Mean State

Download Data
Period Mean (original grids) [d]
Model Period Mean (intersection) [d]
Benchmark Period Mean (intersection) [d]
Model Period Mean (complement) [d]
Benchmark Period Mean (complement) [d]
Bias [d]
RMSE [d]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 0.591
ACCESS-CM2_BARPA [-] 0.498 0.498 0.591 -0.0936 0.296 0.829 0.919 0.808 0.919 0.947 0.880
ACCESS-CM2_CCAM [-] 0.453 0.454 0.591 -0.138 0.366 0.925 0.909 0.787 0.902 0.715 0.820
ACCESS-CM2_CMIP6 [-] 0.562 0.562 0.598 -0.0363 0.315 0.759 0.904 0.786 0.928 0.960 0.873
ACCESS-ESM1-5_BARPA [-] 0.521 0.521 0.591 -0.0706 0.283 0.838 0.915 0.809 0.916 0.975 0.885
ACCESS-ESM1-5_CCAM [-] 0.470 0.470 0.591 -0.121 0.359 0.989 0.900 0.780 0.894 0.830 0.837
ACCESS-ESM1-5_CMIP6 [-] 0.592 0.592 0.595 -0.00257 0.339 0.787 0.902 0.749 0.926 0.982 0.862
CESM2_BARPA [-] 0.400 0.400 0.591 -0.191 0.364 1.01 0.855 0.787 0.893 0.884 0.841
CESM2_CCAM [-] 0.384 0.385 0.591 -0.206 0.435 1.37 0.854 0.742 0.814 0.810 0.793
CESM2_CMIP6 [-] 0.553 0.553 0.588 -0.0343 0.364 0.847 0.858 0.764 0.913 0.936 0.847
CMCC-ESM2_BARPA [-] 0.389 0.388 0.591 -0.203 0.416 1.33 0.844 0.754 0.820 0.905 0.815
CMCC-ESM2_CCAM [-] 0.552 0.552 0.591 -0.0394 0.361 0.969 0.885 0.790 0.896 0.787 0.830
CMCC-ESM2_CMIP6 [-] 0.786 0.786 0.588 0.198 0.457 0.893 0.794 0.722 0.911 0.940 0.818
CNRM-ESM2-1_CCAM [-] 0.509 0.509 0.591 -0.0818 0.342 0.803 0.907 0.796 0.920 0.729 0.830
CNRM-ESM2-1_CMIP6 [-] 0.497 0.497 0.592 -0.0952 0.336 0.841 0.900 0.762 0.911 0.908 0.849
EC-Earth3_BARPA [-] 0.435 0.435 0.591 -0.156 0.310 0.904 0.881 0.812 0.905 0.927 0.867
EC-Earth3_CCAM [-] 0.543 0.543 0.591 -0.0483 0.329 0.725 0.892 0.790 0.930 0.796 0.840
EC-Earth3_CMIP6 [-] 0.578 0.578 0.590 -0.0120 0.324 0.734 0.914 0.756 0.930 0.922 0.856
ERA5_BARPA [-] 0.476 0.476 0.591 -0.116 0.303 1.03 0.903 0.810 0.890 0.960 0.875
ERA5_CCAM [-] 0.509 0.509 0.591 -0.0822 0.262 0.664 0.921 0.842 0.928 0.889 0.884
MPI-ESM1-2-HR_BARPA [-] 0.390 0.390 0.591 -0.201 0.369 0.927 0.851 0.783 0.904 0.887 0.842
MPI-ESM1-2-HR_CMIP6 [-] 0.337 0.337 0.596 -0.259 0.420 0.882 0.812 0.769 0.906 0.753 0.802
NorESM2-MM_BARPA [-] 0.445 0.445 0.591 -0.147 0.390 1.41 0.886 0.756 0.813 0.917 0.826
NorESM2-MM_CCAM [-] 0.465 0.465 0.591 -0.126 0.368 0.892 0.896 0.782 0.904 0.798 0.832
NorESM2-MM_CMIP6 [-] 0.659 0.659 0.588 0.0714 0.393 0.882 0.829 0.757 0.909 0.837 0.818
Download Data
Period Mean (original grids) [d]
Model Period Mean (intersection) [d]
Benchmark Period Mean (intersection) [d]
Model Period Mean (complement) [d]
Benchmark Period Mean (complement) [d]
Bias [d]
RMSE [d]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 0.507
ACCESS-CM2_BARPA [-] 0.422 0.423 0.507 -0.0834 0.226 0.512 0.916 0.809 0.963 0.981 0.905
ACCESS-CM2_CCAM [-] 0.447 0.448 0.507 -0.0582 0.224 0.883 0.930 0.806 0.922 0.832 0.865
ACCESS-CM2_CMIP6 [-] 0.460 0.460 0.488 -0.0283 0.224 0.928 0.920 0.776 0.939 0.987 0.891
ACCESS-ESM1-5_BARPA [-] 0.464 0.466 0.507 -0.0409 0.214 0.654 0.924 0.815 0.952 0.988 0.908
ACCESS-ESM1-5_CCAM [-] 0.456 0.457 0.507 -0.0493 0.246 0.758 0.918 0.791 0.934 0.987 0.895
ACCESS-ESM1-5_CMIP6 [-] 0.516 0.516 0.518 -0.00277 0.286 0.540 0.899 0.743 0.964 0.778 0.835
CESM2_BARPA [-] 0.355 0.357 0.507 -0.150 0.251 0.880 0.856 0.811 0.921 0.913 0.868
CESM2_CCAM [-] 0.423 0.424 0.507 -0.0828 0.215 0.505 0.918 0.816 0.966 0.954 0.903
CESM2_CMIP6 [-] 0.379 0.379 0.506 -0.127 0.296 0.480 0.840 0.757 0.968 0.549 0.776
CMCC-ESM2_BARPA [-] 0.315 0.316 0.507 -0.190 0.315 0.772 0.820 0.768 0.923 0.935 0.851
CMCC-ESM2_CCAM [-] 0.462 0.463 0.507 -0.0438 0.208 0.650 0.916 0.827 0.941 0.949 0.899
CMCC-ESM2_CMIP6 [-] 0.552 0.552 0.506 0.0456 0.231 0.657 0.860 0.813 0.947 0.633 0.813
CNRM-ESM2-1_CCAM [-] 0.501 0.501 0.507 -0.00525 0.223 0.945 0.916 0.813 0.915 0.738 0.842
CNRM-ESM2-1_CMIP6 [-] 0.521 0.521 0.511 0.0105 0.208 0.936 0.939 0.797 0.909 0.985 0.895
EC-Earth3_BARPA [-] 0.345 0.347 0.507 -0.160 0.279 0.514 0.849 0.789 0.959 0.743 0.830
EC-Earth3_CCAM [-] 0.525 0.527 0.507 0.0200 0.209 0.785 0.917 0.823 0.935 0.788 0.861
EC-Earth3_CMIP6 [-] 0.568 0.568 0.503 0.0646 0.201 1.02 0.925 0.812 0.909 0.877 0.873
ERA5_BARPA [-] 0.350 0.351 0.507 -0.155 0.273 0.934 0.851 0.793 0.909 0.879 0.851
ERA5_CCAM [-] 0.453 0.454 0.507 -0.0528 0.187 0.628 0.928 0.841 0.944 0.901 0.896
MPI-ESM1-2-HR_BARPA [-] 0.285 0.286 0.507 -0.221 0.343 0.805 0.796 0.761 0.931 0.691 0.791
MPI-ESM1-2-HR_CMIP6 [-] 0.353 0.353 0.509 -0.156 0.267 0.487 0.842 0.787 0.958 0.991 0.882
NorESM2-MM_BARPA [-] 0.283 0.284 0.507 -0.222 0.359 0.825 0.793 0.746 0.915 0.802 0.807
NorESM2-MM_CCAM [-] 0.372 0.374 0.507 -0.133 0.261 0.528 0.874 0.800 0.958 0.730 0.836
NorESM2-MM_CMIP6 [-] 0.346 0.346 0.506 -0.160 0.295 0.796 0.825 0.770 0.927 0.671 0.795
Download Data
Period Mean (original grids) [d]
Model Period Mean (intersection) [d]
Benchmark Period Mean (intersection) [d]
Model Period Mean (complement) [d]
Benchmark Period Mean (complement) [d]
Bias [d]
RMSE [d]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 0.707
ACCESS-CM2_BARPA [-] 0.490 0.491 0.707 -0.216 0.347 0.876 0.841 0.806 0.921 0.979 0.872
ACCESS-CM2_CCAM [-] 0.457 0.457 0.707 -0.250 0.408 1.05 0.820 0.772 0.905 0.781 0.814
ACCESS-CM2_CMIP6 [-] 0.531 0.531 0.762 -0.231 0.360 0.709 0.805 0.787 0.946 0.967 0.841
ACCESS-ESM1-5_BARPA [-] 0.554 0.555 0.707 -0.152 0.296 0.936 0.884 0.816 0.905 0.975 0.886
ACCESS-ESM1-5_CCAM [-] 0.451 0.451 0.707 -0.256 0.416 1.09 0.816 0.767 0.890 0.878 0.817
ACCESS-ESM1-5_CMIP6 [-] 0.674 0.674 0.695 -0.0211 0.417 1.15 0.881 0.711 0.894 0.614 0.763
CESM2_BARPA [-] 0.490 0.490 0.707 -0.217 0.338 1.03 0.836 0.811 0.892 0.986 0.870
CESM2_CCAM [-] 0.481 0.482 0.707 -0.225 0.362 0.892 0.836 0.797 0.927 0.947 0.846
CESM2_CMIP6 [-] 0.496 0.496 0.694 -0.198 0.393 0.886 0.799 0.766 0.920 0.403 0.716
CMCC-ESM2_BARPA [-] 0.421 0.421 0.707 -0.286 0.439 1.18 0.791 0.766 0.867 0.940 0.831
CMCC-ESM2_CCAM [-] 0.479 0.478 0.707 -0.229 0.366 0.889 0.833 0.795 0.915 0.888 0.842
CMCC-ESM2_CMIP6 [-] 0.653 0.653 0.694 -0.0411 0.365 0.840 0.825 0.770 0.910 0.370 0.744
CNRM-ESM2-1_CCAM [-] 0.480 0.480 0.707 -0.227 0.404 1.42 0.833 0.768 0.841 0.950 0.833
CNRM-ESM2-1_CMIP6 [-] 0.761 0.761 0.731 0.0298 0.312 1.14 0.927 0.768 0.897 0.980 0.848
EC-Earth3_BARPA [-] 0.486 0.486 0.707 -0.221 0.367 0.953 0.831 0.796 0.925 0.961 0.866
EC-Earth3_CCAM [-] 0.536 0.536 0.707 -0.171 0.320 0.970 0.875 0.808 0.899 0.906 0.849
EC-Earth3_CMIP6 [-] 0.713 0.713 0.711 0.00157 0.266 1.09 0.948 0.798 0.887 0.997 0.897
ERA5_BARPA [-] 0.504 0.504 0.707 -0.203 0.324 0.958 0.847 0.817 0.884 0.984 0.863
ERA5_CCAM [-] 0.486 0.487 0.707 -0.220 0.361 1.17 0.839 0.797 0.859 0.927 0.839
MPI-ESM1-2-HR_BARPA [-] 0.389 0.388 0.707 -0.319 0.440 0.795 0.772 0.785 0.903 0.983 0.842
MPI-ESM1-2-HR_CMIP6 [-] 0.442 0.442 0.720 -0.278 0.408 1.11 0.785 0.776 0.893 0.985 0.838
NorESM2-MM_BARPA [-] 0.425 0.424 0.707 -0.283 0.461 1.44 0.793 0.745 0.825 0.981 0.819
NorESM2-MM_CCAM [-] 0.437 0.436 0.707 -0.271 0.431 0.996 0.806 0.764 0.920 0.887 0.832
NorESM2-MM_CMIP6 [-] 0.450 0.450 0.694 -0.244 0.418 1.33 0.778 0.760 0.844 0.423 0.667
Download Data
Period Mean (original grids) [d]
Model Period Mean (intersection) [d]
Benchmark Period Mean (intersection) [d]
Model Period Mean (complement) [d]
Benchmark Period Mean (complement) [d]
Bias [d]
RMSE [d]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 1.12
ACCESS-CM2_BARPA [-] 0.905 0.903 1.12 -0.215 0.534 0.646 0.904 0.812 0.957 0.952 0.874
ACCESS-CM2_CCAM [-] 0.672 0.674 1.12 -0.444 0.823 0.631 0.827 0.740 0.956 0.685 0.784
ACCESS-CM2_CMIP6 [-] 0.966 0.966 1.12 -0.152 0.576 0.555 0.911 0.785 0.962 0.865 0.850
ACCESS-ESM1-5_BARPA [-] 0.966 0.963 1.12 -0.154 0.448 0.412 0.924 0.835 0.972 0.875 0.893
ACCESS-ESM1-5_CCAM [-] 0.757 0.757 1.12 -0.360 0.725 0.639 0.857 0.762 0.958 0.607 0.790
ACCESS-ESM1-5_CMIP6 [-] 1.15 1.15 1.10 0.0540 0.467 0.355 0.937 0.806 0.977 0.984 0.906
CESM2_BARPA [-] 0.757 0.754 1.12 -0.364 0.639 0.550 0.853 0.793 0.958 0.820 0.837
CESM2_CCAM [-] 0.699 0.702 1.12 -0.416 0.752 0.621 0.833 0.755 0.959 0.661 0.781
CESM2_CMIP6 [-] 1.22 1.22 1.10 0.118 0.598 0.547 0.918 0.759 0.964 0.962 0.889
CMCC-ESM2_BARPA [-] 0.767 0.763 1.12 -0.355 0.712 0.446 0.854 0.760 0.970 0.930 0.849
