Mean State

Download Data
Period Mean (original grids) [days]
Model Period Mean (intersection) [days]
Benchmark Period Mean (intersection) [days]
Model Period Mean (complement) [days]
Benchmark Period Mean (complement) [days]
Bias [days]
RMSE [days]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 6.47
ACCESS-CM2_BARPA [-] 8.24 8.20 6.47 1.73 2.89 0.380 0.756 0.696 0.967 0.984 0.820
ACCESS-CM2_CCAM [-] 8.10 8.08 6.47 1.60 3.02 0.286 0.707 0.649 0.979 0.971 0.791
ACCESS-CM2_CMIP6 [-] 6.68 6.68 6.35 0.326 2.05 0.381 0.854 0.737 0.964 0.994 0.857
ACCESS-ESM1-5_BARPA [-] 9.33 9.29 6.47 2.82 4.05 0.286 0.647 0.625 0.978 0.967 0.768
ACCESS-ESM1-5_CCAM [-] 8.48 8.45 6.47 1.98 3.02 0.319 0.697 0.667 0.977 0.990 0.800
ACCESS-ESM1-5_CMIP6 [-] 7.00 7.01 6.40 0.610 2.14 0.478 0.832 0.739 0.967 0.991 0.854
CESM2_BARPA [-] 8.37 8.33 6.47 1.86 2.95 0.372 0.786 0.734 0.959 0.942 0.831
CESM2_CCAM [-] 8.38 8.35 6.47 1.88 3.15 0.372 0.714 0.652 0.970 0.989 0.796
CMCC-ESM2_BARPA [-] 9.02 8.98 6.47 2.50 3.88 0.790 0.716 0.663 0.875 0.931 0.770
CMCC-ESM2_CCAM [-] 6.27 6.25 6.47 -0.224 2.22 0.294 0.838 0.747 0.978 0.940 0.850
CMCC-ESM2_CMIP6 [-] 4.36 4.36 6.45 -2.09 3.55 0.541 0.759 0.695 0.939 0.860 0.790
CNRM-ESM2-1_CCAM [-] 4.86 4.84 6.47 -1.63 3.07 0.387 0.761 0.718 0.972 0.796 0.793
CNRM-ESM2-1_CMIP6 [-] 7.41 7.41 6.41 1.00 2.22 0.410 0.813 0.735 0.971 0.992 0.849
EC-Earth3_BARPA [-] 9.34 9.30 6.47 2.83 4.08 0.227 0.629 0.609 0.982 0.979 0.762
EC-Earth3_CCAM [-] 7.93 7.91 6.47 1.44 3.48 0.313 0.668 0.623 0.976 0.951 0.768
EC-Earth3_CMIP6 [-] 7.29 7.29 6.45 0.841 3.43 0.467 0.709 0.630 0.964 0.945 0.775
ERA5_BARPA [-] 7.64 7.61 6.47 1.14 2.08 0.271 0.834 0.772 0.971 0.987 0.867
ERA5_CCAM [-] 6.69 6.68 6.47 0.202 1.63 0.165 0.828 0.790 0.986 0.975 0.874
MPI-ESM1-2-HR_BARPA [-] 8.90 8.86 6.47 2.39 3.49 0.381 0.681 0.659 0.970 0.975 0.789
MPI-ESM1-2-HR_CMIP6 [-] 8.64 8.64 6.45 2.18 3.48 0.438 0.692 0.646 0.967 0.981 0.786
NorESM2-MM_BARPA [-] 7.41 7.38 6.47 0.903 2.83 0.558 0.856 0.708 0.919 0.983 0.835
NorESM2-MM_CCAM [-] 4.45 4.44 6.47 -2.04 3.04 0.314 0.767 0.748 0.977 0.804 0.809
NorESM2-MM_CMIP6 [-] 4.46 4.46 6.45 -1.99 3.08 0.328 0.761 0.726 0.972 0.931 0.823
Download Data
Period Mean (original grids) [days]
Model Period Mean (intersection) [days]
Benchmark Period Mean (intersection) [days]
Model Period Mean (complement) [days]
Benchmark Period Mean (complement) [days]
Bias [days]
RMSE [days]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 1.94
ACCESS-CM2_BARPA [-] 3.13 3.13 1.94 1.19 1.95 0.00 0.678 0.590 1.00 0.904 0.770
ACCESS-CM2_CCAM [-] 3.88 3.89 1.94 1.95 2.95 0.00 0.516 0.469 1.00 0.875 0.687
ACCESS-CM2_CMIP6 [-] 2.69 2.69 2.00 0.683 1.24 0.00 0.770 0.684 1.00 0.988 0.841
ACCESS-ESM1-5_BARPA [-] 3.79 3.80 1.94 1.86 2.98 0.0374 0.567 0.477 0.998 0.774 0.679
ACCESS-ESM1-5_CCAM [-] 3.60 3.61 1.94 1.67 2.50 0.0587 0.572 0.526 0.996 0.878 0.719
ACCESS-ESM1-5_CMIP6 [-] 2.54 2.54 2.07 0.464 1.34 0.802 0.770 0.656 0.946 0.985 0.819
CESM2_BARPA [-] 2.83 2.84 1.94 0.899 1.78 0.0348 0.778 0.638 0.998 0.898 0.807
CESM2_CCAM [-] 4.46 4.47 1.94 2.53 4.08 0.0471 0.429 0.354 0.997 0.870 0.628
CMCC-ESM2_BARPA [-] 3.17 3.18 1.94 1.24 2.23 0.00 0.682 0.553 1.00 0.882 0.754
CMCC-ESM2_CCAM [-] 2.06 2.07 1.94 0.133 1.05 0.102 0.874 0.736 0.993 0.985 0.879
CMCC-ESM2_CMIP6 [-] 0.859 0.859 1.96 -1.10 2.00 0.212 0.748 0.631 0.986 0.554 0.719
CNRM-ESM2-1_CCAM [-] 2.07 2.07 1.94 0.137 1.33 0.886 0.851 0.665 0.941 0.973 0.836
CNRM-ESM2-1_CMIP6 [-] 2.96 2.96 2.06 0.898 1.68 1.02 0.801 0.670 0.925 0.846 0.795
EC-Earth3_BARPA [-] 4.36 4.37 1.94 2.43 3.71 0.0116 0.470 0.406 0.999 0.727 0.623
EC-Earth3_CCAM [-] 4.39 4.40 1.94 2.46 3.56 0.00700 0.443 0.420 1.00 0.823 0.643
EC-Earth3_CMIP6 [-] 3.88 3.88 1.95 1.93 2.94 0.369 0.514 0.467 0.975 0.881 0.682
ERA5_BARPA [-] 2.58 2.59 1.94 0.650 1.26 0.00208 0.827 0.717 1.00 0.944 0.855
ERA5_CCAM [-] 2.35 2.36 1.94 0.424 0.875 0.00 0.820 0.763 1.00 0.989 0.878
MPI-ESM1-2-HR_BARPA [-] 4.33 4.34 1.94 2.40 3.72 0.0141 0.461 0.390 0.999 0.783 0.628
MPI-ESM1-2-HR_CMIP6 [-] 4.28 4.28 1.91 2.37 3.66 0.161 0.441 0.385 0.989 0.817 0.628
NorESM2-MM_BARPA [-] 2.36 2.36 1.94 0.426 1.31 0.0152 0.874 0.697 0.999 0.977 0.866
NorESM2-MM_CCAM [-] 1.66 1.66 1.94 -0.277 0.838 0.0210 0.876 0.789 0.999 0.879 0.875
NorESM2-MM_CMIP6 [-] 0.760 0.760 1.96 -1.20 1.94 0.00 0.724 0.659 1.00 0.533 0.721
Download Data
Period Mean (original grids) [days]
Model Period Mean (intersection) [days]
Benchmark Period Mean (intersection) [days]
Model Period Mean (complement) [days]
Benchmark Period Mean (complement) [days]
Bias [days]
RMSE [days]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 1.33
ACCESS-CM2_BARPA [-] 2.16 2.18 1.33 0.854 1.53 0.173 0.634 0.516 0.988 0.912 0.737
ACCESS-CM2_CCAM [-] 3.72 3.74 1.33 2.41 3.76 0.192 0.310 0.246 0.987 0.720 0.528
ACCESS-CM2_CMIP6 [-] 1.39 1.39 1.16 0.230 1.07 0.301 0.766 0.619 0.971 0.885 0.768
ACCESS-ESM1-5_BARPA [-] 2.48 2.51 1.33 1.18 1.97 0.292 0.576 0.473 0.980 0.807 0.686
ACCESS-ESM1-5_CCAM [-] 3.20 3.23 1.33 1.90 2.97 0.246 0.400 0.322 0.983 0.751 0.588
ACCESS-ESM1-5_CMIP6 [-] 2.46 2.46 1.43 1.03 1.96 0.868 0.596 0.469 0.942 0.833 0.658
CESM2_BARPA [-] 2.05 2.08 1.33 0.750 1.52 0.367 0.737 0.602 0.975 0.838 0.792
CESM2_CCAM [-] 3.72 3.74 1.33 2.41 3.77 0.314 0.307 0.239 0.978 0.716 0.514
CMCC-ESM2_BARPA [-] 2.55 2.60 1.33 1.27 2.18 0.229 0.619 0.510 0.985 0.719 0.729
CMCC-ESM2_CCAM [-] 2.24 2.26 1.33 0.929 1.51 0.240 0.666 0.584 0.984 0.869 0.787
CMCC-ESM2_CMIP6 [-] 0.409 0.409 1.35 -0.945 1.52 0.387 0.730 0.637 0.970 0.316 0.684
CNRM-ESM2-1_CCAM [-] 1.36 1.37 1.33 0.0369 1.12 0.865 0.705 0.588 0.939 0.763 0.713
CNRM-ESM2-1_CMIP6 [-] 1.40 1.40 1.34 0.0592 0.695 0.753 0.856 0.704 0.950 0.987 0.849
EC-Earth3_BARPA [-] 3.02 3.05 1.33 1.72 2.66 0.430 0.467 0.390 0.970 0.688 0.611
EC-Earth3_CCAM [-] 3.65 3.68 1.33 2.35 3.43 0.331 0.316 0.280 0.977 0.727 0.531
EC-Earth3_CMIP6 [-] 2.39 2.39 1.35 1.04 1.81 0.799 0.563 0.477 0.946 0.918 0.649
ERA5_BARPA [-] 1.78 1.81 1.33 0.481 0.991 0.181 0.781 0.680 0.988 0.940 0.841
ERA5_CCAM [-] 2.01 2.03 1.33 0.703 1.15 0.143 0.662 0.602 0.990 0.963 0.780
MPI-ESM1-2-HR_BARPA [-] 3.15 3.19 1.33 1.86 2.92 0.437 0.401 0.316 0.970 0.731 0.567
MPI-ESM1-2-HR_CMIP6 [-] 2.84 2.84 1.29 1.55 2.46 0.630 0.436 0.371 0.958 0.769 0.576
NorESM2-MM_BARPA [-] 1.82 1.86 1.33 0.525 1.26 0.226 0.776 0.637 0.985 0.910 0.820
NorESM2-MM_CCAM [-] 1.14 1.15 1.33 -0.184 0.846 0.397 0.782 0.692 0.973 0.716 0.792
NorESM2-MM_CMIP6 [-] 0.442 0.442 1.35 -0.912 1.45 0.124 0.750 0.673 0.992 0.196 0.700
Download Data
Period Mean (original grids) [days]
Model Period Mean (intersection) [days]
Benchmark Period Mean (intersection) [days]
Model Period Mean (complement) [days]
Benchmark Period Mean (complement) [days]
Bias [days]
RMSE [days]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 8.30
ACCESS-CM2_BARPA [-] 11.8 11.6 8.30 3.33 5.45 1.04 0.665 0.598 0.898 0.981 0.768
ACCESS-CM2_CCAM [-] 10.1 9.99 8.30 1.69 4.48 0.719 0.721 0.620 0.944 0.881 0.779
ACCESS-CM2_CMIP6 [-] 8.87 8.87 7.90 0.968 4.75 1.13 0.804 0.566 0.878 0.990 0.792
ACCESS-ESM1-5_BARPA [-] 13.0 12.8 8.30 4.51 6.27 0.551 0.587 0.592 0.949 0.981 0.761
ACCESS-ESM1-5_CCAM [-] 11.1 10.9 8.30 2.61 4.21 0.390 0.705 0.669 0.970 0.934 0.804
ACCESS-ESM1-5_CMIP6 [-] 9.77 9.77 8.14 1.63 4.21 0.573 0.774 0.629 0.960 0.966 0.806
CESM2_BARPA [-] 13.7 13.6 8.30 5.26 7.28 1.08 0.539 0.544 0.861 0.980 0.713
CESM2_CCAM [-] 11.8 11.7 8.30 3.37 5.14 0.771 0.651 0.623 0.928 0.969 0.777
CMCC-ESM2_BARPA [-] 14.3 14.1 8.30 5.78 8.25 2.39 0.506 0.494 0.614 0.979 0.641
