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 [-] 7.08
ACCESS-CM2_BARPA [-] 6.69 6.69 7.08 -0.390 0.525 1.52 0.916 0.935 0.781 0.992 0.912
ACCESS-CM2_CCAM [-] 6.79 6.79 7.08 -0.296 0.518 1.14 0.939 0.924 0.847 0.978 0.922
ACCESS-CM2_CMIP6 [-] 6.84 6.84 7.08 -0.242 0.451 1.22 0.940 0.927 0.826 0.995 0.923
ACCESS-ESM1-5_BARPA [-] 6.76 6.76 7.08 -0.317 0.514 1.61 0.931 0.923 0.763 0.984 0.905
ACCESS-ESM1-5_CCAM [-] 6.79 6.79 7.08 -0.290 0.542 1.10 0.936 0.921 0.847 0.999 0.925
ACCESS-ESM1-5_CMIP6 [-] 6.73 6.73 7.09 -0.362 0.573 1.59 0.917 0.916 0.760 0.995 0.901
CESM2_BARPA [-] 6.65 6.65 7.08 -0.433 0.626 3.03 0.907 0.910 0.489 1.00 0.843
CESM2_CCAM [-] 6.97 6.97 7.08 -0.112 0.427 2.18 0.961 0.923 0.660 0.990 0.891
CESM2_CMIP6 [-] 6.54 6.54 7.09 -0.547 0.683 2.24 0.882 0.916 0.651 0.909 0.855
CMCC-ESM2_BARPA [-] 6.67 6.67 7.08 -0.411 0.634 3.30 0.911 0.905 0.441 0.993 0.831
CMCC-ESM2_CCAM [-] 6.51 6.50 7.08 -0.577 0.768 2.20 0.886 0.902 0.663 0.997 0.870
CMCC-ESM2_CMIP6 [-] 6.55 6.55 7.09 -0.541 0.807 2.52 0.893 0.885 0.592 0.938 0.839
CNRM-ESM2-1_CCAM [-] 6.80 6.80 7.08 -0.279 0.572 1.27 0.937 0.915 0.828 0.980 0.915
CNRM-ESM2-1_CMIP6 [-] 7.23 7.23 7.08 0.146 0.358 0.922 0.962 0.936 0.882 0.991 0.941
EC-Earth3_BARPA [-] 7.01 7.01 7.08 -0.0673 0.390 1.66 0.967 0.928 0.767 0.937 0.905
EC-Earth3_CCAM [-] 6.84 6.84 7.08 -0.239 0.603 1.88 0.942 0.905 0.719 0.995 0.893
EC-Earth3_CMIP6 [-] 7.19 7.19 7.08 0.105 0.453 1.28 0.947 0.925 0.832 0.958 0.917
ERA5_BARPA [-] 6.70 6.71 7.08 -0.375 0.514 1.64 0.919 0.933 0.757 0.996 0.908
ERA5_CCAM [-] 6.74 6.74 7.08 -0.341 0.516 1.18 0.933 0.932 0.835 0.999 0.926
MPI-ESM1-2-HR_BARPA [-] 7.01 7.01 7.08 -0.0743 0.359 1.37 0.965 0.935 0.810 0.961 0.921
MPI-ESM1-2-HR_CMIP6 [-] 7.43 7.43 7.08 0.342 0.470 1.05 0.922 0.938 0.855 0.777 0.886
NorESM2-MM_BARPA [-] 6.44 6.44 7.08 -0.641 0.797 3.17 0.870 0.907 0.464 0.999 0.829
NorESM2-MM_CCAM [-] 6.41 6.41 7.08 -0.673 0.807 1.64 0.868 0.915 0.767 0.998 0.893
NorESM2-MM_CMIP6 [-] 6.30 6.30 7.09 -0.784 0.901 2.22 0.837 0.909 0.651 0.909 0.843
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 [-] 6.59
ACCESS-CM2_BARPA [-] 6.16 6.16 6.59 -0.428 0.592 2.48 0.910 0.916 0.590 0.920 0.843
ACCESS-CM2_CCAM [-] 6.28 6.29 6.59 -0.305 0.527 2.52 0.935 0.911 0.575 1.00 0.862
ACCESS-CM2_CMIP6 [-] 6.05 6.05 6.57 -0.520 0.691 2.29 0.888 0.901 0.613 0.985 0.853
ACCESS-ESM1-5_BARPA [-] 6.21 6.22 6.59 -0.374 0.610 2.44 0.922 0.906 0.596 0.860 0.830
ACCESS-ESM1-5_CCAM [-] 6.11 6.11 6.59 -0.476 0.693 2.59 0.901 0.901 0.564 0.998 0.848
ACCESS-ESM1-5_CMIP6 [-] 5.90 5.90 6.57 -0.671 0.857 2.04 0.855 0.887 0.656 0.997 0.853
CESM2_BARPA [-] 6.06 6.07 6.59 -0.522 0.781 3.09 0.891 0.881 0.485 0.986 0.819
CESM2_CCAM [-] 6.72 6.72 6.59 0.133 0.451 1.90 0.958 0.916 0.712 0.839 0.863
CESM2_CMIP6 [-] 5.66 5.66 6.58 -0.922 1.12 2.85 0.809 0.866 0.515 0.827 0.767
CMCC-ESM2_BARPA [-] 6.19 6.19 6.59 -0.398 0.740 3.33 0.916 0.873 0.469 0.945 0.809
CMCC-ESM2_CCAM [-] 5.97 5.97 6.59 -0.622 0.894 3.43 0.871 0.869 0.450 0.969 0.798
CMCC-ESM2_CMIP6 [-] 5.82 5.82 6.58 -0.761 1.18 4.32 0.840 0.817 0.252 0.754 0.682
CNRM-ESM2-1_CCAM [-] 6.45 6.45 6.59 -0.136 0.567 2.40 0.957 0.892 0.600 0.971 0.859
CNRM-ESM2-1_CMIP6 [-] 6.82 6.82 6.60 0.221 0.534 1.97 0.944 0.905 0.668 0.978 0.877
EC-Earth3_BARPA [-] 6.68 6.68 6.59 0.0888 0.575 3.19 0.962 0.888 0.462 0.735 0.776
EC-Earth3_CCAM [-] 6.62 6.62 6.59 0.0290 0.617 2.94 0.960 0.879 0.503 0.989 0.838
EC-Earth3_CMIP6 [-] 7.11 7.11 6.58 0.529 0.697 2.56 0.887 0.903 0.583 0.755 0.795
ERA5_BARPA [-] 6.16 6.16 6.59 -0.432 0.624 2.52 0.910 0.908 0.582 0.939 0.843
ERA5_CCAM [-] 6.11 6.11 6.59 -0.476 0.624 2.71 0.900 0.917 0.538 1.00 0.847
MPI-ESM1-2-HR_BARPA [-] 6.74 6.75 6.59 0.156 0.568 2.52 0.962 0.890 0.576 0.760 0.807
MPI-ESM1-2-HR_CMIP6 [-] 7.31 7.31 6.57 0.745 0.863 2.41 0.842 0.908 0.595 0.486 0.730
NorESM2-MM_BARPA [-] 5.86 5.86 6.59 -0.731 0.932 2.61 0.851 0.880 0.577 0.995 0.832
NorESM2-MM_CCAM [-] 5.84 5.84 6.59 -0.751 0.864 1.92 0.847 0.911 0.699 1.00 0.869
NorESM2-MM_CMIP6 [-] 5.37 5.37 6.58 -1.21 1.36 2.38 0.758 0.870 0.618 0.867 0.789
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 [-] 6.41
ACCESS-CM2_BARPA [-] 6.11 6.12 6.41 -0.293 0.620 1.60 0.917 0.906 0.797 0.738 0.876
ACCESS-CM2_CCAM [-] 6.11 6.12 6.41 -0.291 0.546 1.27 0.928 0.911 0.850 0.962 0.913
ACCESS-CM2_CMIP6 [-] 6.17 6.17 6.40 -0.233 0.607 0.957 0.924 0.890 0.906 0.996 0.913
ACCESS-ESM1-5_BARPA [-] 6.11 6.11 6.41 -0.297 0.634 1.30 0.914 0.904 0.836 0.786 0.891
ACCESS-ESM1-5_CCAM [-] 5.73 5.74 6.41 -0.673 0.825 1.23 0.858 0.908 0.851 0.999 0.891
ACCESS-ESM1-5_CMIP6 [-] 5.98 5.98 6.50 -0.525 0.811 1.33 0.879 0.875 0.843 0.981 0.890
CESM2_BARPA [-] 6.01 6.02 6.41 -0.391 0.794 3.11 0.911 0.865 0.474 0.848 0.806
CESM2_CCAM [-] 6.35 6.35 6.41 -0.0587 0.525 1.53 0.944 0.903 0.799 0.969 0.897
CESM2_CMIP6 [-] 5.34 5.34 6.44 -1.10 1.20 1.86 0.767 0.896 0.706 0.821 0.791
CMCC-ESM2_BARPA [-] 6.13 6.14 6.41 -0.267 0.708 2.59 0.930 0.871 0.586 0.836 0.824
CMCC-ESM2_CCAM [-] 5.77 5.77 6.41 -0.637 0.851 1.77 0.862 0.883 0.749 0.962 0.862
CMCC-ESM2_CMIP6 [-] 5.27 5.27 6.44 -1.17 1.39 1.67 0.755 0.849 0.760 0.639 0.733
CNRM-ESM2-1_CCAM [-] 6.15 6.15 6.41 -0.260 0.646 1.31 0.920 0.890 0.844 0.913 0.893
CNRM-ESM2-1_CMIP6 [-] 6.68 6.68 6.46 0.223 0.718 1.22 0.935 0.859 0.840 0.992 0.858
EC-Earth3_BARPA [-] 6.50 6.51 6.41 0.100 0.498 1.58 0.944 0.907 0.797 0.766 0.872
EC-Earth3_CCAM [-] 6.21 6.22 6.41 -0.193 0.535 1.54 0.943 0.901 0.812 0.991 0.901
EC-Earth3_CMIP6 [-] 6.83 6.83 6.44 0.394 0.550 1.33 0.908 0.914 0.842 0.923 0.889
ERA5_BARPA [-] 6.10 6.11 6.41 -0.297 0.587 1.11 0.923 0.909 0.862 0.780 0.887
ERA5_CCAM [-] 5.82 5.82 6.41 -0.584 0.717 1.08 0.875 0.916 0.862 0.999 0.907
MPI-ESM1-2-HR_BARPA [-] 6.67 6.67 6.41 0.261 0.584 1.45 0.923 0.901 0.816 0.535 0.816
MPI-ESM1-2-HR_CMIP6 [-] 7.25 7.25 6.40 0.850 0.908 1.04 0.813 0.927 0.878 0.571 0.810
NorESM2-MM_BARPA [-] 5.85 5.85 6.41 -0.556 0.856 3.39 0.883 0.872 0.441 0.864 0.796
NorESM2-MM_CCAM [-] 5.64 5.64 6.41 -0.769 0.905 1.29 0.842 0.908 0.836 0.882 0.883
NorESM2-MM_CMIP6 [-] 5.23 5.23 6.44 -1.21 1.31 1.98 0.748 0.886 0.702 0.863 0.780
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 [-] 7.30
ACCESS-CM2_BARPA [-] 6.87 6.87 7.30 -0.428 0.540 1.08 0.930 0.951 0.864 0.993 0.936
ACCESS-CM2_CCAM [-] 6.72 6.71 7.30 -0.595 0.885 1.11 0.905 0.900 0.866 0.950 0.893
ACCESS-CM2_CMIP6 [-] 7.11 7.11 7.30 -0.193 0.481 1.12 0.962 0.929 0.855 0.993 0.911
ACCESS-ESM1-5_BARPA [-] 6.88 6.88 7.30 -0.421 0.561 0.990 0.930 0.943 0.892 0.989 0.938
ACCESS-ESM1-5_CCAM [-] 6.61 6.60 7.30 -0.704 1.01 1.03 0.889 0.888 0.877 0.835 0.866
ACCESS-ESM1-5_CMIP6 [-] 7.07 7.07 7.29 -0.223 0.449 1.14 0.959 0.938 0.866 1.00 0.937