CMCC-ESM2_CCAM [-] 0.747 0.750 1.12 -0.368 0.723 0.610 0.852 0.768 0.959 0.699 0.810
CMCC-ESM2_CMIP6 [-] 1.31 1.31 1.10 0.204 0.529 0.684 0.879 0.798 0.951 0.809 0.815
CNRM-ESM2-1_CCAM [-] 0.735 0.738 1.12 -0.379 0.750 0.522 0.850 0.754 0.964 0.697 0.799
CNRM-ESM2-1_CMIP6 [-] 0.842 0.842 1.10 -0.255 0.593 0.529 0.878 0.781 0.964 0.985 0.894
EC-Earth3_BARPA [-] 0.847 0.844 1.12 -0.274 0.515 0.471 0.886 0.828 0.964 0.918 0.877
EC-Earth3_CCAM [-] 0.802 0.803 1.12 -0.314 0.612 0.373 0.870 0.798 0.975 0.756 0.829
EC-Earth3_CMIP6 [-] 0.929 0.929 1.11 -0.182 0.470 0.582 0.919 0.821 0.955 0.784 0.853
ERA5_BARPA [-] 0.916 0.913 1.12 -0.205 0.535 0.680 0.912 0.804 0.951 0.928 0.882
ERA5_CCAM [-] 0.853 0.855 1.12 -0.263 0.548 0.476 0.889 0.814 0.967 0.823 0.845
MPI-ESM1-2-HR_BARPA [-] 0.746 0.744 1.12 -0.374 0.630 0.501 0.845 0.798 0.965 0.942 0.853
MPI-ESM1-2-HR_CMIP6 [-] 0.624 0.624 1.10 -0.480 0.757 0.556 0.798 0.763 0.964 0.917 0.845
NorESM2-MM_BARPA [-] 0.833 0.830 1.12 -0.288 0.647 0.314 0.879 0.773 0.978 0.899 0.864
NorESM2-MM_CCAM [-] 0.736 0.735 1.12 -0.382 0.723 0.379 0.847 0.767 0.975 0.551 0.787
NorESM2-MM_CMIP6 [-] 1.46 1.46 1.10 0.356 0.607 0.475 0.839 0.790 0.968 0.988 0.876
Download Data
Period Mean (original grids) [d]
Model Period Mean (intersection) [d]
Benchmark Period Mean (intersection) [d]
Model Period Mean (complement) [d]
Benchmark Period Mean (complement) [d]
Bias [d]
RMSE [d]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 0.280
ACCESS-CM2_BARPA [-] 0.223 0.223 0.280 -0.0570 0.162 1.67 0.911 0.789 0.770 0.978 0.854
ACCESS-CM2_CCAM [-] 0.271 0.271 0.280 -0.00908 0.155 1.81 0.922 0.795 0.752 0.706 0.794
ACCESS-CM2_CMIP6 [-] 0.201 0.201 0.290 -0.0891 0.157 0.906 0.846 0.792 0.893 0.694 0.805
ACCESS-ESM1-5_BARPA [-] 0.224 0.223 0.280 -0.0567 0.189 2.01 0.911 0.749 0.734 0.980 0.833
ACCESS-ESM1-5_CCAM [-] 0.260 0.260 0.280 -0.0205 0.178 1.50 0.913 0.769 0.810 0.806 0.818
ACCESS-ESM1-5_CMIP6 [-] 0.179 0.179 0.302 -0.123 0.206 1.29 0.797 0.761 0.845 0.755 0.786
CESM2_BARPA [-] 0.174 0.174 0.280 -0.106 0.193 2.03 0.840 0.773 0.711 0.967 0.817
CESM2_CCAM [-] 0.222 0.221 0.280 -0.0592 0.176 1.46 0.894 0.777 0.808 0.857 0.827
CESM2_CMIP6 [-] 0.135 0.135 0.295 -0.160 0.224 1.65 0.764 0.757 0.790 0.345 0.674
CMCC-ESM2_BARPA [-] 0.154 0.154 0.280 -0.126 0.214 2.79 0.814 0.760 0.539 0.922 0.759
CMCC-ESM2_CCAM [-] 0.288 0.288 0.280 0.00844 0.152 1.40 0.902 0.810 0.813 0.821 0.834
CMCC-ESM2_CMIP6 [-] 0.251 0.251 0.295 -0.0442 0.183 1.42 0.854 0.765 0.841 0.622 0.770
CNRM-ESM2-1_CCAM [-] 0.333 0.333 0.280 0.0532 0.181 1.34 0.865 0.780 0.854 0.893 0.841
CNRM-ESM2-1_CMIP6 [-] 0.323 0.323 0.294 0.0285 0.189 1.40 0.897 0.715 0.831 0.989 0.842
EC-Earth3_BARPA [-] 0.241 0.240 0.280 -0.0402 0.154 1.46 0.927 0.798 0.800 0.983 0.868
EC-Earth3_CCAM [-] 0.387 0.387 0.280 0.107 0.234 1.19 0.786 0.735 0.861 0.774 0.783
EC-Earth3_CMIP6 [-] 0.363 0.363 0.289 0.0742 0.192 0.896 0.849 0.735 0.880 0.954 0.841
ERA5_BARPA [-] 0.209 0.209 0.280 -0.0712 0.152 1.99 0.886 0.810 0.682 0.973 0.835
ERA5_CCAM [-] 0.282 0.282 0.280 0.00159 0.136 1.26 0.908 0.832 0.831 0.788 0.839
MPI-ESM1-2-HR_BARPA [-] 0.235 0.235 0.280 -0.0455 0.184 1.99 0.896 0.769 0.684 0.982 0.826
MPI-ESM1-2-HR_CMIP6 [-] 0.244 0.244 0.280 -0.0367 0.150 1.44 0.902 0.778 0.802 0.990 0.858
NorESM2-MM_BARPA [-] 0.202 0.201 0.280 -0.0786 0.190 2.73 0.886 0.758 0.575 0.932 0.785
NorESM2-MM_CCAM [-] 0.231 0.232 0.280 -0.0481 0.145 1.04 0.909 0.825 0.866 0.754 0.837
NorESM2-MM_CMIP6 [-] 0.146 0.146 0.295 -0.149 0.205 1.21 0.781 0.782 0.849 0.352 0.701
Download Data
Period Mean (original grids) [d]
Model Period Mean (intersection) [d]
Benchmark Period Mean (intersection) [d]
Model Period Mean (complement) [d]
Benchmark Period Mean (complement) [d]
Bias [d]
RMSE [d]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 0.454
ACCESS-CM2_BARPA [-] 0.420 0.420 0.454 -0.0340 0.227 0.726 0.942 0.813 0.936 0.987 0.909
ACCESS-CM2_CCAM [-] 0.419 0.419 0.454 -0.0350 0.238 0.791 0.948 0.808 0.921 0.993 0.900
ACCESS-CM2_CMIP6 [-] 0.510 0.510 0.459 0.0503 0.236 0.627 0.929 0.798 0.949 0.934 0.897
ACCESS-ESM1-5_BARPA [-] 0.436 0.436 0.454 -0.0181 0.233 0.735 0.929 0.810 0.938 0.941 0.900
ACCESS-ESM1-5_CCAM [-] 0.422 0.422 0.454 -0.0320 0.254 0.924 0.928 0.793 0.903 0.985 0.878
ACCESS-ESM1-5_CMIP6 [-] 0.469 0.469 0.449 0.0199 0.292 0.789 0.921 0.741 0.931 0.941 0.878
CESM2_BARPA [-] 0.316 0.316 0.454 -0.138 0.301 0.974 0.867 0.785 0.907 0.989 0.868
CESM2_CCAM [-] 0.288 0.288 0.454 -0.166 0.384 1.51 0.857 0.729 0.780 0.886 0.788
CESM2_CMIP6 [-] 0.439 0.439 0.452 -0.0131 0.303 0.726 0.873 0.768 0.934 0.803 0.846
CMCC-ESM2_BARPA [-] 0.305 0.305 0.454 -0.149 0.353 1.50 0.856 0.745 0.791 0.986 0.826
CMCC-ESM2_CCAM [-] 0.552 0.553 0.454 0.0986 0.270 0.996 0.900 0.797 0.893 0.971 0.883
CMCC-ESM2_CMIP6 [-] 0.756 0.756 0.452 0.304 0.515 0.809 0.745 0.677 0.927 0.708 0.765
CNRM-ESM2-1_CCAM [-] 0.477 0.477 0.454 0.0229 0.225 0.693 0.942 0.817 0.934 0.991 0.907
CNRM-ESM2-1_CMIP6 [-] 0.381 0.381 0.463 -0.0821 0.286 0.625 0.904 0.769 0.938 0.622 0.801
EC-Earth3_BARPA [-] 0.336 0.337 0.454 -0.118 0.256 0.933 0.886 0.813 0.905 0.990 0.888
EC-Earth3_CCAM [-] 0.495 0.496 0.454 0.0416 0.249 0.638 0.915 0.797 0.945 0.986 0.900
EC-Earth3_CMIP6 [-] 0.487 0.487 0.453 0.0342 0.305 0.658 0.925 0.736 0.944 0.988 0.881
ERA5_BARPA [-] 0.382 0.382 0.454 -0.0719 0.246 1.03 0.917 0.811 0.900 0.987 0.894
ERA5_CCAM [-] 0.447 0.448 0.454 -0.00654 0.166 0.516 0.948 0.863 0.949 0.977 0.928
MPI-ESM1-2-HR_BARPA [-] 0.301 0.301 0.454 -0.153 0.300 0.844 0.860 0.785 0.929 0.966 0.868
MPI-ESM1-2-HR_CMIP6 [-] 0.242 0.242 0.454 -0.212 0.342 0.728 0.810 0.772 0.936 0.813 0.836
NorESM2-MM_BARPA [-] 0.368 0.368 0.454 -0.0861 0.336 1.67 0.908 0.747 0.777 0.986 0.845
NorESM2-MM_CCAM [-] 0.434 0.435 0.454 -0.0192 0.275 0.918 0.933 0.784 0.903 0.990 0.887
NorESM2-MM_CMIP6 [-] 0.546 0.546 0.452 0.0942 0.358 0.757 0.850 0.739 0.937 0.685 0.826
Download Data
Period Mean (original grids) [d]
Model Period Mean (intersection) [d]
Benchmark Period Mean (intersection) [d]
Model Period Mean (complement) [d]
Benchmark Period Mean (complement) [d]
Bias [d]
RMSE [d]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 0.721
ACCESS-CM2_BARPA [-] 0.572 0.580 0.721 -0.141 0.337 1.54 0.850 0.769 0.792 0.984 0.834
ACCESS-CM2_CCAM [-] 0.524 0.524 0.721 -0.196 0.414 1.63 0.816 0.730 0.762 0.940 0.770
ACCESS-CM2_CMIP6 [-] 0.543 0.543 0.814 -0.271 0.407 2.26 0.731 0.720 0.617 0.978 0.736
ACCESS-ESM1-5_BARPA [-] 0.548 0.556 0.721 -0.164 0.390 1.61 0.837 0.739 0.775 0.982 0.820
ACCESS-ESM1-5_CCAM [-] 0.516 0.518 0.721 -0.202 0.453 1.49 0.807 0.710 0.796 0.971 0.778
ACCESS-ESM1-5_CMIP6 [-] 0.285 0.285 0.636 -0.351 0.425 1.51 0.632 0.743 0.790 0.849 0.698
CESM2_BARPA [-] 0.524 0.530 0.721 -0.191 0.386 1.64 0.829 0.748 0.762 0.965 0.810
CESM2_CCAM [-] 0.632 0.634 0.721 -0.0864 0.496 2.03 0.836 0.661 0.695 0.976 0.745
CESM2_CMIP6 [-] 0.308 0.308 0.697 -0.389 0.520 2.14 0.651 0.696 0.659 0.780 0.648
CMCC-ESM2_BARPA [-] 0.508 0.510 0.721 -0.211 0.370 1.22 0.808 0.772 0.857 0.968 0.829
CMCC-ESM2_CCAM [-] 0.505 0.502 0.721 -0.218 0.405 1.40 0.812 0.747 0.819 0.896 0.778
CMCC-ESM2_CMIP6 [-] 0.373 0.373 0.697 -0.324 0.419 1.78 0.693 0.748 0.739 0.865 0.710
CNRM-ESM2-1_CCAM [-] 0.578 0.577 0.721 -0.144 0.336 1.31 0.849 0.770 0.840 0.955 0.822
CNRM-ESM2-1_CMIP6 [-] 0.728 0.728 0.809 -0.0807 0.343 1.60 0.874 0.691 0.787 0.992 0.812
EC-Earth3_BARPA [-] 0.589 0.593 0.721 -0.128 0.310 1.46 0.857 0.786 0.818 0.981 0.850
EC-Earth3_CCAM [-] 0.590 0.590 0.721 -0.130 0.338 1.30 0.839 0.772 0.847 0.950 0.814
EC-Earth3_CMIP6 [-] 0.674 0.674 0.716 -0.0415 0.332 1.34 0.850 0.727 0.850 0.979 0.810
ERA5_BARPA [-] 0.556 0.560 0.721 -0.161 0.295 1.02 0.833 0.816 0.866 0.975 0.855
ERA5_CCAM [-] 0.530 0.528 0.721 -0.192 0.339 1.21 0.822 0.791 0.843 0.934 0.820
MPI-ESM1-2-HR_BARPA [-] 0.650 0.659 0.721 -0.0617 0.328 1.76 0.863 0.760 0.755 0.954 0.822
MPI-ESM1-2-HR_CMIP6 [-] 0.580 0.580 0.768 -0.188 0.352 2.01 0.806 0.741 0.709 0.852 0.772
NorESM2-MM_BARPA [-] 0.533 0.535 0.721 -0.186 0.354 1.14 0.821 0.775 0.860 0.961 0.839
NorESM2-MM_CCAM [-] 0.450 0.448 0.721 -0.273 0.428 1.47 0.773 0.749 0.806 0.924 0.777
