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 [-] 6.15
ACCESS-CM2_BARPA [-] 6.40 6.40 6.15 0.245 0.524 0.943 0.946 0.906 0.882 0.970 0.922
ACCESS-CM2_CCAM [-] 6.34 6.34 6.15 0.190 0.600 0.966 0.947 0.894 0.882 0.843 0.892
ACCESS-CM2_CMIP6 [-] 6.14 6.14 6.13 0.00984 0.538 0.964 0.950 0.896 0.888 0.992 0.924
ACCESS-ESM1-5_BARPA [-] 6.39 6.39 6.15 0.233 0.503 0.874 0.947 0.908 0.895 0.992 0.930
ACCESS-ESM1-5_CCAM [-] 6.37 6.37 6.15 0.214 0.630 1.12 0.941 0.887 0.863 0.916 0.899
ACCESS-ESM1-5_CMIP6 [-] 6.13 6.13 6.15 -0.0158 0.605 1.08 0.953 0.880 0.865 0.996 0.915
CESM2_BARPA [-] 6.58 6.58 6.15 0.426 0.695 1.66 0.910 0.887 0.756 0.933 0.875
CESM2_CCAM [-] 6.52 6.52 6.15 0.366 0.770 1.70 0.921 0.864 0.750 0.917 0.863
CESM2_CMIP6 [-] 6.29 6.29 6.16 0.132 0.571 1.42 0.939 0.892 0.801 0.988 0.903
CMCC-ESM2_BARPA [-] 6.59 6.60 6.15 0.441 0.759 1.61 0.906 0.875 0.775 0.950 0.876
CMCC-ESM2_CCAM [-] 6.05 6.05 6.15 -0.105 0.655 1.34 0.920 0.892 0.817 0.918 0.888
CMCC-ESM2_CMIP6 [-] 5.68 5.68 6.16 -0.474 0.926 1.39 0.878 0.850 0.811 0.970 0.872
CNRM-ESM2-1_CCAM [-] 6.25 6.25 6.15 0.0921 0.587 1.04 0.946 0.894 0.871 0.880 0.897
CNRM-ESM2-1_CMIP6 [-] 6.24 6.24 6.15 0.0903 0.592 1.10 0.949 0.883 0.863 0.973 0.910
EC-Earth3_BARPA [-] 6.56 6.56 6.15 0.401 0.604 0.895 0.913 0.908 0.879 0.979 0.917
EC-Earth3_CCAM [-] 6.19 6.19 6.15 0.0328 0.605 1.55 0.942 0.889 0.783 0.892 0.879
EC-Earth3_CMIP6 [-] 6.12 6.12 6.15 -0.0364 0.592 0.983 0.965 0.878 0.884 0.998 0.921
ERA5_BARPA [-] 6.44 6.44 6.15 0.287 0.499 0.864 0.937 0.915 0.883 0.984 0.927
ERA5_CCAM [-] 6.29 6.29 6.15 0.135 0.444 0.913 0.955 0.922 0.881 0.933 0.923
MPI-ESM1-2-HR_BARPA [-] 6.63 6.63 6.15 0.477 0.733 1.03 0.897 0.887 0.866 0.962 0.900
MPI-ESM1-2-HR_CMIP6 [-] 6.63 6.63 6.15 0.480 0.746 1.18 0.895 0.882 0.845 0.935 0.888
NorESM2-MM_BARPA [-] 6.43 6.43 6.15 0.277 0.675 1.74 0.938 0.876 0.754 0.957 0.880
NorESM2-MM_CCAM [-] 6.32 6.32 6.15 0.164 0.640 1.61 0.938 0.886 0.784 0.873 0.874
NorESM2-MM_CMIP6 [-] 6.08 6.08 6.16 -0.0785 0.614 1.66 0.930 0.888 0.770 0.950 0.885
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 [-] 6.26
ACCESS-CM2_BARPA [-] 6.49 6.49 6.26 0.236 0.441 0.515 0.944 0.914 0.957 0.946 0.938
ACCESS-CM2_CCAM [-] 6.32 6.32 6.26 0.0604 0.381 0.537 0.964 0.921 0.949 0.911 0.935
ACCESS-CM2_CMIP6 [-] 6.29 6.29 6.28 0.00660 0.462 0.341 0.957 0.899 0.968 1.00 0.949
ACCESS-ESM1-5_BARPA [-] 6.42 6.42 6.26 0.160 0.397 0.261 0.960 0.919 0.971 0.982 0.954