CESM2_BARPA [-] 6.90 6.91 7.30 -0.394 0.538 2.31 0.935 0.943 0.630 0.956 0.865
CESM2_CCAM [-] 7.10 7.09 7.30 -0.211 0.481 2.39 0.962 0.934 0.618 0.953 0.859
CESM2_CMIP6 [-] 6.96 6.96 7.30 -0.338 0.448 1.47 0.942 0.954 0.795 0.960 0.918
CMCC-ESM2_BARPA [-] 6.94 6.94 7.30 -0.362 0.532 1.97 0.939 0.940 0.690 0.921 0.878
CMCC-ESM2_CCAM [-] 6.47 6.46 7.30 -0.841 1.15 1.52 0.869 0.879 0.789 0.856 0.849
CMCC-ESM2_CMIP6 [-] 6.39 6.39 7.30 -0.912 1.34 1.62 0.853 0.843 0.767 0.812 0.818
CNRM-ESM2-1_CCAM [-] 6.49 6.47 7.30 -0.828 1.19 0.949 0.871 0.869 0.892 0.833 0.868
CNRM-ESM2-1_CMIP6 [-] 7.48 7.48 7.30 0.184 0.403 1.15 0.964 0.941 0.865 0.998 0.906
EC-Earth3_BARPA [-] 7.05 7.05 7.30 -0.253 0.450 1.10 0.955 0.943 0.875 0.930 0.927
EC-Earth3_CCAM [-] 6.47 6.46 7.30 -0.841 1.17 1.45 0.870 0.876 0.799 0.751 0.829
EC-Earth3_CMIP6 [-] 7.03 7.03 7.30 -0.274 0.687 1.01 0.949 0.901 0.883 0.974 0.918
ERA5_BARPA [-] 6.91 6.91 7.30 -0.391 0.525 0.923 0.935 0.946 0.894 0.962 0.934
ERA5_CCAM [-] 6.53 6.52 7.30 -0.785 1.06 0.890 0.878 0.889 0.895 0.762 0.855
MPI-ESM1-2-HR_BARPA [-] 7.15 7.15 7.30 -0.150 0.366 1.09 0.970 0.949 0.871 0.919 0.930
MPI-ESM1-2-HR_CMIP6 [-] 7.55 7.55 7.30 0.245 0.405 1.12 0.954 0.951 0.857 0.691 0.861
NorESM2-MM_BARPA [-] 6.69 6.70 7.30 -0.604 0.726 2.01 0.903 0.938 0.692 0.963 0.878
NorESM2-MM_CCAM [-] 6.39 6.38 7.30 -0.922 1.14 0.999 0.857 0.896 0.879 0.708 0.838
NorESM2-MM_CMIP6 [-] 6.85 6.85 7.30 -0.457 0.554 1.07 0.923 0.949 0.859 0.910 0.920
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 [-] 6.22
ACCESS-CM2_BARPA [-] 5.84 5.85 6.22 -0.367 0.541 2.15 0.902 0.905 0.687 0.992 0.875
ACCESS-CM2_CCAM [-] 6.09 6.10 6.22 -0.121 0.441 2.61 0.958 0.899 0.592 1.00 0.866
ACCESS-CM2_CMIP6 [-] 5.71 5.71 6.21 -0.509 0.641 1.76 0.866 0.903 0.721 0.984 0.872
ACCESS-ESM1-5_BARPA [-] 6.02 6.03 6.22 -0.187 0.629 2.02 0.942 0.856 0.714 0.965 0.868
ACCESS-ESM1-5_CCAM [-] 6.21 6.22 6.22 -0.00115 0.543 2.69 0.957 0.873 0.566 1.00 0.852
ACCESS-ESM1-5_CMIP6 [-] 5.61 5.61 6.18 -0.567 0.899 2.13 0.853 0.837 0.684 0.968 0.836
CESM2_BARPA [-] 5.68 5.68 6.22 -0.534 0.817 1.52 0.864 0.851 0.769 0.990 0.867
CESM2_CCAM [-] 6.45 6.46 6.22 0.240 0.572 0.810 0.934 0.876 0.894 0.998 0.920
CESM2_CMIP6 [-] 5.23 5.23 6.20 -0.966 1.26 2.49 0.762 0.801 0.597 0.983 0.787
CMCC-ESM2_BARPA [-] 5.76 5.77 6.22 -0.451 0.774 1.72 0.884 0.847 0.771 0.969 0.865
CMCC-ESM2_CCAM [-] 5.68 5.69 6.22 -0.530 0.796 1.55 0.868 0.858 0.797 0.987 0.875
CMCC-ESM2_CMIP6 [-] 5.72 5.72 6.20 -0.476 0.751 1.91 0.878 0.858 0.724 0.870 0.836
CNRM-ESM2-1_CCAM [-] 6.39 6.40 6.22 0.185 0.508 2.99 0.944 0.888 0.518 0.971 0.837
CNRM-ESM2-1_CMIP6 [-] 6.50 6.50 6.21 0.286 0.498 2.03 0.922 0.898 0.708 0.998 0.883
EC-Earth3_BARPA [-] 6.40 6.41 6.22 0.191 0.651 1.26 0.945 0.852 0.824 0.906 0.879
EC-Earth3_CCAM [-] 6.49 6.50 6.22 0.279 0.734 2.24 0.927 0.838 0.670 0.994 0.855
EC-Earth3_CMIP6 [-] 6.76 6.76 6.20 0.569 0.741 1.89 0.857 0.880 0.726 0.954 0.857
ERA5_BARPA [-] 5.85 5.86 6.22 -0.357 0.550 1.33 0.906 0.899 0.819 0.961 0.896
ERA5_CCAM [-] 6.10 6.11 6.22 -0.106 0.416 1.63 0.953 0.910 0.747 1.00 0.903
MPI-ESM1-2-HR_BARPA [-] 6.26 6.26 6.22 0.0462 0.491 1.49 0.959 0.887 0.788 0.947 0.894
MPI-ESM1-2-HR_CMIP6 [-] 6.96 6.96 6.22 0.737 0.854 2.06 0.815 0.890 0.676 0.815 0.809
NorESM2-MM_BARPA [-] 5.52 5.53 6.22 -0.689 0.863 1.17 0.829 0.871 0.848 1.00 0.885
NorESM2-MM_CCAM [-] 5.65 5.66 6.22 -0.561 0.771 0.919 0.858 0.871 0.895 0.996 0.901
NorESM2-MM_CMIP6 [-] 5.07 5.07 6.20 -1.13 1.31 1.10 0.727 0.834 0.866 1.00 0.854
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 [-] 7.35
ACCESS-CM2_BARPA [-] 6.93 6.93 7.35 -0.413 0.498 1.51 0.915 0.944 0.778 0.959 0.893
ACCESS-CM2_CCAM [-] 7.07 7.07 7.35 -0.279 0.410 0.822 0.945 0.942 0.897 0.894 0.930
ACCESS-CM2_CMIP6 [-] 7.10 7.10 7.35 -0.249 0.376 1.05 0.946 0.942 0.848 0.934 0.906
ACCESS-ESM1-5_BARPA [-] 7.01 7.01 7.35 -0.337 0.471 1.73 0.930 0.932 0.733 0.943 0.878
ACCESS-ESM1-5_CCAM [-] 7.14 7.14 7.35 -0.206 0.362 0.724 0.957 0.945 0.905 0.998 0.940
ACCESS-ESM1-5_CMIP6 [-] 6.94 6.94 7.34 -0.397 0.511 1.58 0.915 0.935 0.749 0.937 0.869
CESM2_BARPA [-] 6.90 6.90 7.35 -0.447 0.602 3.56 0.908 0.917 0.385 0.893 0.780
CESM2_CCAM [-] 7.21 7.21 7.35 -0.134 0.349 2.48 0.971 0.936 0.606 0.904 0.852
CESM2_CMIP6 [-] 6.83 6.83 7.34 -0.513 0.621 2.57 0.893 0.926 0.592 0.781 0.798
CMCC-ESM2_BARPA [-] 6.88 6.88 7.35 -0.468 0.646 4.13 0.904 0.909 0.278 0.903 0.763
CMCC-ESM2_CCAM [-] 6.83 6.83 7.35 -0.514 0.642 2.58 0.896 0.922 0.591 0.952 0.846
CMCC-ESM2_CMIP6 [-] 6.96 6.96 7.34 -0.384 0.597 2.98 0.922 0.908 0.503 1.00 0.839
CNRM-ESM2-1_CCAM [-] 7.12 7.12 7.35 -0.227 0.390 1.00 0.956 0.939 0.873 0.956 0.932
CNRM-ESM2-1_CMIP6 [-] 7.44 7.44 7.36 0.0785 0.230 0.569 0.980 0.957 0.935 0.947 0.951
EC-Earth3_BARPA [-] 7.25 7.25 7.35 -0.0957 0.305 1.77 0.980 0.941 0.749 0.995 0.917
EC-Earth3_CCAM [-] 7.18 7.18 7.35 -0.165 0.419 2.00 0.964 0.928 0.693 0.773 0.866
EC-Earth3_CMIP6 [-] 7.44 7.44 7.34 0.0997 0.297 1.13 0.970 0.946 0.855 0.726 0.890
ERA5_BARPA [-] 6.95 6.95 7.35 -0.393 0.489 1.90 0.919 0.940 0.707 0.884 0.867
ERA5_CCAM [-] 7.10 7.10 7.35 -0.246 0.345 1.08 0.951 0.954 0.853 1.00 0.931
MPI-ESM1-2-HR_BARPA [-] 7.22 7.22 7.35 -0.130 0.292 1.33 0.972 0.947 0.812 0.991 0.929
MPI-ESM1-2-HR_CMIP6 [-] 7.55 7.55 7.34 0.202 0.311 0.779 0.955 0.952 0.896 0.558 0.853
NorESM2-MM_BARPA [-] 6.68 6.68 7.35 -0.668 0.804 4.04 0.867 0.910 0.294 0.926 0.758
NorESM2-MM_CCAM [-] 6.72 6.72 7.35 -0.623 0.709 1.99 0.875 0.931 0.706 0.895 0.853
NorESM2-MM_CMIP6 [-] 6.54 6.54 7.34 -0.804 0.907 2.87 0.837 0.913 0.530 0.614 0.736
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 [-] 5.34
ACCESS-CM2_BARPA [-] 5.25 5.24 5.34 -0.0999 0.540 1.85 0.911 0.871 0.710 0.897 0.840
ACCESS-CM2_CCAM [-] 5.43 5.40 5.34 0.0673 0.531 2.50 0.938 0.863 0.589 0.979 0.820
ACCESS-CM2_CMIP6 [-] 5.16 5.16 5.42 -0.261 0.618 1.58 0.911 0.839 0.770 0.998 0.794
ACCESS-ESM1-5_BARPA [-] 5.40 5.38 5.34 0.0445 0.552 1.90 0.922 0.864 0.703 0.887 0.840
ACCESS-ESM1-5_CCAM [-] 5.38 5.35 5.34 0.0148 0.604 2.86 0.919 0.850 0.523 0.902 0.772
ACCESS-ESM1-5_CMIP6 [-] 5.09 5.09 5.46 -0.368 0.695 1.55 0.884 0.847 0.758 0.980 0.769
CESM2_BARPA [-] 5.03 5.02 5.34 -0.319 0.652 1.55 0.886 0.859 0.762 0.917 0.841
CESM2_CCAM [-] 5.51 5.48 5.34 0.141 0.645 1.61 0.892 0.857 0.762 0.792 0.812
CESM2_CMIP6 [-] 4.36 4.36 5.43 -1.06 1.19 1.43 0.713 0.844 0.803 0.959 0.756
CMCC-ESM2_BARPA [-] 5.14 5.13 5.34 -0.206 0.579 1.90 0.916 0.858 0.709 0.937 0.850
CMCC-ESM2_CCAM [-] 4.85 4.83 5.34 -0.511 0.768 1.71 0.852 0.848 0.739 0.979 0.830
CMCC-ESM2_CMIP6 [-] 4.74 4.74 5.43 -0.682 0.859 1.68 0.812 0.878 0.722 0.995 0.776
CNRM-ESM2-1_CCAM [-] 5.66 5.63 5.34 0.293 0.626 3.06 0.891 0.861 0.476 0.899 0.762
