CCAM [-] 76.5 76.4 70.2 6.21 7.78 0.359 0.425 0.535 0.977 0.992 0.710
CNRM-ESM2-1_CMIP6 [-] 66.0 66.0 73.9 -7.90 8.87 0.656 0.347 0.490 0.957 0.845 0.641
EC-Earth3_BARPA [-] 73.6 73.5 70.2 3.34 5.01 0.275 0.620 0.582 0.969 0.994 0.768
EC-Earth3_CCAM [-] 80.0 79.7 70.2 9.55 10.6 0.317 0.205 0.497 0.964 0.966 0.640
EC-Earth3_CMIP6 [-] 71.5 71.5 70.1 1.41 8.00 0.857 0.611 0.324 0.916 0.989 0.667
ERA5_BARPA [-] 74.7 74.6 70.2 4.36 5.49 0.145 0.550 0.622 0.982 0.993 0.768
ERA5_CCAM [-] 79.9 79.6 70.2 9.43 10.2 0.273 0.220 0.566 0.961 0.993 0.672
MPI-ESM1-2-HR_BARPA [-] 72.3 72.2 70.2 2.00 4.38 0.294 0.653 0.668 0.970 0.965 0.798
MPI-ESM1-2-HR_CMIP6 [-] 62.7 62.7 72.7 -9.95 11.2 0.931 0.187 0.550 0.866 0.913 0.620
NorESM2-MM_BARPA [-] 73.8 73.6 70.2 3.39 4.92 0.377 0.630 0.589 0.954 0.999 0.770
NorESM2-MM_CCAM [-] 82.2 82.0 70.2 11.8 12.4 0.440 0.142 0.565 0.940 0.972 0.645
NorESM2-MM_CMIP6 [-] 72.4 72.4 71.7 0.738 3.27 0.323 0.666 0.653 0.949 0.938 0.785
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 [-] 87.8
ACCESS-CM2_BARPA [-] 74.0 73.8 87.7 94.0 -13.8 15.9 1.64 0.0697 0.522 0.766 0.754 0.527
ACCESS-CM2_CCAM [-] 74.9 74.9 87.6 94.5 -12.7 15.7 1.91 0.0606 0.502 0.703 0.692 0.492
ACCESS-CM2_CMIP6 [-] 72.5 72.3 87.6 75.8 -15.3 16.7 1.84 0.0573 0.275 0.716 0.812 0.427
ACCESS-ESM1-5_BARPA [-] 73.9 73.7 87.7 94.0 -14.0 15.9 1.61 0.0685 0.497 0.779 0.788 0.526
ACCESS-ESM1-5_CCAM [-] 75.4 75.3 87.6 94.5 -12.3 15.5 1.76 0.0569 0.497 0.739 0.707 0.499
ACCESS-ESM1-5_CMIP6 [-] 74.5 74.3 87.5 78.5 -13.2 15.5 2.00 0.0591 0.229 0.684 0.805 0.401
CESM2_BARPA [-] 73.4 73.3 87.7 94.0 -14.4 16.2 1.60 0.0675 0.468 0.760 0.812 0.515
CESM2_CCAM [-] 72.7 72.6 87.6 94.5 -15.0 16.7 1.81 0.0570 0.428 0.724 0.860 0.500
CMCC-ESM2_BARPA [-] 73.7 73.5 87.7 94.0 -14.2 16.1 1.66 0.0687 0.472 0.755 0.815 0.516
CMCC-ESM2_CCAM [-] 74.2 74.2 87.6 94.5 -13.4 17.5 1.94 0.0481 0.472 0.696 0.549 0.447
CMCC-ESM2_CMIP6 [-] 76.2 76.0 87.6 80.1 -11.6 14.8 1.76 0.0495 0.293 0.732 0.683 0.410
CNRM-ESM2-1_CCAM [-] 75.6 75.6 87.6 94.5 -12.1 15.2 2.07 0.0583 0.516 0.661 0.713 0.493
CNRM-ESM2-1_CMIP6 [-] 75.5 75.0 87.5 81.7 -12.5 13.6 1.80 0.0559 0.254 0.719 0.950 0.446
EC-Earth3_BARPA [-] 72.8 72.7 87.7 94.0 -15.0 16.5 1.31 0.0648 0.496 0.821 0.854 0.546
EC-Earth3_CCAM [-] 73.6 73.6 87.6 94.5 -14.0 16.7 1.78 0.0637 0.461 0.741 0.758 0.497
EC-Earth3_CMIP6 [-] 75.7 75.5 87.6 81.4 -12.1 13.8 1.68 0.0691 0.289 0.761 0.908 0.463
ERA5_BARPA [-] 73.9 73.7 87.7 94.0 -13.9 15.9 1.53 0.0712 0.528 0.770 0.771 0.534
ERA5_CCAM [-] 74.8 74.7 87.6 94.5 -12.9 16.0 1.79 0.0570 0.533 0.716 0.697 0.507
MPI-ESM1-2-HR_BARPA [-] 73.7 73.5 87.7 94.0 -14.2 15.6 1.56 0.0648 0.512 0.771 0.865 0.545
MPI-ESM1-2-HR_CMIP6 [-] 69.3 69.0 87.6 75.3 -18.5 19.3 1.57 0.0371 0.300 0.770 0.933 0.468
NorESM2-MM_BARPA [-] 73.8 73.6 87.7 94.0 -14.0 16.5 1.60 0.0678 0.476 0.769 0.714 0.500
NorESM2-MM_CCAM [-] 78.4 78.4 87.6 94.5 -9.25 14.2 1.84 0.0403 0.506 0.712 0.545 0.462
NorESM2-MM_CMIP6 [-] 75.5 75.3 87.6 79.2 -12.3 14.6 1.45 0.0574 0.343 0.787 0.729 0.452
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 [-] 91.3
ACCESS-CM2_BARPA [-] 77.9 77.9 91.3 93.7 -13.4 15.2 1.95 0.0731 0.402 0.717 0.646 0.448
ACCESS-CM2_CCAM [-] 78.1 78.1 91.3 93.7 -13.2 15.7 2.48 0.0670 0.421 0.615 0.766 0.458
ACCESS-CM2_CMIP6 [-] 75.1 75.1 91.3 -16.2 16.9 2.26 0.0303 0.218 0.657 0.801 0.385
ACCESS-ESM1-5_BARPA [-] 77.8 77.8 91.3 93.7 -13.5 15.4 1.95 0.0710 0.379 0.718 0.645 0.438
ACCESS-ESM1-5_CCAM [-] 78.6 78.6 91.3 93.7 -12.7 15.3 2.28 0.0661 0.446 0.655 0.737 0.470
ACCESS-ESM1-5_CMIP6 [-] 78.2 78.3 91.3 77.4 -13.0 15.4 2.83 0.0414 0.169 0.535 0.989 0.381
CESM2_BARPA [-] 77.4 77.4 91.3 93.7 -13.9 15.5 2.63 0.0749 0.364 0.572 0.661 0.407
CESM2_CCAM [-] 74.9 74.9 91.3 93.7 -16.4 18.3 2.83 0.0525 0.270 0.543 0.790 0.385
CMCC-ESM2_BARPA [-] 78.0 77.9 91.3 93.7 -13.3 15.0 2.40 0.0787 0.406 0.621 0.630 0.429
CMCC-ESM2_CCAM [-] 76.3 76.3 91.3 93.7 -15.0 17.3 2.71 0.0675 0.406 0.552 0.838 0.454
CMCC-ESM2_CMIP6 [-] 80.4 80.4 91.2 80.9 -10.9 12.7 2.17 0.0504 0.274 0.660 0.810 0.414
CNRM-ESM2-1_CCAM [-] 79.6 79.6 91.3 93.7 -11.7 14.5 1.82 0.0634 0.471 0.717 0.756 0.496
CNRM-ESM2-1_CMIP6 [-] 80.2 80.1 91.1 81.5 -11.0 12.7 1.94 0.0554 0.122 0.708 0.973 0.396
EC-Earth3_BARPA [-] 77.5 77.5 91.3 93.7 -13.8 15.5 1.91 0.0734 0.364 0.721 0.613 0.427