ACCESS-ESM1-5_CCAM [-] 6.34 6.33 6.26 0.0791 0.457 0.662 0.954 0.907 0.926 1.00 0.942
ACCESS-ESM1-5_CMIP6 [-] 6.20 6.20 6.23 -0.0312 0.600 0.480 0.934 0.880 0.941 0.862 0.902
CESM2_BARPA [-] 6.62 6.61 6.26 0.357 0.527 1.16 0.916 0.910 0.840 0.957 0.906
CESM2_CCAM [-] 6.41 6.41 6.26 0.156 0.428 1.21 0.958 0.913 0.843 0.989 0.924
CESM2_CMIP6 [-] 6.54 6.54 6.26 0.286 0.527 0.401 0.923 0.904 0.945 0.855 0.906
CMCC-ESM2_BARPA [-] 6.70 6.69 6.26 0.439 0.678 1.38 0.898 0.882 0.818 0.974 0.892
CMCC-ESM2_CCAM [-] 6.23 6.23 6.26 -0.0303 0.405 0.900 0.950 0.922 0.884 0.953 0.927
CMCC-ESM2_CMIP6 [-] 6.17 6.17 6.26 -0.0866 0.510 1.41 0.922 0.909 0.826 0.751 0.858
CNRM-ESM2-1_CCAM [-] 6.27 6.26 6.26 0.00919 0.402 0.731 0.962 0.916 0.932 0.840 0.913
CNRM-ESM2-1_CMIP6 [-] 6.15 6.15 6.25 -0.101 0.411 0.750 0.966 0.908 0.942 0.931 0.934
EC-Earth3_BARPA [-] 6.71 6.71 6.26 0.454 0.620 0.314 0.895 0.902 0.962 0.852 0.903
EC-Earth3_CCAM [-] 6.17 6.16 6.26 -0.0914 0.389 1.08 0.955 0.923 0.867 0.880 0.908
EC-Earth3_CMIP6 [-] 6.22 6.22 6.26 -0.0426 0.325 0.382 0.981 0.925 0.956 0.957 0.952
ERA5_BARPA [-] 6.63 6.62 6.26 0.368 0.559 0.294 0.914 0.903 0.969 0.961 0.933
ERA5_CCAM [-] 6.31 6.31 6.26 0.0582 0.315 0.263 0.962 0.939 0.969 0.892 0.940
MPI-ESM1-2-HR_BARPA [-] 6.87 6.87 6.26 0.612 0.816 0.294 0.862 0.878 0.965 0.925 0.904
MPI-ESM1-2-HR_CMIP6 [-] 6.59 6.59 6.24 0.346 0.554 0.622 0.917 0.899 0.941 0.971 0.928
NorESM2-MM_BARPA [-] 6.68 6.68 6.26 0.426 0.723 2.18 0.901 0.868 0.675 0.937 0.848
NorESM2-MM_CCAM [-] 6.49 6.49 6.26 0.235 0.477 1.93 0.942 0.909 0.725 0.618 0.811
NorESM2-MM_CMIP6 [-] 6.51 6.51 6.26 0.260 0.534 1.73 0.930 0.898 0.744 0.971 0.887
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 [-] 5.85
ACCESS-CM2_BARPA [-] 6.19 6.19 5.85 0.342 0.604 1.02 0.917 0.898 0.892 0.928 0.912
ACCESS-CM2_CCAM [-] 6.28 6.28 5.85 0.425 0.713 0.926 0.903 0.878 0.915 0.823 0.887
ACCESS-CM2_CMIP6 [-] 6.04 6.04 5.69 0.351 0.722 0.574 0.898 0.873 0.954 0.995 0.920
ACCESS-ESM1-5_BARPA [-] 6.07 6.07 5.85 0.214 0.511 0.966 0.942 0.903 0.903 0.998 0.921
ACCESS-ESM1-5_CCAM [-] 6.27 6.27 5.85 0.417 0.715 0.808 0.904 0.875 0.921 0.898 0.903
ACCESS-ESM1-5_CMIP6 [-] 5.74 5.74 5.87 -0.133 0.739 0.237 0.904 0.863 0.975 0.781 0.899
CESM2_BARPA [-] 6.16 6.16 5.85 0.312 0.529 0.695 0.922 0.913 0.913 0.932 0.915
CESM2_CCAM [-] 6.17 6.17 5.85 0.322 0.590 0.716 0.923 0.896 0.929 0.866 0.907
CESM2_CMIP6 [-] 6.16 6.16 5.86 0.292 0.609 0.669 0.910 0.893 0.935 0.968 0.901
CMCC-ESM2_BARPA [-] 6.28 6.28 5.85 0.430 0.820 0.897 0.884 0.867 0.887 0.656 0.868