CNRM-ESM2-1_CMIP6 [-] 5.42 5.42 5.20 0.213 0.654 0.927 0.880 0.851 0.877 0.953 0.813
EC-Earth3_BARPA [-] 5.72 5.71 5.34 0.374 0.590 2.00 0.889 0.874 0.684 0.950 0.851
EC-Earth3_CCAM [-] 5.51 5.49 5.34 0.158 0.551 2.30 0.926 0.863 0.627 0.979 0.835
EC-Earth3_CMIP6 [-] 5.68 5.68 5.36 0.322 0.618 2.02 0.866 0.875 0.699 0.809 0.802
ERA5_BARPA [-] 5.22 5.21 5.34 -0.124 0.435 1.71 0.933 0.894 0.738 0.963 0.876
ERA5_CCAM [-] 5.34 5.33 5.34 -0.00869 0.455 2.47 0.936 0.889 0.590 0.997 0.834
MPI-ESM1-2-HR_BARPA [-] 5.59 5.58 5.34 0.242 0.565 1.65 0.910 0.876 0.751 0.880 0.856
MPI-ESM1-2-HR_CMIP6 [-] 6.01 6.01 5.29 0.718 0.939 1.93 0.786 0.843 0.741 0.947 0.801
NorESM2-MM_BARPA [-] 4.91 4.90 5.34 -0.441 0.690 1.58 0.866 0.866 0.746 0.898 0.832
NorESM2-MM_CCAM [-] 4.98 4.95 5.34 -0.389 0.655 1.31 0.867 0.875 0.803 0.903 0.818
NorESM2-MM_CMIP6 [-] 4.25 4.25 5.43 -1.17 1.27 0.892 0.684 0.861 0.875 0.994 0.783
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 [-] 6.50
ACCESS-CM2_BARPA [-] 6.12 6.11 6.50 -0.391 0.536 1.53 0.897 0.907 0.785 0.996 0.882
ACCESS-CM2_CCAM [-] 6.54 6.53 6.50 0.0304 0.386 1.26 0.978 0.902 0.832 0.986 0.912
ACCESS-CM2_CMIP6 [-] 6.42 6.42 6.51 -0.0915 0.424 1.73 0.956 0.894 0.764 0.995 0.894
ACCESS-ESM1-5_BARPA [-] 6.31 6.31 6.50 -0.198 0.472 1.67 0.942 0.892 0.768 0.962 0.881
ACCESS-ESM1-5_CCAM [-] 6.67 6.67 6.50 0.167 0.394 1.65 0.952 0.910 0.771 1.00 0.900
ACCESS-ESM1-5_CMIP6 [-] 6.53 6.53 6.51 0.0216 0.733 2.47 0.943 0.822 0.611 0.989 0.801
CESM2_BARPA [-] 6.02 6.01 6.50 -0.495 0.659 2.54 0.871 0.888 0.598 1.00 0.837
CESM2_CCAM [-] 6.34 6.34 6.50 -0.162 0.520 1.33 0.946 0.878 0.824 0.881 0.889
CESM2_CMIP6 [-] 6.14 6.14 6.49 -0.352 0.553 1.72 0.904 0.892 0.760 0.999 0.860
CMCC-ESM2_BARPA [-] 6.14 6.14 6.50 -0.368 0.561 2.50 0.902 0.892 0.606 0.972 0.839
CMCC-ESM2_CCAM [-] 6.14 6.14 6.50 -0.367 0.568 1.17 0.902 0.892 0.849 0.999 0.892
CMCC-ESM2_CMIP6 [-] 6.24 6.24 6.49 -0.255 0.489 1.55 0.930 0.891 0.773 1.00 0.869
CNRM-ESM2-1_CCAM [-] 6.50 6.49 6.50 -0.0103 0.370 1.66 0.971 0.908 0.769 1.00 0.897
CNRM-ESM2-1_CMIP6 [-] 6.69 6.69 6.56 0.129 0.486 1.02 0.937 0.896 0.876 0.985 0.926
EC-Earth3_BARPA [-] 6.50 6.49 6.50 -0.0146 0.388 1.69 0.972 0.902 0.760 0.998 0.895
EC-Earth3_CCAM [-] 6.58 6.58 6.50 0.0717 0.436 1.34 0.967 0.892 0.830 0.983 0.904
EC-Earth3_CMIP6 [-] 6.82 6.82 6.51 0.309 0.474 1.64 0.915 0.906 0.784 1.00 0.893
ERA5_BARPA [-] 6.06 6.06 6.50 -0.446 0.557 1.56 0.884 0.914 0.774 0.969 0.878
ERA5_CCAM [-] 6.54 6.54 6.50 0.0331 0.302 1.28 0.977 0.924 0.819 0.999 0.915
MPI-ESM1-2-HR_BARPA [-] 6.40 6.40 6.50 -0.109 0.367 1.43 0.964 0.911 0.804 0.957 0.895
MPI-ESM1-2-HR_CMIP6 [-] 7.11 7.11 6.51 0.601 0.717 1.01 0.842 0.897 0.856 0.644 0.780
NorESM2-MM_BARPA [-] 5.84 5.83 6.50 -0.675 0.796 1.57 0.829 0.893 0.785 0.999 0.863
NorESM2-MM_CCAM [-] 6.10 6.10 6.50 -0.406 0.589 1.35 0.893 0.894 0.830 0.998 0.893
NorESM2-MM_CMIP6 [-] 5.90 5.90 6.49 -0.589 0.745 1.23 0.845 0.882 0.842 0.999 0.856
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 [-] 6.24
ACCESS-CM2_BARPA [-] 6.32 6.33 6.24 0.0877 0.729 1.14 0.936 0.893 0.859 0.870 0.890
ACCESS-CM2_CCAM [-] 6.26 6.25 6.24 0.00713 0.927 1.26 0.927 0.863 0.850 0.836 0.868
ACCESS-CM2_CMIP6 [-] 6.75 6.75 6.31 0.439 0.768 1.63 0.917 0.891 0.799 0.807 0.858
ACCESS-ESM1-5_BARPA [-] 6.26 6.29 6.24 0.0407 0.668 1.09 0.930 0.911 0.875 0.853 0.894
ACCESS-ESM1-5_CCAM [-] 5.84 5.84 6.24 -0.407 1.06 1.02 0.901 0.855 0.880 0.757 0.849
ACCESS-ESM1-5_CMIP6 [-] 6.57 6.57 6.29 0.276 0.890 2.03 0.952 0.858 0.686 0.871 0.843
CESM2_BARPA [-] 6.35 6.37 6.24 0.127 0.722 1.35 0.928 0.898 0.825 0.672 0.838
CESM2_CCAM [-] 5.92 5.91 6.24 -0.337 0.940 1.16 0.916 0.867 0.837 0.802 0.857
CESM2_CMIP6 [-] 6.48 6.48 6.41 0.0689 0.533 0.675 0.945 0.930 0.929 0.609 0.862
CMCC-ESM2_BARPA [-] 6.44 6.46 6.24 0.217 0.708 1.12 0.924 0.904 0.854 0.652 0.841
CMCC-ESM2_CCAM [-] 5.62 5.62 6.24 -0.627 1.13 1.19 0.885 0.856 0.863 0.749 0.840
CMCC-ESM2_CMIP6 [-] 5.61 5.61 6.41 -0.800 1.14 0.565 0.862 0.862 0.949 0.998 0.912
CNRM-ESM2-1_CCAM [-] 6.14 6.14 6.24 -0.101 0.999 1.16 0.910 0.863 0.865 0.835 0.868
CNRM-ESM2-1_CMIP6 [-] 7.45 7.45 6.49 0.963 1.28 2.04 0.841 0.866 0.706 0.285 0.696
EC-Earth3_BARPA [-] 6.47 6.49 6.24 0.241 0.751 1.33 0.910 0.907 0.843 0.397 0.780
EC-Earth3_CCAM [-] 5.59 5.59 6.24 -0.659 1.31 0.785 0.876 0.829 0.917 0.545 0.796
EC-Earth3_CMIP6 [-] 6.12 6.12 6.28 -0.163 1.17 1.39 0.925 0.810 0.813 0.815 0.837
ERA5_BARPA [-] 6.29 6.31 6.24 0.0683 0.641 0.540 0.932 0.914 0.947 0.748 0.888
ERA5_CCAM [-] 5.68 5.67 6.24 -0.570 1.03 0.760 0.887 0.873 0.918 0.811 0.872
MPI-ESM1-2-HR_BARPA [-] 6.61 6.62 6.24 0.379 0.659 1.54 0.919 0.920 0.814 0.699 0.847
MPI-ESM1-2-HR_CMIP6 [-] 7.46 7.46 6.27 1.19 1.46 1.70 0.801 0.869 0.777 0.359 0.720
NorESM2-MM_BARPA [-] 6.07 6.09 6.24 -0.156 0.779 1.39 0.919 0.895 0.812 0.632 0.824
NorESM2-MM_CCAM [-] 5.22 5.21 6.24 -1.03 1.33 0.550 0.828 0.864 0.942 0.803 0.860
NorESM2-MM_CMIP6 [-] 6.17 6.17 6.41 -0.241 0.685 0.682 0.906 0.924 0.941 0.962 0.932
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 [-] 5.51
ACCESS-CM2_BARPA [-] 5.50 5.50 5.53 4.54 -0.0248 0.682 1.43 0.926 0.882 0.798 0.976 0.893
ACCESS-CM2_CCAM [-] 5.25 5.25 5.56 4.29 -0.314 0.946 1.64 0.887 0.861 0.754 0.949 0.862
ACCESS-CM2_CMIP6 [-] 5.20 5.21 5.56 4.69 -0.344 0.826 1.58 0.896 0.864 0.766 0.964 0.871
ACCESS-ESM1-5_BARPA [-] 5.72 5.72 5.53 4.54 0.192 0.739 1.56 0.907 0.880 0.771 0.964 0.881
ACCESS-ESM1-5_CCAM [-] 5.18 5.18 5.56 4.29 -0.385 0.933 1.65 0.882 0.864 0.752 0.956 0.864
ACCESS-ESM1-5_CMIP6 [-] 4.72 4.73 5.55 4.38 -0.814 1.14 1.62 0.823 0.851 0.764 0.943 0.846
CESM2_BARPA [-] 5.16 5.16 5.53 4.54 -0.361 0.855 1.78 0.884 0.873 0.737 0.953 0.864
CESM2_CCAM [-] 4.80 4.80 5.56 4.29 -0.760 1.14 1.86 0.830 0.865 0.727 0.929 0.843
CESM2_CMIP6 [-] 4.44 4.47 5.55 3.46 -1.08 1.37 1.60 0.782 0.860 0.774 0.896 0.835
CMCC-ESM2_BARPA [-] 5.29 5.29 5.53 4.54 -0.234 0.789 1.74 0.897 0.879 0.742 0.956 0.871
CMCC-ESM2_CCAM [-] 4.82 4.83 5.56 4.29 -0.735 1.13 1.79 0.839 0.862 0.734 0.931 0.846
CMCC-ESM2_CMIP6 [-] 4.33 4.35 5.55 3.63 -1.20 1.45 1.63 0.777 0.858 0.764 0.884 0.828
CNRM-ESM2-1_CCAM [-] 5.15 5.15 5.56 4.29 -0.416 0.950 1.71 0.887 0.860 0.749 0.956 0.862
CNRM-ESM2-1_CMIP6 [-] 6.11 6.10 5.53 6.62 0.566 0.827 1.37 0.873 0.883 0.809 0.965 0.883
EC-Earth3_BARPA [-] 5.63 5.63 5.53 4.54 0.108 0.713 1.40 0.918 0.880 0.807 0.953 0.887
EC-Earth3_CCAM [-] 4.98 4.99 5.56 4.29 -0.578 1.05 1.74 0.868 0.859 0.746 0.943 0.855
EC-Earth3_CMIP6 [-] 5.68 5.68 5.56 5.47 0.127 0.708 1.52 0.938 0.868 0.784 0.985 0.889
ERA5_BARPA [-] 5.57 5.58 5.53 4.54 0.0494 0.557 1.12 0.932 0.909 0.843 0.975 0.914
ERA5_CCAM [-] 5.07 5.07 5.56 4.29 -0.493 0.867 1.32 0.871 0.894 0.805 0.948 0.883