NorESM2-MM_CMIP6 [-] 0.258 0.258 0.697 -0.438 0.501 1.63 0.606 0.757 0.756 0.424 0.660
Download Data
Period Mean (original grids) [d]
Model Period Mean (intersection) [d]
Benchmark Period Mean (intersection) [d]
Model Period Mean (complement) [d]
Benchmark Period Mean (complement) [d]
Bias [d]
RMSE [d]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 0.320
ACCESS-CM2_BARPA [-] 0.231 0.235 0.320 -0.0850 0.164 1.45 0.882 0.811 0.805 0.797 0.838
ACCESS-CM2_CCAM [-] 0.273 0.270 0.320 -0.0500 0.170 1.94 0.918 0.785 0.736 0.907 0.838
ACCESS-CM2_CMIP6 [-] 0.273 0.273 0.341 -0.0683 0.192 1.90 0.877 0.733 0.744 0.795 0.772
ACCESS-ESM1-5_BARPA [-] 0.186 0.189 0.320 -0.131 0.195 1.79 0.823 0.805 0.739 0.674 0.791
ACCESS-ESM1-5_CCAM [-] 0.229 0.226 0.320 -0.0938 0.193 2.11 0.872 0.779 0.702 0.771 0.792
ACCESS-ESM1-5_CMIP6 [-] 0.229 0.229 0.338 -0.109 0.241 1.20 0.810 0.705 0.846 0.899 0.786
CESM2_BARPA [-] 0.187 0.190 0.320 -0.130 0.194 1.72 0.821 0.808 0.754 0.919 0.834
CESM2_CCAM [-] 0.230 0.227 0.320 -0.0926 0.222 2.85 0.856 0.745 0.560 0.980 0.798
CESM2_CMIP6 [-] 0.157 0.157 0.330 -0.173 0.226 1.87 0.738 0.780 0.724 0.610 0.725
CMCC-ESM2_BARPA [-] 0.195 0.196 0.320 -0.123 0.195 1.58 0.828 0.799 0.778 0.904 0.824
CMCC-ESM2_CCAM [-] 0.332 0.329 0.320 0.00898 0.169 1.53 0.915 0.786 0.788 0.881 0.825
CMCC-ESM2_CMIP6 [-] 0.286 0.286 0.330 -0.0439 0.173 1.91 0.904 0.749 0.713 0.848 0.751
CNRM-ESM2-1_CCAM [-] 0.289 0.287 0.320 -0.0329 0.168 1.42 0.907 0.795 0.806 0.527 0.792
CNRM-ESM2-1_CMIP6 [-] 0.307 0.307 0.347 -0.0402 0.210 2.28 0.889 0.705 0.691 0.582 0.728
EC-Earth3_BARPA [-] 0.226 0.229 0.320 -0.0906 0.157 1.51 0.876 0.827 0.790 0.823 0.840
EC-Earth3_CCAM [-] 0.337 0.334 0.320 0.0146 0.191 1.84 0.900 0.759 0.746 0.813 0.810
EC-Earth3_CMIP6 [-] 0.350 0.350 0.328 0.0224 0.222 1.17 0.866 0.711 0.843 0.956 0.819
ERA5_BARPA [-] 0.243 0.245 0.320 -0.0752 0.139 1.42 0.893 0.840 0.798 0.900 0.857
ERA5_CCAM [-] 0.297 0.294 0.320 -0.0259 0.147 1.52 0.921 0.816 0.773 0.865 0.853
MPI-ESM1-2-HR_BARPA [-] 0.215 0.220 0.320 -0.100 0.194 1.90 0.857 0.784 0.727 0.933 0.824
MPI-ESM1-2-HR_CMIP6 [-] 0.191 0.191 0.311 -0.120 0.189 2.75 0.811 0.778 0.536 0.804 0.750
NorESM2-MM_BARPA [-] 0.233 0.236 0.320 -0.0839 0.169 1.66 0.883 0.803 0.771 0.831 0.827
NorESM2-MM_CCAM [-] 0.200 0.198 0.320 -0.122 0.196 2.07 0.838 0.798 0.710 0.587 0.767
NorESM2-MM_CMIP6 [-] 0.162 0.162 0.330 -0.169 0.221 2.71 0.747 0.780 0.572 0.466 0.630
Download Data
Period Mean (original grids) [d]
Model Period Mean (intersection) [d]
Benchmark Period Mean (intersection) [d]
Model Period Mean (complement) [d]
Benchmark Period Mean (complement) [d]
Bias [d]
RMSE [d]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 1.45
ACCESS-CM2_BARPA [-] 0.902 0.886 1.45 -0.568 0.981 0.705 0.804 0.738 0.952 0.914 0.840
ACCESS-CM2_CCAM [-] 0.534 0.532 1.45 -0.922 1.47 0.685 0.701 0.647 0.948 0.474 0.688
ACCESS-CM2_CMIP6 [-] 0.823 0.823 1.41 -0.591 1.18 0.593 0.782 0.663 0.962 0.920 0.813
ACCESS-ESM1-5_BARPA [-] 1.01 0.991 1.45 -0.463 0.780 0.428 0.837 0.789 0.971 0.965 0.879
ACCESS-ESM1-5_CCAM [-] 0.715 0.709 1.45 -0.746 1.23 0.714 0.752 0.690 0.951 0.631 0.749
ACCESS-ESM1-5_CMIP6 [-] 1.48 1.48 1.57 -0.0851 0.860 0.986 0.954 0.724 0.909 0.870 0.849
CESM2_BARPA [-] 0.784 0.768 1.45 -0.686 1.03 0.553 0.770 0.746 0.964 0.830 0.818
CESM2_CCAM [-] 0.761 0.762 1.45 -0.693 1.11 1.10 0.768 0.720 0.886 0.531 0.726
CESM2_CMIP6 [-] 1.28 1.28 1.45 -0.175 0.764 1.10 0.921 0.756 0.905 0.990 0.877
CMCC-ESM2_BARPA [-] 0.747 0.733 1.45 -0.721 1.09 0.553 0.758 0.731 0.964 0.884 0.823
CMCC-ESM2_CCAM [-] 0.636 0.636 1.45 -0.818 1.28 0.657 0.731 0.688 0.955 0.543 0.725
CMCC-ESM2_CMIP6 [-] 1.34 1.34 1.45 -0.118 0.359 0.659 0.951 0.877 0.958 0.959 0.929
CNRM-ESM2-1_CCAM [-] 0.621 0.626 1.45 -0.829 1.30 0.692 0.729 0.683 0.954 0.665 0.750
CNRM-ESM2-1_CMIP6 [-] 1.22 1.22 1.50 -0.283 0.808 0.820 0.896 0.747 0.947 0.999 0.881
EC-Earth3_BARPA [-] 0.829 0.815 1.45 -0.640 0.938 0.391 0.783 0.771 0.975 0.757 0.816
EC-Earth3_CCAM [-] 0.714 0.713 1.45 -0.741 1.15 0.327 0.754 0.718 0.979 0.576 0.752
EC-Earth3_CMIP6 [-] 1.07 1.07 1.46 -0.390 0.674 0.356 0.857 0.803 0.977 0.925 0.881
ERA5_BARPA [-] 0.978 0.955 1.45 -0.500 0.848 0.381 0.826 0.771 0.973 0.952 0.868
ERA5_CCAM [-] 0.727 0.726 1.45 -0.729 1.12 0.641 0.757 0.724 0.959 0.643 0.766
MPI-ESM1-2-HR_BARPA [-] 0.773 0.761 1.45 -0.693 1.07 0.556 0.767 0.731 0.964 0.902 0.829
MPI-ESM1-2-HR_CMIP6 [-] 0.642 0.642 1.48 -0.833 1.33 0.723 0.724 0.672 0.939 0.713 0.752
NorESM2-MM_BARPA [-] 0.926 0.916 1.45 -0.539 0.844 0.424 0.814 0.782 0.973 0.884 0.854
NorESM2-MM_CCAM [-] 0.763 0.760 1.45 -0.694 1.11 0.392 0.769 0.720 0.975 0.521 0.743
NorESM2-MM_CMIP6 [-] 1.53 1.53 1.45 0.0809 0.526 0.111 0.896 0.835 0.993 0.830 0.882
Download Data
Period Mean (original grids) [d]
Model Period Mean (intersection) [d]
Benchmark Period Mean (intersection) [d]
Model Period Mean (complement) [d]
Benchmark Period Mean (complement) [d]
Bias [d]
RMSE [d]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 1.60
ACCESS-CM2_BARPA [-] 1.10 1.09 1.60 1.82 -0.506 0.776 1.62 0.801 0.762 0.771 0.842 0.787
ACCESS-CM2_CCAM [-] 0.986 0.985 1.61 1.45 -0.625 0.883 1.72 0.769 0.755 0.749 0.754 0.756
ACCESS-CM2_CMIP6 [-] 1.13 1.13 1.61 0.974 -0.487 0.776 1.53 0.791 0.742 0.788 0.854 0.783
ACCESS-ESM1-5_BARPA [-] 0.987 0.987 1.60 1.82 -0.614 0.890 1.71 0.775 0.754 0.752 0.739 0.755
ACCESS-ESM1-5_CCAM [-] 0.911 0.910 1.61 1.45 -0.701 0.955 1.70 0.737 0.756 0.756 0.638 0.729
ACCESS-ESM1-5_CMIP6 [-] 1.16 1.15 1.59 1.54 -0.441 0.861 1.66 0.795 0.705 0.759 0.856 0.764
CESM2_BARPA [-] 0.982 0.979 1.60 1.82 -0.622 0.879 1.48 0.760 0.756 0.797 0.816 0.777
CESM2_CCAM [-] 0.817 0.815 1.61 1.45 -0.795 1.04 1.58 0.728 0.762 0.776 0.510 0.707
CESM2_CMIP6 [-] 0.965 0.953 1.60 1.34 -0.650 0.888 1.56 0.710 0.753 0.782 0.819 0.764
CMCC-ESM2_BARPA [-] 0.889 0.885 1.60 1.82 -0.716 0.917 1.71 0.737 0.767 0.751 0.724 0.749
CMCC-ESM2_CCAM [-] 0.841 0.839 1.61 1.45 -0.772 0.979 1.71 0.732 0.777 0.749 0.549 0.717
CMCC-ESM2_CMIP6 [-] 1.18 1.15 1.60 1.96 -0.449 0.756 1.66 0.773 0.758 0.761 0.838 0.778
CNRM-ESM2-1_CCAM [-] 0.905 0.904 1.61 1.45 -0.706 0.946 2.08 0.731 0.743 0.680 0.664 0.713
CNRM-ESM2-1_CMIP6 [-] 1.41 1.38 1.60 2.77 -0.219 0.630 1.86 0.850 0.726 0.723 0.976 0.800
EC-Earth3_BARPA [-] 1.02 1.01 1.60 1.82 -0.586 0.832 1.49 0.779 0.765 0.793 0.739 0.768
EC-Earth3_CCAM [-] 0.909 0.908 1.61 1.45 -0.703 0.935 1.72 0.748 0.766 0.750 0.568 0.720
EC-Earth3_CMIP6 [-] 1.63 1.61 1.60 2.60 0.0118 0.656 1.49 0.826 0.703 0.795 0.955 0.797
ERA5_BARPA [-] 1.03 1.02 1.60 1.82 -0.576 0.727 1.24 0.784 0.813 0.830 0.799 0.808
ERA5_CCAM [-] 0.881 0.880 1.61 1.45 -0.731 0.882 1.36 0.732 0.798 0.805 0.650 0.756
MPI-ESM1-2-HR_BARPA [-] 0.916 0.914 1.60 1.82 -0.686 0.932 1.71 0.752 0.750 0.756 0.695 0.741
MPI-ESM1-2-HR_CMIP6 [-] 0.700 0.695 1.60 0.864 -0.902 1.08 1.76 0.664 0.744 0.744 0.496 0.678
NorESM2-MM_BARPA [-] 1.04 1.04 1.60 1.82 -0.565 0.829 1.62 0.788 0.760 0.768 0.808 0.777
NorESM2-MM_CCAM [-] 0.681 0.679 1.61 1.45 -0.932 1.12 1.69 0.685 0.763 0.753 0.412 0.675
NorESM2-MM_CMIP6 [-] 1.03 1.02 1.60 1.35 -0.587 0.864 1.63 0.710 0.761 0.764 0.845 0.768
Download Data
Period Mean (original grids) [d]
Model Period Mean (intersection) [d]
Benchmark Period Mean (intersection) [d]
Model Period Mean (complement) [d]
Benchmark Period Mean (complement) [d]
Bias [d]
RMSE [d]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 2.82
ACCESS-CM2_BARPA [-] 1.92 1.92 2.82 3.23 -0.893 1.35 2.15 0.735 0.722 0.669 0.958 0.761
ACCESS-CM2_CCAM [-] 1.58 1.59 2.82 3.23 -1.23 1.62 2.15 0.652 0.712 0.669 0.949 0.739
ACCESS-CM2_CMIP6 [-] 1.95 1.95 2.81 -0.863 1.35 2.04 0.722 0.699 0.696 0.981 0.759
ACCESS-ESM1-5_BARPA [-] 1.63 1.64 2.82 3.23 -1.17 1.63 2.37 0.674 0.698 0.629 0.925 0.725
ACCESS-ESM1-5_CCAM [-] 1.45 1.45 2.82 3.23 -1.36 1.73 2.39 0.621 0.714 0.627 0.903 0.716
ACCESS-ESM1-5_CMIP6 [-] 2.07 2.07 2.84 2.20 -0.769 1.54 2.42 0.747 0.634 0.614 0.979 0.722
CESM2_BARPA [-] 1.77 1.78 2.82 3.23 -1.04 1.50 1.69 0.697 0.700 0.751 0.985 0.766
CESM2_CCAM [-] 1.19 1.19 2.82 3.23 -1.62 1.92 1.84 0.582 0.734 0.729 0.833 0.722
CESM2_CMIP6 [-] 1.84 1.84 2.80 1.74 -0.960 1.41 1.86 0.700 0.710 0.724 0.971 0.763