CMCC-ESM2_CCAM [-] 6.15 6.16 5.85 0.304 0.551 0.682 0.927 0.902 0.919 0.949 0.923
CMCC-ESM2_CMIP6 [-] 5.84 5.84 5.86 -0.0223 0.584 0.508 0.918 0.893 0.933 0.915 0.915
CNRM-ESM2-1_CCAM [-] 6.27 6.27 5.85 0.418 0.721 0.796 0.904 0.874 0.906 0.955 0.906
CNRM-ESM2-1_CMIP6 [-] 5.70 5.70 5.79 -0.0868 0.592 0.946 0.954 0.873 0.887 0.923 0.897
EC-Earth3_BARPA [-] 6.23 6.24 5.85 0.384 0.684 0.590 0.901 0.890 0.939 0.787 0.903
EC-Earth3_CCAM [-] 6.09 6.09 5.85 0.237 0.583 0.614 0.934 0.890 0.925 0.842 0.902
EC-Earth3_CMIP6 [-] 5.70 5.70 5.84 -0.136 0.574 0.528 0.956 0.877 0.951 0.908 0.915
ERA5_BARPA [-] 6.17 6.17 5.85 0.319 0.531 0.665 0.921 0.914 0.928 0.936 0.921
ERA5_CCAM [-] 6.24 6.24 5.85 0.387 0.590 0.694 0.910 0.904 0.916 0.877 0.908
MPI-ESM1-2-HR_BARPA [-] 6.52 6.52 5.85 0.672 0.873 1.17 0.856 0.882 0.866 0.904 0.887
MPI-ESM1-2-HR_CMIP6 [-] 6.44 6.44 5.81 0.634 0.833 1.34 0.855 0.877 0.844 1.00 0.872
NorESM2-MM_BARPA [-] 6.25 6.25 5.85 0.403 0.747 0.909 0.900 0.873 0.888 0.825 0.883
NorESM2-MM_CCAM [-] 6.35 6.35 5.85 0.497 0.766 1.00 0.888 0.874 0.882 0.913 0.884
NorESM2-MM_CMIP6 [-] 6.22 6.22 5.86 0.357 0.700 0.701 0.904 0.872 0.915 0.996 0.884
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 [-] 5.18
ACCESS-CM2_BARPA [-] 5.64 5.64 5.18 0.464 0.862 0.805 0.914 0.874 0.895 0.986 0.905
ACCESS-CM2_CCAM [-] 5.87 5.87 5.18 0.689 1.19 0.867 0.878 0.836 0.895 0.848 0.851
ACCESS-CM2_CMIP6 [-] 5.27 5.27 5.16 0.110 0.747 1.04 0.943 0.877 0.898 0.869 0.883
ACCESS-ESM1-5_BARPA [-] 5.53 5.53 5.18 0.353 0.680 0.766 0.934 0.898 0.902 0.959 0.923
ACCESS-ESM1-5_CCAM [-] 5.77 5.76 5.18 0.588 1.11 1.49 0.893 0.839 0.792 0.730 0.815
ACCESS-ESM1-5_CMIP6 [-] 5.07 5.07 5.21 -0.135 0.739 1.51 0.954 0.873 0.807 0.940 0.882
CESM2_BARPA [-] 5.94 5.95 5.18 0.772 1.12 0.955 0.862 0.857 0.872 0.904 0.869
CESM2_CCAM [-] 5.88 5.87 5.18 0.697 1.17 1.44 0.875 0.837 0.798 0.752 0.801
CESM2_CMIP6 [-] 5.11 5.11 5.19 -0.0800 0.705 1.62 0.960 0.877 0.791 0.969 0.898
CMCC-ESM2_BARPA [-] 5.93 5.94 5.18 0.762 1.20 1.51 0.864 0.841 0.790 0.988 0.863
CMCC-ESM2_CCAM [-] 5.55 5.54 5.18 0.363 0.979 1.10 0.915 0.855 0.850 0.948 0.873
CMCC-ESM2_CMIP6 [-] 4.67 4.67 5.19 -0.518 0.994 1.56 0.893 0.852 0.781 0.959 0.846
CNRM-ESM2-1_CCAM [-] 5.69 5.68 5.18 0.506 1.03 1.07 0.904 0.850 0.865 0.864 0.855
CNRM-ESM2-1_CMIP6 [-] 5.51 5.51 5.20 0.308 0.821 0.681 0.926 0.868 0.916 0.991 0.915
EC-Earth3_BARPA [-] 5.73 5.74 5.18 0.560 0.823 0.717 0.898 0.894 0.910 0.989 0.916