MPI-ESM1-2-HR_BARPA [-] 5.51 5.52 5.53 4.54 -0.0102 0.741 1.51 0.909 0.879 0.782 0.963 0.883
MPI-ESM1-2-HR_CMIP6 [-] 5.31 5.33 5.54 4.34 -0.206 1.14 1.40 0.844 0.845 0.804 0.879 0.843
NorESM2-MM_BARPA [-] 5.02 5.03 5.53 4.54 -0.498 0.938 1.86 0.872 0.873 0.723 0.934 0.855
NorESM2-MM_CCAM [-] 4.78 4.79 5.56 4.29 -0.779 1.14 1.79 0.831 0.869 0.737 0.938 0.849
NorESM2-MM_CMIP6 [-] 4.53 4.54 5.55 3.96 -1.01 1.27 1.66 0.792 0.870 0.757 0.919 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 [-] 5.70
ACCESS-CM2_BARPA [-] 5.83 5.83 5.70 5.62 0.124 0.895 1.56 0.921 0.853 0.771 0.943 0.868
ACCESS-CM2_CCAM [-] 4.89 4.89 5.70 5.62 -0.816 1.41 1.88 0.837 0.817 0.707 0.987 0.833
ACCESS-CM2_CMIP6 [-] 5.12 5.12 5.71 -0.588 1.19 1.71 0.853 0.821 0.741 0.943 0.836
ACCESS-ESM1-5_BARPA [-] 6.23 6.22 5.70 5.62 0.522 1.01 1.70 0.881 0.849 0.744 0.949 0.855
ACCESS-ESM1-5_CCAM [-] 4.99 4.98 5.70 5.62 -0.723 1.34 1.70 0.850 0.820 0.744 0.974 0.842
ACCESS-ESM1-5_CMIP6 [-] 4.61 4.60 5.68 4.70 -1.08 1.63 1.82 0.778 0.790 0.717 0.873 0.790
CESM2_BARPA [-] 5.37 5.37 5.70 5.62 -0.337 1.12 1.82 0.864 0.843 0.728 0.992 0.854
CESM2_CCAM [-] 4.85 4.85 5.70 5.62 -0.852 1.59 2.42 0.797 0.819 0.620 0.947 0.801
CESM2_CMIP6 [-] 4.38 4.41 5.71 3.67 -1.30 1.73 1.83 0.741 0.829 0.731 0.958 0.817
CMCC-ESM2_BARPA [-] 5.62 5.62 5.70 5.62 -0.0862 1.02 1.71 0.880 0.854 0.751 0.993 0.867
CMCC-ESM2_CCAM [-] 4.42 4.42 5.70 5.62 -1.28 1.68 2.18 0.769 0.822 0.665 0.991 0.814
CMCC-ESM2_CMIP6 [-] 4.00 4.00 5.71 3.98 -1.71 1.96 1.83 0.694 0.832 0.734 0.971 0.813
CNRM-ESM2-1_CCAM [-] 4.87 4.86 5.70 5.62 -0.838 1.50 1.95 0.821 0.803 0.705 0.914 0.809
CNRM-ESM2-1_CMIP6 [-] 6.62 6.62 5.72 6.65 0.899 1.16 1.50 0.817 0.862 0.787 0.991 0.864
EC-Earth3_BARPA [-] 5.79 5.79 5.70 5.62 0.0867 0.913 1.49 0.908 0.854 0.786 0.978 0.876
EC-Earth3_CCAM [-] 4.52 4.51 5.70 5.62 -1.19 1.70 2.20 0.777 0.803 0.659 0.960 0.800
EC-Earth3_CMIP6 [-] 5.70 5.70 5.70 5.60 0.00188 1.00 1.64 0.928 0.820 0.764 0.991 0.864
ERA5_BARPA [-] 5.92 5.92 5.70 5.62 0.221 0.793 1.30 0.919 0.874 0.816 0.963 0.889
ERA5_CCAM [-] 4.71 4.71 5.70 5.62 -0.992 1.37 1.87 0.812 0.842 0.710 0.971 0.835
MPI-ESM1-2-HR_BARPA [-] 5.63 5.62 5.70 5.62 -0.0780 0.978 1.63 0.895 0.848 0.756 0.992 0.868
MPI-ESM1-2-HR_CMIP6 [-] 4.90 4.92 5.71 4.23 -0.783 1.85 1.73 0.767 0.771 0.746 0.880 0.787
NorESM2-MM_BARPA [-] 5.24 5.24 5.70 5.62 -0.463 1.22 2.13 0.852 0.838 0.669 0.991 0.838
NorESM2-MM_CCAM [-] 4.42 4.41 5.70 5.62 -1.29 1.64 2.39 0.764 0.832 0.619 0.993 0.808
NorESM2-MM_CMIP6 [-] 4.67 4.68 5.71 4.45 -1.03 1.49 2.05 0.777 0.842 0.678 0.990 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 [-] 6.59
ACCESS-CM2_BARPA [-] 6.16 6.16 6.59 -0.428 0.592 2.48 0.910 0.916 0.590 0.920 0.851
ACCESS-CM2_CCAM [-] 6.28 6.29 6.59 -0.305 0.527 2.52 0.935 0.911 0.575 1.00 0.867
ACCESS-CM2_CMIP6 [-] 6.05 6.05 6.57 -0.520 0.691 2.29 0.888 0.901 0.613 0.985 0.858
ACCESS-ESM1-5_BARPA [-] 6.21 6.22 6.59 -0.374 0.610 2.44 0.922 0.906 0.596 0.860 0.838
ACCESS-ESM1-5_CCAM [-] 6.11 6.11 6.59 -0.476 0.693 2.59 0.901 0.901 0.564 0.998 0.853
ACCESS-ESM1-5_CMIP6 [-] 5.90 5.90 6.57 -0.671 0.857 2.04 0.855 0.887 0.656 0.997 0.856
CESM2_BARPA [-] 6.06 6.07 6.59 -0.522 0.781 3.09 0.891 0.881 0.485 0.986 0.825
CESM2_CCAM [-] 6.72 6.72 6.59 0.133 0.451 1.90 0.958 0.916 0.712 0.839 0.868
CESM2_CMIP6 [-] 5.66 5.66 6.58 -0.922 1.12 2.85 0.809 0.866 0.515 0.827 0.777
CMCC-ESM2_BARPA [-] 6.19 6.19 6.59 -0.398 0.740 3.33 0.916 0.873 0.469 0.945 0.815
CMCC-ESM2_CCAM [-] 5.97 5.97 6.59 -0.622 0.894 3.43 0.871 0.869 0.450 0.969 0.805
CMCC-ESM2_CMIP6 [-] 5.82 5.82 6.58 -0.761 1.18 4.32 0.840 0.817 0.252 0.754 0.696
CNRM-ESM2-1_CCAM [-] 6.45 6.45 6.59 -0.136 0.567 2.40 0.957 0.892 0.600 0.971 0.863
CNRM-ESM2-1_CMIP6 [-] 6.82 6.82 6.60 0.221 0.534 1.97 0.944 0.905 0.668 0.978 0.880
EC-Earth3_BARPA [-] 6.68 6.68 6.59 0.0888 0.575 3.19 0.962 0.888 0.462 0.735 0.787
EC-Earth3_CCAM [-] 6.62 6.62 6.59 0.0290 0.617 2.94 0.960 0.879 0.503 0.989 0.842
EC-Earth3_CMIP6 [-] 7.11 7.11 6.58 0.529 0.697 2.56 0.887 0.903 0.583 0.755 0.806
ERA5_BARPA [-] 6.16 6.16 6.59 -0.432 0.624 2.52 0.910 0.908 0.582 0.939 0.849
ERA5_CCAM [-] 6.11 6.11 6.59 -0.476 0.624 2.71 0.900 0.917 0.538 1.00 0.854
MPI-ESM1-2-HR_BARPA [-] 6.74 6.75 6.59 0.156 0.568 2.52 0.962 0.890 0.576 0.760 0.816
MPI-ESM1-2-HR_CMIP6 [-] 7.31 7.31 6.57 0.745 0.863 2.41 0.842 0.908 0.595 0.486 0.748
NorESM2-MM_BARPA [-] 5.86 5.86 6.59 -0.731 0.932 2.61 0.851 0.880 0.577 0.995 0.837
NorESM2-MM_CCAM [-] 5.84 5.84 6.59 -0.751 0.864 1.92 0.847 0.911 0.699 1.00 0.874
NorESM2-MM_CMIP6 [-] 5.37 5.37 6.58 -1.21 1.36 2.38 0.758 0.870 0.618 0.867 0.797
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 [-] 6.68
ACCESS-CM2_BARPA [-] 6.19 6.20 6.68 -0.479 0.636 1.61 0.905 0.923 0.799 0.914 0.893
ACCESS-CM2_CCAM [-] 6.34 6.34 6.68 -0.332 0.539 1.39 0.929 0.922 0.843 0.931 0.910
ACCESS-CM2_CMIP6 [-] 6.38 6.38 6.58 -0.202 0.624 1.22 0.927 0.894 0.877 0.924 0.903
ACCESS-ESM1-5_BARPA [-] 6.18 6.19 6.68 -0.491 0.640 1.25 0.902 0.923 0.849 0.957 0.911
ACCESS-ESM1-5_CCAM [-] 5.96 5.97 6.68 -0.705 0.831 1.36 0.861 0.919 0.841 0.999 0.908
ACCESS-ESM1-5_CMIP6 [-] 6.28 6.28 6.75 -0.473 0.757 1.35 0.897 0.893 0.844 0.999 0.905
CESM2_BARPA [-] 6.15 6.16 6.68 -0.522 0.788 3.64 0.896 0.888 0.362 0.948 0.796
CESM2_CCAM [-] 6.48 6.49 6.68 -0.189 0.492 1.74 0.958 0.911 0.766 1.00 0.909
CESM2_CMIP6 [-] 5.76 5.76 6.71 -0.949 1.06 1.85 0.811 0.906 0.699 0.812 0.827
CMCC-ESM2_BARPA [-] 6.29 6.30 6.68 -0.379 0.670 2.63 0.921 0.896 0.572 0.891 0.835
CMCC-ESM2_CCAM [-] 6.12 6.12 6.68 -0.554 0.744 1.66 0.888 0.905 0.760 0.991 0.890
CMCC-ESM2_CMIP6 [-] 5.78 5.78 6.71 -0.932 1.17 1.50 0.815 0.868 0.785 0.583 0.784
CNRM-ESM2-1_CCAM [-] 6.27 6.27 6.68 -0.407 0.652 1.42 0.916 0.901 0.841 0.982 0.908
CNRM-ESM2-1_CMIP6 [-] 6.91 6.91 6.71 0.199 0.628 1.66 0.951 0.885 0.778 0.938 0.888
EC-Earth3_BARPA [-] 6.63 6.63 6.68 -0.0449 0.379 1.35 0.967 0.932 0.842 0.877 0.910
EC-Earth3_CCAM [-] 6.46 6.46 6.68 -0.216 0.485 1.50 0.950 0.917 0.828 0.973 0.917
EC-Earth3_CMIP6 [-] 7.02 7.02 6.71 0.302 0.421 1.26 0.936 0.940 0.855 0.942 0.922
ERA5_BARPA [-] 6.23 6.24 6.68 -0.441 0.618 1.04 0.910 0.920 0.869 0.905 0.905
ERA5_CCAM [-] 6.09 6.09 6.68 -0.584 0.707 1.07 0.883 0.924 0.865 1.00 0.919
MPI-ESM1-2-HR_BARPA [-] 6.74 6.74 6.68 0.0663 0.418 1.30 0.964 0.925 0.850 0.734 0.880
MPI-ESM1-2-HR_CMIP6 [-] 7.39 7.39 6.67 0.726 0.778 0.925 0.852 0.941 0.905 0.309 0.790
NorESM2-MM_BARPA [-] 5.99 6.00 6.68 -0.680 0.897 3.76 0.867 0.888 0.367 0.941 0.790
NorESM2-MM_CCAM [-] 5.75 5.76 6.68 -0.916 0.999 1.11 0.824 0.921 0.869 0.977 0.903
NorESM2-MM_CMIP6 [-] 5.63 5.63 6.71 -1.08 1.20 1.84 0.788 0.896 0.739 0.880 0.840
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 [-] 5.83