CMCC-ESM2_BARPA [-] 1.58 1.59 2.82 3.23 -1.23 1.56 1.88 0.660 0.736 0.712 0.950 0.759
CMCC-ESM2_CCAM [-] 1.31 1.31 2.82 3.23 -1.50 1.77 1.90 0.601 0.749 0.705 0.789 0.719
CMCC-ESM2_CMIP6 [-] 2.08 2.05 2.80 2.64 -0.747 1.15 1.81 0.760 0.757 0.724 0.958 0.791
CNRM-ESM2-1_CCAM [-] 1.48 1.49 2.82 3.23 -1.33 1.72 2.40 0.632 0.699 0.619 0.797 0.689
CNRM-ESM2-1_CMIP6 [-] 2.50 2.48 2.77 2.80 -0.291 1.04 1.88 0.870 0.700 0.715 0.991 0.795
EC-Earth3_BARPA [-] 1.59 1.59 2.82 3.23 -1.23 1.55 1.65 0.658 0.729 0.756 0.935 0.761
EC-Earth3_CCAM [-] 1.33 1.33 2.82 3.23 -1.49 1.77 2.12 0.599 0.732 0.665 0.810 0.708
EC-Earth3_CMIP6 [-] 2.52 2.51 2.82 2.97 -0.311 0.945 1.88 0.873 0.735 0.714 0.979 0.807
ERA5_BARPA [-] 1.70 1.70 2.82 3.23 -1.12 1.36 1.43 0.682 0.781 0.794 0.943 0.796
ERA5_CCAM [-] 1.40 1.40 2.82 3.23 -1.42 1.66 1.60 0.611 0.762 0.761 0.806 0.741
MPI-ESM1-2-HR_BARPA [-] 1.50 1.51 2.82 3.23 -1.31 1.73 1.99 0.640 0.689 0.698 0.950 0.733
MPI-ESM1-2-HR_CMIP6 [-] 1.20 1.20 2.81 0.981 -1.60 1.93 2.26 0.565 0.692 0.642 0.870 0.692
NorESM2-MM_BARPA [-] 1.88 1.89 2.82 3.23 -0.928 1.36 1.91 0.728 0.726 0.707 0.970 0.772
NorESM2-MM_CCAM [-] 1.08 1.09 2.82 3.23 -1.73 2.05 2.04 0.554 0.717 0.678 0.645 0.662
NorESM2-MM_CMIP6 [-] 2.03 2.03 2.80 1.86 -0.767 1.33 1.99 0.731 0.726 0.690 0.962 0.767
Download Data
Period Mean (original grids) [d]
Model Period Mean (intersection) [d]
Benchmark Period Mean (intersection) [d]
Model Period Mean (complement) [d]
Benchmark Period Mean (complement) [d]
Bias [d]
RMSE [d]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 0.507
ACCESS-CM2_BARPA [-] 0.422 0.423 0.507 -0.0834 0.226 0.512 0.916 0.809 0.963 0.981 0.895
ACCESS-CM2_CCAM [-] 0.447 0.448 0.507 -0.0582 0.224 0.883 0.930 0.806 0.922 0.832 0.859
ACCESS-CM2_CMIP6 [-] 0.460 0.460 0.488 -0.0283 0.224 0.928 0.920 0.776 0.939 0.987 0.880
ACCESS-ESM1-5_BARPA [-] 0.464 0.466 0.507 -0.0409 0.214 0.654 0.924 0.815 0.952 0.988 0.899
ACCESS-ESM1-5_CCAM [-] 0.456 0.457 0.507 -0.0493 0.246 0.758 0.918 0.791 0.934 0.987 0.884
ACCESS-ESM1-5_CMIP6 [-] 0.516 0.516 0.518 -0.00277 0.286 0.540 0.899 0.743 0.964 0.778 0.826
CESM2_BARPA [-] 0.355 0.357 0.507 -0.150 0.251 0.880 0.856 0.811 0.921 0.913 0.863
CESM2_CCAM [-] 0.423 0.424 0.507 -0.0828 0.215 0.505 0.918 0.816 0.966 0.954 0.894
CESM2_CMIP6 [-] 0.379 0.379 0.506 -0.127 0.296 0.480 0.840 0.757 0.968 0.549 0.775
CMCC-ESM2_BARPA [-] 0.315 0.316 0.507 -0.190 0.315 0.772 0.820 0.768 0.923 0.935 0.843
CMCC-ESM2_CCAM [-] 0.462 0.463 0.507 -0.0438 0.208 0.650 0.916 0.827 0.941 0.949 0.892
CMCC-ESM2_CMIP6 [-] 0.552 0.552 0.506 0.0456 0.231 0.657 0.860 0.813 0.947 0.633 0.813
CNRM-ESM2-1_CCAM [-] 0.501 0.501 0.507 -0.00525 0.223 0.945 0.916 0.813 0.915 0.738 0.839
CNRM-ESM2-1_CMIP6 [-] 0.521 0.521 0.511 0.0105 0.208 0.936 0.939 0.797 0.909 0.985 0.885
EC-Earth3_BARPA [-] 0.345 0.347 0.507 -0.160 0.279 0.514 0.849 0.789 0.959 0.743 0.826
EC-Earth3_CCAM [-] 0.525 0.527 0.507 0.0200 0.209 0.785 0.917 0.823 0.935 0.788 0.857
EC-Earth3_CMIP6 [-] 0.568 0.568 0.503 0.0646 0.201 1.02 0.925 0.812 0.909 0.877 0.867
ERA5_BARPA [-] 0.350 0.351 0.507 -0.155 0.273 0.934 0.851 0.793 0.909 0.879 0.845
ERA5_CCAM [-] 0.453 0.454 0.507 -0.0528 0.187 0.628 0.928 0.841 0.944 0.901 0.891
MPI-ESM1-2-HR_BARPA [-] 0.285 0.286 0.507 -0.221 0.343 0.805 0.796 0.761 0.931 0.691 0.788
MPI-ESM1-2-HR_CMIP6 [-] 0.353 0.353 0.509 -0.156 0.267 0.487 0.842 0.787 0.958 0.991 0.873
NorESM2-MM_BARPA [-] 0.283 0.284 0.507 -0.222 0.359 0.825 0.793 0.746 0.915 0.802 0.801
NorESM2-MM_CCAM [-] 0.372 0.374 0.507 -0.133 0.261 0.528 0.874 0.800 0.958 0.730 0.832
NorESM2-MM_CMIP6 [-] 0.346 0.346 0.506 -0.160 0.295 0.796 0.825 0.770 0.927 0.671 0.793
Download Data
Period Mean (original grids) [d]
Model Period Mean (intersection) [d]
Benchmark Period Mean (intersection) [d]
Model Period Mean (complement) [d]
Benchmark Period Mean (complement) [d]
Bias [d]
RMSE [d]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 0.712
ACCESS-CM2_BARPA [-] 0.458 0.459 0.712 -0.253 0.366 0.801 0.820 0.811 0.926 0.863 0.846
ACCESS-CM2_CCAM [-] 0.464 0.464 0.712 -0.248 0.399 1.05 0.824 0.781 0.910 0.815 0.822
ACCESS-CM2_CMIP6 [-] 0.569 0.569 0.761 -0.192 0.343 0.697 0.840 0.785 0.943 0.885 0.848
ACCESS-ESM1-5_BARPA [-] 0.561 0.562 0.712 -0.150 0.289 0.858 0.889 0.824 0.911 0.947 0.879
ACCESS-ESM1-5_CCAM [-] 0.474 0.475 0.712 -0.237 0.389 1.01 0.831 0.783 0.903 0.907 0.841
ACCESS-ESM1-5_CMIP6 [-] 0.794 0.794 0.715 0.0796 0.447 0.999 0.935 0.682 0.922 0.765 0.797
CESM2_BARPA [-] 0.478 0.479 0.712 -0.233 0.348 0.893 0.830 0.814 0.913 0.928 0.860
CESM2_CCAM [-] 0.516 0.516 0.712 -0.196 0.332 0.810 0.859 0.811 0.943 0.970 0.879
CESM2_CMIP6 [-] 0.622 0.622 0.700 -0.0777 0.317 0.828 0.878 0.790 0.925 0.306 0.738
CMCC-ESM2_BARPA [-] 0.362 0.363 0.712 -0.349 0.499 1.16 0.757 0.752 0.870 0.804 0.787
CMCC-ESM2_CCAM [-] 0.484 0.484 0.712 -0.228 0.360 0.792 0.835 0.802 0.926 0.982 0.869
CMCC-ESM2_CMIP6 [-] 0.796 0.796 0.700 0.0966 0.331 0.590 0.871 0.782 0.934 0.353 0.744
CNRM-ESM2-1_CCAM [-] 0.474 0.475 0.712 -0.237 0.404 1.41 0.829 0.772 0.841 0.988 0.840
CNRM-ESM2-1_CMIP6 [-] 0.766 0.766 0.739 0.0279 0.315 1.19 0.961 0.766 0.891 0.960 0.869
EC-Earth3_BARPA [-] 0.431 0.432 0.712 -0.280 0.399 0.954 0.800 0.797 0.931 0.842 0.833
EC-Earth3_CCAM [-] 0.564 0.563 0.712 -0.149 0.282 0.841 0.893 0.832 0.912 0.931 0.880
EC-Earth3_CMIP6 [-] 0.711 0.711 0.712 -0.00135 0.275 1.02 0.955 0.796 0.896 0.986 0.886
ERA5_BARPA [-] 0.482 0.482 0.712 -0.230 0.344 0.799 0.834 0.816 0.907 0.785 0.832
ERA5_CCAM [-] 0.501 0.501 0.712 -0.211 0.354 1.18 0.848 0.800 0.859 0.988 0.859
MPI-ESM1-2-HR_BARPA [-] 0.342 0.343 0.712 -0.370 0.470 0.634 0.744 0.793 0.925 0.816 0.814
MPI-ESM1-2-HR_CMIP6 [-] 0.397 0.397 0.727 -0.329 0.437 1.09 0.757 0.784 0.909 0.831 0.813
NorESM2-MM_BARPA [-] 0.382 0.384 0.712 -0.328 0.498 1.25 0.768 0.740 0.867 0.864 0.796
NorESM2-MM_CCAM [-] 0.451 0.451 0.712 -0.262 0.424 0.895 0.814 0.767 0.938 0.927 0.843
NorESM2-MM_CMIP6 [-] 0.561 0.561 0.700 -0.138 0.342 0.996 0.850 0.784 0.901 0.252 0.714
Download Data
Period Mean (original grids) [d]
Model Period Mean (intersection) [d]
Benchmark Period Mean (intersection) [d]
Model Period Mean (complement) [d]
Benchmark Period Mean (complement) [d]
Bias [d]
RMSE [d]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 0.696
ACCESS-CM2_BARPA [-] 0.559 0.560 0.696 -0.136 0.305 1.04 0.886 0.796 0.908 0.975 0.872
ACCESS-CM2_CCAM [-] 0.442 0.443 0.696 -0.253 0.428 1.05 0.812 0.751 0.894 0.740 0.790
ACCESS-CM2_CMIP6 [-] 0.430 0.430 0.764 -0.334 0.403 0.741 0.712 0.792 0.952 0.734 0.796
ACCESS-ESM1-5_BARPA [-] 0.539 0.540 0.696 -0.155 0.311 1.10 0.873 0.799 0.892 0.984 0.869
ACCESS-ESM1-5_CCAM [-] 0.401 0.400 0.696 -0.296 0.472 1.28 0.783 0.732 0.861 0.707 0.763
ACCESS-ESM1-5_CMIP6 [-] 0.385 0.385 0.649 -0.263 0.345 1.52 0.752 0.783 0.826 0.443 0.717
CESM2_BARPA [-] 0.515 0.515 0.696 -0.181 0.315 1.32 0.850 0.803 0.846 0.991 0.859
CESM2_CCAM [-] 0.406 0.406 0.696 -0.289 0.427 1.07 0.788 0.768 0.892 0.661 0.775
CESM2_CMIP6 [-] 0.242 0.242 0.682 -0.441 0.547 1.00 0.640 0.719 0.908 0.493 0.696
CMCC-ESM2_BARPA [-] 0.546 0.544 0.696 -0.152 0.312 1.22 0.863 0.797 0.861 0.963 0.856
CMCC-ESM2_CCAM [-] 0.466 0.464 0.696 -0.232 0.379 1.10 0.829 0.780 0.893 0.680 0.792
CMCC-ESM2_CMIP6 [-] 0.363 0.363 0.682 -0.319 0.433 1.34 0.731 0.747 0.860 0.750 0.767
CNRM-ESM2-1_CCAM [-] 0.492 0.492 0.696 -0.204 0.403 1.45 0.840 0.759 0.841 0.802 0.800
CNRM-ESM2-1_CMIP6 [-] 0.747 0.747 0.713 0.0343 0.306 1.01 0.846 0.772 0.910 0.581 0.776
EC-Earth3_BARPA [-] 0.602 0.602 0.696 -0.0943 0.297 0.952 0.900 0.793 0.912 0.979 0.875
EC-Earth3_CCAM [-] 0.477 0.477 0.696 -0.219 0.404 1.25 0.835 0.756 0.871 0.705 0.785
EC-Earth3_CMIP6 [-] 0.717 0.717 0.709 0.00780 0.249 1.24 0.932 0.803 0.868 0.995 0.880
ERA5_BARPA [-] 0.551 0.552 0.696 -0.144 0.281 1.30 0.875 0.820 0.835 0.991 0.868
ERA5_CCAM [-] 0.454 0.454 0.696 -0.241 0.375 1.14 0.821 0.790 0.859 0.717 0.796
MPI-ESM1-2-HR_BARPA [-] 0.486 0.485 0.696 -0.211 0.374 1.14 0.834 0.770 0.857 0.974 0.841
MPI-ESM1-2-HR_CMIP6 [-] 0.533 0.533 0.708 -0.174 0.348 1.16 0.840 0.759 0.860 0.944 0.833
NorESM2-MM_BARPA [-] 0.514 0.511 0.696 -0.185 0.381 1.85 0.848 0.755 0.734 0.981 0.815