EC-Earth3_CCAM [-] 5.64 5.63 5.18 0.453 0.862 1.80 0.912 0.877 0.745 0.871 0.841
EC-Earth3_CMIP6 [-] 5.23 5.23 5.18 0.0489 0.723 1.09 0.973 0.871 0.891 0.975 0.914
ERA5_BARPA [-] 5.60 5.61 5.18 0.432 0.729 0.682 0.920 0.894 0.913 0.998 0.926
ERA5_CCAM [-] 5.62 5.61 5.18 0.433 0.900 0.734 0.918 0.865 0.908 0.901 0.881
MPI-ESM1-2-HR_BARPA [-] 5.93 5.94 5.18 0.760 1.09 0.664 0.863 0.862 0.917 0.995 0.896
MPI-ESM1-2-HR_CMIP6 [-] 5.92 5.92 5.19 0.730 1.15 0.659 0.864 0.842 0.916 0.996 0.897
NorESM2-MM_BARPA [-] 5.71 5.72 5.18 0.539 0.988 1.64 0.901 0.855 0.778 0.986 0.874
NorESM2-MM_CCAM [-] 5.77 5.77 5.18 0.596 1.15 1.55 0.890 0.835 0.784 0.750 0.808
NorESM2-MM_CMIP6 [-] 4.71 4.71 5.19 -0.481 0.823 1.57 0.908 0.879 0.796 0.980 0.883
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 [-] 6.58
ACCESS-CM2_BARPA [-] 6.68 6.69 6.58 0.108 0.399 1.18 0.966 0.902 0.834 0.997 0.922
ACCESS-CM2_CCAM [-] 6.64 6.64 6.58 0.0587 0.361 0.671 0.961 0.916 0.917 0.715 0.882
ACCESS-CM2_CMIP6 [-] 6.73 6.73 6.55 0.186 0.396 0.704 0.941 0.918 0.916 0.510 0.832
ACCESS-ESM1-5_BARPA [-] 6.77 6.78 6.58 0.195 0.452 0.555 0.947 0.896 0.931 0.992 0.936
ACCESS-ESM1-5_CCAM [-] 6.73 6.73 6.58 0.152 0.428 0.609 0.951 0.905 0.925 0.727 0.880
ACCESS-ESM1-5_CMIP6 [-] 6.77 6.77 6.51 0.259 0.502 0.334 0.922 0.897 0.959 0.567 0.843
CESM2_BARPA [-] 6.78 6.79 6.58 0.204 0.528 2.46 0.944 0.876 0.615 1.00 0.861
CESM2_CCAM [-] 6.79 6.79 6.58 0.213 0.514 2.24 0.941 0.882 0.628 0.877 0.837
CESM2_CMIP6 [-] 6.82 6.82 6.54 0.288 0.581 2.47 0.920 0.869 0.589 0.676 0.775
CMCC-ESM2_BARPA [-] 6.84 6.85 6.58 0.266 0.500 2.01 0.928 0.892 0.710 0.993 0.882
CMCC-ESM2_CCAM [-] 6.55 6.55 6.58 -0.0323 0.458 1.21 0.942 0.899 0.838 0.786 0.870
CMCC-ESM2_CMIP6 [-] 6.63 6.63 6.54 0.0966 0.485 1.33 0.923 0.897 0.822 0.343 0.763
CNRM-ESM2-1_CCAM [-] 6.58 6.58 6.58 0.000355 0.428 0.588 0.948 0.904 0.937 0.769 0.891
CNRM-ESM2-1_CMIP6 [-] 6.51 6.51 6.54 -0.0317 0.413 1.09 0.965 0.894 0.901 0.999 0.935
EC-Earth3_BARPA [-] 6.79 6.79 6.58 0.210 0.378 0.607 0.944 0.919 0.927 0.982 0.940
EC-Earth3_CCAM [-] 6.47 6.48 6.58 -0.106 0.479 0.761 0.930 0.899 0.905 0.677 0.858
EC-Earth3_CMIP6 [-] 6.55 6.55 6.55 -0.00164 0.367 0.576 0.972 0.906 0.938 0.982 0.945
ERA5_BARPA [-] 6.71 6.72 6.58 0.137 0.337 0.993 0.959 0.923 0.865 0.996 0.934
ERA5_CCAM [-] 6.62 6.62 6.58 0.0421 0.316 0.640 0.954 0.934 0.916 0.753 0.894
MPI-ESM1-2-HR_BARPA [-] 6.71 6.71 6.58 0.132 0.468 1.33 0.952 0.891 0.827 0.996 0.914