ACCESS-CM2_BARPA [-] 5.95 5.94 5.83 0.110 0.587 1.57 0.943 0.870 0.793 0.980 0.891
ACCESS-CM2_CCAM [-] 5.63 5.63 5.83 -0.203 0.562 1.03 0.927 0.887 0.866 0.999 0.913
ACCESS-CM2_CMIP6 [-] 5.61 5.61 5.93 -0.315 0.562 0.259 0.917 0.881 0.983 0.865 0.905
ACCESS-ESM1-5_BARPA [-] 5.96 5.95 5.83 0.123 0.620 1.41 0.941 0.863 0.807 0.993 0.894
ACCESS-ESM1-5_CCAM [-] 5.23 5.23 5.83 -0.605 0.813 0.954 0.852 0.884 0.872 0.832 0.865
ACCESS-ESM1-5_CMIP6 [-] 5.26 5.26 5.92 -0.651 0.940 1.27 0.835 0.831 0.841 0.977 0.863
CESM2_BARPA [-] 5.72 5.72 5.83 -0.108 0.808 1.99 0.943 0.816 0.718 0.950 0.848
CESM2_CCAM [-] 6.06 6.05 5.83 0.223 0.596 1.08 0.914 0.886 0.870 0.845 0.880
CESM2_CMIP6 [-] 4.49 4.49 5.89 -1.39 1.48 1.89 0.678 0.877 0.720 0.690 0.768
CMCC-ESM2_BARPA [-] 5.81 5.81 5.83 -0.0243 0.791 2.50 0.949 0.818 0.616 0.954 0.831
CMCC-ESM2_CCAM [-] 5.02 5.02 5.83 -0.815 1.08 2.00 0.807 0.836 0.724 0.952 0.831
CMCC-ESM2_CMIP6 [-] 4.25 4.25 5.89 -1.64 1.83 2.01 0.634 0.811 0.711 0.472 0.688
CNRM-ESM2-1_CCAM [-] 5.89 5.89 5.83 0.0568 0.632 1.07 0.928 0.867 0.850 0.873 0.877
CNRM-ESM2-1_CMIP6 [-] 6.15 6.15 5.87 0.279 0.929 0.209 0.897 0.797 0.986 0.437 0.783
EC-Earth3_BARPA [-] 6.24 6.24 5.83 0.413 0.755 2.07 0.895 0.853 0.702 0.943 0.849
EC-Earth3_CCAM [-] 5.69 5.69 5.83 -0.143 0.643 1.64 0.930 0.864 0.779 0.923 0.872
EC-Earth3_CMIP6 [-] 6.43 6.43 5.84 0.588 0.825 1.49 0.850 0.857 0.814 0.870 0.850
ERA5_BARPA [-] 5.85 5.85 5.83 0.0157 0.520 1.24 0.950 0.884 0.845 0.870 0.887
ERA5_CCAM [-] 5.25 5.25 5.83 -0.585 0.739 1.09 0.857 0.899 0.856 0.938 0.890
MPI-ESM1-2-HR_BARPA [-] 6.51 6.51 5.83 0.682 0.941 1.77 0.833 0.849 0.744 0.633 0.781
MPI-ESM1-2-HR_CMIP6 [-] 6.97 6.97 5.87 1.11 1.17 1.27 0.735 0.900 0.822 0.954 0.862
NorESM2-MM_BARPA [-] 5.55 5.54 5.83 -0.287 0.767 2.58 0.918 0.838 0.602 0.999 0.839
NorESM2-MM_CCAM [-] 5.39 5.38 5.83 -0.451 0.704 1.68 0.882 0.879 0.764 0.987 0.878
NorESM2-MM_CMIP6 [-] 4.43 4.43 5.89 -1.46 1.55 2.28 0.667 0.867 0.626 0.587 0.723
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 [-] 7.25
ACCESS-CM2_BARPA [-] 6.85 6.85 7.25 -0.394 0.504 1.16 0.933 0.952 0.844 0.995 0.935
ACCESS-CM2_CCAM [-] 6.88 6.87 7.25 -0.373 0.572 1.07 0.934 0.934 0.874 0.942 0.924
ACCESS-CM2_CMIP6 [-] 7.09 7.09 7.22 -0.132 0.408 1.44 0.964 0.939 0.799 0.885 0.905
ACCESS-ESM1-5_BARPA [-] 6.82 6.82 7.25 -0.422 0.534 1.04 0.928 0.949 0.889 0.994 0.942
ACCESS-ESM1-5_CCAM [-] 6.60 6.59 7.25 -0.654 0.886 1.08 0.893 0.906 0.871 0.985 0.912
ACCESS-ESM1-5_CMIP6 [-] 6.98 6.98 7.19 -0.214 0.442 1.12 0.957 0.938 0.879 0.994 0.941
CESM2_BARPA [-] 6.83 6.84 7.25 -0.410 0.595 3.27 0.929 0.932 0.445 0.913 0.830
CESM2_CCAM [-] 7.03 7.02 7.25 -0.222 0.426 2.52 0.960 0.942 0.591 0.992 0.885
CESM2_CMIP6 [-] 6.81 6.81 7.23 -0.417 0.504 1.64 0.927 0.954 0.778 0.978 0.918
CMCC-ESM2_BARPA [-] 6.93 6.94 7.25 -0.310 0.529 2.16 0.943 0.933 0.651 0.871 0.866
CMCC-ESM2_CCAM [-] 6.67 6.67 7.25 -0.581 0.801 1.61 0.904 0.912 0.781 0.998 0.901
CMCC-ESM2_CMIP6 [-] 6.50 6.50 7.23 -0.728 1.02 1.70 0.875 0.879 0.752 0.835 0.844
CNRM-ESM2-1_CCAM [-] 6.71 6.70 7.25 -0.543 0.829 0.933 0.909 0.902 0.896 0.999 0.922
CNRM-ESM2-1_CMIP6 [-] 7.35 7.35 7.19 0.153 0.469 1.21 0.962 0.926 0.850 0.999 0.933
EC-Earth3_BARPA [-] 7.04 7.04 7.25 -0.203 0.419 1.17 0.958 0.944 0.860 0.864 0.914
EC-Earth3_CCAM [-] 6.63 6.62 7.25 -0.629 0.874 1.20 0.898 0.904 0.840 0.941 0.897
EC-Earth3_CMIP6 [-] 7.14 7.14 7.23 -0.0901 0.466 0.882 0.968 0.927 0.895 0.997 0.943
ERA5_BARPA [-] 6.85 6.85 7.25 -0.395 0.534 0.960 0.931 0.944 0.896 0.958 0.934
ERA5_CCAM [-] 6.60 6.60 7.25 -0.647 0.854 0.931 0.895 0.911 0.888 0.967 0.914
MPI-ESM1-2-HR_BARPA [-] 7.14 7.14 7.25 -0.105 0.337 1.06 0.972 0.951 0.875 0.862 0.922
MPI-ESM1-2-HR_CMIP6 [-] 7.55 7.55 7.22 0.330 0.450 0.976 0.941 0.950 0.879 0.265 0.797
NorESM2-MM_BARPA [-] 6.66 6.66 7.25 -0.585 0.738 2.18 0.903 0.928 0.649 0.963 0.874
NorESM2-MM_CCAM [-] 6.22 6.22 7.25 -1.03 1.23 0.942 0.838 0.891 0.885 0.844 0.870
NorESM2-MM_CMIP6 [-] 6.61 6.61 7.23 -0.621 0.704 1.09 0.893 0.943 0.845 0.980 0.921
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 [-] 7.34
ACCESS-CM2_BARPA [-] 6.88 6.89 7.34 -0.451 0.564 1.03 0.928 0.950 0.878 0.995 0.940
ACCESS-CM2_CCAM [-] 6.61 6.59 7.34 -0.743 1.09 1.14 0.885 0.877 0.861 0.778 0.856
ACCESS-CM2_CMIP6 [-] 7.12 7.12 7.36 -0.233 0.528 0.913 0.961 0.923 0.891 0.805 0.901
ACCESS-ESM1-5_BARPA [-] 6.91 6.92 7.34 -0.420 0.579 0.960 0.932 0.940 0.894 0.971 0.935
ACCESS-ESM1-5_CCAM [-] 6.61 6.60 7.34 -0.738 1.10 0.987 0.886 0.876 0.881 0.582 0.820
ACCESS-ESM1-5_CMIP6 [-] 7.13 7.13 7.36 -0.228 0.453 1.15 0.961 0.939 0.857 0.960 0.931
CESM2_BARPA [-] 6.95 6.95 7.34 -0.383 0.500 1.66 0.939 0.951 0.752 0.984 0.915
CESM2_CCAM [-] 7.15 7.13 7.34 -0.204 0.517 2.30 0.964 0.928 0.635 0.757 0.843
CESM2_CMIP6 [-] 7.07 7.07 7.35 -0.285 0.409 1.34 0.952 0.955 0.806 0.975 0.929
CMCC-ESM2_BARPA [-] 6.94 6.94 7.34 -0.396 0.534 1.84 0.936 0.945 0.716 0.984 0.905
CMCC-ESM2_CCAM [-] 6.34 6.32 7.34 -1.02 1.38 1.45 0.846 0.858 0.795 0.665 0.804
CMCC-ESM2_CMIP6 [-] 6.31 6.31 7.35 -1.04 1.57 1.57 0.838 0.819 0.776 0.741 0.798
CNRM-ESM2-1_CCAM [-] 6.34 6.32 7.34 -1.02 1.43 0.959 0.846 0.848 0.889 0.657 0.818
CNRM-ESM2-1_CMIP6 [-] 7.56 7.56 7.36 0.203 0.361 1.11 0.965 0.951 0.873 0.537 0.855
EC-Earth3_BARPA [-] 7.05 7.05 7.34 -0.286 0.470 1.06 0.953 0.942 0.885 0.994 0.943
EC-Earth3_CCAM [-] 6.37 6.35 7.34 -0.983 1.36 1.61 0.851 0.857 0.772 0.545 0.776
EC-Earth3_CMIP6 [-] 6.96 6.96 7.35 -0.390 0.826 1.10 0.936 0.885 0.876 0.842 0.885
ERA5_BARPA [-] 6.95 6.95 7.34 -0.389 0.519 0.898 0.937 0.947 0.894 0.958 0.937
ERA5_CCAM [-] 6.48 6.46 7.34 -0.877 1.20 0.862 0.866 0.874 0.900 0.504 0.804
MPI-ESM1-2-HR_BARPA [-] 7.16 7.16 7.34 -0.180 0.385 1.11 0.969 0.948 0.869 0.986 0.944
MPI-ESM1-2-HR_CMIP6 [-] 7.54 7.54 7.36 0.188 0.375 1.22 0.963 0.951 0.843 1.00 0.942
NorESM2-MM_BARPA [-] 6.72 6.72 7.34 -0.617 0.718 1.90 0.903 0.944 0.721 0.968 0.896
NorESM2-MM_CCAM [-] 6.50 6.48 7.34 -0.853 1.07 1.04 0.870 0.900 0.875 0.561 0.821
NorESM2-MM_CMIP6 [-] 7.01 7.01 7.35 -0.345 0.452 1.06 0.943 0.953 0.868 0.945 0.932
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 [-] 6.22
ACCESS-CM2_BARPA [-] 5.84 5.85 6.22 -0.367 0.541 2.15 0.902 0.905 0.687 0.992 0.878
ACCESS-CM2_CCAM [-] 6.09 6.10 6.22 -0.121 0.441 2.61 0.958 0.899 0.592 1.00 0.870
ACCESS-CM2_CMIP6 [-] 5.71 5.71 6.21 -0.509 0.641 1.76 0.866 0.903 0.721 0.984 0.876
ACCESS-ESM1-5_BARPA [-] 6.02 6.03 6.22 -0.187 0.629 2.02 0.942 0.856 0.714 0.965 0.867
ACCESS-ESM1-5_CCAM [-] 6.21 6.22 6.22 -0.00115 0.543 2.69 0.957 0.873 0.566 1.00 0.854
ACCESS-ESM1-5_CMIP6 [-] 5.61 5.61 6.18 -0.567 0.899 2.13 0.853 0.837 0.684 0.968 0.836
CESM2_BARPA [-] 5.68 5.68 6.22 -0.534 0.817 1.52 0.864 0.851 0.769 0.990 0.865