CMCC-ESM2_CCAM [-] 7.31 7.21 8.30 -1.09 3.46 0.354 0.775 0.713 0.971 0.839 0.824
CMCC-ESM2_CMIP6 [-] 3.94 3.94 8.23 -4.30 6.21 0.898 0.611 0.596 0.892 0.843 0.716
CNRM-ESM2-1_CCAM [-] 4.27 4.21 8.30 -4.09 5.57 0.469 0.638 0.658 0.962 0.697 0.736
CNRM-ESM2-1_CMIP6 [-] 9.65 9.65 8.11 1.54 3.35 0.358 0.788 0.718 0.972 0.959 0.852
EC-Earth3_BARPA [-] 11.9 11.7 8.30 3.43 5.04 0.513 0.644 0.631 0.962 0.989 0.791
EC-Earth3_CCAM [-] 7.25 7.15 8.30 -1.15 3.62 0.386 0.760 0.694 0.968 0.828 0.811
EC-Earth3_CMIP6 [-] 6.80 6.80 8.20 -1.40 4.66 0.409 0.743 0.625 0.973 0.782 0.776
ERA5_BARPA [-] 11.0 10.8 8.30 2.51 4.30 0.707 0.725 0.660 0.917 0.989 0.809
ERA5_CCAM [-] 7.21 7.10 8.30 -1.19 2.96 0.334 0.791 0.750 0.971 0.906 0.849
MPI-ESM1-2-HR_BARPA [-] 12.5 12.3 8.30 4.03 5.92 0.750 0.607 0.588 0.933 0.985 0.762
MPI-ESM1-2-HR_CMIP6 [-] 11.4 11.4 8.24 3.15 5.28 0.522 0.667 0.596 0.957 0.986 0.783
NorESM2-MM_BARPA [-] 11.7 11.5 8.30 3.20 5.85 1.80 0.669 0.562 0.734 0.978 0.723
NorESM2-MM_CCAM [-] 4.91 4.84 8.30 -3.46 4.89 0.378 0.669 0.689 0.969 0.722 0.746
NorESM2-MM_CMIP6 [-] 5.22 5.22 8.23 -3.01 4.89 0.976 0.684 0.649 0.905 0.951 0.761
Download Data
Period Mean (original grids) [days]
Model Period Mean (intersection) [days]
Benchmark Period Mean (intersection) [days]
Model Period Mean (complement) [days]
Benchmark Period Mean (complement) [days]
Bias [days]
RMSE [days]
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 [-] 2.46 2.47 1.60 0.868 1.42 0.00393 0.726 0.652 1.00 0.924 0.806
ACCESS-CM2_CCAM [-] 3.14 3.15 1.60 1.54 2.36 0.00401 0.555 0.494 1.00 0.848 0.699
ACCESS-CM2_CMIP6 [-] 2.05 2.05 1.54 0.509 0.965 0.00 0.760 0.684 1.00 0.958 0.832
ACCESS-ESM1-5_BARPA [-] 3.09 3.11 1.60 1.50 2.36 0.00 0.590 0.512 1.00 0.792 0.700
ACCESS-ESM1-5_CCAM [-] 3.12 3.13 1.60 1.53 2.39 0.00 0.562 0.487 1.00 0.818 0.691
ACCESS-ESM1-5_CMIP6 [-] 1.85 1.85 1.59 0.254 0.779 0.0566 0.811 0.741 0.996 0.930 0.855
CESM2_BARPA [-] 1.96 1.97 1.60 0.365 0.661 0.00132 0.870 0.816 1.00 0.982 0.906
CESM2_CCAM [-] 2.87 2.88 1.60 1.27 2.06 0.00 0.597 0.519 1.00 0.920 0.732
CMCC-ESM2_BARPA [-] 2.15 2.16 1.60 0.555 0.984 0.0213 0.813 0.733 0.999 0.962 0.861
CMCC-ESM2_CCAM [-] 1.96 1.97 1.60 0.364 0.900 0.0717 0.837 0.749 0.995 0.949 0.868
CMCC-ESM2_CMIP6 [-] 1.33 1.33 1.55 -0.212 0.765 0.0255 0.845 0.766 0.998 0.982 0.883
CNRM-ESM2-1_CCAM [-] 2.10 2.10 1.60 0.498 1.03 0.237 0.803 0.710 0.985 0.964 0.848
CNRM-ESM2-1_CMIP6 [-] 2.42 2.42 1.58 0.838 1.39 0.336 0.767 0.680 0.978 0.798 0.792
EC-Earth3_BARPA [-] 3.25 3.26 1.60 1.66 2.61 0.00 0.539 0.456 1.00 0.811 0.674
EC-Earth3_CCAM [-] 3.48 3.49 1.60 1.88 2.86 0.00658 0.491 0.434 1.00 0.759 0.645
EC-Earth3_CMIP6 [-] 3.06 3.06 1.56 1.50 2.31 0.0214 0.527 0.474 0.999 0.850 0.686
ERA5_BARPA [-] 1.99 2.00 1.60 0.392 0.731 0.00267 0.856 0.787 1.00 0.985 0.893
ERA5_CCAM [-] 2.19 2.20 1.60 0.593 1.01 0.00133 0.786 0.724 1.00 0.950 0.849
MPI-ESM1-2-HR_BARPA [-] 2.75 2.76 1.60 1.16 1.84 0.00135 0.645 0.562 1.00 0.891 0.751
MPI-ESM1-2-HR_CMIP6 [-] 2.68 2.68 1.60 1.08 1.81 0.00 0.636 0.543 1.00 0.900 0.745
NorESM2-MM_BARPA [-] 1.71 1.72 1.60 0.118 0.623 0.00798 0.927 0.809 0.999 0.996 0.919
NorESM2-MM_CCAM [-] 1.55 1.56 1.60 -0.0438 0.678 0.0185 0.891 0.792 0.999 0.983 0.902
NorESM2-MM_CMIP6 [-] 0.986 0.986 1.55 -0.560 0.986 0.0252 0.804 0.726 0.998 0.916 0.846
Download Data
Period Mean (original grids) [days]
Model Period Mean (intersection) [days]
Benchmark Period Mean (intersection) [days]
Model Period Mean (complement) [days]
Benchmark Period Mean (complement) [days]
Bias [days]
RMSE [days]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 7.99
ACCESS-CM2_BARPA [-] 9.52 9.52 7.99 1.53 2.61 0.282 0.823 0.775 0.979 0.997 0.883
ACCESS-CM2_CCAM [-] 9.43 9.43 7.99 1.44 2.60 0.226 0.808 0.763 0.984 0.935 0.861
ACCESS-CM2_CMIP6 [-] 8.15 8.15 8.00 0.148 1.63 0.235 0.923 0.836 0.984 0.983 0.924
ACCESS-ESM1-5_BARPA [-] 10.8 10.8 7.99 2.82 4.06 0.267 0.704 0.696 0.982 0.995 0.828
ACCESS-ESM1-5_CCAM [-] 9.87 9.87 7.99 1.88 2.82 0.384 0.782 0.764 0.974 0.987 0.863
ACCESS-ESM1-5_CMIP6 [-] 8.19 8.19 7.86 0.338 1.81 0.447 0.890 0.821 0.970 0.984 0.909
CESM2_BARPA [-] 9.31 9.31 7.99 1.31 2.34 0.258 0.864 0.807 0.975 0.973 0.902
CESM2_CCAM [-] 9.47 9.47 7.99 1.48 2.71 0.349 0.824 0.755 0.975 0.996 0.875
CMCC-ESM2_BARPA [-] 10.1 10.1 7.99 2.14 3.49 0.601 0.784 0.732 0.904 0.968 0.843
CMCC-ESM2_CCAM [-] 7.69 7.69 7.99 -0.300 2.28 0.342 0.891 0.795 0.976 0.913 0.889
CMCC-ESM2_CMIP6 [-] 5.84 5.84 7.91 -2.07 3.70 0.560 0.799 0.734 0.936 0.821 0.833
CNRM-ESM2-1_CCAM [-] 6.29 6.29 7.99 -1.70 3.13 0.315 0.798 0.770 0.978 0.753 0.833
CNRM-ESM2-1_CMIP6 [-] 9.05 9.05 8.09 0.961 2.24 0.365 0.848 0.782 0.975 0.954 0.878
EC-Earth3_BARPA [-] 11.1 11.1 7.99 3.08 4.34 0.177 0.680 0.682 0.985 0.995 0.819
EC-Earth3_CCAM [-] 9.95 9.95 7.99 1.95 3.61 0.369 0.741 0.706 0.972 0.857 0.811
EC-Earth3_CMIP6 [-] 9.23 9.23 7.95 1.28 3.53 0.578 0.772 0.701 0.953 0.863 0.817
ERA5_BARPA [-] 8.99 9.00 7.99 1.00 1.89 0.215 0.883 0.829 0.978 0.996 0.915
ERA5_CCAM [-] 8.42 8.42 7.99 0.423 1.43 0.142 0.886 0.861 0.988 0.969 0.920
MPI-ESM1-2-HR_BARPA [-] 10.3 10.3 7.99 2.29 3.26 0.366 0.755 0.755 0.974 0.993 0.859
MPI-ESM1-2-HR_CMIP6 [-] 10.2 10.2 7.95 2.23 3.42 0.477 0.755 0.731 0.967 0.996 0.850
NorESM2-MM_BARPA [-] 8.43 8.43 7.99 0.433 2.68 0.368 0.925 0.750 0.944 0.996 0.895
NorESM2-MM_CCAM [-] 5.56 5.56 7.99 -2.43 3.43 0.357 0.769 0.773 0.975 0.838 0.851
NorESM2-MM_CMIP6 [-] 5.69 5.69 7.91 -2.22 3.27 0.224 0.780 0.766 0.984 0.953 0.872
Download Data
Period Mean (original grids) [days]
Model Period Mean (intersection) [days]
Benchmark Period Mean (intersection) [days]
Model Period Mean (complement) [days]
Benchmark Period Mean (complement) [days]
Bias [days]
RMSE [days]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 0.135
ACCESS-CM2_BARPA [-] 0.327 0.323 0.135 0.188 0.356 0.273 0.749 0.547 0.974 0.569 0.746
ACCESS-CM2_CCAM [-] 0.719 0.704 0.135 0.569 0.950 0.0222 0.467 0.213 0.999 0.222 0.495
ACCESS-CM2_CMIP6 [-] 0.0814 0.0814 0.100 -0.0189 0.241 0.00 0.657 0.532 1.00 0.459
ACCESS-ESM1-5_BARPA [-] 0.409 0.404 0.135 0.268 0.490 0.283 0.671 0.429 0.982 0.452 0.643
ACCESS-ESM1-5_CCAM [-] 0.662 0.651 0.135 0.516 0.900 0.0597 0.495 0.230 0.996 0.255 0.529
ACCESS-ESM1-5_CMIP6 [-] 0.177 0.177 0.133 0.0440 0.125 0.00 0.886 0.752 1.00 0.880
CESM2_BARPA [-] 0.197 0.196 0.135 0.0608 0.171 0.156 0.859 0.699 0.989 0.857 0.831
CESM2_CCAM [-] 0.589 0.577 0.135 0.441 0.750 0.200 0.551 0.315 0.985 0.305 0.604
CMCC-ESM2_BARPA [-] 0.230 0.228 0.135 0.0930 0.226 0.103 0.837 0.665 0.993 0.771 0.846
CMCC-ESM2_CCAM [-] 0.278 0.274 0.135 0.139 0.283 0.0469 0.786 0.582 0.997 0.679 0.766
CMCC-ESM2_CMIP6 [-] 0.114 0.114 0.143 -0.0293 0.175 0.128 0.731 0.612 0.992 0.883 0.720
CNRM-ESM2-1_CCAM [-] 0.414 0.403 0.135 0.268 0.449 0.537 0.674 0.470 0.965 0.463 0.668
CNRM-ESM2-1_CMIP6 [-] 0.0145 0.0145 0.0539 -0.0394 0.0842 0.224 0.854 0.713 0.986 0.388
EC-Earth3_BARPA [-] 0.489 0.487 0.135 0.352 0.620 0.0348 0.625 0.381 0.997 0.316 0.614
EC-Earth3_CCAM [-] 0.702 0.694 0.135 0.558 0.946 0.0775 0.461 0.203 0.995 0.229 0.491
EC-Earth3_CMIP6 [-] 0.555 0.555 0.133 0.422 0.715 0.0265 0.425 0.278 0.998 0.243 0.470
ERA5_BARPA [-] 0.232 0.231 0.135 0.0960 0.234 0.0314 0.835 0.667 0.998 0.734 0.822
ERA5_CCAM [-] 0.368 0.363 0.135 0.228 0.421 0.0531 0.690 0.453 0.997 0.529 0.662
MPI-ESM1-2-HR_BARPA [-] 0.410 0.404 0.135 0.268 0.514 0.0189 0.668 0.418 0.999 0.466 0.664
MPI-ESM1-2-HR_CMIP6 [-] 0.416 0.416 0.115 0.301 0.599 0.0526 0.571 0.393 0.996 0.363