NorESM2-MM_CCAM [-] 0.407 0.404 0.696 -0.292 0.446 1.21 0.791 0.758 0.881 0.802 0.798
NorESM2-MM_CMIP6 [-] 0.226 0.226 0.682 -0.456 0.573 2.02 0.632 0.713 0.730 0.242 0.606
Download Data
Period Mean (original grids) [d]
Model Period Mean (intersection) [d]
Benchmark Period Mean (intersection) [d]
Model Period Mean (complement) [d]
Benchmark Period Mean (complement) [d]
Bias [d]
RMSE [d]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 0.948
ACCESS-CM2_BARPA [-] 0.678 0.680 0.948 -0.267 0.515 0.729 0.878 0.809 0.953 0.922 0.874
ACCESS-CM2_CCAM [-] 0.542 0.543 0.948 -0.405 0.718 0.494 0.825 0.753 0.967 0.760 0.812
ACCESS-CM2_CMIP6 [-] 0.814 0.814 0.965 -0.151 0.536 0.518 0.904 0.781 0.967 0.642 0.815
ACCESS-ESM1-5_BARPA [-] 0.819 0.822 0.948 -0.126 0.359 0.228 0.925 0.852 0.985 0.948 0.912
ACCESS-ESM1-5_CCAM [-] 0.653 0.654 0.948 -0.293 0.620 0.594 0.866 0.773 0.961 0.832 0.841
ACCESS-ESM1-5_CMIP6 [-] 1.02 1.02 0.947 0.0710 0.459 0.295 0.925 0.790 0.981 0.846 0.866
CESM2_BARPA [-] 0.603 0.604 0.948 -0.344 0.541 0.460 0.846 0.814 0.970 0.763 0.841
CESM2_CCAM [-] 0.589 0.590 0.948 -0.357 0.648 0.692 0.842 0.766 0.955 0.461 0.758
CESM2_CMIP6 [-] 1.08 1.08 0.932 0.152 0.594 0.708 0.899 0.740 0.955 0.994 0.866
CMCC-ESM2_BARPA [-] 0.559 0.560 0.948 -0.388 0.638 0.294 0.824 0.774 0.979 0.926 0.855
CMCC-ESM2_CCAM [-] 0.630 0.632 0.948 -0.316 0.607 0.725 0.854 0.786 0.953 0.874 0.850
CMCC-ESM2_CMIP6 [-] 1.13 1.13 0.932 0.203 0.516 0.757 0.885 0.773 0.951 0.759 0.828
CNRM-ESM2-1_CCAM [-] 0.609 0.611 0.948 -0.337 0.680 0.447 0.851 0.755 0.968 0.866 0.839
CNRM-ESM2-1_CMIP6 [-] 0.771 0.771 0.941 -0.170 0.489 0.562 0.894 0.799 0.964 0.980 0.887
EC-Earth3_BARPA [-] 0.652 0.654 0.948 -0.294 0.459 0.295 0.864 0.839 0.981 0.929 0.891
EC-Earth3_CCAM [-] 0.656 0.658 0.948 -0.290 0.548 0.305 0.864 0.804 0.980 0.834 0.857
EC-Earth3_CMIP6 [-] 0.781 0.781 0.934 -0.153 0.430 0.441 0.924 0.814 0.970 0.761 0.857
ERA5_BARPA [-] 0.737 0.739 0.948 -0.209 0.501 0.754 0.902 0.802 0.944 0.934 0.877
ERA5_CCAM [-] 0.691 0.694 0.948 -0.254 0.540 0.405 0.879 0.798 0.970 0.943 0.878
MPI-ESM1-2-HR_BARPA [-] 0.521 0.524 0.948 -0.424 0.644 0.479 0.808 0.787 0.969 0.880 0.846
MPI-ESM1-2-HR_CMIP6 [-] 0.467 0.467 0.941 -0.474 0.731 0.630 0.778 0.751 0.960 0.871 0.822
NorESM2-MM_BARPA [-] 0.661 0.663 0.948 -0.284 0.540 0.271 0.868 0.794 0.983 0.907 0.869
NorESM2-MM_CCAM [-] 0.647 0.648 0.948 -0.299 0.554 0.332 0.862 0.801 0.979 0.810 0.850
NorESM2-MM_CMIP6 [-] 1.27 1.27 0.932 0.336 0.579 0.555 0.833 0.780 0.964 0.852 0.842
Download Data
Period Mean (original grids) [d]
Model Period Mean (intersection) [d]
Benchmark Period Mean (intersection) [d]
Model Period Mean (complement) [d]
Benchmark Period Mean (complement) [d]
Bias [d]
RMSE [d]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 1.23
ACCESS-CM2_BARPA [-] 1.06 1.05 1.23 -0.180 0.547 0.591 0.921 0.814 0.960 0.675 0.837
ACCESS-CM2_CCAM [-] 0.760 0.761 1.23 -0.470 0.893 0.723 0.829 0.731 0.949 0.425 0.733
ACCESS-CM2_CMIP6 [-] 1.06 1.06 1.22 -0.152 0.601 0.578 0.915 0.787 0.959 0.789 0.847
ACCESS-ESM1-5_BARPA [-] 1.06 1.06 1.23 -0.173 0.507 0.535 0.924 0.825 0.963 0.751 0.857
ACCESS-ESM1-5_CCAM [-] 0.826 0.826 1.23 -0.405 0.795 0.669 0.851 0.754 0.956 0.329 0.729
ACCESS-ESM1-5_CMIP6 [-] 1.24 1.24 1.19 0.0429 0.473 0.395 0.945 0.817 0.975 0.995 0.910
CESM2_BARPA [-] 0.859 0.854 1.23 -0.377 0.705 0.609 0.857 0.778 0.949 0.689 0.810
CESM2_CCAM [-] 0.773 0.777 1.23 -0.455 0.821 0.573 0.827 0.747 0.961 0.628 0.782
CESM2_CMIP6 [-] 1.32 1.32 1.22 0.0936 0.601 0.438 0.931 0.773 0.970 0.932 0.876
CMCC-ESM2_BARPA [-] 0.906 0.898 1.23 -0.333 0.762 0.548 0.874 0.751 0.963 0.677 0.804
CMCC-ESM2_CCAM [-] 0.826 0.828 1.23 -0.403 0.800 0.533 0.850 0.756 0.963 0.444 0.754
CMCC-ESM2_CMIP6 [-] 1.43 1.43 1.22 0.205 0.539 0.633 0.875 0.815 0.951 0.356 0.763
CNRM-ESM2-1_CCAM [-] 0.819 0.823 1.23 -0.408 0.796 0.573 0.849 0.754 0.961 0.363 0.736
CNRM-ESM2-1_CMIP6 [-] 0.886 0.886 1.19 -0.308 0.658 0.509 0.867 0.770 0.964 0.991 0.873
EC-Earth3_BARPA [-] 0.976 0.971 1.23 -0.260 0.552 0.589 0.901 0.820 0.953 0.688 0.836
EC-Earth3_CCAM [-] 0.899 0.900 1.23 -0.331 0.655 0.418 0.874 0.794 0.971 0.464 0.780
EC-Earth3_CMIP6 [-] 1.02 1.02 1.22 -0.201 0.495 0.671 0.917 0.826 0.944 0.626 0.828
ERA5_BARPA [-] 1.03 1.03 1.23 -0.202 0.557 0.631 0.918 0.806 0.955 0.807 0.858
ERA5_CCAM [-] 0.961 0.962 1.23 -0.269 0.553 0.523 0.895 0.825 0.965 0.405 0.783
MPI-ESM1-2-HR_BARPA [-] 0.896 0.891 1.23 -0.341 0.621 0.517 0.870 0.805 0.962 0.666 0.822
MPI-ESM1-2-HR_CMIP6 [-] 0.729 0.729 1.21 -0.485 0.775 0.507 0.811 0.771 0.967 0.863 0.837
NorESM2-MM_BARPA [-] 0.947 0.941 1.23 -0.290 0.719 0.343 0.886 0.759 0.976 0.760 0.828
NorESM2-MM_CCAM [-] 0.796 0.793 1.23 -0.438 0.835 0.411 0.837 0.744 0.972 0.319 0.723
NorESM2-MM_CMIP6 [-] 1.59 1.59 1.22 0.369 0.627 0.421 0.843 0.797 0.971 0.974 0.877
Download Data
Period Mean (original grids) [d]
Model Period Mean (intersection) [d]
Benchmark Period Mean (intersection) [d]
Model Period Mean (complement) [d]
Benchmark Period Mean (complement) [d]
Bias [d]
RMSE [d]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 0.280
ACCESS-CM2_BARPA [-] 0.223 0.223 0.280 -0.0570 0.162 1.67 0.911 0.789 0.770 0.978 0.847
ACCESS-CM2_CCAM [-] 0.271 0.271 0.280 -0.00908 0.155 1.81 0.922 0.795 0.752 0.706 0.794
ACCESS-CM2_CMIP6 [-] 0.201 0.201 0.290 -0.0891 0.157 0.906 0.846 0.792 0.893 0.694 0.804
ACCESS-ESM1-5_BARPA [-] 0.224 0.223 0.280 -0.0567 0.189 2.01 0.911 0.749 0.734 0.980 0.825
ACCESS-ESM1-5_CCAM [-] 0.260 0.260 0.280 -0.0205 0.178 1.50 0.913 0.769 0.810 0.806 0.813
ACCESS-ESM1-5_CMIP6 [-] 0.179 0.179 0.302 -0.123 0.206 1.29 0.797 0.761 0.845 0.755 0.784
CESM2_BARPA [-] 0.174 0.174 0.280 -0.106 0.193 2.03 0.840 0.773 0.711 0.967 0.812
CESM2_CCAM [-] 0.222 0.221 0.280 -0.0592 0.176 1.46 0.894 0.777 0.808 0.857 0.822
CESM2_CMIP6 [-] 0.135 0.135 0.295 -0.160 0.224 1.65 0.764 0.757 0.790 0.345 0.683
CMCC-ESM2_BARPA [-] 0.154 0.154 0.280 -0.126 0.214 2.79 0.814 0.760 0.539 0.922 0.759
CMCC-ESM2_CCAM [-] 0.288 0.288 0.280 0.00844 0.152 1.40 0.902 0.810 0.813 0.821 0.832
CMCC-ESM2_CMIP6 [-] 0.251 0.251 0.295 -0.0442 0.183 1.42 0.854 0.765 0.841 0.622 0.769
CNRM-ESM2-1_CCAM [-] 0.333 0.333 0.280 0.0532 0.181 1.34 0.865 0.780 0.854 0.893 0.835
CNRM-ESM2-1_CMIP6 [-] 0.323 0.323 0.294 0.0285 0.189 1.40 0.897 0.715 0.831 0.989 0.829
EC-Earth3_BARPA [-] 0.241 0.240 0.280 -0.0402 0.154 1.46 0.927 0.798 0.800 0.983 0.861
EC-Earth3_CCAM [-] 0.387 0.387 0.280 0.107 0.234 1.19 0.786 0.735 0.861 0.774 0.778
EC-Earth3_CMIP6 [-] 0.363 0.363 0.289 0.0742 0.192 0.896 0.849 0.735 0.880 0.954 0.831
ERA5_BARPA [-] 0.209 0.209 0.280 -0.0712 0.152 1.99 0.886 0.810 0.682 0.973 0.832
ERA5_CCAM [-] 0.282 0.282 0.280 0.00159 0.136 1.26 0.908 0.832 0.831 0.788 0.838
MPI-ESM1-2-HR_BARPA [-] 0.235 0.235 0.280 -0.0455 0.184 1.99 0.896 0.769 0.684 0.982 0.820
MPI-ESM1-2-HR_CMIP6 [-] 0.244 0.244 0.280 -0.0367 0.150 1.44 0.902 0.778 0.802 0.990 0.850
NorESM2-MM_BARPA [-] 0.202 0.201 0.280 -0.0786 0.190 2.73 0.886 0.758 0.575 0.932 0.782
NorESM2-MM_CCAM [-] 0.231 0.232 0.280 -0.0481 0.145 1.04 0.909 0.825 0.866 0.754 0.836
NorESM2-MM_CMIP6 [-] 0.146 0.146 0.295 -0.149 0.205 1.21 0.781 0.782 0.849 0.352 0.709
Download Data
Period Mean (original grids) [d]
Model Period Mean (intersection) [d]
Benchmark Period Mean (intersection) [d]
Model Period Mean (complement) [d]
Benchmark Period Mean (complement) [d]
Bias [d]
RMSE [d]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 0.540
ACCESS-CM2_BARPA [-] 0.514 0.515 0.540 -0.0251 0.253 0.532 0.950 0.822 0.963 0.986 0.908
ACCESS-CM2_CCAM [-] 0.514 0.515 0.540 -0.0248 0.268 0.569 0.959 0.815 0.954 0.981 0.905
ACCESS-CM2_CMIP6 [-] 0.630 0.630 0.543 0.0870 0.270 0.497 0.924 0.806 0.965 0.963 0.893
ACCESS-ESM1-5_BARPA [-] 0.558 0.558 0.540 0.0183 0.269 0.655 0.953 0.806 0.957 0.971 0.898
ACCESS-ESM1-5_CCAM [-] 0.541 0.542 0.540 0.00219 0.267 0.566 0.951 0.810 0.957 0.988 0.903
ACCESS-ESM1-5_CMIP6 [-] 0.608 0.608 0.537 0.0710 0.347 0.603 0.927 0.735 0.960 0.989 0.869
CESM2_BARPA [-] 0.408 0.408 0.540 -0.132 0.344 0.872 0.894 0.779 0.931 0.987 0.874
CESM2_CCAM [-] 0.360 0.361 0.540 -0.179 0.435 0.782 0.873 0.732 0.913 0.812 0.813