EC-Earth3_CCAM [-] 77.3 77.3 91.3 93.7 -14.0 16.7 2.38 0.0620 0.399 0.633 0.821 0.463
EC-Earth3_CMIP6 [-] 82.2 82.1 91.3 83.6 -9.18 11.1 2.18 0.0707 0.216 0.676 0.708 0.377
ERA5_BARPA [-] 78.2 78.2 91.3 93.7 -13.1 15.0 2.15 0.0776 0.443 0.668 0.650 0.456
ERA5_CCAM [-] 77.9 77.9 91.3 93.7 -13.4 16.0 2.17 0.0631 0.464 0.665 0.792 0.490
MPI-ESM1-2-HR_BARPA [-] 78.2 78.1 91.3 93.7 -13.1 14.9 2.28 0.0729 0.367 0.645 0.668 0.424
MPI-ESM1-2-HR_CMIP6 [-] 72.5 72.5 91.3 72.9 -18.7 20.0 2.02 0.0304 0.184 0.694 0.972 0.413
NorESM2-MM_BARPA [-] 77.6 77.6 91.3 93.7 -13.7 15.5 2.50 0.0730 0.405 0.589 0.644 0.423
NorESM2-MM_CCAM [-] 82.2 82.2 91.3 93.7 -9.12 12.4 3.08 0.0598 0.453 0.472 0.536 0.395
NorESM2-MM_CMIP6 [-] 79.7 79.6 91.2 79.9 -11.6 13.0 2.12 0.0579 0.292 0.673 0.717 0.407
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 [-] 52.7
ACCESS-CM2_BARPA [-] 60.7 60.2 52.7 7.51 8.94 1.16 0.518 0.710 0.906 0.735 0.716
ACCESS-CM2_CCAM [-] 66.1 65.5 52.7 12.9 14.0 0.650 0.285 0.564 0.952 0.787 0.630
ACCESS-CM2_CMIP6 [-] 62.1 62.1 52.7 9.49 11.4 0.689 0.406 0.518 0.932 0.651 0.605
ACCESS-ESM1-5_BARPA [-] 60.2 59.7 52.7 7.03 8.51 1.11 0.528 0.734 0.910 0.726 0.726
ACCESS-ESM1-5_CCAM [-] 69.2 68.7 52.7 16.1 16.8 0.702 0.194 0.596 0.946 0.833 0.633
ACCESS-ESM1-5_CMIP6 [-] 62.9 62.9 53.4 9.52 11.2 0.316 0.350 0.506 0.978 0.600 0.588
CESM2_BARPA [-] 59.1 58.6 52.7 5.91 8.23 0.908 0.569 0.668 0.932 0.724 0.712
CESM2_CCAM [-] 56.5 56.0 52.7 3.30 7.65 0.839 0.591 0.637 0.939 0.713 0.703
CMCC-ESM2_BARPA [-] 58.7 58.1 52.7 5.43 8.12 0.984 0.580 0.670 0.927 0.686 0.706
CMCC-ESM2_CCAM [-] 70.6 70.0 52.7 17.4 17.9 0.829 0.165 0.611 0.940 0.820 0.630
CMCC-ESM2_CMIP6 [-] 64.9 64.9 52.6 12.3 13.8 0.494 0.329 0.517 0.935 0.580 0.575
CNRM-ESM2-1_CCAM [-] 64.7 64.2 52.7 11.5 13.0 0.525 0.329 0.539 0.963 0.828 0.640
CNRM-ESM2-1_CMIP6 [-] 55.3 55.3 53.2 2.12 8.49 0.00 0.510 0.569 1.00 0.318 0.593
EC-Earth3_BARPA [-] 54.3 53.7 52.7 1.09 6.85 0.167 0.562 0.766 0.987 0.705 0.757
EC-Earth3_CCAM [-] 59.8 59.3 52.7 6.64 9.32 0.176 0.553 0.579 0.988 0.740 0.688
EC-Earth3_CMIP6 [-] 49.6 49.6 52.8 -3.14 8.76 0.236 0.499 0.528 0.971 0.735 0.652
ERA5_BARPA [-] 60.0 59.4 52.7 6.77 8.52 0.167 0.542 0.708 0.989 0.713 0.732
ERA5_CCAM [-] 68.1 67.6 52.7 14.9 15.4 0.176 0.220 0.663 0.989 0.840 0.675
MPI-ESM1-2-HR_BARPA [-] 52.6 52.0 52.7 -0.616 7.32 0.167 0.532 0.713 0.989 0.731 0.736
MPI-ESM1-2-HR_CMIP6 [-] 46.7 46.7 52.8 -6.08 10.9 0.218 0.367 0.548 0.975 0.507 0.589
NorESM2-MM_BARPA [-] 62.1 61.6 52.7 8.93 10.9 1.18 0.464 0.561 0.905 0.763 0.651
NorESM2-MM_CCAM [-] 71.9 71.5 52.7 18.9 19.4 1.18 0.133 0.588 0.903 0.944 0.631
NorESM2-MM_CMIP6 [-] 62.3 62.3 52.6 9.67 11.2 0.223 0.461 0.592 0.986 0.556 0.637
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 [-] 60.4
ACCESS-CM2_BARPA [-] 66.1 66.1 60.4 5.62 6.45 1.49 0.419 0.669 0.829 0.987 0.715
ACCESS-CM2_CCAM [-] 68.0 68.2 60.4 7.70 8.33 1.37 0.339 0.652 0.841 0.895 0.676
ACCESS-CM2_CMIP6 [-] 63.9 63.9 61.3 2.61 5.09 2.13 0.576 0.556 0.703 0.964 0.671
ACCESS-ESM1-5_BARPA [-] 66.8 66.8 60.4 6.39 7.21 1.45 0.387 0.651 0.848 0.967 0.701
ACCESS-ESM1-5_CCAM [-] 72.5 72.5 60.4 12.0 12.4 1.21 0.161 0.644 0.855 0.939 0.649
ACCESS-ESM1-5_CMIP6 [-] 64.4 64.4 60.0 4.37 6.29 0.903 0.467 0.510 0.901 0.967 0.671
CESM2_BARPA [-] 63.7 63.7 60.4 3.28 6.34 1.77 0.527 0.475 0.759 0.977 0.642
CESM2_CCAM [-] 64.6 64.7 60.4 4.25 6.67 1.58 0.462 0.614 0.804 0.706 0.640
CMCC-ESM2_BARPA [-] 63.4 63.4 60.4 2.96 5.69 1.26 0.525 0.568 0.867 0.925 0.691
CMCC-ESM2_CCAM [-] 70.2 70.2 60.4 9.72 10.6 1.91 0.253 0.577 0.704 0.878 0.598
CMCC-ESM2_CMIP6 [-] 64.7 64.7 59.8 4.94 7.54 2.44 0.492 0.524 0.603 0.751 0.579
CNRM-ESM2-1_CCAM [-] 70.4 70.4 60.4 9.93 10.5 0.976 0.216 0.609 0.870 0.923 0.646
CNRM-ESM2-1_CMIP6 [-] 62.6 62.6 60.4 2.16 3.96 0.922 0.615 0.688 0.905 0.931 0.765
EC-Earth3_BARPA [-] 61.5 61.6 60.4 1.13 4.75 0.912 0.566 0.618 0.899 0.878 0.716
EC-Earth3_CCAM [-] 66.1 66.2 60.4 5.80 8.22 1.70 0.428 0.501 0.775 0.785 0.598
EC-Earth3_CMIP6 [-] 58.3 58.3 59.8 -1.54 6.50 2.03 0.601 0.399 0.727 0.895 0.604
ERA5_BARPA [-] 65.4 65.4 60.4 4.99 6.14 0.764 0.454 0.660 0.925 0.959 0.731
ERA5_CCAM [-] 71.2 71.2 60.4 10.8 11.1 1.36 0.193 0.668 0.807 0.932 0.654
MPI-ESM1-2-HR_BARPA [-] 60.4 60.5 60.4 0.0255 4.12 1.55 0.605 0.651 0.762 0.900 0.714