NorESM2-MM_BARPA [-] 0.156 0.156 0.135 0.0206 0.137 0.0614 0.887 0.735 0.996 0.941 0.837
NorESM2-MM_CCAM [-] 0.257 0.253 0.135 0.117 0.243 0.0633 0.789 0.597 0.996 0.814 0.782
NorESM2-MM_CMIP6 [-] 0.121 0.121 0.143 -0.0224 0.117 0.125 0.851 0.727 0.992 0.963
Download Data
Period Mean (original grids) [days]
Model Period Mean (intersection) [days]
Benchmark Period Mean (intersection) [days]
Model Period Mean (complement) [days]
Benchmark Period Mean (complement) [days]
Bias [days]
RMSE [days]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 2.26
ACCESS-CM2_BARPA [-] 3.35 3.34 2.26 1.09 1.72 0.104 0.651 0.595 0.993 0.977 0.773
ACCESS-CM2_CCAM [-] 4.34 4.32 2.26 2.07 3.12 0.102 0.468 0.429 0.993 0.961 0.670
ACCESS-CM2_CMIP6 [-] 2.28 2.28 1.96 0.318 1.42 0.00 0.696 0.632 1.00 0.963 0.786
ACCESS-ESM1-5_BARPA [-] 4.18 4.17 2.26 1.91 2.77 0.0889 0.512 0.488 0.994 0.901 0.694
ACCESS-ESM1-5_CCAM [-] 4.14 4.13 2.26 1.88 2.79 0.0536 0.508 0.473 0.997 0.933 0.695
ACCESS-ESM1-5_CMIP6 [-] 2.65 2.65 2.11 0.543 1.42 0.308 0.738 0.678 0.980 0.917 0.787
CESM2_BARPA [-] 2.55 2.55 2.26 0.298 0.824 0.0567 0.837 0.778 0.996 0.984 0.877
CESM2_CCAM [-] 3.55 3.55 2.26 1.29 2.05 0.0634 0.632 0.574 0.996 0.951 0.763
CMCC-ESM2_BARPA [-] 3.01 3.01 2.26 0.758 1.28 0.0552 0.759 0.698 0.996 0.953 0.829
CMCC-ESM2_CCAM [-] 3.02 3.02 2.26 0.763 1.41 0.0609 0.728 0.645 0.996 0.985 0.808
CMCC-ESM2_CMIP6 [-] 1.90 1.90 1.99 -0.0982 1.19 0.0910 0.774 0.696 0.994 0.917 0.786
CNRM-ESM2-1_CCAM [-] 2.75 2.74 2.26 0.481 1.38 0.123 0.709 0.638 0.992 0.929 0.789
CNRM-ESM2-1_CMIP6 [-] 3.53 3.53 2.32 1.21 1.92 0.153 0.655 0.585 0.990 0.962 0.740
EC-Earth3_BARPA [-] 4.57 4.55 2.26 2.29 3.38 0.0823 0.447 0.418 0.995 0.892 0.657
EC-Earth3_CCAM [-] 5.09 5.06 2.26 2.81 4.14 0.0927 0.379 0.350 0.994 0.899 0.611
EC-Earth3_CMIP6 [-] 4.17 4.17 2.23 1.94 2.92 0.0783 0.508 0.472 0.995 0.920 0.665
ERA5_BARPA [-] 2.64 2.64 2.26 0.385 0.850 0.0512 0.793 0.750 0.996 0.988 0.855
ERA5_CCAM [-] 3.28 3.28 2.26 1.02 1.59 0.0551 0.658 0.614 0.996 0.985 0.782
MPI-ESM1-2-HR_BARPA [-] 3.35 3.34 2.26 1.08 1.64 0.0581 0.658 0.622 0.996 0.973 0.777
MPI-ESM1-2-HR_CMIP6 [-] 3.15 3.15 2.27 0.886 1.39 0.0228 0.739 0.692 0.999 0.971 0.817
NorESM2-MM_BARPA [-] 2.26 2.27 2.26 0.0104 0.820 0.0927 0.848 0.772 0.994 0.987 0.879
NorESM2-MM_CCAM [-] 2.25 2.25 2.26 -0.00169 0.961 0.0771 0.821 0.722 0.995 0.966 0.862
NorESM2-MM_CMIP6 [-] 1.49 1.49 1.99 -0.508 1.16 0.0306 0.784 0.698 0.998 0.969 0.847
Download Data
Period Mean (original grids) [days]
Model Period Mean (intersection) [days]
Benchmark Period Mean (intersection) [days]
Model Period Mean (complement) [days]
Benchmark Period Mean (complement) [days]
Bias [days]
RMSE [days]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 1.98
ACCESS-CM2_BARPA [-] 5.26 5.15 1.98 3.17 4.55 0.638 0.413 0.357 0.953 0.640 0.565
ACCESS-CM2_CCAM [-] 5.50 5.31 1.98 3.33 5.31 0.657 0.297 0.238 0.951 0.806 0.536
ACCESS-CM2_CMIP6 [-] 0.871 0.871 1.39 -0.515 2.53 1.84 0.658 0.432 0.757 0.697 0.613
ACCESS-ESM1-5_BARPA [-] 5.41 5.29 1.98 3.31 4.53 0.341 0.374 0.355 0.975 0.645 0.562
ACCESS-ESM1-5_CCAM [-] 5.82 5.62 1.98 3.64 5.20 0.430 0.278 0.286 0.969 0.778 0.545
ACCESS-ESM1-5_CMIP6 [-] 2.07 2.07 1.75 0.319 4.02 1.02 0.555 0.269 0.933 0.917 0.624
CESM2_BARPA [-] 6.12 5.98 1.98 4.00 5.07 0.447 0.302 0.331 0.968 0.565 0.518
CESM2_CCAM [-] 5.44 5.24 1.98 3.26 4.77 0.470 0.300 0.295 0.967 0.821 0.562
CMCC-ESM2_BARPA [-] 6.05 5.91 1.98 3.93 5.21 0.424 0.286 0.292 0.969 0.587 0.507
CMCC-ESM2_CCAM [-] 3.16 3.05 1.98 1.07 2.19 0.449 0.575 0.457 0.965 0.972 0.711
CMCC-ESM2_CMIP6 [-] 0.834 0.834 2.31 -1.47 2.57 0.684 0.680 0.574 0.954 0.621 0.693
CNRM-ESM2-1_CCAM [-] 1.55 1.50 1.98 -0.481 1.84 0.651 0.805 0.617 0.954 0.786 0.771
CNRM-ESM2-1_CMIP6 [-] 3.41 3.41 2.19 1.22 3.35 1.37 0.606 0.456 0.869 0.532 0.598
EC-Earth3_BARPA [-] 3.69 3.59 1.98 1.61 2.70 0.374 0.483 0.395 0.973 0.937 0.663
EC-Earth3_CCAM [-] 2.69 2.60 1.98 0.620 1.87 0.360 0.608 0.464 0.975 0.947 0.717
EC-Earth3_CMIP6 [-] 2.67 2.67 2.30 0.377 1.90 0.185 0.764 0.590 0.988 0.979 0.804
ERA5_BARPA [-] 3.51 3.43 1.98 1.45 2.23 0.487 0.558 0.494 0.961 0.916 0.706
ERA5_CCAM [-] 2.82 2.72 1.98 0.742 1.99 0.570 0.613 0.485 0.955 0.962 0.724
MPI-ESM1-2-HR_BARPA [-] 4.53 4.43 1.98 2.45 3.90 0.615 0.445 0.350 0.959 0.757 0.597
MPI-ESM1-2-HR_CMIP6 [-] 4.02 4.02 1.58 2.44 5.38 1.02 0.284 0.198 0.908 0.591 0.462
NorESM2-MM_BARPA [-] 4.55 4.44 1.98 2.46 3.36 0.580 0.398 0.392 0.958 0.810 0.612
NorESM2-MM_CCAM [-] 1.48 1.43 1.98 -0.555 1.55 0.685 0.768 0.649 0.937 0.738 0.759
NorESM2-MM_CMIP6 [-] 0.836 0.836 2.31 -1.47 2.96 1.02 0.683 0.529 0.920 0.615 0.669
Download Data
Period Mean (original grids) [days]
Model Period Mean (intersection) [days]
Benchmark Period Mean (intersection) [days]
Model Period Mean (complement) [days]
Benchmark Period Mean (complement) [days]
Bias [days]
RMSE [days]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 0.781
ACCESS-CM2_BARPA [-] 1.03 1.04 0.793 0.0103 0.245 0.408 0.140 0.954 0.650 0.982 0.952 0.838
ACCESS-CM2_CCAM [-] 1.03 1.03 0.815 0.00372 0.218 0.413 0.162 0.948 0.605 0.978 0.970 0.821
ACCESS-CM2_CMIP6 [-] 0.822 0.838 0.801 0.00 0.0375 0.289 0.289 0.959 0.706 0.957 0.993 0.864
ACCESS-ESM1-5_BARPA [-] 1.19 1.20 0.793 0.0103 0.403 0.586 0.136 0.937 0.577 0.982 0.896 0.794
ACCESS-ESM1-5_CCAM [-] 1.09 1.09 0.815 0.00372 0.278 0.427 0.173 0.942 0.612 0.977 0.953 0.819
ACCESS-ESM1-5_CMIP6 [-] 0.895 0.930 0.821 0.0891 0.109 0.352 0.223 0.935 0.617 0.973 0.986 0.825
CESM2_BARPA [-] 1.05 1.06 0.793 0.0103 0.268 0.424 0.147 0.956 0.676 0.980 0.927 0.843
CESM2_CCAM [-] 1.29 1.30 0.815 0.00372 0.488 0.672 0.201 0.933 0.575 0.972 0.831 0.777
CMCC-ESM2_BARPA [-] 1.13 1.14 0.793 0.0103 0.344 0.534 0.206 0.947 0.613 0.968 0.901 0.809
CMCC-ESM2_CCAM [-] 0.800 0.806 0.815 0.00372 -0.00899 0.311 0.153 0.965 0.695 0.980 0.981 0.863
CMCC-ESM2_CMIP6 [-] 0.527 0.542 0.802 0.0268 -0.260 0.454 0.213 0.952 0.674 0.970 0.851 0.824
CNRM-ESM2-1_CCAM [-] 0.603 0.607 0.815 0.00372 -0.208 0.395 0.121 0.966 0.720 0.985 0.877 0.853
CNRM-ESM2-1_CMIP6 [-] 0.897 0.920 0.795 0.000492 0.125 0.298 0.238 0.957 0.706 0.968 0.979 0.863
EC-Earth3_BARPA [-] 1.16 1.17 0.793 0.0103 0.372 0.550 0.116 0.940 0.580 0.985 0.908 0.798
EC-Earth3_CCAM [-] 0.996 1.00 0.815 0.00372 0.188 0.459 0.143 0.948 0.604 0.981 0.965 0.821
EC-Earth3_CMIP6 [-] 0.906 0.924 0.813 0.0228 0.111 0.461 0.176 0.946 0.617 0.977 0.976 0.827
ERA5_BARPA [-] 0.939 0.945 0.793 0.0103 0.152 0.281 0.114 0.969 0.738 0.984 0.974 0.881
ERA5_CCAM [-] 0.837 0.843 0.815 0.00372 0.0278 0.220 0.129 0.970 0.752 0.982 0.992 0.889
MPI-ESM1-2-HR_BARPA [-] 1.11 1.12 0.793 0.0103 0.323 0.484 0.138 0.947 0.623 0.983 0.924 0.820
MPI-ESM1-2-HR_CMIP6 [-] 1.09 1.11 0.807 0.0788 0.308 0.512 0.199 0.937 0.616 0.974 0.928 0.814
NorESM2-MM_BARPA [-] 0.918 0.924 0.793 0.0103 0.131 0.381 0.171 0.968 0.670 0.975 0.976 0.852
NorESM2-MM_CCAM [-] 0.558 0.562 0.815 0.00372 -0.253 0.395 0.144 0.963 0.725 0.981 0.845 0.848
NorESM2-MM_CMIP6 [-] 0.546 0.562 0.802 0.00765 -0.240 0.407 0.216 0.948 0.670 0.969 0.890 0.829
Download Data
Period Mean (original grids) [days]
Model Period Mean (intersection) [days]
Benchmark Period Mean (intersection) [days]
Model Period Mean (complement) [days]
Benchmark Period Mean (complement) [days]
Bias [days]
RMSE [days]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 0.0971
ACCESS-CM2_BARPA [-] 0.320 0.309 0.0976 0.0502 0.211 0.312 0.313 0.940 0.416 0.953 0.550 0.655
ACCESS-CM2_CCAM [-] 0.214 0.210 0.0976 0.0502 0.112 0.210 0.412 0.947 0.392 0.937 0.776 0.689