MPI-ESM1-2-HR_CMIP6 [-] 6.78 6.78 6.58 0.201 0.421 1.22 0.944 0.903 0.843 0.995 0.919
NorESM2-MM_BARPA [-] 6.69 6.70 6.58 0.115 0.449 2.46 0.964 0.890 0.629 0.996 0.872
NorESM2-MM_CCAM [-] 6.72 6.72 6.58 0.138 0.430 1.85 0.950 0.905 0.752 0.719 0.840
NorESM2-MM_CMIP6 [-] 6.75 6.75 6.54 0.217 0.473 1.54 0.937 0.896 0.807 0.423 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 [-] 6.46
ACCESS-CM2_BARPA [-] 6.64 6.64 6.46 0.178 0.415 0.946 0.959 0.920 0.883 0.989 0.936
ACCESS-CM2_CCAM [-] 6.45 6.45 6.46 -0.00695 0.409 1.02 0.977 0.914 0.874 0.999 0.937
ACCESS-CM2_CMIP6 [-] 6.32 6.32 6.45 -0.125 0.450 1.08 0.964 0.907 0.867 0.949 0.925
ACCESS-ESM1-5_BARPA [-] 6.64 6.64 6.46 0.185 0.431 0.908 0.957 0.917 0.894 1.00 0.940
ACCESS-ESM1-5_CCAM [-] 6.51 6.51 6.46 0.0493 0.477 1.08 0.967 0.903 0.878 0.997 0.923
ACCESS-ESM1-5_CMIP6 [-] 6.42 6.42 6.47 -0.0490 0.521 1.15 0.967 0.889 0.859 0.979 0.923
CESM2_BARPA [-] 6.83 6.82 6.46 0.367 0.601 1.79 0.919 0.898 0.737 0.919 0.850
CESM2_CCAM [-] 6.77 6.77 6.46 0.309 0.720 1.76 0.931 0.865 0.741 0.921 0.859
CESM2_CMIP6 [-] 6.57 6.57 6.46 0.112 0.492 1.33 0.947 0.905 0.818 0.941 0.879
CMCC-ESM2_BARPA [-] 6.83 6.83 6.46 0.370 0.663 1.64 0.918 0.884 0.772 0.953 0.874
CMCC-ESM2_CCAM [-] 6.10 6.10 6.46 -0.355 0.585 1.43 0.920 0.905 0.807 0.984 0.903
CMCC-ESM2_CMIP6 [-] 5.78 5.78 6.46 -0.684 1.06 1.29 0.855 0.834 0.829 0.777 0.829
CNRM-ESM2-1_CCAM [-] 6.36 6.36 6.46 -0.0980 0.440 1.12 0.968 0.911 0.859 1.00 0.932
CNRM-ESM2-1_CMIP6 [-] 6.52 6.52 6.44 0.0830 0.554 1.29 0.954 0.888 0.831 0.806 0.852
EC-Earth3_BARPA [-] 6.83 6.83 6.46 0.376 0.554 0.938 0.916 0.914 0.869 0.981 0.920
EC-Earth3_CCAM [-] 6.33 6.33 6.46 -0.128 0.538 1.56 0.958 0.892 0.786 0.998 0.905
EC-Earth3_CMIP6 [-] 6.39 6.39 6.46 -0.0748 0.596 0.952 0.966 0.876 0.888 0.991 0.924
ERA5_BARPA [-] 6.71 6.71 6.46 0.255 0.444 0.929 0.943 0.922 0.871 0.981 0.929
ERA5_CCAM [-] 6.46 6.46 6.46 -0.00209 0.284 1.05 0.977 0.942 0.862 0.997 0.944
MPI-ESM1-2-HR_BARPA [-] 6.89 6.89 6.46 0.429 0.640 1.09 0.906 0.898 0.857 0.904 0.879
MPI-ESM1-2-HR_CMIP6 [-] 6.87 6.87 6.46 0.416 0.642 1.27 0.906 0.895 0.830 0.909 0.892
NorESM2-MM_BARPA [-] 6.66 6.66 6.46 0.199 0.610 1.72 0.953 0.880 0.760 0.972 0.893
NorESM2-MM_CCAM [-] 6.41 6.41 6.46 -0.0521 0.482 1.55 0.965 0.903 0.799 0.999 0.913
NorESM2-MM_CMIP6 [-] 6.35 6.35 6.46 -0.115 0.557 1.69 0.944 0.893 0.765 0.895 0.881
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 [-] 5.30
ACCESS-CM2_BARPA [-] 5.55 5.54 5.30 0.237 0.618 1.38 0.899 0.860 0.820 0.972 0.879