CESM2_CMIP6 [-] 0.607 0.607 0.539 0.0675 0.350 0.601 0.907 0.758 0.959 0.869 0.850
CMCC-ESM2_BARPA [-] 0.384 0.385 0.540 -0.155 0.402 1.06 0.871 0.748 0.880 0.985 0.846
CMCC-ESM2_CCAM [-] 0.665 0.665 0.540 0.125 0.319 0.742 0.886 0.800 0.936 0.989 0.882
CMCC-ESM2_CMIP6 [-] 0.953 0.953 0.539 0.414 0.645 0.609 0.694 0.657 0.959 0.897 0.773
CNRM-ESM2-1_CCAM [-] 0.576 0.576 0.540 0.0365 0.265 0.551 0.938 0.816 0.954 0.956 0.896
CNRM-ESM2-1_CMIP6 [-] 0.426 0.426 0.547 -0.120 0.336 0.474 0.898 0.775 0.959 0.575 0.796
EC-Earth3_BARPA [-] 0.421 0.421 0.540 -0.118 0.286 0.813 0.902 0.817 0.927 0.993 0.891
EC-Earth3_CCAM [-] 0.610 0.610 0.540 0.0704 0.278 0.464 0.920 0.804 0.966 0.984 0.896
EC-Earth3_CMIP6 [-] 0.592 0.592 0.538 0.0538 0.345 0.542 0.939 0.739 0.962 0.994 0.875
ERA5_BARPA [-] 0.468 0.468 0.540 -0.0715 0.290 0.842 0.925 0.806 0.938 0.979 0.891
ERA5_CCAM [-] 0.559 0.560 0.540 0.0201 0.188 0.453 0.959 0.867 0.960 0.989 0.928
MPI-ESM1-2-HR_BARPA [-] 0.373 0.373 0.540 -0.166 0.341 0.716 0.869 0.789 0.952 0.978 0.876
MPI-ESM1-2-HR_CMIP6 [-] 0.285 0.285 0.538 -0.253 0.410 0.654 0.805 0.768 0.956 0.870 0.833
NorESM2-MM_BARPA [-] 0.429 0.430 0.540 -0.110 0.415 1.44 0.894 0.732 0.816 0.973 0.830
NorESM2-MM_CCAM [-] 0.541 0.541 0.540 0.00129 0.312 0.606 0.943 0.787 0.957 0.984 0.892
NorESM2-MM_CMIP6 [-] 0.748 0.748 0.539 0.209 0.439 0.615 0.838 0.725 0.960 0.774 0.804
Download Data
Period Mean (original grids) [d]
Model Period Mean (intersection) [d]
Benchmark Period Mean (intersection) [d]
Model Period Mean (complement) [d]
Benchmark Period Mean (complement) [d]
Bias [d]
RMSE [d]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 0.313
ACCESS-CM2_BARPA [-] 0.264 0.265 0.313 -0.0486 0.186 1.05 0.928 0.798 0.892 0.993 0.882
ACCESS-CM2_CCAM [-] 0.261 0.261 0.313 -0.0519 0.187 1.16 0.930 0.796 0.866 0.924 0.862
ACCESS-CM2_CMIP6 [-] 0.311 0.311 0.321 -0.00971 0.181 0.839 0.937 0.784 0.923 0.952 0.876
ACCESS-ESM1-5_BARPA [-] 0.235 0.235 0.313 -0.0781 0.175 0.866 0.891 0.817 0.906 0.973 0.881
ACCESS-ESM1-5_CCAM [-] 0.225 0.225 0.313 -0.0881 0.233 1.51 0.891 0.764 0.814 0.838 0.814
ACCESS-ESM1-5_CMIP6 [-] 0.254 0.254 0.313 -0.0586 0.208 1.08 0.911 0.749 0.886 0.980 0.855
CESM2_BARPA [-] 0.166 0.166 0.313 -0.147 0.232 1.14 0.823 0.794 0.868 0.879 0.831
CESM2_CCAM [-] 0.169 0.169 0.313 -0.144 0.300 2.70 0.830 0.724 0.561 0.814 0.731
CESM2_CMIP6 [-] 0.171 0.171 0.313 -0.142 0.227 0.925 0.819 0.784 0.895 0.863 0.829
CMCC-ESM2_BARPA [-] 0.174 0.174 0.313 -0.139 0.272 2.24 0.832 0.740 0.645 0.914 0.774
CMCC-ESM2_CCAM [-] 0.367 0.368 0.313 0.0545 0.191 1.41 0.924 0.792 0.822 0.975 0.861
CMCC-ESM2_CMIP6 [-] 0.441 0.441 0.313 0.128 0.307 1.13 0.827 0.710 0.876 0.587 0.742
CNRM-ESM2-1_CCAM [-] 0.313 0.314 0.313 0.000535 0.159 0.925 0.947 0.817 0.902 0.957 0.888
CNRM-ESM2-1_CMIP6 [-] 0.302 0.302 0.317 -0.0151 0.198 0.891 0.916 0.759 0.900 0.627 0.792
EC-Earth3_BARPA [-] 0.197 0.197 0.313 -0.116 0.206 1.13 0.858 0.807 0.868 0.956 0.859
EC-Earth3_CCAM [-] 0.307 0.308 0.313 -0.00578 0.200 0.925 0.906 0.784 0.911 0.982 0.873
EC-Earth3_CMIP6 [-] 0.315 0.315 0.313 0.00225 0.239 0.846 0.902 0.730 0.913 0.947 0.844
ERA5_BARPA [-] 0.240 0.241 0.313 -0.0725 0.173 1.33 0.903 0.819 0.836 0.993 0.874
ERA5_CCAM [-] 0.263 0.263 0.313 -0.0503 0.130 0.618 0.930 0.856 0.931 0.969 0.909
MPI-ESM1-2-HR_BARPA [-] 0.182 0.182 0.313 -0.131 0.233 1.05 0.844 0.777 0.890 0.855 0.829
MPI-ESM1-2-HR_CMIP6 [-] 0.173 0.173 0.316 -0.144 0.232 0.848 0.820 0.778 0.903 0.861 0.828
NorESM2-MM_BARPA [-] 0.266 0.267 0.313 -0.0467 0.207 2.04 0.931 0.771 0.712 0.990 0.835
NorESM2-MM_CCAM [-] 0.260 0.260 0.313 -0.0530 0.215 1.43 0.917 0.778 0.814 0.951 0.848
NorESM2-MM_CMIP6 [-] 0.224 0.224 0.313 -0.0888 0.230 0.983 0.868 0.761 0.901 0.958 0.850
Download Data
Period Mean (original grids) [d]
Model Period Mean (intersection) [d]
Benchmark Period Mean (intersection) [d]
Model Period Mean (complement) [d]
Benchmark Period Mean (complement) [d]
Bias [d]
RMSE [d]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 0.478
ACCESS-CM2_BARPA [-] 0.335 0.345 0.478 -0.133 0.253 1.95 0.844 0.773 0.695 0.983 0.814
ACCESS-CM2_CCAM [-] 0.459 0.456 0.478 -0.0226 0.306 2.45 0.859 0.710 0.611 0.837 0.745
ACCESS-CM2_CMIP6 [-] 0.637 0.637 0.873 -0.236 0.358 2.52 0.731 0.760 0.536 0.945 0.746
ACCESS-ESM1-5_BARPA [-] 0.341 0.350 0.478 -0.128 0.260 1.45 0.848 0.762 0.809 0.958 0.828
ACCESS-ESM1-5_CCAM [-] 0.444 0.442 0.478 -0.0365 0.315 2.17 0.865 0.705 0.664 0.875 0.763
ACCESS-ESM1-5_CMIP6 [-] 0.270 0.270 0.463 -0.193 0.311 5.10 0.696 0.631 0.0631 1.00 0.604
CESM2_BARPA [-] 0.336 0.339 0.478 -0.139 0.270 1.43 0.841 0.753 0.809 0.973 0.826
CESM2_CCAM [-] 0.609 0.609 0.478 0.130 0.394 2.75 0.839 0.642 0.547 0.812 0.696
CESM2_CMIP6 [-] 0.332 0.332 0.431 -0.0996 0.360 5.10 0.843 0.565 0.0631 0.934 0.594
CMCC-ESM2_BARPA [-] 0.267 0.271 0.478 -0.207 0.283 1.30 0.771 0.789 0.843 0.937 0.826
CMCC-ESM2_CCAM [-] 0.416 0.415 0.478 -0.0636 0.309 2.48 0.855 0.712 0.625 0.874 0.756
CMCC-ESM2_CMIP6 [-] 0.254 0.254 0.431 -0.178 0.287 3.04 0.758 0.698 0.496 0.298 0.590
CNRM-ESM2-1_CCAM [-] 0.444 0.441 0.478 -0.0372 0.221 1.48 0.870 0.795 0.794 0.915 0.834
CNRM-ESM2-1_CMIP6 [-] 0.618 0.618 0.598 0.0201 0.267 1.01 0.879 0.675 0.876 0.862 0.793
EC-Earth3_BARPA [-] 0.386 0.391 0.478 -0.0874 0.193 1.42 0.883 0.821 0.830 0.988 0.869
EC-Earth3_CCAM [-] 0.503 0.502 0.478 0.0237 0.235 1.48 0.869 0.787 0.808 0.824 0.815
EC-Earth3_CMIP6 [-] 0.619 0.619 0.472 0.147 0.335 1.02 0.796 0.676 0.862 0.513 0.705
ERA5_BARPA [-] 0.295 0.300 0.478 -0.178 0.264 1.44 0.801 0.793 0.802 0.972 0.832
ERA5_CCAM [-] 0.404 0.403 0.478 -0.0754 0.253 1.56 0.838 0.780 0.789 0.865 0.810
MPI-ESM1-2-HR_BARPA [-] 0.388 0.397 0.478 -0.0810 0.258 2.35 0.885 0.745 0.638 0.987 0.800
MPI-ESM1-2-HR_CMIP6 [-] 0.507 0.507 0.497 0.00984 0.210 1.36 0.825 0.781 0.871 0.769 0.805
NorESM2-MM_BARPA [-] 0.298 0.304 0.478 -0.175 0.267 1.15 0.802 0.786 0.859 0.981 0.843
NorESM2-MM_CCAM [-] 0.340 0.339 0.478 -0.140 0.322 2.62 0.816 0.719 0.567 0.932 0.751
NorESM2-MM_CMIP6 [-] 0.153 0.153 0.431 -0.278 0.351 4.59 0.623 0.706 0.154 0.890 0.616
Download Data
Period Mean (original grids) [d]
Model Period Mean (intersection) [d]
Benchmark Period Mean (intersection) [d]
Model Period Mean (complement) [d]
Benchmark Period Mean (complement) [d]
Bias [d]
RMSE [d]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 1.16
ACCESS-CM2_BARPA [-] 0.915 0.961 1.16 -0.204 0.488 1.08 0.829 0.750 0.882 0.958 0.834
ACCESS-CM2_CCAM [-] 0.896 0.893 1.16 -0.272 0.645 1.39 0.805 0.677 0.843 0.983 0.797
ACCESS-CM2_CMIP6 [-] 0.603 0.603 1.19 -0.584 0.730 0.00 0.589 0.673 1.00 1.00 0.787
ACCESS-ESM1-5_BARPA [-] 0.955 0.999 1.16 -0.165 0.620 0.709 0.842 0.675 0.936 0.959 0.817
ACCESS-ESM1-5_CCAM [-] 0.999 0.997 1.16 -0.167 0.717 0.938 0.854 0.621 0.915 0.988 0.800
ACCESS-ESM1-5_CMIP6 [-] 0.479 0.479 0.862 -0.383 0.519 0.503 0.648 0.700 0.967 0.856 0.774
CESM2_BARPA [-] 0.818 0.859 1.16 -0.305 0.681 1.34 0.786 0.667 0.829 0.984 0.787
CESM2_CCAM [-] 1.15 1.14 1.16 -0.0199 0.880 1.48 0.862 0.541 0.826 0.987 0.752
CESM2_CMIP6 [-] 0.608 0.608 1.07 -0.464 0.760 2.01 0.667 0.592 0.670 0.516 0.607
CMCC-ESM2_BARPA [-] 0.785 0.824 1.16 -0.341 0.588 1.24 0.768 0.733 0.865 0.982 0.816
CMCC-ESM2_CCAM [-] 0.812 0.812 1.16 -0.353 0.701 1.27 0.774 0.674 0.857 0.976 0.791
CMCC-ESM2_CMIP6 [-] 0.554 0.554 1.07 -0.517 0.721 1.01 0.639 0.684 0.895 0.968 0.774
CNRM-ESM2-1_CCAM [-] 0.950 0.947 1.16 -0.217 0.461 0.747 0.829 0.767 0.918 0.988 0.854
CNRM-ESM2-1_CMIP6 [-] 0.934 0.934 0.958 -0.0233 0.375 1.02 0.922 0.671 0.893 0.963 0.824
EC-Earth3_BARPA [-] 0.922 0.956 1.16 -0.208 0.377 0.728 0.841 0.820 0.927 0.984 0.878
EC-Earth3_CCAM [-] 0.972 0.971 1.16 -0.194 0.441 0.821 0.840 0.780 0.916 0.988 0.861
EC-Earth3_CMIP6 [-] 1.05 1.05 1.13 -0.0788 0.445 1.40 0.880 0.703 0.854 0.985 0.825
ERA5_BARPA [-] 0.845 0.878 1.16 -0.286 0.410 0.900 0.800 0.824 0.885 0.986 0.864
ERA5_CCAM [-] 0.857 0.852 1.16 -0.312 0.509 1.19 0.789 0.774 0.874 0.984 0.839
MPI-ESM1-2-HR_BARPA [-] 1.15 1.20 1.16 0.0360 0.459 1.22 0.875 0.743 0.872 0.916 0.830
MPI-ESM1-2-HR_CMIP6 [-] 0.875 0.875 1.24 -0.360 0.509 0.811 0.761 0.760 0.946 0.874 0.820