MPI-ESM1-2-HR_CMIP6 [-] 53.8 53.8 60.5 -6.71 8.45 2.37 0.339 0.413 0.603 0.939 0.542
NorESM2-MM_BARPA [-] 65.4 65.3 60.4 4.89 6.88 1.80 0.458 0.518 0.766 0.991 0.650
NorESM2-MM_CCAM [-] 74.8 74.8 60.4 14.4 14.7 2.15 0.0939 0.604 0.688 0.999 0.598
NorESM2-MM_CMIP6 [-] 64.3 64.3 59.8 4.50 6.05 2.31 0.530 0.628 0.613 0.873 0.654
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 [-] 56.4
ACCESS-CM2_BARPA [-] 73.0 73.1 56.4 16.8 17.0 1.06 0.185 0.691 0.904 0.334 0.561
ACCESS-CM2_CCAM [-] 78.9 79.0 56.4 22.6 22.8 0.872 0.0596 0.639 0.911 0.426 0.535
ACCESS-CM2_CMIP6 [-] 76.1 76.1 60.5 15.6 15.9 0.774 0.0610 0.613 0.915 0.588 0.558
ACCESS-ESM1-5_BARPA [-] 73.6 73.7 56.4 17.3 17.5 1.19 0.160 0.678 0.872 0.384 0.554
ACCESS-ESM1-5_CCAM [-] 82.2 82.1 56.4 25.8 26.0 0.827 0.0344 0.638 0.902 0.409 0.524
ACCESS-ESM1-5_CMIP6 [-] 74.3 74.3 54.8 19.5 20.1 0.765 0.0543 0.503 0.949 0.783 0.559
CESM2_BARPA [-] 72.9 73.0 56.4 16.6 17.1 1.78 0.190 0.576 0.740 0.322 0.481
CESM2_CCAM [-] 74.8 74.5 56.4 18.2 18.5 1.51 0.121 0.648 0.802 0.733 0.590
CMCC-ESM2_BARPA [-] 73.7 73.7 56.4 17.4 17.6 1.26 0.167 0.692 0.860 0.395 0.561
CMCC-ESM2_CCAM [-] 84.0 84.0 56.4 27.6 27.8 1.21 0.0251 0.637 0.861 0.294 0.491
CMCC-ESM2_CMIP6 [-] 78.7 78.7 57.6 21.0 21.4 1.91 0.0608 0.566 0.691 0.637 0.504
CNRM-ESM2-1_CCAM [-] 78.1 78.0 56.4 21.7 22.3 0.820 0.0683 0.502 0.915 0.601 0.518
CNRM-ESM2-1_CMIP6 [-] 70.2 70.2 55.4 14.8 15.3 0.822 0.146 0.559 0.916 0.390 0.514
EC-Earth3_BARPA [-] 70.4 70.3 56.4 13.9 14.5 1.17 0.260 0.601 0.847 0.441 0.550
EC-Earth3_CCAM [-] 77.4 77.1 56.4 20.8 21.1 0.952 0.0754 0.614 0.886 0.607 0.559
EC-Earth3_CMIP6 [-] 65.6 65.6 57.2 8.38 10.4 1.36 0.354 0.508 0.822 0.753 0.589
ERA5_BARPA [-] 73.9 74.0 56.4 17.6 17.7 0.895 0.155 0.774 0.897 0.299 0.580
ERA5_CCAM [-] 81.8 81.7 56.4 25.3 25.5 0.598 0.0366 0.672 0.936 0.395 0.542
MPI-ESM1-2-HR_BARPA [-] 66.1 66.1 56.4 9.74 11.3 1.31 0.425 0.592 0.819 0.398 0.565
MPI-ESM1-2-HR_CMIP6 [-] 60.3 60.3 57.7 2.65 7.88 1.35 0.616 0.473 0.797 0.580 0.588
NorESM2-MM_BARPA [-] 74.2 74.4 56.4 18.0 18.2 1.68 0.157 0.676 0.761 0.306 0.515
NorESM2-MM_CCAM [-] 82.3 82.3 56.4 26.0 26.2 1.27 0.0337 0.649 0.847 0.349 0.506
NorESM2-MM_CMIP6 [-] 75.8 75.8 57.6 18.2 18.4 0.572 0.0824 0.698 0.963 0.649 0.618
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 [-] 53.0
ACCESS-CM2_BARPA [-] 55.3 55.5 53.0 2.51 4.99 0.984 0.661 0.642 0.860 0.959 0.753
ACCESS-CM2_CCAM [-] 56.8 57.1 53.0 4.05 6.41 1.07 0.594 0.569 0.854 0.972 0.712
ACCESS-CM2_CMIP6 [-] 52.8 52.8 54.3 -1.57 5.39 1.11 0.663 0.517 0.859 0.998 0.711
ACCESS-ESM1-5_BARPA [-] 55.8 56.1 53.0 3.07 6.23 1.31 0.634 0.556 0.833 0.952 0.706
ACCESS-ESM1-5_CCAM [-] 61.6 61.8 53.0 8.80 10.8 1.06 0.298 0.456 0.838 0.973 0.604
ACCESS-ESM1-5_CMIP6 [-] 57.1 57.1 54.0 3.15 6.14 0.806 0.619 0.509 0.875 0.999 0.702
CESM2_BARPA [-] 51.6 51.9 53.0 -1.13 6.82 1.09 0.603 0.454 0.815 0.926 0.651
CESM2_CCAM [-] 51.2 51.6 53.0 -1.44 7.16 1.29 0.522 0.514 0.824 0.822 0.639
CMCC-ESM2_BARPA [-] 51.4 51.7 53.0 -1.30 7.01 0.886 0.568 0.466 0.876 0.904 0.656
CMCC-ESM2_CCAM [-] 60.4 60.6 53.0 7.59 10.6 1.39 0.365 0.403 0.753 0.962 0.577
CMCC-ESM2_CMIP6 [-] 57.7 57.7 52.9 4.80 9.68 1.49 0.495 0.379 0.740 0.988 0.596
CNRM-ESM2-1_CCAM [-] 60.2 60.4 53.0 7.41 10.1 1.03 0.365 0.441 0.837 0.963 0.609
CNRM-ESM2-1_CMIP6 [-] 51.9 51.9 54.2 -2.33 7.06 1.10 0.494 0.602 0.879 0.826 0.681
EC-Earth3_BARPA [-] 51.9 52.2 53.0 -0.853 6.76 1.08 0.590 0.492 0.828 0.894 0.659
EC-Earth3_CCAM [-] 59.6 59.9 53.0 6.84 11.0 1.19 0.397 0.344 0.815 0.907 0.562
EC-Earth3_CMIP6 [-] 53.7 53.7 52.9 0.811 10.3 1.21 0.664 0.263 0.816 0.973 0.596
ERA5_BARPA [-] 55.2 55.4 53.0 2.39 6.66 0.704 0.648 0.485 0.885 0.949 0.690
ERA5_CCAM [-] 62.1 62.3 53.0 9.29 11.3 1.33 0.282 0.454 0.764 0.949 0.581
MPI-ESM1-2-HR_BARPA [-] 51.1 51.3 53.0 -1.69 5.85 1.17 0.547 0.634 0.803 0.885 0.700
MPI-ESM1-2-HR_CMIP6 [-] 43.9 43.9 53.4 -9.44 10.8 1.53 0.290 0.545 0.729 0.935 0.609
NorESM2-MM_BARPA [-] 54.7 55.0 53.0 1.95 6.15 1.35 0.681 0.485 0.813 0.965 0.686
NorESM2-MM_CCAM [-] 67.7 67.9 53.0 14.9 16.0 1.38 0.120 0.471 0.756 0.993 0.562
NorESM2-MM_CMIP6 [-] 58.2 58.2 52.9 5.31 7.18 1.49 0.480 0.583 0.740 0.990 0.675
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 [-] 53.3
ACCESS-CM2_BARPA [-] 57.7 58.1 53.3 4.84 7.22 0.0846 0.538 0.563 0.993 0.973 0.726