ACCESS-CM2_CMIP6 [-] 0.121 0.121 0.103 0.0178 0.162 0.779 0.938 0.673 0.876 0.823 0.797
ACCESS-ESM1-5_BARPA [-] 0.420 0.408 0.0976 0.0502 0.311 0.447 0.334 0.926 0.340 0.948 0.422 0.595
ACCESS-ESM1-5_CCAM [-] 0.281 0.276 0.0976 0.0502 0.179 0.265 0.427 0.931 0.348 0.933 0.663 0.645
ACCESS-ESM1-5_CMIP6 [-] 0.234 0.234 0.0766 0.246 0.157 0.334 0.522 0.864 0.397 0.924 0.596 0.636
CESM2_BARPA [-] 0.379 0.367 0.0976 0.0502 0.269 0.374 0.331 0.932 0.373 0.951 0.429 0.612
CESM2_CCAM [-] 1.01 1.01 0.0976 0.0502 0.915 1.02 0.493 0.893 0.206 0.922 0.108 0.467
CMCC-ESM2_BARPA [-] 0.374 0.361 0.0976 0.0502 0.264 0.375 0.372 0.932 0.354 0.943 0.430 0.603
CMCC-ESM2_CCAM [-] 0.174 0.171 0.0976 0.0502 0.0737 0.164 0.382 0.948 0.444 0.942 0.916 0.739
CMCC-ESM2_CMIP6 [-] 0.0649 0.0647 0.109 0.0691 -0.0442 0.118 0.493 0.944 0.634 0.924 0.809 0.789
CNRM-ESM2-1_CCAM [-] 0.0485 0.0467 0.0976 0.0502 -0.0509 0.0934 0.230 0.984 0.729 0.964 0.644 0.810
CNRM-ESM2-1_CMIP6 [-] 0.182 0.192 0.132 0.000717 0.0605 0.162 0.596 0.941 0.675 0.907 0.794 0.798
EC-Earth3_BARPA [-] 0.260 0.250 0.0976 0.0502 0.153 0.259 0.293 0.947 0.448 0.956 0.677 0.695
EC-Earth3_CCAM [-] 0.123 0.120 0.0976 0.0502 0.0222 0.118 0.335 0.966 0.538 0.948 0.943 0.787
EC-Earth3_CMIP6 [-] 0.123 0.126 0.0915 0.0522 0.0341 0.161 0.370 0.949 0.599 0.942 0.924 0.803
ERA5_BARPA [-] 0.214 0.204 0.0976 0.0502 0.106 0.175 0.271 0.961 0.572 0.959 0.729 0.759
ERA5_CCAM [-] 0.106 0.103 0.0976 0.0502 0.00524 0.102 0.354 0.970 0.568 0.946 0.956 0.802
MPI-ESM1-2-HR_BARPA [-] 0.299 0.288 0.0976 0.0502 0.190 0.314 0.302 0.947 0.448 0.955 0.568 0.673
MPI-ESM1-2-HR_CMIP6 [-] 0.296 0.300 0.103 0.181 0.197 0.373 0.461 0.926 0.561 0.930 0.505 0.696
NorESM2-MM_BARPA [-] 0.262 0.251 0.0976 0.0502 0.154 0.234 0.343 0.947 0.474 0.948 0.631 0.695
NorESM2-MM_CCAM [-] 0.0837 0.0811 0.0976 0.0502 -0.0165 0.0947 0.343 0.974 0.619 0.946 0.857 0.803
NorESM2-MM_CMIP6 [-] 0.0993 0.103 0.109 0.0197 -0.00636 0.139 0.574 0.931 0.568 0.908 0.908 0.777
Download Data
Period Mean (original grids) [days]
Model Period Mean (intersection) [days]
Benchmark Period Mean (intersection) [days]
Model Period Mean (complement) [days]
Benchmark Period Mean (complement) [days]
Bias [days]
RMSE [days]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 1.94
ACCESS-CM2_BARPA [-] 3.13 3.13 1.94 1.19 1.95 0.00 0.678 0.590 1.00 0.904 0.752
ACCESS-CM2_CCAM [-] 3.88 3.89 1.94 1.95 2.95 0.00 0.516 0.469 1.00 0.875 0.666
ACCESS-CM2_CMIP6 [-] 2.69 2.69 2.00 0.683 1.24 0.00 0.770 0.684 1.00 0.988 0.825
ACCESS-ESM1-5_BARPA [-] 3.79 3.80 1.94 1.86 2.98 0.0374 0.567 0.477 0.998 0.774 0.659
ACCESS-ESM1-5_CCAM [-] 3.60 3.61 1.94 1.67 2.50 0.0587 0.572 0.526 0.996 0.878 0.700
ACCESS-ESM1-5_CMIP6 [-] 2.54 2.54 2.07 0.464 1.34 0.802 0.770 0.656 0.946 0.985 0.803
CESM2_BARPA [-] 2.83 2.84 1.94 0.899 1.78 0.0348 0.778 0.638 0.998 0.898 0.790
CESM2_CCAM [-] 4.46 4.47 1.94 2.53 4.08 0.0471 0.429 0.354 0.997 0.870 0.601
CMCC-ESM2_BARPA [-] 3.17 3.18 1.94 1.24 2.23 0.00 0.682 0.553 1.00 0.882 0.734
CMCC-ESM2_CCAM [-] 2.06 2.07 1.94 0.133 1.05 0.102 0.874 0.736 0.993 0.985 0.865
CMCC-ESM2_CMIP6 [-] 0.859 0.859 1.96 -1.10 2.00 0.212 0.748 0.631 0.986 0.554 0.710
CNRM-ESM2-1_CCAM [-] 2.07 2.07 1.94 0.137 1.33 0.886 0.851 0.665 0.941 0.973 0.819
CNRM-ESM2-1_CMIP6 [-] 2.96 2.96 2.06 0.898 1.68 1.02 0.801 0.670 0.925 0.846 0.782
EC-Earth3_BARPA [-] 4.36 4.37 1.94 2.43 3.71 0.0116 0.470 0.406 0.999 0.727 0.601
EC-Earth3_CCAM [-] 4.39 4.40 1.94 2.46 3.56 0.00700 0.443 0.420 1.00 0.823 0.621
EC-Earth3_CMIP6 [-] 3.88 3.88 1.95 1.93 2.94 0.369 0.514 0.467 0.975 0.881 0.661
ERA5_BARPA [-] 2.58 2.59 1.94 0.650 1.26 0.00208 0.827 0.717 1.00 0.944 0.841
ERA5_CCAM [-] 2.35 2.36 1.94 0.424 0.875 0.00 0.820 0.763 1.00 0.989 0.867
MPI-ESM1-2-HR_BARPA [-] 4.33 4.34 1.94 2.40 3.72 0.0141 0.461 0.390 0.999 0.783 0.604
MPI-ESM1-2-HR_CMIP6 [-] 4.28 4.28 1.91 2.37 3.66 0.161 0.441 0.385 0.989 0.817 0.603
NorESM2-MM_BARPA [-] 2.36 2.36 1.94 0.426 1.31 0.0152 0.874 0.697 0.999 0.977 0.849
NorESM2-MM_CCAM [-] 1.66 1.66 1.94 -0.277 0.838 0.0210 0.876 0.789 0.999 0.879 0.866
NorESM2-MM_CMIP6 [-] 0.760 0.760 1.96 -1.20 1.94 0.00 0.724 0.659 1.00 0.533 0.715
Download Data
Period Mean (original grids) [days]
Model Period Mean (intersection) [days]
Benchmark Period Mean (intersection) [days]
Model Period Mean (complement) [days]
Benchmark Period Mean (complement) [days]
Bias [days]
RMSE [days]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 1.80
ACCESS-CM2_BARPA [-] 2.85 2.88 1.80 1.08 1.94 0.229 0.647 0.543 0.985 0.938 0.731
ACCESS-CM2_CCAM [-] 4.81 4.84 1.80 3.04 4.72 0.258 0.321 0.272 0.983 0.856 0.541
ACCESS-CM2_CMIP6 [-] 1.76 1.76 1.47 0.288 1.31 0.414 0.755 0.618 0.961 0.871 0.765
ACCESS-ESM1-5_BARPA [-] 3.28 3.31 1.80 1.52 2.53 0.318 0.580 0.487 0.978 0.835 0.673
ACCESS-ESM1-5_CCAM [-] 4.23 4.25 1.80 2.45 3.79 0.336 0.397 0.343 0.977 0.856 0.583
ACCESS-ESM1-5_CMIP6 [-] 3.18 3.18 1.91 1.28 2.40 0.906 0.680 0.524 0.940 0.845 0.702
CESM2_BARPA [-] 2.83 2.87 1.80 1.07 2.09 0.412 0.703 0.561 0.972 0.863 0.732
CESM2_CCAM [-] 4.77 4.79 1.80 2.99 4.64 0.397 0.331 0.278 0.973 0.831 0.538
CMCC-ESM2_BARPA [-] 3.55 3.59 1.80 1.80 3.04 0.304 0.544 0.442 0.980 0.778 0.637
CMCC-ESM2_CCAM [-] 3.12 3.13 1.80 1.34 2.09 0.225 0.584 0.532 0.985 0.945 0.715
CMCC-ESM2_CMIP6 [-] 0.555 0.555 1.87 -1.32 2.09 0.360 0.697 0.618 0.969 0.341 0.649
CNRM-ESM2-1_CCAM [-] 1.63 1.63 1.80 -0.161 1.27 0.809 0.764 0.652 0.943 0.700 0.742
CNRM-ESM2-1_CMIP6 [-] 1.87 1.87 1.80 0.0641 0.882 0.655 0.863 0.731 0.956 0.981 0.852
EC-Earth3_BARPA [-] 4.02 4.06 1.80 2.26 3.45 0.379 0.449 0.396 0.974 0.742 0.591
EC-Earth3_CCAM [-] 4.71 4.73 1.80 2.94 4.24 0.325 0.333 0.319 0.977 0.854 0.560
EC-Earth3_CMIP6 [-] 2.97 2.97 1.84 1.14 1.98 0.759 0.650 0.563 0.949 0.929 0.731
ERA5_BARPA [-] 2.44 2.47 1.80 0.677 1.33 0.236 0.766 0.661 0.984 0.959 0.806
ERA5_CCAM [-] 2.68 2.69 1.80 0.896 1.46 0.170 0.648 0.612 0.989 0.977 0.768
MPI-ESM1-2-HR_BARPA [-] 4.09 4.13 1.80 2.33 3.59 0.604 0.418 0.358 0.958 0.788 0.576
MPI-ESM1-2-HR_CMIP6 [-] 3.62 3.62 1.76 1.85 2.87 0.851 0.502 0.440 0.943 0.782 0.621
NorESM2-MM_BARPA [-] 2.54 2.58 1.80 0.782 1.71 0.270 0.751 0.606 0.982 0.937 0.777
NorESM2-MM_CCAM [-] 1.44 1.45 1.80 -0.347 1.06 0.552 0.791 0.726 0.963 0.635 0.768
NorESM2-MM_CMIP6 [-] 0.565 0.565 1.87 -1.31 2.03 0.185 0.699 0.647 0.988 0.184 0.633
Download Data
Period Mean (original grids) [days]
Model Period Mean (intersection) [days]
Benchmark Period Mean (intersection) [days]
Model Period Mean (complement) [days]
Benchmark Period Mean (complement) [days]
Bias [days]
RMSE [days]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 0.326
ACCESS-CM2_BARPA [-] 0.699 0.685 0.326 0.359 0.664 0.0511 0.606 0.457 0.997 0.836 0.671
ACCESS-CM2_CCAM [-] 1.39 1.38 0.326 1.06 1.70 0.0511 0.285 0.188 0.997 0.457 0.423
ACCESS-CM2_CMIP6 [-] 0.393 0.393 0.317 0.0759 0.425 0.00 0.795 0.622 1.00 0.508 0.709
ACCESS-ESM1-5_BARPA [-] 0.781 0.765 0.326 0.439 0.756 0.236 0.568 0.443 0.984 0.731 0.634
ACCESS-ESM1-5_CCAM [-] 1.04 1.03 0.326 0.703 1.21 0.0511 0.408 0.275 0.997 0.616 0.514
ACCESS-ESM1-5_CMIP6 [-] 0.718 0.718 0.290 0.427 0.902 0.778 0.396 0.337 0.948 0.577 0.519
CESM2_BARPA [-] 0.393 0.385 0.326 0.0595 0.288 0.271 0.811 0.692 0.982 0.960 0.827
CESM2_CCAM [-] 1.49 1.49 0.326 1.16 1.92 0.134 0.253 0.152 0.990 0.393 0.388
CMCC-ESM2_BARPA [-] 0.454 0.447 0.326 0.121 0.323 0.0693 0.782 0.664 0.995 0.945 0.810
CMCC-ESM2_CCAM [-] 0.372 0.371 0.326 0.0454 0.271 0.273 0.843 0.700 0.982 0.976 0.840
CMCC-ESM2_CMIP6 [-] 0.114 0.114 0.312 -0.197 0.382 0.441 0.796 0.676 0.972 0.525 0.729