ACCESS-CM2_CCAM [-] 5.90 5.90 5.30 0.598 0.912 1.23 0.823 0.823 0.844 0.986 0.841
ACCESS-CM2_CMIP6 [-] 5.69 5.69 5.14 0.550 0.807 0.545 0.832 0.832 0.939 0.971 0.828
ACCESS-ESM1-5_BARPA [-] 5.68 5.66 5.30 0.365 0.781 1.08 0.871 0.828 0.858 0.956 0.868
ACCESS-ESM1-5_CCAM [-] 5.93 5.93 5.30 0.627 0.948 1.27 0.819 0.818 0.826 0.999 0.834
ACCESS-ESM1-5_CMIP6 [-] 6.17 6.17 5.49 0.678 0.928 0.979 0.798 0.825 0.880 0.988 0.815
CESM2_BARPA [-] 5.55 5.55 5.30 0.246 0.784 2.12 0.894 0.810 0.673 0.963 0.824
CESM2_CCAM [-] 5.58 5.57 5.30 0.272 0.903 2.13 0.877 0.788 0.684 0.982 0.806
CESM2_CMIP6 [-] 5.98 5.98 5.38 0.606 1.16 2.60 0.797 0.758 0.552 0.994 0.678
CMCC-ESM2_BARPA [-] 5.63 5.63 5.30 0.332 0.755 1.82 0.875 0.833 0.728 0.958 0.843
CMCC-ESM2_CCAM [-] 5.83 5.83 5.30 0.534 0.903 1.95 0.840 0.807 0.691 0.986 0.800
CMCC-ESM2_CMIP6 [-] 5.97 5.97 5.38 0.597 1.00 2.81 0.821 0.784 0.557 0.972 0.704
CNRM-ESM2-1_CCAM [-] 5.85 5.85 5.30 0.551 0.828 0.835 0.838 0.834 0.905 0.995 0.868
CNRM-ESM2-1_CMIP6 [-] 5.00 5.00 5.10 -0.103 0.763 1.23 0.888 0.805 0.894 0.922 0.858
EC-Earth3_BARPA [-] 5.67 5.66 5.30 0.365 0.638 1.41 0.879 0.871 0.811 0.994 0.883
EC-Earth3_CCAM [-] 5.79 5.79 5.30 0.490 0.743 1.29 0.846 0.859 0.840 0.977 0.858
EC-Earth3_CMIP6 [-] 5.49 5.49 5.32 0.167 0.616 1.45 0.896 0.854 0.799 0.995 0.868
ERA5_BARPA [-] 5.56 5.56 5.30 0.262 0.560 1.13 0.889 0.889 0.838 0.978 0.893
ERA5_CCAM [-] 5.85 5.85 5.30 0.555 0.747 0.917 0.836 0.871 0.868 0.983 0.876
MPI-ESM1-2-HR_BARPA [-] 5.43 5.41 5.30 0.114 0.669 1.59 0.886 0.851 0.785 0.891 0.859
MPI-ESM1-2-HR_CMIP6 [-] 5.66 5.66 5.19 0.474 0.871 1.65 0.824 0.817 0.792 0.998 0.831
NorESM2-MM_BARPA [-] 5.54 5.53 5.30 0.235 0.616 1.64 0.895 0.864 0.772 0.987 0.869
NorESM2-MM_CCAM [-] 5.95 5.95 5.30 0.654 0.947 2.67 0.814 0.818 0.571 0.995 0.771
NorESM2-MM_CMIP6 [-] 6.11 6.11 5.38 0.735 1.00 2.10 0.785 0.810 0.657 0.868 0.706
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 [-] 6.61
ACCESS-CM2_BARPA [-] 6.77 6.76 6.61 0.147 0.383 1.22 0.956 0.913 0.838 0.941 0.917
ACCESS-CM2_CCAM [-] 6.69 6.70 6.61 0.0879 0.390 1.20 0.969 0.905 0.837 0.924 0.908
ACCESS-CM2_CMIP6 [-] 6.65 6.65 6.56 0.0957 0.411 0.983 0.958 0.901 0.884 0.916 0.893
ACCESS-ESM1-5_BARPA [-] 6.91 6.91 6.61 0.298 0.479 1.33 0.921 0.905 0.823 0.798 0.877
ACCESS-ESM1-5_CCAM [-] 6.86 6.87 6.61 0.260 0.468 1.47 0.931 0.902 0.790 0.836 0.875
ACCESS-ESM1-5_CMIP6 [-] 6.80 6.80 6.57 0.228 0.522 0.826 0.935 0.877 0.902 0.990 0.919
CESM2_BARPA [-] 6.82 6.81 6.61 0.202 0.464 2.65 0.945 0.897 0.558 0.998 0.868