NorESM2-MM_BARPA [-] 0.771 0.803 1.16 -0.361 0.536 0.870 0.758 0.766 0.914 0.987 0.838
NorESM2-MM_CCAM [-] 0.801 0.797 1.16 -0.368 0.663 1.26 0.767 0.694 0.865 0.981 0.800
NorESM2-MM_CMIP6 [-] 0.411 0.411 1.07 -0.661 0.769 1.01 0.561 0.714 0.895 0.367 0.650
Download Data
Period Mean (original grids) [d]
Model Period Mean (intersection) [d]
Benchmark Period Mean (intersection) [d]
Model Period Mean (complement) [d]
Benchmark Period Mean (complement) [d]
Bias [d]
RMSE [d]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 0.700
ACCESS-CM2_BARPA [-] 0.577 0.592 0.700 -0.109 0.332 1.73 0.873 0.765 0.772 0.920 0.819
ACCESS-CM2_CCAM [-] 0.426 0.433 0.700 -0.267 0.408 1.36 0.781 0.756 0.797 0.936 0.805
ACCESS-CM2_CMIP6 [-] 0.468 0.468 0.743 -0.275 0.404 4.02 0.726 0.717 0.338 0.415 0.583
ACCESS-ESM1-5_BARPA [-] 0.525 0.541 0.700 -0.160 0.380 2.28 0.849 0.737 0.653 0.956 0.786
ACCESS-ESM1-5_CCAM [-] 0.361 0.369 0.700 -0.332 0.462 1.36 0.731 0.741 0.819 0.874 0.781
ACCESS-ESM1-5_CMIP6 [-] 0.234 0.234 0.704 -0.470 0.517 0.672 0.576 0.770 0.955 0.793 0.773
CESM2_BARPA [-] 0.530 0.539 0.700 -0.161 0.325 1.16 0.851 0.784 0.843 0.963 0.845
CESM2_CCAM [-] 0.457 0.464 0.700 -0.236 0.420 2.30 0.801 0.729 0.648 0.966 0.775
CESM2_CMIP6 [-] 0.181 0.181 0.728 -0.547 0.612 1.53 0.535 0.738 0.809 0.808 0.726
CMCC-ESM2_BARPA [-] 0.562 0.563 0.700 -0.137 0.313 0.908 0.858 0.792 0.897 0.933 0.855
CMCC-ESM2_CCAM [-] 0.468 0.467 0.700 -0.233 0.357 0.932 0.808 0.779 0.878 0.850 0.819
CMCC-ESM2_CMIP6 [-] 0.392 0.392 0.728 -0.336 0.397 1.18 0.685 0.789 0.842 0.685 0.758
CNRM-ESM2-1_CCAM [-] 0.518 0.526 0.700 -0.175 0.375 1.62 0.847 0.741 0.800 0.970 0.820
CNRM-ESM2-1_CMIP6 [-] 0.611 0.611 0.778 -0.167 0.364 2.71 0.843 0.708 0.584 0.663 0.701
EC-Earth3_BARPA [-] 0.595 0.605 0.700 -0.0953 0.347 1.85 0.868 0.756 0.763 0.891 0.807
EC-Earth3_CCAM [-] 0.492 0.498 0.700 -0.202 0.378 1.45 0.829 0.747 0.842 0.915 0.816
EC-Earth3_CMIP6 [-] 0.604 0.604 0.692 -0.0882 0.338 1.44 0.834 0.744 0.840 0.922 0.816
ERA5_BARPA [-] 0.571 0.583 0.700 -0.118 0.282 0.620 0.857 0.818 0.917 0.882 0.858
ERA5_CCAM [-] 0.465 0.472 0.700 -0.228 0.353 0.927 0.807 0.787 0.869 0.975 0.845
MPI-ESM1-2-HR_BARPA [-] 0.549 0.564 0.700 -0.137 0.338 2.07 0.846 0.769 0.695 0.842 0.784
MPI-ESM1-2-HR_CMIP6 [-] 0.509 0.509 0.687 -0.178 0.361 2.37 0.824 0.711 0.655 0.984 0.777
NorESM2-MM_BARPA [-] 0.596 0.601 0.700 -0.0998 0.324 0.990 0.866 0.778 0.887 0.889 0.840
NorESM2-MM_CCAM [-] 0.397 0.402 0.700 -0.298 0.414 1.13 0.758 0.769 0.872 0.886 0.811
NorESM2-MM_CMIP6 [-] 0.229 0.229 0.728 -0.499 0.550 1.18 0.565 0.767 0.843 0.943 0.777
Download Data
Period Mean (original grids) [d]
Model Period Mean (intersection) [d]
Benchmark Period Mean (intersection) [d]
Model Period Mean (complement) [d]
Benchmark Period Mean (complement) [d]
Bias [d]
RMSE [d]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 0.577
ACCESS-CM2_BARPA [-] 0.449 0.437 0.577 -0.140 0.288 1.40 0.839 0.785 0.807 0.874 0.818
ACCESS-CM2_CCAM [-] 0.429 0.421 0.577 -0.156 0.325 1.67 0.841 0.746 0.748 0.258 0.668
ACCESS-CM2_CMIP6 [-] 0.541 0.541 0.733 -0.192 0.339 1.02 0.782 0.712 0.831 0.935 0.794
ACCESS-ESM1-5_BARPA [-] 0.399 0.388 0.577 -0.188 0.318 1.50 0.814 0.772 0.794 0.774 0.785
ACCESS-ESM1-5_CCAM [-] 0.421 0.413 0.577 -0.164 0.340 1.64 0.834 0.736 0.762 0.357 0.685
ACCESS-ESM1-5_CMIP6 [-] 0.187 0.187 0.403 -0.217 0.249 2.03 0.671 0.795 0.715 0.0618 0.608
CESM2_BARPA [-] 0.410 0.399 0.577 -0.178 0.322 2.51 0.824 0.756 0.593 0.703 0.727
CESM2_CCAM [-] 0.515 0.505 0.577 -0.0719 0.380 1.69 0.859 0.671 0.743 0.333 0.655
CESM2_CMIP6 [-] 0.283 0.283 0.547 -0.264 0.334 1.84 0.711 0.754 0.698 0.222 0.628
CMCC-ESM2_BARPA [-] 0.376 0.365 0.577 -0.212 0.336 1.52 0.795 0.767 0.811 0.699 0.768
CMCC-ESM2_CCAM [-] 0.390 0.383 0.577 -0.194 0.315 1.47 0.819 0.777 0.829 0.223 0.685
CMCC-ESM2_CMIP6 [-] 0.292 0.292 0.547 -0.255 0.326 2.46 0.706 0.752 0.618 0.602 0.686
CNRM-ESM2-1_CCAM [-] 0.472 0.461 0.577 -0.116 0.266 1.23 0.855 0.792 0.859 0.345 0.729
CNRM-ESM2-1_CMIP6 [-] 0.702 0.702 0.874 -0.172 0.331 1.03 0.823 0.725 0.930 1.00 0.840
EC-Earth3_BARPA [-] 0.455 0.442 0.577 -0.135 0.287 1.51 0.841 0.781 0.802 0.820 0.805
EC-Earth3_CCAM [-] 0.499 0.490 0.577 -0.0864 0.278 1.34 0.834 0.790 0.828 0.313 0.711
EC-Earth3_CMIP6 [-] 0.536 0.536 0.596 -0.0598 0.254 1.36 0.873 0.751 0.852 0.786 0.803
ERA5_BARPA [-] 0.473 0.459 0.577 -0.117 0.250 1.34 0.844 0.820 0.826 0.830 0.828
ERA5_CCAM [-] 0.457 0.444 0.577 -0.132 0.254 1.38 0.854 0.813 0.820 0.412 0.743
MPI-ESM1-2-HR_BARPA [-] 0.563 0.549 0.577 -0.0277 0.266 1.43 0.863 0.768 0.813 0.913 0.825
MPI-ESM1-2-HR_CMIP6 [-] 0.431 0.431 0.583 -0.153 0.275 3.06 0.815 0.739 0.461 0.581 0.667
NorESM2-MM_BARPA [-] 0.413 0.402 0.577 -0.175 0.314 1.50 0.821 0.771 0.792 0.763 0.784
NorESM2-MM_CCAM [-] 0.335 0.325 0.577 -0.252 0.344 1.38 0.772 0.779 0.820 0.315 0.693
NorESM2-MM_CMIP6 [-] 0.248 0.248 0.547 -0.299 0.346 1.43 0.673 0.789 0.799 0.276 0.665
Download Data
Period Mean (original grids) [d]
Model Period Mean (intersection) [d]
Benchmark Period Mean (intersection) [d]
Model Period Mean (complement) [d]
Benchmark Period Mean (complement) [d]
Bias [d]
RMSE [d]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 0.253
ACCESS-CM2_BARPA [-] 0.192 0.206 0.253 -0.0471 0.131 1.41 0.909 0.807 0.831 0.991 0.869
ACCESS-CM2_CCAM [-] 0.237 0.233 0.253 -0.0199 0.133 1.83 0.922 0.801 0.744 0.951 0.844
ACCESS-CM2_CMIP6 [-] 0.246 0.246 0.304 -0.0582 0.187 2.04 0.854 0.720 0.714 0.844 0.770
ACCESS-ESM1-5_BARPA [-] 0.163 0.174 0.253 -0.0792 0.147 1.48 0.864 0.801 0.814 0.977 0.852
ACCESS-ESM1-5_CCAM [-] 0.189 0.184 0.253 -0.0685 0.160 2.03 0.885 0.776 0.702 0.945 0.817
ACCESS-ESM1-5_CMIP6 [-] 0.149 0.149 0.272 -0.123 0.196 2.03 0.748 0.699 0.666 0.852 0.733
CESM2_BARPA [-] 0.158 0.167 0.253 -0.0857 0.157 1.43 0.855 0.792 0.828 0.971 0.847
CESM2_CCAM [-] 0.203 0.198 0.253 -0.0554 0.161 1.61 0.878 0.777 0.806 0.976 0.843
CESM2_CMIP6 [-] 0.126 0.126 0.266 -0.140 0.181 1.31 0.742 0.788 0.785 0.650 0.750
CMCC-ESM2_BARPA [-] 0.143 0.151 0.253 -0.102 0.147 1.17 0.832 0.830 0.838 0.812 0.828
CMCC-ESM2_CCAM [-] 0.247 0.244 0.253 -0.00917 0.130 1.69 0.934 0.804 0.764 0.765 0.814
CMCC-ESM2_CMIP6 [-] 0.239 0.239 0.266 -0.0278 0.147 2.62 0.900 0.744 0.583 0.314 0.657
CNRM-ESM2-1_CCAM [-] 0.279 0.274 0.253 0.0212 0.133 1.18 0.913 0.805 0.841 0.926 0.858
CNRM-ESM2-1_CMIP6 [-] 0.256 0.256 0.237 0.0187 0.177 3.03 0.935 0.658 0.514 0.878 0.729
EC-Earth3_BARPA [-] 0.172 0.180 0.253 -0.0731 0.141 1.23 0.875 0.808 0.869 0.953 0.863
EC-Earth3_CCAM [-] 0.297 0.292 0.253 0.0392 0.189 1.23 0.883 0.728 0.863 0.960 0.832
EC-Earth3_CMIP6 [-] 0.315 0.315 0.280 0.0352 0.243 1.12 0.881 0.639 0.865 0.781 0.761
ERA5_BARPA [-] 0.176 0.185 0.253 -0.0684 0.127 1.70 0.881 0.828 0.762 0.976 0.855
ERA5_CCAM [-] 0.258 0.253 0.253 0.000397 0.116 1.28 0.931 0.825 0.831 0.969 0.876
MPI-ESM1-2-HR_BARPA [-] 0.225 0.236 0.253 -0.0169 0.139 2.14 0.928 0.787 0.671 0.947 0.824
MPI-ESM1-2-HR_CMIP6 [-] 0.188 0.188 0.251 -0.0636 0.146 3.05 0.871 0.753 0.510 0.956 0.768
NorESM2-MM_BARPA [-] 0.187 0.195 0.253 -0.0581 0.136 1.64 0.898 0.804 0.791 0.901 0.840
NorESM2-MM_CCAM [-] 0.185 0.182 0.253 -0.0705 0.147 1.75 0.882 0.798 0.752 0.925 0.831
NorESM2-MM_CMIP6 [-] 0.143 0.143 0.266 -0.123 0.173 2.91 0.774 0.774 0.524 0.171 0.603
Download Data
Period Mean (original grids) [d]
Model Period Mean (intersection) [d]
Benchmark Period Mean (intersection) [d]
Model Period Mean (complement) [d]
Benchmark Period Mean (complement) [d]
Bias [d]
RMSE [d]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 0.338
ACCESS-CM2_BARPA [-] 0.241 0.243 0.338 -0.0953 0.173 1.46 0.875 0.812 0.798 0.767 0.813
ACCESS-CM2_CCAM [-] 0.282 0.280 0.338 -0.0582 0.181 1.97 0.917 0.781 0.734 0.914 0.825
ACCESS-CM2_CMIP6 [-] 0.281 0.281 0.353 -0.0714 0.194 1.85 0.884 0.738 0.752 0.644 0.751
ACCESS-ESM1-5_BARPA [-] 0.192 0.193 0.338 -0.144 0.208 1.87 0.812 0.806 0.719 0.640 0.757
ACCESS-ESM1-5_CCAM [-] 0.239 0.237 0.338 -0.101 0.202 2.13 0.868 0.780 0.702 0.739 0.774
ACCESS-ESM1-5_CMIP6 [-] 0.248 0.248 0.353 -0.106 0.251 1.01 0.824 0.707 0.887 0.867 0.798
CESM2_BARPA [-] 0.195 0.196 0.338 -0.142 0.204 1.81 0.812 0.812 0.733 0.931 0.820