ACCESS-CM2_CCAM [-] 61.4 61.8 53.3 8.52 10.9 0.288 0.349 0.445 0.980 0.985 0.641
ACCESS-CM2_CMIP6 [-] 51.2 51.2 53.7 -2.46 7.48 0.306 0.590 0.457 0.979 0.974 0.691
ACCESS-ESM1-5_BARPA [-] 56.7 57.2 53.3 3.94 8.44 0.101 0.558 0.457 0.995 0.957 0.685
ACCESS-ESM1-5_CCAM [-] 60.9 61.3 53.3 8.07 12.2 0.156 0.342 0.344 0.976 0.945 0.590
ACCESS-ESM1-5_CMIP6 [-] 52.9 52.9 53.5 -0.590 7.69 0.358 0.671 0.426 0.978 0.987 0.698
CESM2_BARPA [-] 53.4 53.9 53.3 0.656 7.92 0.378 0.604 0.433 0.968 0.910 0.669
CESM2_CCAM [-] 49.7 50.3 53.3 -2.96 8.42 0.455 0.527 0.489 0.968 0.793 0.653
CMCC-ESM2_BARPA [-] 54.1 54.6 53.3 1.35 8.57 0.111 0.588 0.412 0.983 0.907 0.661
CMCC-ESM2_CCAM [-] 65.5 65.7 53.3 12.5 14.9 0.00 0.207 0.398 1.00 0.999 0.600
CMCC-ESM2_CMIP6 [-] 58.8 58.8 53.1 5.75 11.6 0.00 0.499 0.341 1.00 0.945 0.625
CNRM-ESM2-1_CCAM [-] 63.1 63.4 53.3 10.1 13.8 0.0845 0.289 0.347 0.992 0.964 0.588
CNRM-ESM2-1_CMIP6 [-] 45.5 45.5 53.4 -7.89 9.59 0.211 0.397 0.562 0.981 0.936 0.688
EC-Earth3_BARPA [-] 54.6 55.1 53.3 1.88 8.63 0.0183 0.560 0.435 0.999 0.878 0.661
EC-Earth3_CCAM [-] 64.6 64.8 53.3 11.6 15.8 0.185 0.246 0.297 0.985 0.947 0.554
EC-Earth3_CMIP6 [-] 56.3 56.3 53.1 3.21 14.5 0.396 0.593 0.180 0.974 0.993 0.584
ERA5_BARPA [-] 57.0 57.5 53.3 4.22 8.38 0.00713 0.548 0.475 1.00 0.951 0.689
ERA5_CCAM [-] 64.1 64.4 53.3 11.1 14.0 0.00 0.256 0.384 1.00 0.949 0.595
MPI-ESM1-2-HR_BARPA [-] 53.5 54.0 53.3 0.724 7.21 0.234 0.564 0.516 0.987 0.877 0.692
MPI-ESM1-2-HR_CMIP6 [-] 41.1 41.1 52.8 -11.6 13.7 0.0124 0.225 0.425 0.999 0.977 0.610
NorESM2-MM_BARPA [-] 58.2 58.7 53.3 5.42 7.80 0.338 0.521 0.533 0.970 0.985 0.708
NorESM2-MM_CCAM [-] 67.2 67.5 53.3 14.3 15.6 0.00 0.168 0.462 1.00 0.997 0.618
NorESM2-MM_CMIP6 [-] 53.8 53.8 53.1 0.788 4.86 0.194 0.691 0.643 0.986 0.998 0.792
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 [-] 57.7
ACCESS-CM2_BARPA [-] 62.4 62.3 57.7 4.55 6.87 0.278 0.724 0.846 0.982 0.964 0.872
ACCESS-CM2_CCAM [-] 65.5 65.3 57.7 7.62 10.7 0.295 0.654 0.673 0.981 0.932 0.783
ACCESS-CM2_CMIP6 [-] 63.8 63.8 57.2 6.58 10.7 0.0497 0.648 0.628 0.997 0.906 0.761
ACCESS-ESM1-5_BARPA [-] 60.7 60.5 57.7 2.78 7.07 0.580 0.692 0.846 0.962 0.941 0.857
ACCESS-ESM1-5_CCAM [-] 63.9 63.7 57.7 6.02 9.74 0.244 0.699 0.695 0.984 0.930 0.801
ACCESS-ESM1-5_CMIP6 [-] 62.5 62.5 58.0 4.46 8.29 0.225 0.718 0.658 0.985 0.991 0.802
CESM2_BARPA [-] 61.5 61.3 57.7 3.64 6.78 0.346 0.709 0.862 0.977 0.941 0.870
CESM2_CCAM [-] 59.0 58.8 57.7 1.06 8.42 0.502 0.645 0.764 0.966 0.866 0.801
CMCC-ESM2_BARPA [-] 61.5 61.4 57.7 3.64 6.90 0.794 0.718 0.831 0.946 0.947 0.854
CMCC-ESM2_CCAM [-] 67.1 66.9 57.7 9.17 10.6 0.762 0.598 0.793 0.950 0.902 0.807
CMCC-ESM2_CMIP6 [-] 64.8 64.8 58.1 6.71 9.63 0.694 0.628 0.720 0.953 0.836 0.771
CNRM-ESM2-1_CCAM [-] 60.7 60.5 57.7 2.74 8.90 0.505 0.686 0.702 0.967 0.944 0.800
CNRM-ESM2-1_CMIP6 [-] 56.0 56.0 58.0 -2.01 8.76 0.234 0.576 0.756 0.985 0.899 0.795
EC-Earth3_BARPA [-] 58.0 57.8 57.7 0.0730 7.36 0.151 0.651 0.853 0.990 0.944 0.858
EC-Earth3_CCAM [-] 58.9 58.7 57.7 0.961 8.86 0.128 0.636 0.750 0.991 0.895 0.804
EC-Earth3_CMIP6 [-] 53.5 53.5 57.6 -4.12 9.87 0.0874 0.530 0.749 0.995 0.965 0.798
ERA5_BARPA [-] 63.0 62.9 57.7 5.15 6.86 0.191 0.724 0.861 0.987 0.965 0.880
ERA5_CCAM [-] 64.2 64.0 57.7 6.27 9.29 0.129 0.687 0.755 0.992 0.921 0.822
MPI-ESM1-2-HR_BARPA [-] 58.3 58.2 57.7 0.449 7.16 0.0281 0.670 0.839 0.999 0.941 0.857
MPI-ESM1-2-HR_CMIP6 [-] 51.5 51.5 57.7 -6.24 11.4 0.0190 0.475 0.706 0.999 0.932 0.764
NorESM2-MM_BARPA [-] 64.0 63.8 57.7 6.11 7.66 0.792 0.703 0.814 0.947 0.973 0.850
NorESM2-MM_CCAM [-] 67.3 67.1 57.7 9.41 10.9 0.910 0.571 0.754 0.939 0.961 0.796
NorESM2-MM_CMIP6 [-] 61.8 61.8 58.1 3.67 9.81 0.292 0.722 0.575 0.980 0.949 0.760
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 [-] 40.8
ACCESS-CM2_BARPA [-] 40.7 40.8 40.8 -0.00443 5.02 0.834 0.703 0.585 0.913 0.996 0.756
ACCESS-CM2_CCAM [-] 45.7 45.8 40.8 5.01 7.51 0.371 0.533 0.512 0.952 0.986 0.699
ACCESS-CM2_CMIP6 [-] 39.7 39.7 40.9 -1.20 6.63 0.483 0.667 0.466 0.939 0.996 0.707
ACCESS-ESM1-5_BARPA [-] 38.8 38.9 40.8 -1.90 5.59 1.08 0.644 0.579 0.898 0.989 0.738
ACCESS-ESM1-5_CCAM [-] 45.5 45.5 40.8 4.73 8.54 0.529 0.499 0.460 0.922 0.944 0.657
ACCESS-ESM1-5_CMIP6 [-] 43.3 43.3 40.8 2.48 8.23 0.580 0.554 0.406 0.907 0.970 0.649
CESM2_BARPA [-] 37.1 37.1 40.8 -3.68 6.83 0.943 0.557 0.515 0.900 0.991 0.695