CNRM-ESM2-1_CCAM [-] 0.797 0.790 0.326 0.464 0.790 0.986 0.577 0.446 0.932 0.669 0.614
CNRM-ESM2-1_CMIP6 [-] 0.291 0.291 0.244 0.0475 0.254 0.983 0.841 0.639 0.937 0.894 0.790
EC-Earth3_BARPA [-] 0.900 0.886 0.326 0.560 0.960 0.540 0.507 0.377 0.963 0.626 0.570
EC-Earth3_CCAM [-] 1.41 1.41 0.326 1.08 1.70 0.345 0.279 0.192 0.976 0.398 0.407
EC-Earth3_CMIP6 [-] 1.15 1.15 0.311 0.837 1.44 0.885 0.379 0.293 0.940 0.353 0.452
ERA5_BARPA [-] 0.392 0.383 0.326 0.0575 0.258 0.0639 0.813 0.724 0.996 0.963 0.844
ERA5_CCAM [-] 0.614 0.612 0.326 0.286 0.501 0.0830 0.691 0.580 0.994 0.827 0.734
MPI-ESM1-2-HR_BARPA [-] 1.18 1.16 0.326 0.834 1.46 0.0770 0.365 0.223 0.994 0.533 0.468
MPI-ESM1-2-HR_CMIP6 [-] 1.25 1.25 0.316 0.936 1.64 0.177 0.302 0.229 0.988 0.398 0.429
NorESM2-MM_BARPA [-] 0.303 0.298 0.326 -0.0275 0.279 0.130 0.830 0.706 0.991 0.912 0.829
NorESM2-MM_CCAM [-] 0.497 0.494 0.326 0.169 0.380 0.0640 0.762 0.616 0.996 0.958 0.790
NorESM2-MM_CMIP6 [-] 0.193 0.193 0.312 -0.119 0.277 0.00 0.853 0.727 1.00 0.726 0.806
Download Data
Period Mean (original grids) [days]
Model Period Mean (intersection) [days]
Benchmark Period Mean (intersection) [days]
Model Period Mean (complement) [days]
Benchmark Period Mean (complement) [days]
Bias [days]
RMSE [days]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 6.94
ACCESS-CM2_BARPA [-] 9.49 9.47 6.94 2.52 4.63 0.923 0.696 0.584 0.919 0.991 0.755
ACCESS-CM2_CCAM [-] 9.48 9.43 6.94 2.49 4.52 0.702 0.674 0.578 0.947 0.955 0.746
ACCESS-CM2_CMIP6 [-] 6.80 6.80 6.64 0.157 4.18 0.921 0.851 0.587 0.898 0.988 0.782
ACCESS-ESM1-5_BARPA [-] 10.4 10.4 6.94 3.44 5.31 0.443 0.619 0.566 0.962 0.983 0.739
ACCESS-ESM1-5_CCAM [-] 9.18 9.14 6.94 2.20 3.40 0.249 0.701 0.668 0.983 0.952 0.795
ACCESS-ESM1-5_CMIP6 [-] 7.38 7.38 6.70 0.676 3.76 0.411 0.811 0.606 0.973 0.941 0.787
CESM2_BARPA [-] 11.0 11.0 6.94 4.04 6.22 1.05 0.574 0.518 0.895 0.973 0.696
CESM2_CCAM [-] 9.77 9.73 6.94 2.79 4.41 0.512 0.656 0.605 0.963 0.985 0.763
CMCC-ESM2_BARPA [-] 11.6 11.5 6.94 4.61 7.04 1.15 0.528 0.478 0.878 0.977 0.668
CMCC-ESM2_CCAM [-] 6.95 6.92 6.94 -0.0211 1.81 0.289 0.845 0.788 0.981 0.945 0.870
CMCC-ESM2_CMIP6 [-] 2.84 2.84 6.88 -4.04 5.58 0.861 0.612 0.609 0.931 0.662 0.685
CNRM-ESM2-1_CCAM [-] 3.66 3.64 6.94 -3.30 4.58 0.442 0.691 0.685 0.968 0.686 0.743
CNRM-ESM2-1_CMIP6 [-] 6.85 6.85 6.43 0.424 2.67 0.439 0.849 0.721 0.971 0.957 0.844
EC-Earth3_BARPA [-] 10.0 10.0 6.94 3.07 4.82 0.549 0.640 0.588 0.961 0.989 0.753
EC-Earth3_CCAM [-] 6.98 6.94 6.94 -0.00662 2.40 0.341 0.794 0.733 0.977 0.907 0.829
EC-Earth3_CMIP6 [-] 6.05 6.05 6.89 -0.841 2.98 0.481 0.820 0.719 0.968 0.895 0.824
ERA5_BARPA [-] 8.71 8.69 6.94 1.75 3.46 0.986 0.772 0.666 0.902 0.992 0.799
ERA5_CCAM [-] 6.10 6.07 6.94 -0.871 1.96 0.318 0.825 0.805 0.978 0.922 0.867
MPI-ESM1-2-HR_BARPA [-] 10.4 10.4 6.94 3.43 5.43 0.628 0.613 0.554 0.948 0.990 0.732
MPI-ESM1-2-HR_CMIP6 [-] 9.28 9.28 6.76 2.51 4.79 0.426 0.678 0.571 0.965 0.980 0.753
NorESM2-MM_BARPA [-] 9.57 9.55 6.94 2.61 4.95 0.972 0.685 0.561 0.909 0.990 0.741
NorESM2-MM_CCAM [-] 3.54 3.52 6.94 -3.42 4.63 0.345 0.681 0.694 0.977 0.615 0.732
NorESM2-MM_CMIP6 [-] 2.88 2.88 6.88 -4.00 5.55 0.841 0.616 0.611 0.930 0.660 0.685
Download Data
Period Mean (original grids) [days]
Model Period Mean (intersection) [days]
Benchmark Period Mean (intersection) [days]
Model Period Mean (complement) [days]
Benchmark Period Mean (complement) [days]
Bias [days]
RMSE [days]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 9.20
ACCESS-CM2_BARPA [-] 13.3 13.1 9.20 3.87 6.00 1.12 0.645 0.608 0.883 0.922 0.733
ACCESS-CM2_CCAM [-] 10.6 10.4 9.20 1.16 4.45 0.729 0.753 0.648 0.941 0.844 0.767
ACCESS-CM2_CMIP6 [-] 10.2 10.2 8.72 1.49 5.12 1.26 0.773 0.552 0.865 0.977 0.744
ACCESS-ESM1-5_BARPA [-] 14.7 14.4 9.20 5.22 6.91 0.624 0.566 0.609 0.940 0.954 0.736
ACCESS-ESM1-5_CCAM [-] 12.3 12.1 9.20 2.88 4.75 0.485 0.707 0.670 0.962 0.858 0.773
ACCESS-ESM1-5_CMIP6 [-] 11.3 11.3 9.08 2.26 4.51 0.678 0.750 0.644 0.951 0.839 0.765
CESM2_BARPA [-] 15.5 15.3 9.20 6.07 7.99 1.10 0.516 0.562 0.838 0.927 0.681
CESM2_CCAM [-] 13.2 13.0 9.20 3.76 5.64 0.945 0.648 0.635 0.905 0.906 0.746
CMCC-ESM2_BARPA [-] 16.1 15.8 9.20 6.57 9.05 3.21 0.491 0.505 0.438 0.949 0.578
CMCC-ESM2_CCAM [-] 7.55 7.40 9.20 -1.80 4.57 0.396 0.728 0.662 0.965 0.787 0.761
CMCC-ESM2_CMIP6 [-] 4.69 4.69 9.16 -4.47 6.65 0.923 0.611 0.587 0.865 0.896 0.709
CNRM-ESM2-1_CCAM [-] 4.68 4.59 9.20 -4.61 6.23 0.487 0.603 0.640 0.958 0.722 0.713
CNRM-ESM2-1_CMIP6 [-] 11.4 11.4 9.17 2.24 3.77 0.307 0.750 0.716 0.972 0.988 0.829
EC-Earth3_BARPA [-] 13.1 12.9 9.20 3.67 5.19 0.489 0.647 0.659 0.962 0.979 0.781
EC-Earth3_CCAM [-] 7.43 7.29 9.20 -1.92 4.43 0.417 0.738 0.668 0.963 0.812 0.770
EC-Earth3_CMIP6 [-] 7.27 7.27 9.02 -1.75 5.71 0.364 0.695 0.566 0.976 0.701 0.701
ERA5_BARPA [-] 12.4 12.2 9.20 3.02 4.86 0.522 0.694 0.655 0.927 0.959 0.778
ERA5_CCAM [-] 7.95 7.79 9.20 -1.41 3.62 0.344 0.768 0.713 0.967 0.894 0.811
MPI-ESM1-2-HR_BARPA [-] 13.9 13.6 9.20 4.44 6.25 0.832 0.604 0.611 0.923 0.959 0.742
MPI-ESM1-2-HR_CMIP6 [-] 12.8 12.8 9.23 3.58 5.60 0.586 0.659 0.613 0.952 0.960 0.759
NorESM2-MM_BARPA [-] 13.0 12.8 9.20 3.60 6.46 2.35 0.659 0.563 0.616 0.907 0.662
NorESM2-MM_CCAM [-] 5.83 5.72 9.20 -3.49 5.06 0.401 0.662 0.686 0.963 0.683 0.736
NorESM2-MM_CMIP6 [-] 6.82 6.82 9.16 -2.33 4.45 1.07 0.730 0.675 0.888 0.948 0.783
Download Data
Period Mean (original grids) [days]
Model Period Mean (intersection) [days]
Benchmark Period Mean (intersection) [days]
Model Period Mean (complement) [days]
Benchmark Period Mean (complement) [days]
Bias [days]
RMSE [days]
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 [-] 2.46 2.47 1.60 0.868 1.42 0.00393 0.726 0.652 1.00 0.924 0.791
ACCESS-CM2_CCAM [-] 3.14 3.15 1.60 1.54 2.36 0.00401 0.555 0.494 1.00 0.848 0.678
ACCESS-CM2_CMIP6 [-] 2.05 2.05 1.54 0.509 0.965 0.00 0.760 0.684 1.00 0.958 0.817
ACCESS-ESM1-5_BARPA [-] 3.09 3.11 1.60 1.50 2.36 0.00 0.590 0.512 1.00 0.792 0.681
ACCESS-ESM1-5_CCAM [-] 3.12 3.13 1.60 1.53 2.39 0.00 0.562 0.487 1.00 0.818 0.671
ACCESS-ESM1-5_CMIP6 [-] 1.85 1.85 1.59 0.254 0.779 0.0566 0.811 0.741 0.996 0.930 0.844
CESM2_BARPA [-] 1.96 1.97 1.60 0.365 0.661 0.00132 0.870 0.816 1.00 0.982 0.897
CESM2_CCAM [-] 2.87 2.88 1.60 1.27 2.06 0.00 0.597 0.519 1.00 0.920 0.711
CMCC-ESM2_BARPA [-] 2.15 2.16 1.60 0.555 0.984 0.0213 0.813 0.733 0.999 0.962 0.848
CMCC-ESM2_CCAM [-] 1.96 1.97 1.60 0.364 0.900 0.0717 0.837 0.749 0.995 0.949 0.856
CMCC-ESM2_CMIP6 [-] 1.33 1.33 1.55 -0.212 0.765 0.0255 0.845 0.766 0.998 0.982 0.872
CNRM-ESM2-1_CCAM [-] 2.10 2.10 1.60 0.498 1.03 0.237 0.803 0.710 0.985 0.964 0.834
CNRM-ESM2-1_CMIP6 [-] 2.42 2.42 1.58 0.838 1.39 0.336 0.767 0.680 0.978 0.798 0.781
EC-Earth3_BARPA [-] 3.25 3.26 1.60 1.66 2.61 0.00 0.539 0.456 1.00 0.811 0.652
EC-Earth3_CCAM [-] 3.48 3.49 1.60 1.88 2.86 0.00658 0.491 0.434 1.00 0.759 0.623
EC-Earth3_CMIP6 [-] 3.06 3.06 1.56 1.50 2.31 0.0214 0.527 0.474 0.999 0.850 0.665
ERA5_BARPA [-] 1.99 2.00 1.60 0.392 0.731 0.00267 0.856 0.787 1.00 0.985 0.883
ERA5_CCAM [-] 2.19 2.20 1.60 0.593 1.01 0.00133 0.786 0.724 1.00 0.950 0.837
MPI-ESM1-2-HR_BARPA [-] 2.75 2.76 1.60 1.16 1.84 0.00135 0.645 0.562 1.00 0.891 0.732
MPI-ESM1-2-HR_CMIP6 [-] 2.68 2.68 1.60 1.08 1.81 0.00 0.636 0.543 1.00 0.900 0.724
NorESM2-MM_BARPA [-] 1.71 1.72 1.60 0.118 0.623 0.00798 0.927 0.809 0.999 0.996 0.908
NorESM2-MM_CCAM [-] 1.55 1.56 1.60 -0.0438 0.678 0.0185 0.891 0.792 0.999 0.983 0.891
NorESM2-MM_CMIP6 [-] 0.986 0.986 1.55 -0.560 0.986 0.0252 0.804 0.726 0.998 0.916 0.834