CESM2_CCAM [-] 6.72 6.72 6.61 0.112 0.453 2.37 0.954 0.895 0.617 0.961 0.872
CESM2_CMIP6 [-] 6.90 6.90 6.58 0.319 0.536 1.61 0.913 0.890 0.745 0.944 0.873
CMCC-ESM2_BARPA [-] 6.81 6.81 6.61 0.195 0.417 1.90 0.947 0.907 0.719 0.983 0.900
CMCC-ESM2_CCAM [-] 6.50 6.51 6.61 -0.103 0.465 1.85 0.955 0.891 0.733 0.936 0.880
CMCC-ESM2_CMIP6 [-] 6.57 6.57 6.58 -0.00796 0.380 2.04 0.967 0.904 0.688 0.860 0.860
CNRM-ESM2-1_CCAM [-] 6.68 6.69 6.61 0.0789 0.438 1.18 0.957 0.900 0.841 0.659 0.863
CNRM-ESM2-1_CMIP6 [-] 6.57 6.57 6.57 -0.000673 0.414 1.01 0.955 0.901 0.863 0.969 0.925
EC-Earth3_BARPA [-] 6.81 6.81 6.61 0.197 0.379 1.62 0.944 0.922 0.764 0.904 0.892
EC-Earth3_CCAM [-] 6.55 6.55 6.61 -0.0565 0.484 2.80 0.954 0.887 0.537 0.839 0.833
EC-Earth3_CMIP6 [-] 6.59 6.59 6.60 -0.00741 0.457 1.93 0.955 0.892 0.704 0.998 0.896
ERA5_BARPA [-] 6.73 6.72 6.61 0.112 0.263 1.18 0.966 0.942 0.847 0.957 0.933
ERA5_CCAM [-] 6.68 6.68 6.61 0.0727 0.291 0.983 0.961 0.937 0.872 0.881 0.921
MPI-ESM1-2-HR_BARPA [-] 6.81 6.80 6.61 0.193 0.465 1.45 0.941 0.899 0.798 0.995 0.909
MPI-ESM1-2-HR_CMIP6 [-] 7.00 7.00 6.63 0.364 0.508 1.88 0.901 0.907 0.719 0.731 0.832
NorESM2-MM_BARPA [-] 6.70 6.69 6.61 0.0829 0.405 2.29 0.965 0.902 0.634 0.943 0.879
NorESM2-MM_CCAM [-] 6.84 6.84 6.61 0.233 0.483 1.86 0.934 0.898 0.723 0.783 0.857
NorESM2-MM_CMIP6 [-] 6.84 6.84 6.58 0.260 0.480 2.41 0.926 0.896 0.617 0.873 0.838
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 [-] 4.81
ACCESS-CM2_BARPA [-] 5.54 5.56 4.81 0.746 1.35 0.695 0.876 0.823 0.928 0.999 0.897
ACCESS-CM2_CCAM [-] 6.28 6.28 4.81 1.47 2.13 1.14 0.771 0.763 0.876 0.808 0.800
ACCESS-CM2_CMIP6 [-] 5.60 5.60 4.79 0.808 1.54 0.207 0.861 0.795 0.986 0.999 0.897
ACCESS-ESM1-5_BARPA [-] 5.27 5.29 4.81 0.473 1.05 1.22 0.919 0.851 0.846 0.985 0.895
ACCESS-ESM1-5_CCAM [-] 5.90 5.90 4.81 1.08 1.66 0.943 0.825 0.801 0.876 0.937 0.853
ACCESS-ESM1-5_CMIP6 [-] 4.61 4.61 4.67 -0.0578 1.34 1.28 0.983 0.796 0.810 0.961 0.878
CESM2_BARPA [-] 5.78 5.80 4.81 0.985 1.42 1.13 0.840 0.836 0.853 0.992 0.875
CESM2_CCAM [-] 5.75 5.75 4.81 0.935 1.41 1.37 0.847 0.831 0.824 0.835 0.834
CESM2_CMIP6 [-] 5.13 5.13 4.79 0.342 1.10 1.37 0.940 0.838 0.862 0.991 0.900
CMCC-ESM2_BARPA [-] 5.82 5.84 4.81 1.03 1.47 1.37 0.834 0.831 0.805 0.993 0.862
CMCC-ESM2_CCAM [-] 5.82 5.82 4.81 1.00 1.44 1.40 0.836 0.835 0.786 0.959 0.852
CMCC-ESM2_CMIP6 [-] 4.94 4.94 4.79 0.152 0.548 1.60 0.959 0.922 0.779 0.996 0.915