CESM2_CCAM [-] 34.2 34.2 40.8 -6.57 8.45 0.898 0.424 0.532 0.865 0.964 0.663
CMCC-ESM2_BARPA [-] 36.8 36.8 40.8 -3.98 8.30 1.07 0.536 0.410 0.878 0.995 0.646
CMCC-ESM2_CCAM [-] 51.0 51.0 40.8 10.2 12.2 1.43 0.291 0.439 0.774 0.992 0.587
CMCC-ESM2_CMIP6 [-] 50.4 50.4 41.0 9.40 12.6 2.07 0.326 0.345 0.654 0.829 0.500
CNRM-ESM2-1_CCAM [-] 45.5 45.6 40.8 4.77 7.86 0.712 0.534 0.482 0.879 0.997 0.675
CNRM-ESM2-1_CMIP6 [-] 34.0 34.0 40.8 -6.77 8.06 0.220 0.421 0.588 0.968 0.997 0.712
EC-Earth3_BARPA [-] 33.4 33.5 40.8 -7.32 8.30 0.351 0.374 0.648 0.957 0.977 0.721
EC-Earth3_CCAM [-] 41.6 41.7 40.8 0.913 7.62 1.41 0.658 0.427 0.773 0.982 0.653
EC-Earth3_CMIP6 [-] 37.0 37.0 40.8 -3.85 9.70 1.65 0.549 0.368 0.728 0.996 0.602
ERA5_BARPA [-] 39.2 39.3 40.8 -1.50 5.60 0.224 0.680 0.545 0.962 0.997 0.746
ERA5_CCAM [-] 45.5 45.5 40.8 4.74 7.34 0.469 0.530 0.550 0.916 0.940 0.697
MPI-ESM1-2-HR_BARPA [-] 33.9 34.0 40.8 -6.84 7.83 0.263 0.393 0.651 0.967 0.997 0.732
MPI-ESM1-2-HR_CMIP6 [-] 28.4 28.4 40.9 -12.4 13.0 0.657 0.188 0.640 0.885 0.975 0.666
NorESM2-MM_BARPA [-] 42.4 42.4 40.8 1.62 7.93 1.53 0.711 0.385 0.810 0.976 0.653
NorESM2-MM_CCAM [-] 54.8 54.9 40.8 14.1 15.0 1.22 0.173 0.501 0.838 0.993 0.601
NorESM2-MM_CMIP6 [-] 46.7 46.7 41.0 5.70 7.32 0.618 0.481 0.630 0.886 0.984 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 [-] 43.9
ACCESS-CM2_BARPA [-] 47.3 47.3 43.9 3.37 5.69 0.120 0.620 0.768 0.984 0.997 0.827
ACCESS-CM2_CCAM [-] 49.1 49.1 43.9 5.17 7.44 0.0939 0.580 0.646 0.988 0.978 0.767
ACCESS-CM2_CMIP6 [-] 45.0 45.0 43.9 1.05 5.98 0.0455 0.742 0.626 0.997 0.998 0.797
ACCESS-ESM1-5_BARPA [-] 45.1 45.0 43.9 1.10 4.97 0.760 0.657 0.771 0.940 0.978 0.823
ACCESS-ESM1-5_CCAM [-] 48.9 48.8 43.9 4.96 7.98 0.224 0.535 0.653 0.979 0.987 0.762
ACCESS-ESM1-5_CMIP6 [-] 46.7 46.7 44.5 2.19 6.25 0.0900 0.692 0.626 0.994 0.998 0.787
CESM2_BARPA [-] 45.7 45.6 43.9 1.72 5.45 0.249 0.643 0.739 0.977 0.967 0.813
CESM2_CCAM [-] 43.0 42.9 43.9 -0.999 5.52 0.450 0.738 0.667 0.968 0.984 0.805
CMCC-ESM2_BARPA [-] 45.9 45.8 43.9 1.96 6.31 0.252 0.644 0.661 0.972 0.972 0.782
CMCC-ESM2_CCAM [-] 55.9 55.8 43.9 11.9 12.7 0.341 0.342 0.682 0.951 0.929 0.717
CMCC-ESM2_CMIP6 [-] 52.5 52.5 44.4 8.15 9.91 0.470 0.494 0.621 0.911 0.833 0.696
CNRM-ESM2-1_CCAM [-] 50.3 50.2 43.9 6.31 7.60 0.289 0.557 0.710 0.976 0.970 0.785
CNRM-ESM2-1_CMIP6 [-] 40.0 40.0 44.0 -4.00 5.82 0.264 0.635 0.725 0.984 0.959 0.806
EC-Earth3_BARPA [-] 41.8 41.7 43.9 -2.18 5.03 0.424 0.687 0.744 0.965 0.948 0.818
EC-Earth3_CCAM [-] 45.4 45.3 43.9 1.46 4.85 0.575 0.738 0.693 0.932 0.998 0.811
EC-Earth3_CMIP6 [-] 40.9 40.9 44.1 -3.20 5.99 0.534 0.708 0.643 0.931 0.996 0.784
ERA5_BARPA [-] 47.3 47.2 43.9 3.35 5.58 0.187 0.631 0.763 0.982 0.991 0.826
ERA5_CCAM [-] 49.0 48.9 43.9 5.04 6.45 0.0820 0.575 0.757 0.989 0.997 0.815
MPI-ESM1-2-HR_BARPA [-] 43.2 43.1 43.9 -0.796 4.62 0.188 0.692 0.775 0.982 0.973 0.839
MPI-ESM1-2-HR_CMIP6 [-] 37.2 37.2 44.0 -6.85 7.72 0.155 0.530 0.739 0.970 0.982 0.792
NorESM2-MM_BARPA [-] 49.8 49.8 43.9 5.88 8.09 0.541 0.529 0.684 0.960 0.997 0.771
NorESM2-MM_CCAM [-] 57.4 57.3 43.9 13.4 14.5 0.575 0.301 0.624 0.960 0.932 0.688
NorESM2-MM_CMIP6 [-] 51.8 51.8 44.4 7.40 9.19 0.258 0.458 0.683 0.960 0.957 0.748
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 [-] 63.0
ACCESS-CM2_BARPA [-] 77.0 76.9 63.0 13.9 14.4 0.595 0.331 0.705 0.962 0.354 0.612
ACCESS-CM2_CCAM [-] 81.0 81.2 63.0 18.2 18.4 0.424 0.183 0.783 0.972 0.468 0.638
ACCESS-CM2_CMIP6 [-] 78.9 78.9 61.6 17.3 17.5 0.513 0.112 0.773 0.967 0.733 0.672
ACCESS-ESM1-5_BARPA [-] 75.8 75.7 63.0 12.8 13.6 0.509 0.381 0.662 0.969 0.455 0.626
ACCESS-ESM1-5_CCAM [-] 81.4 81.6 63.0 18.6 18.8 0.596 0.174 0.743 0.958 0.498 0.623
ACCESS-ESM1-5_CMIP6 [-] 80.3 80.3 77.9 2.37 2.97 1.02 0.616 0.695 0.933 1.00 0.788
CESM2_BARPA [-] 77.4 77.3 63.0 14.3 15.1 0.424 0.307 0.625 0.973 0.369 0.580
CESM2_CCAM [-] 82.4 82.6 63.0 19.6 20.0 0.596 0.153 0.666 0.959 0.529 0.594
CMCC-ESM2_BARPA [-] 77.1 76.9 63.0 13.9 14.6 0.509 0.356 0.683 0.969 0.355 0.609
CMCC-ESM2_CCAM [-] 84.0 83.9 63.0 20.9 21.4 0.509 0.142 0.614 0.969 0.398 0.547
CMCC-ESM2_CMIP6 [-] 75.7 75.7 67.6 8.04 11.3 2.56 0.617 0.523 0.556 0.475 0.539
CNRM-ESM2-1_CCAM [-] 80.7 80.9 63.0 17.9 18.2 0.507 0.193 0.741 0.964 0.488 0.625