Download Data
Period Mean (original grids) [days]
Model Period Mean (intersection) [days]
Benchmark Period Mean (intersection) [days]
Model Period Mean (complement) [days]
Benchmark Period Mean (complement) [days]
Bias [days]
RMSE [days]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 9.54
ACCESS-CM2_BARPA [-] 11.1 11.1 9.54 1.53 2.80 0.410 0.851 0.788 0.969 0.998 0.879
ACCESS-CM2_CCAM [-] 10.6 10.6 9.54 1.04 2.31 0.330 0.876 0.814 0.976 0.914 0.879
ACCESS-CM2_CMIP6 [-] 9.47 9.47 9.54 -0.0725 1.87 0.368 0.940 0.836 0.974 0.986 0.914
ACCESS-ESM1-5_BARPA [-] 12.4 12.4 9.54 2.83 4.15 0.421 0.743 0.728 0.971 0.996 0.833
ACCESS-ESM1-5_CCAM [-] 11.2 11.2 9.54 1.67 2.61 0.567 0.834 0.808 0.961 0.976 0.877
ACCESS-ESM1-5_CMIP6 [-] 9.52 9.52 9.51 0.00492 1.92 0.573 0.924 0.835 0.962 0.994 0.910
CESM2_BARPA [-] 11.2 11.2 9.54 1.69 2.92 0.405 0.844 0.786 0.960 0.982 0.872
CESM2_CCAM [-] 11.0 11.0 9.54 1.42 2.79 0.541 0.860 0.780 0.961 0.997 0.876
CMCC-ESM2_BARPA [-] 12.1 12.1 9.54 2.54 4.11 0.923 0.771 0.720 0.851 0.986 0.810
CMCC-ESM2_CCAM [-] 8.78 8.78 9.54 -0.757 2.67 0.426 0.895 0.794 0.969 0.906 0.872
CMCC-ESM2_CMIP6 [-] 6.61 6.61 9.51 -2.91 4.82 0.770 0.754 0.693 0.908 0.866 0.783
CNRM-ESM2-1_CCAM [-] 6.91 6.90 9.54 -2.64 3.85 0.472 0.773 0.766 0.967 0.861 0.827
CNRM-ESM2-1_CMIP6 [-] 10.1 10.1 9.59 0.500 1.93 0.541 0.919 0.834 0.963 0.988 0.907
EC-Earth3_BARPA [-] 12.6 12.6 9.54 3.08 4.35 0.255 0.723 0.724 0.978 0.996 0.829
EC-Earth3_CCAM [-] 10.8 10.8 9.54 1.21 3.10 0.499 0.833 0.771 0.962 0.843 0.836
EC-Earth3_CMIP6 [-] 10.1 10.1 9.51 0.589 3.49 0.788 0.841 0.735 0.934 0.849 0.819
ERA5_BARPA [-] 10.7 10.7 9.54 1.16 2.21 0.339 0.887 0.827 0.964 0.997 0.900
ERA5_CCAM [-] 9.52 9.52 9.54 -0.0219 1.25 0.219 0.932 0.901 0.981 0.985 0.940
MPI-ESM1-2-HR_BARPA [-] 12.0 12.0 9.54 2.50 3.59 0.482 0.770 0.765 0.965 0.997 0.852
MPI-ESM1-2-HR_CMIP6 [-] 11.9 11.9 9.47 2.47 3.84 0.612 0.765 0.733 0.957 0.975 0.833
NorESM2-MM_BARPA [-] 10.2 10.2 9.54 0.647 3.37 0.581 0.919 0.720 0.911 0.996 0.853
NorESM2-MM_CCAM [-] 6.22 6.21 9.54 -3.33 4.46 0.526 0.719 0.747 0.962 0.896 0.814
NorESM2-MM_CMIP6 [-] 6.55 6.55 9.51 -2.96 4.18 0.351 0.739 0.743 0.975 0.989 0.838
Download Data
Period Mean (original grids) [days]
Model Period Mean (intersection) [days]
Benchmark Period Mean (intersection) [days]
Model Period Mean (complement) [days]
Benchmark Period Mean (complement) [days]
Bias [days]
RMSE [days]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 5.45
ACCESS-CM2_BARPA [-] 6.97 6.97 5.45 1.52 2.30 0.0732 0.778 0.753 0.995 0.994 0.855
ACCESS-CM2_CCAM [-] 7.54 7.55 5.45 2.10 3.08 0.0557 0.697 0.680 0.996 0.981 0.807
ACCESS-CM2_CMIP6 [-] 5.97 5.97 5.46 0.508 1.23 0.0161 0.894 0.837 0.999 0.989 0.911
ACCESS-ESM1-5_BARPA [-] 8.27 8.27 5.45 2.81 3.93 0.0140 0.638 0.643 0.999 0.976 0.780
ACCESS-ESM1-5_CCAM [-] 7.67 7.68 5.45 2.23 3.16 0.0830 0.696 0.692 0.994 0.991 0.813
ACCESS-ESM1-5_CMIP6 [-] 6.15 6.15 5.30 0.850 1.64 0.252 0.839 0.799 0.983 0.994 0.883
CESM2_BARPA [-] 6.15 6.15 5.45 0.701 1.39 0.0170 0.897 0.842 0.999 0.981 0.912
CESM2_CCAM [-] 7.02 7.03 5.45 1.58 2.58 0.0321 0.766 0.714 0.998 0.995 0.837
CMCC-ESM2_BARPA [-] 6.94 6.94 5.45 1.48 2.47 0.0709 0.805 0.752 0.991 0.957 0.851
CMCC-ESM2_CCAM [-] 5.90 5.90 5.45 0.452 1.64 0.203 0.884 0.796 0.986 0.957 0.884
CMCC-ESM2_CMIP6 [-] 4.60 4.60 5.35 -0.750 1.91 0.225 0.869 0.798 0.982 0.928 0.875
CNRM-ESM2-1_CCAM [-] 5.28 5.29 5.45 -0.164 1.94 0.0575 0.839 0.776 0.996 0.780 0.833
CNRM-ESM2-1_CMIP6 [-] 7.23 7.23 5.46 1.77 2.79 0.0574 0.725 0.692 0.996 0.951 0.811
EC-Earth3_BARPA [-] 8.54 8.54 5.45 3.08 4.33 0.0502 0.610 0.613 0.997 0.979 0.762
EC-Earth3_CCAM [-] 8.61 8.62 5.45 3.17 4.45 0.156 0.591 0.597 0.990 0.979 0.751
EC-Earth3_CMIP6 [-] 7.81 7.81 5.40 2.41 3.60 0.234 0.661 0.646 0.984 0.976 0.783
ERA5_BARPA [-] 6.19 6.19 5.45 0.738 1.36 0.0121 0.876 0.832 0.999 0.997 0.907
ERA5_CCAM [-] 6.60 6.61 5.45 1.15 1.73 0.0147 0.812 0.797 0.999 0.991 0.879
MPI-ESM1-2-HR_BARPA [-] 7.40 7.39 5.45 1.94 2.71 0.176 0.731 0.738 0.988 0.986 0.836
MPI-ESM1-2-HR_CMIP6 [-] 7.30 7.30 5.46 1.84 2.73 0.255 0.739 0.726 0.983 0.991 0.833
NorESM2-MM_BARPA [-] 5.54 5.53 5.45 0.0823 1.54 0.0182 0.935 0.799 0.999 0.997 0.906
NorESM2-MM_CCAM [-] 4.49 4.49 5.45 -0.959 1.72 0.0780 0.850 0.817 0.995 0.949 0.886
NorESM2-MM_CMIP6 [-] 4.31 4.31 5.35 -1.04 1.81 0.0222 0.846 0.804 0.999 0.987 0.888
Download Data
Period Mean (original grids) [days]
Model Period Mean (intersection) [days]
Benchmark Period Mean (intersection) [days]
Model Period Mean (complement) [days]
Benchmark Period Mean (complement) [days]
Bias [days]
RMSE [days]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 0.00560
ACCESS-CM2_BARPA [-] 0.0175 0.0168 0.00560 0.0112 0.0293 0.697 0.899 0.703 0.920 0.623 0.770
ACCESS-CM2_CCAM [-] 0.0793 0.0739 0.00560 0.0683 0.134 0.0771 0.613 0.314 0.995 0.0695 0.461
ACCESS-CM2_CMIP6 [-] 0.0266 0.0266 0.00391 0.0227 0.0637 0.00 0.562 0.374 1.00 0.00374 0.463
ACCESS-ESM1-5_BARPA [-] 0.0380 0.0364 0.00560 0.0308 0.0725 0.887 0.773 0.446 0.943 0.254 0.572
ACCESS-ESM1-5_CCAM [-] 0.0605 0.0565 0.00560 0.0509 0.107 0.269 0.679 0.372 0.983 0.110 0.503
ACCESS-ESM1-5_CMIP6 [-] 0.00 0.00 0.00107 -0.00107 0.00368 0.00 0.947 0.838 1.00
CESM2_BARPA [-] 0.00827 0.00791 0.00560 0.00231 0.0216 0.615 0.943 0.733 0.958 0.873 0.848
CESM2_CCAM [-] 0.0254 0.0233 0.00560 0.0177 0.0367 0.870 0.851 0.639 0.929 0.365 0.684
CMCC-ESM2_BARPA [-] 0.00747 0.00713 0.00560 0.00153 0.0129 0.213 0.962 0.834 0.986 0.937 0.910
CMCC-ESM2_CCAM [-] 0.0233 0.0217 0.00560 0.0161 0.0434 0.00 0.865 0.619 1.00 0.465 0.714
CMCC-ESM2_CMIP6 [-] 0.00408 0.00408 0.00253 0.00155 0.00750 0.00 0.935 0.832 1.00 0.352 0.790
CNRM-ESM2-1_CCAM [-] 0.0280 0.0250 0.00560 0.0194 0.0438 0.815 0.845 0.618 0.947 0.243 0.654
CNRM-ESM2-1_CMIP6 [-] 0.00 0.00 0.00428 -0.00428 0.0116 0.00 0.887 0.740 1.00
EC-Earth3_BARPA [-] 0.0356 0.0347 0.00560 0.0291 0.0686 0.00 0.790 0.502 1.00 0.242 0.607
EC-Earth3_CCAM [-] 0.0931 0.0879 0.00560 0.0823 0.167 0.00 0.576 0.252 1.00 0.0508 0.426
EC-Earth3_CMIP6 [-] 0.0305 0.0305 0.00477 0.0257 0.0686 0.00 0.575 0.310 1.00 0.219 0.483
ERA5_BARPA [-] 0.00930 0.00908 0.00560 0.00348 0.0152 0.0189 0.949 0.831 0.999 0.895 0.901
ERA5_CCAM [-] 0.0385 0.0361 0.00560 0.0305 0.0744 0.00 0.789 0.494 1.00 0.179 0.591
MPI-ESM1-2-HR_BARPA [-] 0.0329 0.0309 0.00560 0.0253 0.0553 0.00 0.814 0.592 1.00 0.261 0.652
MPI-ESM1-2-HR_CMIP6 [-] 0.0167 0.0167 0.00514 0.0116 0.0297 0.346 0.765 0.565 0.977 0.474 0.669
NorESM2-MM_BARPA [-] 0.00485 0.00469 0.00560 -0.000914 0.0141 0.115 0.957 0.827 0.993 0.714 0.863
NorESM2-MM_CCAM [-] 0.0214 0.0199 0.00560 0.0143 0.0373 0.0953 0.877 0.667 0.994 0.407 0.723
NorESM2-MM_CMIP6 [-] 0.00281 0.00281 0.00253 0.000281 0.00507 0.00 0.957 0.866 1.00 0.602 0.858
Download Data
Period Mean (original grids) [days]
Model Period Mean (intersection) [days]
Benchmark Period Mean (intersection) [days]
Model Period Mean (complement) [days]
Benchmark Period Mean (complement) [days]
Bias [days]
RMSE [days]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 0.000718
ACCESS-CM2_BARPA [-] 0.00114 0.000749 0.000718 3.01e-05 0.00386 0.313 0.990 0.818 0.967 0.535 0.826
ACCESS-CM2_CCAM [-] 0.0121 0.0104 0.000718 0.00964 0.0233 0.00 0.959 0.676 1.00 0.0617 0.675
ACCESS-CM2_CMIP6 [-] 0.00 0.00 5.71e-05 -5.71e-05 0.000196 0.00 0.947 0.838 1.00
ACCESS-ESM1-5_BARPA [-] 0.00655 0.00527 0.000718 0.00455 0.0139 0.626 0.984 0.744 0.960 0.245 0.735
ACCESS-ESM1-5_CCAM [-] 0.00453 0.00340 0.000718 0.00268 0.00869 0.0329 0.983 0.827 0.998 0.204 0.768