CESM2_CCAM [-] 6.45 6.46 6.22 0.240 0.572 0.810 0.934 0.876 0.894 0.998 0.916
CESM2_CMIP6 [-] 5.23 5.23 6.20 -0.966 1.26 2.49 0.762 0.801 0.597 0.983 0.789
CMCC-ESM2_BARPA [-] 5.76 5.77 6.22 -0.451 0.774 1.72 0.884 0.847 0.771 0.969 0.864
CMCC-ESM2_CCAM [-] 5.68 5.69 6.22 -0.530 0.796 1.55 0.868 0.858 0.797 0.987 0.874
CMCC-ESM2_CMIP6 [-] 5.72 5.72 6.20 -0.476 0.751 1.91 0.878 0.858 0.724 0.870 0.838
CNRM-ESM2-1_CCAM [-] 6.39 6.40 6.22 0.185 0.508 2.99 0.944 0.888 0.518 0.971 0.842
CNRM-ESM2-1_CMIP6 [-] 6.50 6.50 6.21 0.286 0.498 2.03 0.922 0.898 0.708 0.998 0.885
EC-Earth3_BARPA [-] 6.40 6.41 6.22 0.191 0.651 1.26 0.945 0.852 0.824 0.906 0.876
EC-Earth3_CCAM [-] 6.49 6.50 6.22 0.279 0.734 2.24 0.927 0.838 0.670 0.994 0.854
EC-Earth3_CMIP6 [-] 6.76 6.76 6.20 0.569 0.741 1.89 0.857 0.880 0.726 0.954 0.859
ERA5_BARPA [-] 5.85 5.86 6.22 -0.357 0.550 1.33 0.906 0.899 0.819 0.961 0.896
ERA5_CCAM [-] 6.10 6.11 6.22 -0.106 0.416 1.63 0.953 0.910 0.747 1.00 0.904
MPI-ESM1-2-HR_BARPA [-] 6.26 6.26 6.22 0.0462 0.491 1.49 0.959 0.887 0.788 0.947 0.894
MPI-ESM1-2-HR_CMIP6 [-] 6.96 6.96 6.22 0.737 0.854 2.06 0.815 0.890 0.676 0.815 0.817
NorESM2-MM_BARPA [-] 5.52 5.53 6.22 -0.689 0.863 1.17 0.829 0.871 0.848 1.00 0.884
NorESM2-MM_CCAM [-] 5.65 5.66 6.22 -0.561 0.771 0.919 0.858 0.871 0.895 0.996 0.898
NorESM2-MM_CMIP6 [-] 5.07 5.07 6.20 -1.13 1.31 1.10 0.727 0.834 0.866 1.00 0.852
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 [-] 7.44
ACCESS-CM2_BARPA [-] 7.03 7.03 7.44 -0.410 0.485 1.21 0.921 0.951 0.828 0.888 0.908
ACCESS-CM2_CCAM [-] 7.11 7.11 7.44 -0.336 0.446 0.722 0.936 0.946 0.912 0.996 0.947
ACCESS-CM2_CMIP6 [-] 7.20 7.20 7.44 -0.242 0.364 0.528 0.951 0.948 0.926 0.770 0.908
ACCESS-ESM1-5_BARPA [-] 7.12 7.12 7.44 -0.327 0.437 1.39 0.937 0.945 0.802 0.866 0.899
ACCESS-ESM1-5_CCAM [-] 7.15 7.15 7.44 -0.289 0.407 0.648 0.945 0.947 0.920 0.872 0.926
ACCESS-ESM1-5_CMIP6 [-] 7.05 7.05 7.44 -0.397 0.480 0.790 0.921 0.948 0.901 0.769 0.897
CESM2_BARPA [-] 7.01 7.01 7.44 -0.430 0.575 3.78 0.917 0.926 0.337 0.772 0.776
CESM2_CCAM [-] 7.29 7.29 7.44 -0.151 0.322 2.49 0.970 0.947 0.609 0.870 0.868
CESM2_CMIP6 [-] 6.98 6.98 7.44 -0.465 0.559 2.44 0.909 0.939 0.619 0.620 0.805
CMCC-ESM2_BARPA [-] 7.02 7.02 7.44 -0.423 0.597 4.17 0.919 0.919 0.276 0.892 0.785
CMCC-ESM2_CCAM [-] 6.95 6.95 7.44 -0.495 0.631 2.74 0.907 0.926 0.558 0.963 0.856
CMCC-ESM2_CMIP6 [-] 7.04 7.04 7.44 -0.405 0.621 3.11 0.923 0.911 0.468 0.983 0.839
CNRM-ESM2-1_CCAM [-] 7.17 7.17 7.44 -0.270 0.433 1.06 0.951 0.939 0.873 0.993 0.939
CNRM-ESM2-1_CMIP6 [-] 7.51 7.51 7.45 0.0612 0.207 0.446 0.987 0.961 0.953 0.968 0.966
EC-Earth3_BARPA [-] 7.33 7.33 7.44 -0.115 0.278 1.68 0.978 0.952 0.776 0.999 0.931
EC-Earth3_CCAM [-] 7.19 7.19 7.44 -0.253 0.436 2.12 0.953 0.936 0.672 0.979 0.895
EC-Earth3_CMIP6 [-] 7.49 7.49 7.44 0.0451 0.271 1.14 0.980 0.952 0.859 0.785 0.906
ERA5_BARPA [-] 7.09 7.09 7.44 -0.350 0.441 1.83 0.933 0.948 0.730 0.830 0.878
ERA5_CCAM [-] 7.13 7.13 7.44 -0.310 0.397 1.22 0.941 0.954 0.836 0.861 0.909
MPI-ESM1-2-HR_BARPA [-] 7.33 7.34 7.44 -0.108 0.264 1.06 0.978 0.954 0.860 0.997 0.949
MPI-ESM1-2-HR_CMIP6 [-] 7.58 7.58 7.44 0.141 0.252 0.534 0.971 0.960 0.931 0.553 0.875
NorESM2-MM_BARPA [-] 6.79 6.79 7.44 -0.655 0.792 4.50 0.877 0.915 0.204 0.771 0.736
NorESM2-MM_CCAM [-] 6.85 6.85 7.44 -0.589 0.667 1.88 0.889 0.941 0.725 0.786 0.856
NorESM2-MM_CMIP6 [-] 6.73 6.73 7.44 -0.714 0.818 2.96 0.863 0.922 0.518 0.412 0.727
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 [-] 7.19
ACCESS-CM2_BARPA [-] 6.77 6.77 7.19 -0.419 0.520 2.01 0.905 0.932 0.696 0.954 0.884
ACCESS-CM2_CCAM [-] 7.00 7.00 7.19 -0.186 0.351 0.987 0.958 0.936 0.874 0.918 0.924
ACCESS-CM2_CMIP6 [-] 6.93 6.93 7.19 -0.259 0.396 1.89 0.939 0.934 0.721 0.973 0.900
ACCESS-ESM1-5_BARPA [-] 6.84 6.84 7.19 -0.352 0.529 2.28 0.919 0.911 0.619 0.942 0.861
ACCESS-ESM1-5_CCAM [-] 7.12 7.12 7.19 -0.0702 0.286 0.850 0.976 0.942 0.881 0.992 0.946
ACCESS-ESM1-5_CMIP6 [-] 6.78 6.78 7.18 -0.398 0.560 2.81 0.907 0.914 0.515 0.946 0.839
CESM2_BARPA [-] 6.71 6.71 7.19 -0.477 0.646 3.20 0.893 0.902 0.464 0.912 0.814
CESM2_CCAM [-] 7.08 7.08 7.19 -0.105 0.394 2.46 0.972 0.918 0.603 0.835 0.849
CESM2_CMIP6 [-] 6.59 6.59 7.18 -0.589 0.720 2.77 0.867 0.905 0.550 0.842 0.814
CMCC-ESM2_BARPA [-] 6.65 6.65 7.19 -0.542 0.727 4.07 0.880 0.893 0.281 0.952 0.780
CMCC-ESM2_CCAM [-] 6.64 6.65 7.19 -0.543 0.660 2.34 0.879 0.917 0.644 0.921 0.856
CMCC-ESM2_CMIP6 [-] 6.83 6.83 7.18 -0.351 0.558 2.78 0.920 0.903 0.558 0.996 0.856
CNRM-ESM2-1_CCAM [-] 7.03 7.03 7.19 -0.158 0.319 0.915 0.964 0.941 0.874 0.916 0.927
CNRM-ESM2-1_CMIP6 [-] 7.31 7.31 7.20 0.109 0.271 0.785 0.967 0.949 0.902 0.907 0.935
EC-Earth3_BARPA [-] 7.12 7.12 7.19 -0.0643 0.349 1.91 0.983 0.923 0.705 0.999 0.906
EC-Earth3_CCAM [-] 7.17 7.17 7.19 -0.0193 0.390 1.81 0.982 0.915 0.726 0.809 0.870
EC-Earth3_CMIP6 [-] 7.37 7.37 7.18 0.189 0.340 1.11 0.954 0.936 0.847 0.809 0.896
ERA5_BARPA [-] 6.72 6.72 7.19 -0.465 0.568 2.02 0.896 0.927 0.669 0.944 0.872
ERA5_CCAM [-] 7.05 7.05 7.19 -0.141 0.258 0.851 0.967 0.954 0.881 1.00 0.951
MPI-ESM1-2-HR_BARPA [-] 7.02 7.02 7.19 -0.165 0.338 1.77 0.961 0.934 0.734 0.994 0.911
MPI-ESM1-2-HR_CMIP6 [-] 7.48 7.48 7.18 0.300 0.407 1.18 0.929 0.938 0.840 0.655 0.860
NorESM2-MM_BARPA [-] 6.50 6.50 7.19 -0.690 0.822 3.27 0.850 0.901 0.443 0.983 0.816
NorESM2-MM_CCAM [-] 6.51 6.51 7.19 -0.679 0.780 2.17 0.852 0.915 0.674 0.970 0.865
NorESM2-MM_CMIP6 [-] 6.23 6.23 7.18 -0.947 1.05 2.74 0.797 0.899 0.551 0.803 0.790
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 [-] 5.07
ACCESS-CM2_BARPA [-] 5.14 5.15 5.07 0.0761 0.547 1.85 0.920 0.865 0.703 0.800 0.831
ACCESS-CM2_CCAM [-] 5.35 5.33 5.07 0.256 0.590 1.92 0.905 0.866 0.687 0.941 0.853
ACCESS-CM2_CMIP6 [-] 4.95 4.95 5.06 -0.111 0.729 1.04 0.939 0.779 0.871 0.151 0.704
ACCESS-ESM1-5_BARPA [-] 5.26 5.26 5.07 0.189 0.551 1.96 0.916 0.868 0.683 0.821 0.831
ACCESS-ESM1-5_CCAM [-] 5.37 5.35 5.07 0.274 0.605 3.14 0.899 0.863 0.475 0.903 0.801
ACCESS-ESM1-5_CMIP6 [-] 5.31 5.31 5.23 0.0787 0.436 1.03 0.976 0.874 0.930 1.00 0.931
CESM2_BARPA [-] 4.98 4.99 5.07 -0.0800 0.592 1.55 0.906 0.858 0.744 0.769 0.827
CESM2_CCAM [-] 5.31 5.29 5.07 0.214 0.555 1.62 0.899 0.880 0.768 0.852 0.856
CESM2_CMIP6 [-] 4.21 4.21 5.04 -0.829 0.955 1.97 0.763 0.858 0.764 0.0630 0.661
CMCC-ESM2_BARPA [-] 4.91 4.92 5.07 -0.153 0.590 2.26 0.923 0.850 0.648 0.888 0.832
CMCC-ESM2_CCAM [-] 4.52 4.51 5.07 -0.564 0.780 0.884 0.836 0.871 0.905 0.884 0.873
CMCC-ESM2_CMIP6 [-] 4.42 4.42 5.04 -0.624 0.847 0.00 0.823 0.874 1.00 0.787 0.871
CNRM-ESM2-1_CCAM [-] 5.46 5.44 5.07 0.370 0.648 3.25 0.875 0.867 0.461 0.908 0.796
CNRM-ESM2-1_CMIP6 [-] 5.23 5.23 5.24 -0.00863 0.701 0.511 0.874 0.824 0.966 0.877 0.873