CESM2_CCAM [-] 0.237 0.235 0.338 -0.103 0.239 3.18 0.849 0.736 0.493 0.978 0.759
CESM2_CMIP6 [-] 0.165 0.165 0.347 -0.182 0.238 2.02 0.738 0.778 0.708 0.607 0.722
CMCC-ESM2_BARPA [-] 0.208 0.209 0.338 -0.129 0.208 1.69 0.827 0.790 0.762 0.914 0.817
CMCC-ESM2_CCAM [-] 0.354 0.352 0.338 0.0139 0.179 1.49 0.910 0.781 0.794 0.815 0.816
CMCC-ESM2_CMIP6 [-] 0.299 0.299 0.347 -0.0482 0.180 1.71 0.904 0.751 0.748 0.859 0.803
CNRM-ESM2-1_CCAM [-] 0.292 0.290 0.338 -0.0475 0.178 1.48 0.906 0.792 0.796 0.483 0.754
CNRM-ESM2-1_CMIP6 [-] 0.319 0.319 0.374 -0.0547 0.218 2.10 0.877 0.717 0.735 0.572 0.724
EC-Earth3_BARPA [-] 0.240 0.242 0.338 -0.0953 0.162 1.58 0.876 0.832 0.768 0.792 0.820
EC-Earth3_CCAM [-] 0.347 0.346 0.338 0.00795 0.192 2.00 0.904 0.768 0.715 0.731 0.777
EC-Earth3_CMIP6 [-] 0.360 0.360 0.342 0.0187 0.216 1.19 0.861 0.732 0.836 0.965 0.825
ERA5_BARPA [-] 0.260 0.261 0.338 -0.0771 0.142 1.35 0.897 0.843 0.808 0.871 0.852
ERA5_CCAM [-] 0.307 0.305 0.338 -0.0330 0.156 1.58 0.919 0.814 0.758 0.856 0.832
MPI-ESM1-2-HR_BARPA [-] 0.213 0.215 0.338 -0.123 0.209 1.83 0.837 0.783 0.742 0.930 0.815
MPI-ESM1-2-HR_CMIP6 [-] 0.192 0.192 0.326 -0.135 0.200 2.67 0.796 0.784 0.543 0.831 0.748
NorESM2-MM_BARPA [-] 0.245 0.247 0.338 -0.0908 0.178 1.66 0.878 0.802 0.765 0.827 0.815
NorESM2-MM_CCAM [-] 0.203 0.202 0.338 -0.136 0.209 2.16 0.826 0.798 0.698 0.557 0.735
NorESM2-MM_CMIP6 [-] 0.167 0.167 0.347 -0.181 0.234 2.65 0.739 0.782 0.584 0.501 0.678
Download Data
Period Mean (original grids) [d]
Model Period Mean (intersection) [d]
Benchmark Period Mean (intersection) [d]
Model Period Mean (complement) [d]
Benchmark Period Mean (complement) [d]
Bias [d]
RMSE [d]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 1.45
ACCESS-CM2_BARPA [-] 0.902 0.886 1.45 -0.568 0.981 0.705 0.804 0.738 0.952 0.914 0.829
ACCESS-CM2_CCAM [-] 0.534 0.532 1.45 -0.922 1.47 0.685 0.701 0.647 0.948 0.474 0.684
ACCESS-CM2_CMIP6 [-] 0.823 0.823 1.41 -0.591 1.18 0.593 0.782 0.663 0.962 0.920 0.798
ACCESS-ESM1-5_BARPA [-] 1.01 0.991 1.45 -0.463 0.780 0.428 0.837 0.789 0.971 0.965 0.870
ACCESS-ESM1-5_CCAM [-] 0.715 0.709 1.45 -0.746 1.23 0.714 0.752 0.690 0.951 0.631 0.743
ACCESS-ESM1-5_CMIP6 [-] 1.48 1.48 1.57 -0.0851 0.860 0.986 0.954 0.724 0.909 0.870 0.836
CESM2_BARPA [-] 0.784 0.768 1.45 -0.686 1.03 0.553 0.770 0.746 0.964 0.830 0.811
CESM2_CCAM [-] 0.761 0.762 1.45 -0.693 1.11 1.10 0.768 0.720 0.886 0.531 0.725
CESM2_CMIP6 [-] 1.28 1.28 1.45 -0.175 0.764 1.10 0.921 0.756 0.905 0.990 0.865
CMCC-ESM2_BARPA [-] 0.747 0.733 1.45 -0.721 1.09 0.553 0.758 0.731 0.964 0.884 0.814
CMCC-ESM2_CCAM [-] 0.636 0.636 1.45 -0.818 1.28 0.657 0.731 0.688 0.955 0.543 0.721
CMCC-ESM2_CMIP6 [-] 1.34 1.34 1.45 -0.118 0.359 0.659 0.951 0.877 0.958 0.959 0.924
CNRM-ESM2-1_CCAM [-] 0.621 0.626 1.45 -0.829 1.30 0.692 0.729 0.683 0.954 0.665 0.743
CNRM-ESM2-1_CMIP6 [-] 1.22 1.22 1.50 -0.283 0.808 0.820 0.896 0.747 0.947 0.999 0.867
EC-Earth3_BARPA [-] 0.829 0.815 1.45 -0.640 0.938 0.391 0.783 0.771 0.975 0.757 0.811
EC-Earth3_CCAM [-] 0.714 0.713 1.45 -0.741 1.15 0.327 0.754 0.718 0.979 0.576 0.749
EC-Earth3_CMIP6 [-] 1.07 1.07 1.46 -0.390 0.674 0.356 0.857 0.803 0.977 0.925 0.873
ERA5_BARPA [-] 0.978 0.955 1.45 -0.500 0.848 0.381 0.826 0.771 0.973 0.952 0.858
ERA5_CCAM [-] 0.727 0.726 1.45 -0.729 1.12 0.641 0.757 0.724 0.959 0.643 0.761
MPI-ESM1-2-HR_BARPA [-] 0.773 0.761 1.45 -0.693 1.07 0.556 0.767 0.731 0.964 0.902 0.819
MPI-ESM1-2-HR_CMIP6 [-] 0.642 0.642 1.48 -0.833 1.33 0.723 0.724 0.672 0.939 0.713 0.744
NorESM2-MM_BARPA [-] 0.926 0.916 1.45 -0.539 0.844 0.424 0.814 0.782 0.973 0.884 0.847
NorESM2-MM_CCAM [-] 0.763 0.760 1.45 -0.694 1.11 0.392 0.769 0.720 0.975 0.521 0.741
NorESM2-MM_CMIP6 [-] 1.53 1.53 1.45 0.0809 0.526 0.111 0.896 0.835 0.993 0.830 0.878

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
CESM2_CMIP6
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:
ERA5 single-levels reanalysis mean_total_precipitation_rate 19790101-19790131

  History:
Wed May 15 00:11:32 2024: /g/data/xv83/users/bxn599/miniconda3/envs/icclim/bin/python /g/data/xv83/users/bxn599/ACS/indices/run_icclim.py --slice_mode month --verbose --start_date 1985-01-01 --end_date 2014-12-31 --base_period 1985-01-01 2014-12-31 --input_files /g/data/xv83/users/bxn599/ACS/data/era5/raw/t2m/t2m_era5_oper_sfc_19790101-19790131.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/t2m/t2m_era5_oper_sfc_19790201-19790228.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/t2m/t2m_era5_oper_sfc_19790301-19790331.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/t2m/t2m_era5_oper_sfc_19790401-19790430.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/t2m/t2m_era5_oper_sfc_19790501-19790531.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/t2m/t2m_era5_oper_sfc_19790601-19790630.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/t2m/t2m_era5_oper_sfc_19790701-19790731.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/t2m/t2m_era5_oper_sfc_19790801-19790831.nc 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/g/data/xv83/users/bxn599/ACS/data/era5/raw/mtpr/mtpr_era5_oper_sfc_20200101-20200131.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/mtpr/mtpr_era5_oper_sfc_20200201-20200229.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/mtpr/mtpr_era5_oper_sfc_20200301-20200331.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/mtpr/mtpr_era5_oper_sfc_20200401-20200430.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/mtpr/mtpr_era5_oper_sfc_20200501-20200531.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/mtpr/mtpr_era5_oper_sfc_20200601-20200630.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/mtpr/mtpr_era5_oper_sfc_20200701-20200731.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/mtpr/mtpr_era5_oper_sfc_20200801-20200831.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/mtpr/mtpr_era5_oper_sfc_20200901-20200930.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/mtpr/mtpr_era5_oper_sfc_20201001-20201031.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/mtpr/mtpr_era5_oper_sfc_20201101-20201130.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/mtpr/mtpr_era5_oper_sfc_20201201-20201231.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/mtpr/mtpr_era5_oper_sfc_20210101-20210131.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/mtpr/mtpr_era5_oper_sfc_20210201-20210228.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/mtpr/mtpr_era5_oper_sfc_20210301-20210331.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/mtpr/mtpr_era5_oper_sfc_20210401-20210430.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/mtpr/mtpr_era5_oper_sfc_20210501-20210531.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/mtpr/mtpr_era5_oper_sfc_20210601-20210630.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/mtpr/mtpr_era5_oper_sfc_20210701-20210731.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/mtpr/mtpr_era5_oper_sfc_20210801-20210831.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/mtpr/mtpr_era5_oper_sfc_20210901-20210930.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/mtpr/mtpr_era5_oper_sfc_20211001-20211031.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/mtpr/mtpr_era5_oper_sfc_20211101-20211130.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/mtpr/mtpr_era5_oper_sfc_20211201-20211231.nc --variable mtpr --sub_daily_agg mean --hshift --lat_bnds -54.0 14.0 --lon_bnds 88.0 208.0 --drop_time_bounds CW /g/data/xv83/users/bxn599/ACS/icclim_indices_acs/era5/indices/none/none/AUS-25/ECMWF/ERA5/historical/r1i1p1f1/none/none/climdex/CW/v20240411/CW_AUS-25_ERA5_historical_r1i1p1f1_ECMWF_none_none_mon_19850101-20141231.nc

  References:
ATBD of the ECA&D indices calculation (https://knmi-ecad-assets-prd.s3.amazonaws.com/documents/atbd.pdf)

  Conventions:
CF-1.6

  License:
Licence to use Copernicus Products: https://apps.ecmwf.int/datasets/licences/copernicus/

  Summary:
ERA5 is the fifth generation ECMWF atmospheric reanalysis of the global climate. This file is part of the ERA5 replica hosted at NCI Australia. For more information please see http://dx.doi.org/10.25914/5f48874388857

  Icclim_version:
6.5.0

  Project_id:
indices

  Frequency:
climdex

  Variable_id:
CW