ACCESS-ESM1-5_CMIP6 [-] 0.00 0.00 0.00117 -0.00117 0.00375 0.00 0.922 0.785 1.00
CESM2_BARPA [-] 0.000384 0.000201 0.000718 -0.000517 0.00301 0.187 0.991 0.818 0.984 0.234 0.769
CESM2_CCAM [-] 0.000738 0.000511 0.000718 -0.000207 0.00354 0.250 0.989 0.817 0.984 0.563 0.834
CMCC-ESM2_BARPA [-] 0.00152 0.00135 0.000718 0.000630 0.00489 0.111 0.994 0.881 0.993 0.688 0.887
CMCC-ESM2_CCAM [-] 0.00416 0.00366 0.000718 0.00294 0.0114 0.00 0.990 0.867 1.00 0.580 0.861
CMCC-ESM2_CMIP6 [-] 0.00378 0.00378 0.000600 0.00318 0.0146 0.00 0.639 0.539 1.00 0.0203 0.547
CNRM-ESM2-1_CCAM [-] 0.000522 0.000399 0.000718 -0.000319 0.00305 0.110 0.990 0.815 0.993 0.564 0.835
CNRM-ESM2-1_CMIP6 [-] 0.00 0.00 0.000649 -0.000649 0.00220 0.00 0.940 0.818 1.00
EC-Earth3_BARPA [-] 0.00754 0.00601 0.000718 0.00529 0.0135 0.124 0.981 0.820 0.990 0.206 0.763
EC-Earth3_CCAM [-] 0.0100 0.00795 0.000718 0.00723 0.0167 0.341 0.968 0.718 0.978 0.0662 0.689
EC-Earth3_CMIP6 [-] 0.0166 0.0166 0.000808 0.0158 0.0429 0.00 0.498 0.219 1.00 0.0328 0.394
ERA5_BARPA [-] 0.000502 0.000269 0.000718 -0.000449 0.00261 0.0766 0.992 0.843 0.995 0.314 0.797
ERA5_CCAM [-] 0.00394 0.00297 0.000718 0.00226 0.00869 0.202 0.983 0.793 0.987 0.231 0.757
MPI-ESM1-2-HR_BARPA [-] 0.00162 0.00116 0.000718 0.000444 0.00377 0.0460 0.990 0.848 0.997 0.399 0.816
MPI-ESM1-2-HR_CMIP6 [-] 0.00 0.00 0.000546 -0.000546 0.00187 0.00 0.943 0.785 1.00
NorESM2-MM_BARPA [-] 0.000180 8.65e-05 0.000718 -0.000632 0.00257 0.0153 0.990 0.830 0.999 0.0815 0.746
NorESM2-MM_CCAM [-] 0.00101 0.000713 0.000718 -5.78e-06 0.00373 0.0924 0.989 0.822 0.994 0.597 0.845
NorESM2-MM_CMIP6 [-] 0.00 0.00 0.000600 -0.000600 0.00206 0.00 0.941 0.818 1.00
Download Data
Period Mean (original grids) [days]
Model Period Mean (intersection) [days]
Benchmark Period Mean (intersection) [days]
Model Period Mean (complement) [days]
Benchmark Period Mean (complement) [days]
Bias [days]
RMSE [days]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 0.132
ACCESS-CM2_BARPA [-] 0.287 0.273 0.132 0.141 0.317 0.0374 0.717 0.571 0.998 0.748 0.721
ACCESS-CM2_CCAM [-] 0.855 0.839 0.132 0.707 1.18 0.00933 0.282 0.153 0.999 0.236 0.365
ACCESS-CM2_CMIP6 [-] 0.183 0.183 0.0970 0.0858 0.368 0.00 0.558 0.463 1.00 0.0386 0.505
ACCESS-ESM1-5_BARPA [-] 0.393 0.373 0.132 0.241 0.458 0.0282 0.622 0.472 0.998 0.569 0.627
ACCESS-ESM1-5_CCAM [-] 0.826 0.814 0.132 0.682 1.19 0.00933 0.282 0.142 0.999 0.255 0.364
ACCESS-ESM1-5_CMIP6 [-] 0.119 0.119 0.102 0.0176 0.115 0.00 0.867 0.711 1.00 0.745 0.807
CESM2_BARPA [-] 0.154 0.145 0.132 0.0136 0.173 0.00933 0.846 0.719 0.999 0.899 0.836
CESM2_CCAM [-] 0.858 0.849 0.132 0.717 1.23 0.00933 0.259 0.130 0.999 0.259 0.356
CMCC-ESM2_BARPA [-] 0.182 0.173 0.132 0.0408 0.198 0.104 0.822 0.683 0.993 0.890 0.814
CMCC-ESM2_CCAM [-] 0.260 0.250 0.132 0.119 0.276 0.116 0.748 0.593 0.993 0.755 0.736
CMCC-ESM2_CMIP6 [-] 0.0391 0.0391 0.0820 -0.0429 0.175 0.332 0.674 0.532 0.979 0.696 0.683
CNRM-ESM2-1_CCAM [-] 0.502 0.483 0.132 0.351 0.595 0.667 0.533 0.403 0.956 0.384 0.536
CNRM-ESM2-1_CMIP6 [-] 0.0233 0.0233 0.108 -0.0845 0.181 0.324 0.770 0.610 0.979 0.580 0.710
EC-Earth3_BARPA [-] 0.415 0.401 0.132 0.269 0.513 0.0197 0.576 0.414 0.999 0.535 0.588
EC-Earth3_CCAM [-] 0.804 0.797 0.132 0.665 1.13 0.00933 0.280 0.154 0.999 0.263 0.370
EC-Earth3_CMIP6 [-] 0.678 0.678 0.137 0.541 0.920 0.00 0.338 0.260 1.00 0.249 0.421
ERA5_BARPA [-] 0.163 0.156 0.132 0.0242 0.177 0.0188 0.840 0.715 0.999 0.904 0.834
ERA5_CCAM [-] 0.372 0.364 0.132 0.232 0.457 0.0189 0.609 0.432 0.999 0.606 0.615
MPI-ESM1-2-HR_BARPA [-] 0.427 0.407 0.132 0.275 0.572 0.00933 0.574 0.376 0.999 0.549 0.575
MPI-ESM1-2-HR_CMIP6 [-] 0.668 0.668 0.110 0.559 1.11 0.00 0.205 0.0836 1.00 0.370 0.348
NorESM2-MM_BARPA [-] 0.114 0.109 0.132 -0.0232 0.175 0.0481 0.857 0.714 0.997 0.828 0.822
NorESM2-MM_CCAM [-] 0.311 0.306 0.132 0.175 0.368 0.0285 0.666 0.505 0.998 0.744 0.684
NorESM2-MM_CMIP6 [-] 0.0589 0.0589 0.0820 -0.0231 0.120 0.163 0.772 0.613 0.990 0.872 0.772
Download Data
Period Mean (original grids) [days]
Model Period Mean (intersection) [days]
Benchmark Period Mean (intersection) [days]
Model Period Mean (complement) [days]
Benchmark Period Mean (complement) [days]
Bias [days]
RMSE [days]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 0.303
ACCESS-CM2_BARPA [-] 0.764 0.772 0.303 0.469 0.824 0.292 0.540 0.427 0.981 0.842 0.644
ACCESS-CM2_CCAM [-] 1.37 1.36 0.303 1.06 1.75 0.0225 0.272 0.185 0.999 0.464 0.421
ACCESS-CM2_CMIP6 [-] 0.0375 0.0375 0.195 -0.158 0.298 0.00 0.727 0.604 1.00 0.560 0.699
ACCESS-ESM1-5_BARPA [-] 0.903 0.914 0.303 0.611 1.08 0.0225 0.461 0.336 0.999 0.731 0.572
ACCESS-ESM1-5_CCAM [-] 1.22 1.23 0.303 0.923 1.60 0.0225 0.316 0.203 0.999 0.551 0.455
ACCESS-ESM1-5_CMIP6 [-] 0.516 0.516 0.368 0.148 0.313 0.00 0.854 0.745 1.00 0.880 0.844
CESM2_BARPA [-] 0.487 0.494 0.303 0.191 0.363 0.0564 0.739 0.650 0.996 0.971 0.801
CESM2_CCAM [-] 0.952 0.948 0.303 0.645 1.08 0.0225 0.436 0.340 0.999 0.651 0.553
CMCC-ESM2_BARPA [-] 0.563 0.572 0.303 0.269 0.527 0.0338 0.679 0.554 0.998 0.938 0.744
CMCC-ESM2_CCAM [-] 0.625 0.626 0.303 0.324 0.608 0.0225 0.648 0.522 0.999 0.809 0.700
CMCC-ESM2_CMIP6 [-] 0.309 0.309 0.352 -0.0428 0.331 0.00 0.774 0.668 1.00 0.651 0.752
CNRM-ESM2-1_CCAM [-] 0.793 0.790 0.303 0.488 0.803 0.519 0.534 0.450 0.967 0.744 0.629
CNRM-ESM2-1_CMIP6 [-] 0.0570 0.0570 0.137 -0.0798 0.163 0.983 0.802 0.676 0.937 1.00 0.818
EC-Earth3_BARPA [-] 1.15 1.17 0.303 0.866 1.47 0.0112 0.350 0.245 0.999 0.541 0.476
EC-Earth3_CCAM [-] 1.37 1.37 0.303 1.07 1.79 0.0225 0.270 0.179 0.999 0.471 0.419
EC-Earth3_CMIP6 [-] 1.01 1.01 0.272 0.742 1.23 0.0823 0.397 0.309 0.995 0.257 0.453
ERA5_BARPA [-] 0.593 0.601 0.303 0.299 0.581 0.0225 0.659 0.529 0.999 0.894 0.722
ERA5_CCAM [-] 0.788 0.789 0.303 0.487 0.851 0.0225 0.534 0.420 0.999 0.737 0.622
MPI-ESM1-2-HR_BARPA [-] 0.871 0.880 0.303 0.578 1.05 0.0225 0.481 0.346 0.999 0.745 0.583
MPI-ESM1-2-HR_CMIP6 [-] 0.725 0.725 0.292 0.434 0.856 0.00 0.559 0.381 1.00 0.761 0.616
NorESM2-MM_BARPA [-] 0.396 0.402 0.303 0.0995 0.253 0.0789 0.814 0.713 0.995 0.962 0.840
NorESM2-MM_CCAM [-] 0.490 0.488 0.303 0.185 0.369 0.0676 0.750 0.647 0.996 0.973 0.802
NorESM2-MM_CMIP6 [-] 0.309 0.309 0.352 -0.0424 0.220 0.196 0.855 0.761 0.987 0.831 0.839
Download Data
Period Mean (original grids) [days]
Model Period Mean (intersection) [days]
Benchmark Period Mean (intersection) [days]
Model Period Mean (complement) [days]
Benchmark Period Mean (complement) [days]
Bias [days]
RMSE [days]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 1.46
ACCESS-CM2_BARPA [-] 2.87 2.77 1.46 1.31 2.03 0.00647 0.537 0.488 1.00 0.940 0.690
ACCESS-CM2_CCAM [-] 3.77 3.70 1.46 2.24 3.34 0.158 0.377 0.343 0.990 0.813 0.573
ACCESS-CM2_CMIP6 [-] 1.15 1.15 0.980 0.171 0.856 0.00 0.765 0.669 1.00 0.601 0.741
ACCESS-ESM1-5_BARPA [-] 3.39 3.26 1.46 1.81 2.70 0.00 0.441 0.408 1.00 0.858 0.623
ACCESS-ESM1-5_CCAM [-] 3.29 3.25 1.46 1.79 2.68 0.00 0.452 0.418 1.00 0.842 0.626
ACCESS-ESM1-5_CMIP6 [-] 2.45 2.45 1.29 1.16 1.86 0.00 0.582 0.504 1.00 0.783 0.675
CESM2_BARPA [-] 2.14 2.06 1.46 0.607 1.01 0.00 0.713 0.668 1.00 0.986 0.807
CESM2_CCAM [-] 2.76 2.72 1.46 1.26 1.97 0.00 0.551 0.503 1.00 0.943 0.700
CMCC-ESM2_BARPA [-] 2.40 2.31 1.46 0.857 1.39 0.00 0.643 0.589 1.00 0.982 0.761
CMCC-ESM2_CCAM [-] 2.52 2.49 1.46 1.04 1.68 0.00 0.612 0.552 1.00 0.930 0.729
CMCC-ESM2_CMIP6 [-] 1.37 1.37 1.30 0.0751 1.61 0.140 0.606 0.558 0.991 0.510 0.645
CNRM-ESM2-1_CCAM [-] 2.61 2.58 1.46 1.12 1.72 0.296 0.600 0.558 0.981 0.890 0.717