CNRM-ESM2-1_CMIP6 [-] 74.1 74.1 67.5 6.61 7.06 0.514 0.470 0.730 0.965 0.798 0.739
EC-Earth3_BARPA [-] 77.0 76.8 63.0 13.9 14.4 0.761 0.336 0.705 0.949 0.268 0.593
EC-Earth3_CCAM [-] 82.2 82.3 63.0 19.3 19.6 0.507 0.164 0.712 0.964 0.386 0.588
EC-Earth3_CMIP6 [-] 73.3 73.3 64.1 9.16 10.7 0.849 0.504 0.705 0.943 0.678 0.707
ERA5_BARPA [-] 78.5 78.3 63.0 15.3 15.7 0.509 0.274 0.705 0.969 0.242 0.579
ERA5_CCAM [-] 82.9 82.9 63.0 19.9 20.2 0.338 0.146 0.730 0.976 0.338 0.584
MPI-ESM1-2-HR_BARPA [-] 75.1 75.1 63.0 12.1 12.9 0.509 0.388 0.707 0.969 0.405 0.635
MPI-ESM1-2-HR_CMIP6 [-] 73.4 73.4 64.2 9.23 10.6 0.00 0.423 0.776 1.00 0.944 0.784
NorESM2-MM_BARPA [-] 78.3 78.1 63.0 15.1 15.6 0.678 0.296 0.694 0.957 0.307 0.590
NorESM2-MM_CCAM [-] 82.8 82.9 63.0 19.9 20.2 0.507 0.140 0.718 0.966 0.474 0.603
NorESM2-MM_CMIP6 [-] 75.5 75.5 67.6 7.87 9.39 1.02 0.502 0.595 0.933 0.00148 0.525
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 [-] 58.7
ACCESS-CM2_BARPA [-] 82.6 82.2 58.7 23.5 24.0 1.14 0.131 0.609 0.885 0.220 0.491
ACCESS-CM2_CCAM [-] 87.5 86.7 58.7 28.0 28.4 0.890 0.0721 0.607 0.941 0.332 0.512
ACCESS-CM2_CMIP6 [-] 83.4 83.4 68.1 15.3 15.7 1.02 0.0943 0.571 0.933 1.00 0.634
ACCESS-ESM1-5_BARPA [-] 82.2 82.0 58.7 23.3 23.8 1.20 0.130 0.589 0.868 0.209 0.477
ACCESS-ESM1-5_CCAM [-] 88.9 88.0 58.7 29.3 29.8 1.02 0.0613 0.558 0.933 0.367 0.495
ACCESS-ESM1-5_CMIP6 [-] 85.0 85.0 61.5 23.5 23.8 0.503 0.0788 0.610 0.970 0.307 0.515
CESM2_BARPA [-] 82.7 82.3 58.7 23.7 24.1 0.825 0.125 0.600 0.946 0.213 0.497
CESM2_CCAM [-] 89.2 88.2 58.7 29.5 30.1 1.27 0.0606 0.516 0.865 0.386 0.469
CMCC-ESM2_BARPA [-] 82.3 81.8 58.7 23.1 23.5 0.889 0.157 0.634 0.943 0.283 0.530
CMCC-ESM2_CCAM [-] 88.2 87.1 58.7 28.4 29.0 1.21 0.0778 0.536 0.870 0.408 0.485
CMCC-ESM2_CMIP6 [-] 77.4 77.4 58.5 18.9 19.9 2.40 0.227 0.506 0.575 0.229 0.408
CNRM-ESM2-1_CCAM [-] 88.4 87.4 58.7 28.7 29.2 1.02 0.0711 0.587 0.923 0.401 0.514
CNRM-ESM2-1_CMIP6 [-] 78.2 78.2 65.2 13.0 13.3 1.02 0.303 0.748 0.933 0.0375 0.554
EC-Earth3_BARPA [-] 82.2 81.7 58.7 23.0 23.4 0.892 0.149 0.640 0.922 0.237 0.518
EC-Earth3_CCAM [-] 88.2 87.2 58.7 28.5 29.0 1.09 0.0721 0.556 0.878 0.379 0.488
EC-Earth3_CMIP6 [-] 78.3 78.3 58.7 19.5 19.9 0.887 0.156 0.653 0.942 0.313 0.543
ERA5_BARPA [-] 82.7 82.2 58.7 23.6 24.0 0.887 0.138 0.630 0.934 0.240 0.515
ERA5_CCAM [-] 88.2 87.3 58.7 28.6 29.1 0.633 0.0683 0.566 0.958 0.349 0.502
MPI-ESM1-2-HR_BARPA [-] 81.8 81.5 58.7 22.8 23.2 0.823 0.155 0.620 0.948 0.265 0.522
MPI-ESM1-2-HR_CMIP6 [-] 80.2 80.2 61.8 18.4 18.6 0.200 0.118 0.720 0.986 0.0681 0.522
NorESM2-MM_BARPA [-] 82.9 82.4 58.7 23.7 24.1 1.02 0.135 0.617 0.924 0.245 0.508
NorESM2-MM_CCAM [-] 88.9 88.0 58.7 29.3 29.8 0.321 0.0566 0.550 0.975 0.315 0.489
NorESM2-MM_CMIP6 [-] 78.7 78.7 58.5 20.2 21.1 1.02 0.207 0.516 0.933 0.185 0.471
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 [-] 57.0
ACCESS-CM2_BARPA [-] 74.2 74.5 57.0 17.5 19.0 1.02 0.330 0.585 0.880 0.0450 0.485
ACCESS-CM2_CCAM [-] 78.1 78.1 57.0 21.2 21.5 0.424 0.241 0.726 0.959 0.112 0.553
ACCESS-CM2_CMIP6 [-] 77.1 77.1 65.5 11.6 11.8 0.00 0.209 0.765 1.00 0.0421 0.556
ACCESS-ESM1-5_BARPA [-] 72.9 73.2 57.0 16.2 18.2 1.36 0.328 0.543 0.800 0.0439 0.452
ACCESS-ESM1-5_CCAM [-] 79.2 79.2 57.0 22.2 22.7 0.510 0.208 0.665 0.943 0.105 0.517
ACCESS-ESM1-5_CMIP6 [-] 77.0 77.0 64.1 12.9 13.4 0.00 0.154 0.567 1.00 0.237 0.505
CESM2_BARPA [-] 74.5 74.8 57.0 17.9 19.8 1.11 0.319 0.504 0.818 0.0431 0.438
CESM2_CCAM [-] 74.3 74.1 57.0 17.1 18.4 0.769 0.334 0.638 0.869 0.146 0.525
CMCC-ESM2_BARPA [-] 74.9 75.2 57.0 18.2 19.8 0.939 0.308 0.574 0.894 0.0615 0.482
CMCC-ESM2_CCAM [-] 83.3 83.6 57.0 26.6 27.3 0.976 0.129 0.553 0.826 0.126 0.438
CMCC-ESM2_CMIP6 [-] 75.1 75.1 61.5 13.6 16.6 2.37 0.248 0.441 0.564 0.332 0.405
CNRM-ESM2-1_CCAM [-] 76.3 76.2 57.0 19.2 19.9 0.763 0.294 0.655 0.946 0.125 0.535
CNRM-ESM2-1_CMIP6 [-] 70.4 70.4 60.2 10.1 10.8 0.341 0.496 0.717 0.981 0.0309 0.588
EC-Earth3_BARPA [-] 72.7 72.9 57.0 15.9 17.6 0.726 0.322 0.604 0.896 0.0345 0.492
EC-Earth3_CCAM [-] 77.9 77.7 57.0 20.7 21.4 0.633 0.240 0.622 0.910 0.104 0.500
EC-Earth3_CMIP6 [-] 67.2 67.2 60.7 6.44 9.01 0.767 0.564 0.613 0.873 0.251 0.583
ERA5_BARPA [-] 76.1 76.4 57.0 19.4 20.2 0.596 0.289 0.642 0.933 0.0316 0.508
ERA5_CCAM [-] 81.6 81.7 57.0 24.7 25.0 0.0847 0.147 0.678 0.996 0.0956 0.519