EC-Earth3_BARPA [-] 5.50 5.51 5.07 0.436 0.625 2.20 0.871 0.875 0.667 0.934 0.845
EC-Earth3_CCAM [-] 5.25 5.23 5.07 0.159 0.476 1.55 0.916 0.897 0.793 0.947 0.890
EC-Earth3_CMIP6 [-] 5.34 5.34 5.04 0.304 0.667 1.02 0.849 0.878 0.914 0.722 0.848
ERA5_BARPA [-] 4.97 4.98 5.07 -0.0945 0.456 1.82 0.933 0.889 0.709 0.866 0.857
ERA5_CCAM [-] 5.25 5.24 5.07 0.168 0.462 2.09 0.918 0.899 0.666 0.948 0.866
MPI-ESM1-2-HR_BARPA [-] 5.42 5.42 5.07 0.354 0.636 2.04 0.892 0.859 0.684 0.885 0.836
MPI-ESM1-2-HR_CMIP6 [-] 5.62 5.62 5.15 0.464 1.01 1.34 0.835 0.786 0.875 0.557 0.768
NorESM2-MM_BARPA [-] 4.64 4.66 5.07 -0.408 0.678 1.31 0.868 0.873 0.790 0.755 0.832
NorESM2-MM_CCAM [-] 4.89 4.87 5.07 -0.202 0.531 0.979 0.896 0.895 0.855 0.831 0.874
NorESM2-MM_CMIP6 [-] 3.90 3.90 5.04 -1.14 1.22 0.00 0.689 0.871 1.00 0.286 0.743
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 [-] 4.51
ACCESS-CM2_BARPA [-] 4.14 4.13 4.51 -0.379 0.687 0.845 0.878 0.835 0.897 0.792 0.847
ACCESS-CM2_CCAM [-] 4.49 4.46 4.51 -0.0493 0.549 1.16 0.931 0.853 0.839 0.654 0.826
ACCESS-CM2_CMIP6 [-] 4.20 4.20 4.42 -0.222 0.951 2.05 0.925 0.724 0.745 1.00 0.824
ACCESS-ESM1-5_BARPA [-] 4.24 4.23 4.51 -0.286 0.581 0.951 0.902 0.857 0.871 0.752 0.848
ACCESS-ESM1-5_CCAM [-] 4.21 4.18 4.51 -0.335 0.723 1.38 0.864 0.835 0.785 0.478 0.759
ACCESS-ESM1-5_CMIP6 [-] 4.49 4.49 4.65 -0.168 0.565 0.522 0.943 0.829 0.965 0.00197 0.713
CESM2_BARPA [-] 3.97 3.96 4.51 -0.558 0.795 0.299 0.830 0.836 0.968 0.763 0.847
CESM2_CCAM [-] 4.16 4.13 4.51 -0.384 0.710 1.15 0.862 0.842 0.894 0.542 0.796
CESM2_CMIP6 [-] 3.71 3.71 4.59 -0.886 0.972 1.32 0.737 0.873 0.841 0.193 0.703
CMCC-ESM2_BARPA [-] 4.10 4.10 4.51 -0.413 0.635 0.334 0.872 0.859 0.966 0.864 0.884
CMCC-ESM2_CCAM [-] 3.99 3.99 4.51 -0.529 0.755 0.363 0.842 0.847 0.956 0.725 0.843
CMCC-ESM2_CMIP6 [-] 4.32 4.32 4.59 -0.272 0.611 0.00 0.865 0.864 1.00 0.0767 0.734
CNRM-ESM2-1_CCAM [-] 4.53 4.50 4.51 -0.0180 0.526 0.616 0.911 0.872 0.918 0.519 0.818
CNRM-ESM2-1_CMIP6 [-] 4.80 4.80 4.59 0.205 0.616 0.00 0.898 0.847 1.00 0.0482 0.728
EC-Earth3_BARPA [-] 4.68 4.67 4.51 0.153 0.440 1.44 0.943 0.882 0.823 0.862 0.878
EC-Earth3_CCAM [-] 4.60 4.59 4.51 0.0709 0.378 0.852 0.935 0.906 0.917 0.701 0.873
EC-Earth3_CMIP6 [-] 4.39 4.39 4.56 -0.173 0.498 1.02 0.908 0.876 0.919 0.634 0.842
ERA5_BARPA [-] 4.28 4.28 4.51 -0.234 0.411 0.831 0.922 0.905 0.915 0.893 0.908
ERA5_CCAM [-] 4.64 4.63 4.51 0.112 0.424 0.957 0.937 0.890 0.911 0.690 0.864
MPI-ESM1-2-HR_BARPA [-] 4.42 4.41 4.51 -0.101 0.537 0.270 0.945 0.853 0.968 0.783 0.880
MPI-ESM1-2-HR_CMIP6 [-] 5.10 5.10 4.48 0.619 0.847 1.02 0.813 0.849 0.908 0.583 0.801
NorESM2-MM_BARPA [-] 3.85 3.85 4.51 -0.665 0.823 0.299 0.805 0.859 0.968 0.791 0.856
NorESM2-MM_CCAM [-] 3.95 3.92 4.51 -0.593 0.779 0.365 0.817 0.868 0.961 0.527 0.808
NorESM2-MM_CMIP6 [-] 3.50 3.50 4.59 -1.09 1.18 0.00 0.687 0.859 1.00 0.197 0.720
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 [-] 5.72
ACCESS-CM2_BARPA [-] 5.91 5.87 5.72 0.153 0.476 2.86 0.933 0.888 0.520 0.758 0.797
ACCESS-CM2_CCAM [-] 5.80 5.78 5.72 0.0576 0.516 2.87 0.936 0.875 0.532 0.871 0.818
ACCESS-CM2_CMIP6 [-] 5.64 5.64 5.85 -0.217 0.399 1.36 0.932 0.914 0.809 0.548 0.824
ACCESS-ESM1-5_BARPA [-] 6.05 6.03 5.72 0.304 0.630 3.17 0.912 0.854 0.485 0.880 0.797
ACCESS-ESM1-5_CCAM [-] 5.76 5.74 5.72 0.0173 0.605 3.25 0.937 0.849 0.449 0.919 0.800
ACCESS-ESM1-5_CMIP6 [-] 5.50 5.50 5.89 -0.385 0.780 3.37 0.887 0.816 0.418 0.231 0.634
CESM2_BARPA [-] 5.63 5.60 5.72 -0.121 0.591 2.55 0.944 0.852 0.575 0.809 0.806
CESM2_CCAM [-] 6.22 6.20 5.72 0.475 0.696 2.50 0.867 0.871 0.578 0.791 0.796
CESM2_CMIP6 [-] 4.40 4.40 5.81 -1.41 1.54 2.17 0.651 0.824 0.674 0.996 0.794
CMCC-ESM2_BARPA [-] 5.73 5.70 5.72 -0.0181 0.564 3.13 0.951 0.854 0.479 0.832 0.794
CMCC-ESM2_CCAM [-] 5.18 5.16 5.72 -0.562 0.908 3.02 0.846 0.819 0.476 0.876 0.767
CMCC-ESM2_CMIP6 [-] 4.58 4.58 5.81 -1.23 1.35 3.23 0.698 0.863 0.407 0.629 0.692
CNRM-ESM2-1_CCAM [-] 6.14 6.12 5.72 0.400 0.722 3.42 0.884 0.846 0.421 0.856 0.771
CNRM-ESM2-1_CMIP6 [-] 5.87 5.87 5.67 0.201 0.627 1.72 0.897 0.855 0.745 0.378 0.746
EC-Earth3_BARPA [-] 6.28 6.27 5.72 0.547 0.729 3.24 0.848 0.868 0.430 0.990 0.801
EC-Earth3_CCAM [-] 5.85 5.84 5.72 0.118 0.674 3.50 0.935 0.830 0.384 0.981 0.792
EC-Earth3_CMIP6 [-] 6.31 6.31 5.77 0.539 0.706 2.64 0.846 0.869 0.560 0.588 0.746
ERA5_BARPA [-] 5.79 5.77 5.72 0.0456 0.419 2.43 0.957 0.892 0.582 0.937 0.852
ERA5_CCAM [-] 5.56 5.54 5.72 -0.178 0.545 3.30 0.921 0.877 0.415 0.970 0.812
MPI-ESM1-2-HR_BARPA [-] 6.28 6.26 5.72 0.541 0.686 2.59 0.852 0.890 0.581 0.810 0.805
MPI-ESM1-2-HR_CMIP6 [-] 6.56 6.56 5.74 0.816 0.956 2.53 0.773 0.860 0.615 0.981 0.818
NorESM2-MM_BARPA [-] 5.58 5.54 5.72 -0.181 0.567 2.99 0.940 0.860 0.482 0.783 0.785
NorESM2-MM_CCAM [-] 5.55 5.52 5.72 -0.198 0.584 2.12 0.914 0.870 0.658 0.676 0.798
NorESM2-MM_CMIP6 [-] 4.46 4.46 5.81 -1.34 1.44 1.67 0.662 0.856 0.754 0.932 0.812
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 [-] 5.58
ACCESS-CM2_BARPA [-] 5.28 5.27 5.58 -0.310 0.514 1.33 0.903 0.879 0.814 0.993 0.894
ACCESS-CM2_CCAM [-] 5.64 5.64 5.58 0.0540 0.503 3.30 0.963 0.855 0.434 0.841 0.790
ACCESS-CM2_CMIP6 [-] 5.10 5.10 5.52 -0.413 0.668 1.99 0.867 0.835 0.674 0.604 0.763
ACCESS-ESM1-5_BARPA [-] 5.46 5.46 5.58 -0.121 0.437 1.01 0.949 0.880 0.862 0.907 0.895
ACCESS-ESM1-5_CCAM [-] 5.69 5.69 5.58 0.107 0.520 3.24 0.947 0.854 0.460 0.648 0.753
ACCESS-ESM1-5_CMIP6 [-] 4.93 4.93 5.67 -0.740 0.809 0.00 0.780 0.897 1.00 0.282 0.771
CESM2_BARPA [-] 5.06 5.06 5.58 -0.525 0.660 1.18 0.842 0.884 0.855 0.947 0.882
CESM2_CCAM [-] 5.65 5.64 5.58 0.0564 0.590 0.855 0.940 0.840 0.890 0.575 0.817
CESM2_CMIP6 [-] 4.74 4.74 5.58 -0.836 0.975 0.396 0.755 0.846 0.952 0.925 0.865
CMCC-ESM2_BARPA [-] 5.26 5.27 5.58 -0.318 0.553 1.29 0.900 0.866 0.842 0.969 0.889
CMCC-ESM2_CCAM [-] 5.18 5.18 5.58 -0.408 0.601 1.50 0.876 0.873 0.815 0.717 0.830
CMCC-ESM2_CMIP6 [-] 5.31 5.31 5.58 -0.268 0.411 1.39 0.915 0.907 0.844 0.461 0.807
CNRM-ESM2-1_CCAM [-] 5.92 5.92 5.58 0.335 0.566 4.20 0.896 0.868 0.250 0.655 0.707
CNRM-ESM2-1_CMIP6 [-] 6.18 6.18 5.48 0.695 0.756 1.97 0.789 0.903 0.764 1.00 0.872
EC-Earth3_BARPA [-] 5.87 5.87 5.58 0.283 0.504 0.775 0.912 0.876 0.902 0.923 0.898
EC-Earth3_CCAM [-] 5.85 5.85 5.58 0.264 0.562 2.26 0.915 0.855 0.628 0.730 0.796
EC-Earth3_CMIP6 [-] 6.00 6.00 5.58 0.421 0.582 2.50 0.868 0.878 0.601 0.802 0.805
ERA5_BARPA [-] 5.32 5.31 5.58 -0.269 0.458 1.37 0.914 0.892 0.820 0.955 0.895
ERA5_CCAM [-] 5.60 5.60 5.58 0.0141 0.366 2.71 0.962 0.895 0.538 0.781 0.814
MPI-ESM1-2-HR_BARPA [-] 5.64 5.64 5.58 0.0555 0.401 1.25 0.967 0.883 0.843 0.994 0.914
MPI-ESM1-2-HR_CMIP6 [-] 6.43 6.43 5.59 0.836 0.963 2.38 0.749 0.850 0.662 0.961 0.815