CNRM-ESM2-1_CMIP6 [-] 3.36 3.36 1.65 1.71 2.53 0.194 0.505 0.465 0.988 0.614 0.607
EC-Earth3_BARPA [-] 3.65 3.51 1.46 2.06 3.06 0.00708 0.398 0.365 1.00 0.827 0.591
EC-Earth3_CCAM [-] 4.08 4.02 1.46 2.56 3.77 0.00655 0.343 0.313 1.00 0.665 0.527
EC-Earth3_CMIP6 [-] 2.85 2.85 1.20 1.64 2.55 0.0488 0.494 0.453 0.997 0.395 0.559
ERA5_BARPA [-] 2.39 2.31 1.46 0.854 1.38 0.00 0.643 0.593 1.00 0.984 0.762
ERA5_CCAM [-] 2.71 2.67 1.46 1.22 1.87 0.00 0.574 0.532 1.00 0.889 0.705
MPI-ESM1-2-HR_BARPA [-] 3.06 2.95 1.46 1.49 2.22 0.00 0.498 0.467 1.00 0.931 0.673
MPI-ESM1-2-HR_CMIP6 [-] 2.71 2.71 1.46 1.24 1.87 0.00 0.560 0.519 1.00 0.966 0.713
NorESM2-MM_BARPA [-] 1.94 1.88 1.46 0.423 0.992 0.00649 0.767 0.650 1.00 0.979 0.809
NorESM2-MM_CCAM [-] 1.74 1.73 1.46 0.273 0.888 0.00653 0.800 0.678 1.00 0.977 0.827
NorESM2-MM_CMIP6 [-] 1.31 1.31 1.30 0.0148 0.956 0.00 0.809 0.649 1.00 0.946 0.811
Download Data
Period Mean (original grids) [days]
Model Period Mean (intersection) [days]
Benchmark Period Mean (intersection) [days]
Model Period Mean (complement) [days]
Benchmark Period Mean (complement) [days]
Bias [days]
RMSE [days]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 2.47
ACCESS-CM2_BARPA [-] 3.48 3.50 2.47 1.03 1.63 0.131 0.682 0.624 0.991 0.977 0.780
ACCESS-CM2_CCAM [-] 4.50 4.49 2.47 2.02 3.06 0.0864 0.493 0.452 0.994 0.966 0.671
ACCESS-CM2_CMIP6 [-] 2.62 2.62 2.26 0.362 1.59 0.00 0.676 0.621 1.00 0.965 0.776
ACCESS-ESM1-5_BARPA [-] 4.39 4.41 2.47 1.94 2.79 0.113 0.531 0.510 0.993 0.900 0.688
ACCESS-ESM1-5_CCAM [-] 4.37 4.37 2.47 1.90 2.82 0.0682 0.523 0.488 0.996 0.937 0.686
ACCESS-ESM1-5_CMIP6 [-] 2.69 2.70 2.29 0.403 1.32 0.377 0.774 0.717 0.976 0.903 0.817
CESM2_BARPA [-] 2.66 2.69 2.47 0.215 0.772 0.0720 0.871 0.808 0.995 0.980 0.893
CESM2_CCAM [-] 3.77 3.77 2.47 1.30 2.07 0.0806 0.654 0.593 0.995 0.949 0.757
CMCC-ESM2_BARPA [-] 3.17 3.20 2.47 0.731 1.25 0.0701 0.790 0.728 0.995 0.945 0.837
CMCC-ESM2_CCAM [-] 3.15 3.16 2.47 0.689 1.33 0.0774 0.760 0.670 0.995 0.987 0.816
CMCC-ESM2_CMIP6 [-] 2.03 2.03 2.18 -0.144 1.08 0.0779 0.819 0.732 0.995 0.933 0.842
CNRM-ESM2-1_CCAM [-] 2.78 2.78 2.47 0.308 1.28 0.0758 0.738 0.660 0.995 0.924 0.795
CNRM-ESM2-1_CMIP6 [-] 3.57 3.57 2.48 1.09 1.77 0.144 0.693 0.615 0.991 0.968 0.776
EC-Earth3_BARPA [-] 4.82 4.83 2.47 2.36 3.47 0.103 0.460 0.432 0.993 0.894 0.643
EC-Earth3_CCAM [-] 5.35 5.35 2.47 2.87 4.24 0.116 0.388 0.360 0.992 0.914 0.603
EC-Earth3_CMIP6 [-] 4.55 4.55 2.52 2.03 3.03 0.0868 0.513 0.477 0.994 0.951 0.683
ERA5_BARPA [-] 2.71 2.73 2.47 0.258 0.707 0.0651 0.833 0.793 0.995 0.993 0.882
ERA5_CCAM [-] 3.43 3.44 2.47 0.969 1.52 0.0700 0.681 0.636 0.996 0.988 0.787
MPI-ESM1-2-HR_BARPA [-] 3.42 3.44 2.47 0.970 1.48 0.0739 0.701 0.664 0.995 0.972 0.799
MPI-ESM1-2-HR_CMIP6 [-] 3.27 3.27 2.47 0.796 1.26 0.0285 0.785 0.736 0.998 0.965 0.844
NorESM2-MM_BARPA [-] 2.34 2.37 2.47 -0.101 0.773 0.116 0.869 0.805 0.992 0.990 0.892
NorESM2-MM_CCAM [-] 2.38 2.40 2.47 -0.0761 0.981 0.0962 0.827 0.734 0.994 0.969 0.852
NorESM2-MM_CMIP6 [-] 1.53 1.53 2.18 -0.646 1.22 0.0388 0.778 0.711 0.998 0.967 0.833
Download Data
Period Mean (original grids) [days]
Model Period Mean (intersection) [days]
Benchmark Period Mean (intersection) [days]
Model Period Mean (complement) [days]
Benchmark Period Mean (complement) [days]
Bias [days]
RMSE [days]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 1.98
ACCESS-CM2_BARPA [-] 5.26 5.15 1.98 3.17 4.55 0.638 0.413 0.357 0.953 0.640 0.544
ACCESS-CM2_CCAM [-] 5.50 5.31 1.98 3.33 5.31 0.657 0.297 0.238 0.951 0.806 0.506
ACCESS-CM2_CMIP6 [-] 0.871 0.871 1.39 -0.515 2.53 1.84 0.658 0.432 0.757 0.697 0.595
ACCESS-ESM1-5_BARPA [-] 5.41 5.29 1.98 3.31 4.53 0.341 0.374 0.355 0.975 0.645 0.541
ACCESS-ESM1-5_CCAM [-] 5.82 5.62 1.98 3.64 5.20 0.430 0.278 0.286 0.969 0.778 0.519
ACCESS-ESM1-5_CMIP6 [-] 2.07 2.07 1.75 0.319 4.02 1.02 0.555 0.269 0.933 0.917 0.589
CESM2_BARPA [-] 6.12 5.98 1.98 4.00 5.07 0.447 0.302 0.331 0.968 0.565 0.500
CESM2_CCAM [-] 5.44 5.24 1.98 3.26 4.77 0.470 0.300 0.295 0.967 0.821 0.536
CMCC-ESM2_BARPA [-] 6.05 5.91 1.98 3.93 5.21 0.424 0.286 0.292 0.969 0.587 0.485
CMCC-ESM2_CCAM [-] 3.16 3.05 1.98 1.07 2.19 0.449 0.575 0.457 0.965 0.972 0.685
CMCC-ESM2_CMIP6 [-] 0.834 0.834 2.31 -1.47 2.57 0.684 0.680 0.574 0.954 0.621 0.681
CNRM-ESM2-1_CCAM [-] 1.55 1.50 1.98 -0.481 1.84 0.651 0.805 0.617 0.954 0.786 0.756
CNRM-ESM2-1_CMIP6 [-] 3.41 3.41 2.19 1.22 3.35 1.37 0.606 0.456 0.869 0.532 0.584
EC-Earth3_BARPA [-] 3.69 3.59 1.98 1.61 2.70 0.374 0.483 0.395 0.973 0.937 0.637
EC-Earth3_CCAM [-] 2.69 2.60 1.98 0.620 1.87 0.360 0.608 0.464 0.975 0.947 0.692
EC-Earth3_CMIP6 [-] 2.67 2.67 2.30 0.377 1.90 0.185 0.764 0.590 0.988 0.979 0.782
ERA5_BARPA [-] 3.51 3.43 1.98 1.45 2.23 0.487 0.558 0.494 0.961 0.916 0.685
ERA5_CCAM [-] 2.82 2.72 1.98 0.742 1.99 0.570 0.613 0.485 0.955 0.962 0.700
MPI-ESM1-2-HR_BARPA [-] 4.53 4.43 1.98 2.45 3.90 0.615 0.445 0.350 0.959 0.757 0.572
MPI-ESM1-2-HR_CMIP6 [-] 4.02 4.02 1.58 2.44 5.38 1.02 0.284 0.198 0.908 0.591 0.436
NorESM2-MM_BARPA [-] 4.55 4.44 1.98 2.46 3.36 0.580 0.398 0.392 0.958 0.810 0.590
NorESM2-MM_CCAM [-] 1.48 1.43 1.98 -0.555 1.55 0.685 0.768 0.649 0.937 0.738 0.748
NorESM2-MM_CMIP6 [-] 0.836 0.836 2.31 -1.47 2.96 1.02 0.683 0.529 0.920 0.615 0.655

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:
ERA5 single-levels reanalysis 2m_temperature 19790101-19790131

  History:
Thu Sep 19 18:28:45 2024: ncatted -a missing_value,TXgt35,d,, /g/data/xv83/users/bxn599/ACS/icclim_indices_acs/era5/indices/none/none/AUS-25/ECMWF/ERA5/historical/r1i1p1f1/none/none/climdex/TXgt35/v20240411/TXgt35_AUS-25_ERA5_historical_r1i1p1f1_ECMWF_none_none_mon_19790101-20211231.nc.tmp Fri Sep 6 16:21:36 2024: ncrename -v tx_days_above,TXgt35 ./none/none/AUS-25/ECMWF/ERA5/historical/r1i1p1f1/none/none/climdex/TXgt35/v20240411/TXgt35_AUS-25_ERA5_historical_r1i1p1f1_ECMWF_none_none_mon_19790101-20211231.nc Fri Sep 06 15:54:42 2024: /g/data/xv83/users/bxn599/miniconda3/envs/xclim/bin/python /g/data/xv83/users/bxn599/ACS/indices/run_xclim.py --verbose --start_date 1979-01-01 --end_date 2021-12-31 --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 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/g/data/xv83/users/bxn599/ACS/data/era5/raw/t2m/t2m_era5_oper_sfc_20210601-20210630.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/t2m/t2m_era5_oper_sfc_20210701-20210731.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/t2m/t2m_era5_oper_sfc_20210801-20210831.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/t2m/t2m_era5_oper_sfc_20210901-20210930.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/t2m/t2m_era5_oper_sfc_20211001-20211031.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/t2m/t2m_era5_oper_sfc_20211101-20211130.nc /g/data/xv83/users/bxn599/ACS/data/era5/raw/t2m/t2m_era5_oper_sfc_20211201-20211231.nc --variable t2m --lat_bnds -54.0 14.0 --lon_bnds 88.0 208.0 --sub_daily_agg max --thresh 35 degC --freq MS tx_days_above /g/data/xv83/users/bxn599/ACS/icclim_indices_acs/era5/indices/none/none/AUS-25/ECMWF/ERA5/historical/r1i1p1f1/none/none/climdex/TXgt35/v20240411/TXgt35_AUS-25_ERA5_historical_r1i1p1f1_ECMWF_none_none_mon_19790101-20211231.nc --local_cluster --nworkers 16 --nthreads 1 --dask_dir /jobfs/124346581.gadi-pbs

  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

  Xclim_version:
0.48.2

  Project_id:
indices

  Frequency:
climdex

  Variable_id:
TXgt35

  Nco:
netCDF Operators version 5.2.1 (Homepage = http://nco.sf.net, Code = http://github.com/nco/nco, Citation = 10.1016/j.envsoft.2008.03.004)