MPI-ESM1-2-HR_BARPA [-] 69.7 69.8 57.0 12.8 15.7 0.890 0.348 0.599 0.867 0.0938 0.502
MPI-ESM1-2-HR_CMIP6 [-] 64.8 64.8 57.5 7.25 10.1 0.167 0.449 0.581 0.989 0.478 0.616
NorESM2-MM_BARPA [-] 75.8 76.2 57.0 19.2 20.6 1.07 0.292 0.569 0.827 0.0562 0.463
NorESM2-MM_CCAM [-] 80.5 80.5 57.0 23.5 24.0 0.804 0.174 0.650 0.910 0.117 0.500
NorESM2-MM_CMIP6 [-] 73.5 73.5 61.5 12.1 14.8 1.52 0.302 0.534 0.701 0.182 0.451
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 [-] 64.3
ACCESS-CM2_BARPA [-] 72.9 72.6 64.3 8.35 8.67 0.193 0.486 0.815 0.988 0.396 0.700
ACCESS-CM2_CCAM [-] 76.0 75.6 64.3 11.3 11.8 0.290 0.352 0.759 0.981 0.710 0.712
ACCESS-CM2_CMIP6 [-] 76.3 76.3 68.6 7.72 8.02 0.00 0.466 0.792 1.00 0.373 0.685
ACCESS-ESM1-5_BARPA [-] 72.0 71.6 64.3 7.31 8.00 0.193 0.536 0.754 0.988 0.406 0.688
ACCESS-ESM1-5_CCAM [-] 75.4 74.8 64.3 10.5 10.8 0.242 0.387 0.812 0.985 0.893 0.777
ACCESS-ESM1-5_CMIP6 [-] 71.1 71.1 61.7 9.41 9.92 0.00 0.426 0.749 1.00 0.362 0.657
CESM2_BARPA [-] 73.5 73.2 64.3 8.86 9.48 0.193 0.456 0.732 0.988 0.370 0.655
CESM2_CCAM [-] 75.8 75.1 64.3 10.8 11.1 0.631 0.364 0.808 0.959 0.840 0.756
CMCC-ESM2_BARPA [-] 73.0 72.7 64.3 8.44 8.77 0.582 0.481 0.809 0.962 0.386 0.689
CMCC-ESM2_CCAM [-] 76.5 76.0 64.3 11.7 11.9 0.437 0.359 0.802 0.972 0.967 0.780
CMCC-ESM2_CMIP6 [-] 72.6 72.6 67.8 4.74 6.19 0.609 0.658 0.697 0.960 0.298 0.662
CNRM-ESM2-1_CCAM [-] 72.7 72.0 64.3 7.74 8.25 0.388 0.523 0.811 0.974 0.962 0.816
CNRM-ESM2-1_CMIP6 [-] 69.9 69.9 71.9 -2.03 2.37 0.00 0.726 0.824 1.00 1.00 0.875
EC-Earth3_BARPA [-] 70.4 70.1 64.3 5.76 6.52 0.242 0.629 0.786 0.984 0.467 0.730
EC-Earth3_CCAM [-] 72.7 72.0 64.3 7.73 8.27 0.581 0.518 0.804 0.961 0.958 0.809
EC-Earth3_CMIP6 [-] 66.9 66.9 65.8 1.08 4.22 0.339 0.711 0.765 0.977 0.483 0.740
ERA5_BARPA [-] 73.5 73.3 64.3 8.99 9.26 0.193 0.458 0.818 0.988 0.412 0.699
ERA5_CCAM [-] 75.1 74.5 64.3 10.2 10.4 0.193 0.416 0.850 0.988 0.966 0.814
MPI-ESM1-2-HR_BARPA [-] 71.0 70.7 64.3 6.41 7.01 0.193 0.597 0.794 0.988 0.428 0.720
MPI-ESM1-2-HR_CMIP6 [-] 65.3 65.3 65.2 0.121 3.63 0.203 0.806 0.725 0.987 0.108 0.670
NorESM2-MM_BARPA [-] 74.4 74.2 64.3 9.85 10.2 0.193 0.413 0.790 0.988 0.369 0.670
NorESM2-MM_CCAM [-] 77.1 76.6 64.3 12.3 12.5 0.678 0.330 0.821 0.954 0.921 0.770
NorESM2-MM_CMIP6 [-] 70.7 70.7 67.8 2.83 7.32 0.00 0.751 0.506 1.00 0.521 0.657
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 [-] 53.5
ACCESS-CM2_BARPA [-] 62.4 62.0 53.5 8.52 8.94 0.139 0.451 0.793 0.990 0.982 0.802
ACCESS-CM2_CCAM [-] 61.5 60.9 53.5 7.35 7.94 0.0836 0.501 0.768 0.994 0.994 0.805
ACCESS-CM2_CMIP6 [-] 63.2 63.2 59.8 3.35 4.47 0.00 0.665 0.745 1.00 0.994 0.830
ACCESS-ESM1-5_BARPA [-] 61.3 61.0 53.5 7.47 8.13 0.650 0.496 0.755 0.956 0.999 0.792
ACCESS-ESM1-5_CCAM [-] 62.3 61.8 53.5 8.24 8.88 0.0559 0.464 0.769 0.996 0.994 0.798
ACCESS-ESM1-5_CMIP6 [-] 58.5 58.5 54.8 3.64 5.20 0.00 0.743 0.743 1.00 0.998 0.846
CESM2_BARPA [-] 62.6 62.2 53.5 8.70 9.48 0.140 0.441 0.718 0.982 0.998 0.771
CESM2_CCAM [-] 60.5 59.6 53.5 6.08 6.68 0.705 0.560 0.790 0.953 0.976 0.814
CMCC-ESM2_BARPA [-] 62.2 61.9 53.5 8.39 9.07 0.905 0.455 0.734 0.940 0.995 0.772
CMCC-ESM2_CCAM [-] 63.0 62.6 53.5 9.06 9.90 0.705 0.434 0.763 0.954 0.961 0.775
CMCC-ESM2_CMIP6 [-] 61.6 61.6 55.9 5.74 7.54 0.869 0.605 0.642 0.942 0.974 0.761
CNRM-ESM2-1_CCAM [-] 59.6 59.1 53.5 5.57 6.65 0.0559 0.557 0.832 0.996 0.981 0.840
CNRM-ESM2-1_CMIP6 [-] 53.2 53.2 54.6 -1.40 3.76 0.407 0.777 0.794 0.974 0.945 0.857
EC-Earth3_BARPA [-] 59.4 59.1 53.5 5.62 6.74 0.140 0.591 0.730 0.987 0.994 0.806
EC-Earth3_CCAM [-] 58.0 57.4 53.5 3.90 5.82 0.0839 0.626 0.772 0.994 0.997 0.832
EC-Earth3_CMIP6 [-] 57.8 57.8 55.2 2.51 5.48 0.251 0.647 0.720 0.964 0.865 0.783
ERA5_BARPA [-] 62.7 62.4 53.5 8.85 9.23 0.223 0.438 0.801 0.984 0.981 0.801
ERA5_CCAM [-] 61.1 60.5 53.5 7.01 7.83 0.0836 0.509 0.817 0.994 0.968 0.821
MPI-ESM1-2-HR_BARPA [-] 59.9 59.5 53.5 5.99 6.65 0.112 0.577 0.784 0.992 0.998 0.827
MPI-ESM1-2-HR_CMIP6 [-] 52.4 52.4 55.4 -3.01 5.26 0.112 0.709 0.704 0.992 0.949 0.812
NorESM2-MM_BARPA [-] 64.5 64.1 53.5 10.6 11.1 0.423 0.368 0.751 0.973 0.967 0.762
NorESM2-MM_CCAM [-] 66.2 65.7 53.5 12.2 12.7 0.933 0.338 0.737 0.939 0.938 0.738
NorESM2-MM_CMIP6 [-] 62.4 62.4 55.9 6.46 9.33 0.863 0.563 0.552 0.827 0.903 0.680
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 [-] 56.6