NorESM2-MM_BARPA [-] 4.97 4.97 5.58 -0.617 0.752 0.899 0.818 0.875 0.886 0.868 0.864
NorESM2-MM_CCAM [-] 5.01 5.00 5.58 -0.581 0.726 1.15 0.828 0.876 0.841 0.551 0.794
NorESM2-MM_CMIP6 [-] 4.55 4.55 5.58 -1.03 1.12 0.788 0.708 0.864 0.905 0.901 0.849
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 [-] 6.55
ACCESS-CM2_BARPA [-] 6.08 6.08 6.55 -0.472 0.575 2.69 0.868 0.909 0.572 0.973 0.846
ACCESS-CM2_CCAM [-] 6.59 6.60 6.55 0.0471 0.331 1.97 0.974 0.910 0.714 0.923 0.886
ACCESS-CM2_CMIP6 [-] 6.34 6.34 6.55 -0.206 0.429 2.04 0.938 0.893 0.686 0.962 0.875
ACCESS-ESM1-5_BARPA [-] 6.25 6.25 6.55 -0.305 0.587 2.30 0.913 0.862 0.644 0.963 0.849
ACCESS-ESM1-5_CCAM [-] 6.61 6.62 6.55 0.0662 0.335 2.23 0.973 0.909 0.638 0.971 0.880
ACCESS-ESM1-5_CMIP6 [-] 6.13 6.13 6.56 -0.432 0.726 3.36 0.875 0.836 0.423 0.993 0.793
CESM2_BARPA [-] 5.97 5.96 6.55 -0.589 0.798 2.75 0.838 0.852 0.555 0.998 0.819
CESM2_CCAM [-] 6.63 6.64 6.55 0.0871 0.492 1.67 0.972 0.866 0.748 1.00 0.890
CESM2_CMIP6 [-] 5.83 5.83 6.59 -0.757 0.956 2.89 0.792 0.837 0.521 0.983 0.794
CMCC-ESM2_BARPA [-] 6.00 6.00 6.55 -0.557 0.862 2.51 0.846 0.821 0.603 0.988 0.816
CMCC-ESM2_CCAM [-] 6.09 6.10 6.55 -0.449 0.674 1.61 0.875 0.862 0.780 0.869 0.850
CMCC-ESM2_CMIP6 [-] 6.39 6.39 6.59 -0.195 0.500 2.75 0.943 0.870 0.519 0.820 0.804
CNRM-ESM2-1_CCAM [-] 6.67 6.68 6.55 0.129 0.376 2.33 0.958 0.903 0.625 0.923 0.862
CNRM-ESM2-1_CMIP6 [-] 6.94 6.94 6.70 0.242 0.392 0.607 0.928 0.918 0.937 0.979 0.936
EC-Earth3_BARPA [-] 6.63 6.62 6.55 0.0691 0.474 2.65 0.972 0.871 0.573 0.991 0.856
EC-Earth3_CCAM [-] 6.76 6.77 6.55 0.220 0.519 1.77 0.936 0.870 0.742 0.926 0.869
EC-Earth3_CMIP6 [-] 6.94 6.94 6.55 0.393 0.514 1.73 0.886 0.906 0.764 0.923 0.877
ERA5_BARPA [-] 6.10 6.10 6.55 -0.455 0.640 2.18 0.873 0.874 0.660 0.960 0.848
ERA5_CCAM [-] 6.57 6.58 6.55 0.0254 0.283 2.29 0.974 0.924 0.626 0.949 0.880
MPI-ESM1-2-HR_BARPA [-] 6.47 6.47 6.55 -0.0796 0.431 2.51 0.970 0.883 0.609 0.939 0.857
MPI-ESM1-2-HR_CMIP6 [-] 7.24 7.24 6.55 0.687 0.780 2.47 0.807 0.893 0.599 0.449 0.728
NorESM2-MM_BARPA [-] 5.75 5.75 6.55 -0.800 0.989 2.16 0.786 0.842 0.652 0.981 0.820
NorESM2-MM_CCAM [-] 5.89 5.90 6.55 -0.648 0.792 1.43 0.824 0.874 0.806 0.955 0.867
NorESM2-MM_CMIP6 [-] 5.55 5.55 6.59 -1.03 1.17 2.87 0.728 0.844 0.523 0.981 0.784
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 [-] 6.49
ACCESS-CM2_BARPA [-] 6.13 6.12 6.49 -0.368 0.525 1.21 0.905 0.906 0.843 0.997 0.911
ACCESS-CM2_CCAM [-] 6.52 6.52 6.49 0.0259 0.400 1.07 0.979 0.900 0.864 0.989 0.926
ACCESS-CM2_CMIP6 [-] 6.45 6.45 6.51 -0.0570 0.422 1.64 0.961 0.895 0.787 0.995 0.907
ACCESS-ESM1-5_BARPA [-] 6.32 6.32 6.49 -0.169 0.441 1.51 0.949 0.900 0.802 0.960 0.902
ACCESS-ESM1-5_CCAM [-] 6.69 6.68 6.49 0.194 0.410 1.49 0.946 0.910 0.807 1.00 0.915
ACCESS-ESM1-5_CMIP6 [-] 6.62 6.62 6.50 0.124 0.734 2.26 0.958 0.819 0.654 0.671 0.784
CESM2_BARPA [-] 6.03 6.02 6.49 -0.470 0.621 2.48 0.880 0.898 0.609 1.00 0.857
CESM2_CCAM [-] 6.27 6.26 6.49 -0.229 0.528 1.23 0.939 0.881 0.845 0.897 0.888
CESM2_CMIP6 [-] 6.22 6.22 6.47 -0.245 0.446 1.41 0.934 0.906 0.823 0.935 0.901
CMCC-ESM2_BARPA [-] 6.18 6.17 6.49 -0.316 0.479 2.50 0.918 0.911 0.606 0.956 0.861
CMCC-ESM2_CCAM [-] 6.15 6.15 6.49 -0.345 0.539 1.05 0.910 0.900 0.868 1.00 0.915
CMCC-ESM2_CMIP6 [-] 6.20 6.20 6.47 -0.271 0.486 1.23 0.926 0.897 0.841 1.00 0.912
CNRM-ESM2-1_CCAM [-] 6.45 6.44 6.49 -0.0481 0.368 1.48 0.974 0.910 0.808 1.00 0.920
CNRM-ESM2-1_CMIP6 [-] 6.63 6.63 6.53 0.101 0.509 1.13 0.939 0.890 0.861 0.990 0.914
EC-Earth3_BARPA [-] 6.46 6.45 6.49 -0.0373 0.365 1.43 0.972 0.911 0.811 0.996 0.920
EC-Earth3_CCAM [-] 6.53 6.52 6.49 0.0316 0.413 1.22 0.976 0.898 0.854 0.984 0.922
EC-Earth3_CMIP6 [-] 6.78 6.78 6.50 0.285 0.463 1.62 0.923 0.905 0.790 1.00 0.905
ERA5_BARPA [-] 6.05 6.05 6.49 -0.443 0.535 1.39 0.887 0.925 0.805 0.970 0.902
ERA5_CCAM [-] 6.53 6.53 6.49 0.0352 0.308 1.00 0.978 0.924 0.871 0.997 0.939
MPI-ESM1-2-HR_BARPA [-] 6.38 6.37 6.49 -0.117 0.350 1.14 0.962 0.919 0.857 0.955 0.922
MPI-ESM1-2-HR_CMIP6 [-] 7.08 7.08 6.50 0.579 0.702 0.643 0.851 0.898 0.921 0.593 0.832
NorESM2-MM_BARPA [-] 5.86 5.85 6.49 -0.641 0.743 1.41 0.841 0.907 0.821 0.996 0.894
NorESM2-MM_CCAM [-] 6.15 6.15 6.49 -0.340 0.534 1.33 0.912 0.900 0.836 0.994 0.908
NorESM2-MM_CMIP6 [-] 6.00 6.00 6.47 -0.471 0.631 0.792 0.876 0.892 0.926 0.904 0.898
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 [-] 6.24
ACCESS-CM2_BARPA [-] 6.32 6.33 6.24 0.0877 0.729 1.14 0.936 0.893 0.859 0.870 0.891
ACCESS-CM2_CCAM [-] 6.26 6.25 6.24 0.00713 0.927 1.26 0.927 0.863 0.850 0.836 0.868
ACCESS-CM2_CMIP6 [-] 6.75 6.75 6.31 0.439 0.768 1.63 0.917 0.891 0.799 0.807 0.861
ACCESS-ESM1-5_BARPA [-] 6.26 6.29 6.24 0.0407 0.668 1.09 0.930 0.911 0.875 0.853 0.896
ACCESS-ESM1-5_CCAM [-] 5.84 5.84 6.24 -0.407 1.06 1.02 0.901 0.855 0.880 0.757 0.850
ACCESS-ESM1-5_CMIP6 [-] 6.57 6.57 6.29 0.276 0.890 2.03 0.952 0.858 0.686 0.871 0.845
CESM2_BARPA [-] 6.35 6.37 6.24 0.127 0.722 1.35 0.928 0.898 0.825 0.672 0.844
CESM2_CCAM [-] 5.92 5.91 6.24 -0.337 0.940 1.16 0.916 0.867 0.837 0.802 0.858
CESM2_CMIP6 [-] 6.48 6.48 6.41 0.0689 0.533 0.675 0.945 0.930 0.929 0.609 0.869
CMCC-ESM2_BARPA [-] 6.44 6.46 6.24 0.217 0.708 1.12 0.924 0.904 0.854 0.652 0.847
CMCC-ESM2_CCAM [-] 5.62 5.62 6.24 -0.627 1.13 1.19 0.885 0.856 0.863 0.749 0.842
CMCC-ESM2_CMIP6 [-] 5.61 5.61 6.41 -0.800 1.14 0.565 0.862 0.862 0.949 0.998 0.907
CNRM-ESM2-1_CCAM [-] 6.14 6.14 6.24 -0.101 0.999 1.16 0.910 0.863 0.865 0.835 0.867
CNRM-ESM2-1_CMIP6 [-] 7.45 7.45 6.49 0.963 1.28 2.04 0.841 0.866 0.706 0.285 0.713
EC-Earth3_BARPA [-] 6.47 6.49 6.24 0.241 0.751 1.33 0.910 0.907 0.843 0.397 0.793
EC-Earth3_CCAM [-] 5.59 5.59 6.24 -0.659 1.31 0.785 0.876 0.829 0.917 0.545 0.799
EC-Earth3_CMIP6 [-] 6.12 6.12 6.28 -0.163 1.17 1.39 0.925 0.810 0.813 0.815 0.835
ERA5_BARPA [-] 6.29 6.31 6.24 0.0683 0.641 0.540 0.932 0.914 0.947 0.748 0.891
ERA5_CCAM [-] 5.68 5.67 6.24 -0.570 1.03 0.760 0.887 0.873 0.918 0.811 0.872
MPI-ESM1-2-HR_BARPA [-] 6.61 6.62 6.24 0.379 0.659 1.54 0.919 0.920 0.814 0.699 0.855
MPI-ESM1-2-HR_CMIP6 [-] 7.46 7.46 6.27 1.19 1.46 1.70 0.801 0.869 0.777 0.359 0.735
NorESM2-MM_BARPA [-] 6.07 6.09 6.24 -0.156 0.779 1.39 0.919 0.895 0.812 0.632 0.831
NorESM2-MM_CCAM [-] 5.22 5.21 6.24 -1.03 1.33 0.550 0.828 0.864 0.942 0.803 0.860
NorESM2-MM_CMIP6 [-] 6.17 6.17 6.41 -0.241 0.685 0.682 0.906 0.924 0.941 0.962 0.931

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 00:09:53 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 WD /g/data/xv83/users/bxn599/ACS/icclim_indices_acs/era5/indices/none/none/AUS-25/ECMWF/ERA5/historical/r1i1p1f1/none/none/climdex/WD/v20240411/WD_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:
WD