ACCESS-CM2_BARPA [-] 62.5 62.5 56.6 5.96 6.88 0.291 0.556 0.764 0.980 0.983 0.809
ACCESS-CM2_CCAM [-] 61.8 62.0 56.6 5.46 7.07 0.214 0.580 0.711 0.986 0.937 0.785
ACCESS-CM2_CMIP6 [-] 59.3 59.3 58.5 0.736 5.36 0.0793 0.814 0.634 0.996 0.984 0.812
ACCESS-ESM1-5_BARPA [-] 60.4 60.5 56.6 3.96 5.27 0.277 0.644 0.774 0.979 0.941 0.823
ACCESS-ESM1-5_CCAM [-] 60.5 60.7 56.6 4.13 6.23 0.190 0.616 0.746 0.985 0.882 0.795
ACCESS-ESM1-5_CMIP6 [-] 57.6 57.6 57.8 -0.163 4.13 0.236 0.807 0.718 0.986 0.984 0.843
CESM2_BARPA [-] 62.1 62.1 56.6 5.56 6.74 0.270 0.569 0.759 0.981 0.928 0.799
CESM2_CCAM [-] 62.5 62.7 56.6 6.13 8.17 0.336 0.546 0.679 0.975 0.800 0.736
CMCC-ESM2_BARPA [-] 61.4 61.5 56.6 4.92 6.13 0.234 0.603 0.760 0.984 0.937 0.809
CMCC-ESM2_CCAM [-] 65.5 65.6 56.6 9.02 9.77 0.356 0.434 0.739 0.977 0.976 0.773
CMCC-ESM2_CMIP6 [-] 60.4 60.4 57.6 2.76 5.17 0.459 0.715 0.709 0.930 0.998 0.812
CNRM-ESM2-1_CCAM [-] 63.5 63.7 56.6 7.10 7.79 0.292 0.511 0.755 0.980 0.988 0.798
CNRM-ESM2-1_CMIP6 [-] 57.3 57.3 57.4 -0.119 5.67 0.202 0.713 0.693 0.986 0.982 0.813
EC-Earth3_BARPA [-] 59.7 59.8 56.6 3.26 5.31 0.306 0.688 0.720 0.970 0.938 0.807
EC-Earth3_CCAM [-] 61.1 61.3 56.6 4.70 6.05 0.307 0.616 0.741 0.978 0.894 0.794
EC-Earth3_CMIP6 [-] 56.0 56.0 56.5 -0.546 4.19 0.339 0.863 0.700 0.964 0.988 0.843
ERA5_BARPA [-] 62.8 62.8 56.6 6.28 6.87 0.263 0.546 0.793 0.982 0.986 0.820
ERA5_CCAM [-] 61.6 61.8 56.6 5.21 6.00 0.308 0.591 0.814 0.979 0.932 0.826
MPI-ESM1-2-HR_BARPA [-] 60.6 60.8 56.6 4.20 5.51 0.248 0.632 0.772 0.983 0.936 0.819
MPI-ESM1-2-HR_CMIP6 [-] 53.3 53.3 56.7 -3.40 5.50 0.145 0.721 0.737 0.991 0.960 0.829
NorESM2-MM_BARPA [-] 64.3 64.3 56.6 7.72 8.47 0.262 0.488 0.758 0.981 0.994 0.796
NorESM2-MM_CCAM [-] 64.0 64.3 56.6 7.72 9.19 0.234 0.488 0.697 0.984 0.972 0.768
NorESM2-MM_CMIP6 [-] 58.5 58.5 57.6 0.900 6.53 0.972 0.753 0.594 0.894 0.998 0.767
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 [-] 70.2
ACCESS-CM2_BARPA [-] 73.7 73.6 70.2 3.38 4.86 0.735 0.613 0.670 0.936 0.957 0.769
ACCESS-CM2_CCAM [-] 75.9 75.9 70.2 5.67 7.17 0.948 0.442 0.535 0.935 0.979 0.685
ACCESS-CM2_CMIP6 [-] 70.8 70.8 73.4 -2.56 6.52 0.790 0.410 0.524 0.948 0.710 0.623
ACCESS-ESM1-5_BARPA [-] 74.5 74.3 70.2 4.13 5.16 0.273 0.580 0.679 0.974 0.968 0.776
ACCESS-ESM1-5_CCAM [-] 78.6 78.5 70.2 8.34 9.53 0.526 0.269 0.508 0.955 0.995 0.647
ACCESS-ESM1-5_CMIP6 [-] 72.9 72.9 74.6 -1.74 5.23 0.504 0.642 0.406 0.932 0.457 0.569
CESM2_BARPA [-] 71.6 71.5 70.2 1.30 4.88 0.440 0.659 0.545 0.939 0.990 0.736
CESM2_CCAM [-] 75.9 75.8 70.2 5.55 7.34 1.14 0.459 0.516 0.899 0.959 0.669
CMCC-ESM2_BARPA [-] 72.2 72.2 70.2 1.97 4.82 0.188 0.666 0.565 0.978 0.968 0.749
CMCC-ESM2_CCAM [-] 79.3 79.1 70.2 8.85 9.78 0.358 0.249 0.549 0.960 0.999 0.661
CMCC-ESM2_CMIP6 [-] 69.4 69.4 71.7 -2.31 4.71 0.549 0.502 0.613 0.918 0.993 0.728
CNRM-ESM2-1_CCAM [-] 76.5 76.4 70.2 6.21 7.78 0.359 0.425 0.535 0.977 0.992 0.693
CNRM-ESM2-1_CMIP6 [-] 66.0 66.0 73.9 -7.90 8.87 0.656 0.347 0.490 0.957 0.845 0.626
EC-Earth3_BARPA [-] 73.6 73.5 70.2 3.34 5.01 0.275 0.620 0.582 0.969 0.994 0.750
EC-Earth3_CCAM [-] 80.0 79.7 70.2 9.55 10.6 0.317 0.205 0.497 0.964 0.966 0.626
EC-Earth3_CMIP6 [-] 71.5 71.5 70.1 1.41 8.00 0.857 0.611 0.324 0.916 0.989 0.633
ERA5_BARPA [-] 74.7 74.6 70.2 4.36 5.49 0.145 0.550 0.622 0.982 0.993 0.754
ERA5_CCAM [-] 79.9 79.6 70.2 9.43 10.2 0.273 0.220 0.566 0.961 0.993 0.661
MPI-ESM1-2-HR_BARPA [-] 72.3 72.2 70.2 2.00 4.38 0.294 0.653 0.668 0.970 0.965 0.785
MPI-ESM1-2-HR_CMIP6 [-] 62.7 62.7 72.7 -9.95 11.2 0.931 0.187 0.550 0.866 0.913 0.613
NorESM2-MM_BARPA [-] 73.8 73.6 70.2 3.39 4.92 0.377 0.630 0.589 0.954 0.999 0.752
NorESM2-MM_CCAM [-] 82.2 82.0 70.2 11.8 12.4 0.440 0.142 0.565 0.940 0.972 0.637
NorESM2-MM_CMIP6 [-] 72.4 72.4 71.7 0.738 3.27 0.323 0.666 0.653 0.949 0.938 0.772

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:
4.02

  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:
2019-05-06: downloaded source from https://crudata.uea.ac.uk/cru/data/hrg/cru_ts_4.02/
2019-05-08: estimate saturated vapor pressure using temperature
2019-05-08: calculate relative humidity using saturated vapor pressure and vapor pressure
2019-05-08: 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 2017-12
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