CNRM-ESM2-1_CCAM [-] 6.01 6.00 4.81 1.19 1.66 0.891 0.809 0.819 0.896 0.901 0.852
CNRM-ESM2-1_CMIP6 [-] 4.96 4.96 4.73 0.225 1.14 0.173 0.962 0.825 0.988 0.944 0.918
EC-Earth3_BARPA [-] 5.62 5.63 4.81 0.820 1.13 1.13 0.864 0.873 0.868 0.995 0.897
EC-Earth3_CCAM [-] 5.76 5.74 4.81 0.933 1.35 1.24 0.846 0.844 0.842 0.933 0.864
EC-Earth3_CMIP6 [-] 4.94 4.94 4.78 0.159 0.932 1.17 0.961 0.850 0.867 0.976 0.906
ERA5_BARPA [-] 5.40 5.44 4.81 0.624 0.956 0.529 0.895 0.882 0.936 0.990 0.921
ERA5_CCAM [-] 5.89 5.89 4.81 1.08 1.54 0.885 0.825 0.826 0.893 0.900 0.857
MPI-ESM1-2-HR_BARPA [-] 5.78 5.79 4.81 0.979 1.48 0.918 0.841 0.825 0.887 0.988 0.879
MPI-ESM1-2-HR_CMIP6 [-] 5.81 5.81 4.76 1.05 1.66 1.23 0.832 0.807 0.819 0.952 0.847
NorESM2-MM_BARPA [-] 5.49 5.51 4.81 0.694 1.06 0.912 0.883 0.869 0.889 0.999 0.906
NorESM2-MM_CCAM [-] 5.82 5.82 4.81 1.01 1.50 1.83 0.836 0.824 0.742 0.845 0.813
NorESM2-MM_CMIP6 [-] 4.77 4.77 4.79 -0.0204 0.637 1.60 0.949 0.904 0.800 0.800 0.868
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 [-] 3.78
ACCESS-CM2_BARPA [-] 4.67 4.67 3.79 2.96 0.881 1.21 1.40 0.753 0.782 0.806 0.905 0.806
ACCESS-CM2_CCAM [-] 4.99 4.99 3.80 3.38 1.20 1.51 1.64 0.684 0.768 0.763 0.902 0.777
ACCESS-CM2_CMIP6 [-] 4.70 4.70 3.79 4.88 0.917 1.33 1.33 0.724 0.757 0.820 0.840 0.779
ACCESS-ESM1-5_BARPA [-] 4.98 4.98 3.79 2.96 1.19 1.53 1.54 0.715 0.769 0.779 0.828 0.772
ACCESS-ESM1-5_CCAM [-] 5.10 5.10 3.80 3.38 1.31 1.60 1.58 0.676 0.768 0.776 0.861 0.770
ACCESS-ESM1-5_CMIP6 [-] 4.62 4.63 3.82 4.15 0.815 1.40 1.38 0.747 0.729 0.812 0.861 0.776
CESM2_BARPA [-] 4.94 4.94 3.79 2.96 1.15 1.52 1.49 0.706 0.751 0.790 0.865 0.773
CESM2_CCAM [-] 5.28 5.28 3.80 3.38 1.49 1.77 1.65 0.669 0.781 0.759 0.699 0.738
CESM2_CMIP6 [-] 4.91 4.94 3.80 4.20 1.14 1.49 1.48 0.703 0.761 0.793 0.887 0.781
CMCC-ESM2_BARPA [-] 5.08 5.09 3.79 2.96 1.30 1.59 1.49 0.699 0.772 0.793 0.816 0.770
CMCC-ESM2_CCAM [-] 5.19 5.20 3.80 3.38 1.40 1.68 1.61 0.661 0.794 0.767 0.754 0.754
CMCC-ESM2_CMIP6 [-] 4.69 4.73 3.80 3.29 0.936 1.38 1.47 0.718 0.785 0.792 0.839 0.784
CNRM-ESM2-1_CCAM [-] 5.09 5.09 3.80 3.38 1.30 1.60 1.95 0.658 0.765 0.699 0.868 0.751
CNRM-ESM2-1_CMIP6 [-] 4.28 4.34 3.80 2.13 0.535 0.971 1.64 0.814 0.794 0.755 0.968 0.825
EC-Earth3_BARPA [-] 4.91 4.91 3.79 2.96 1.12 1.42 1.47 0.711 0.774 0.788 0.852 0.780
EC-Earth3_CCAM [-] 4.94 4.94 3.80 3.38 1.15 1.41 1.64 0.693 0.798 0.762 0.869 0.784
EC-Earth3_CMIP6 [-] 3.75 3.79 3.80 2.16 -0.0175 0.804 1.53 0.897 0.804 0.776 0.983 0.853
ERA5_BARPA [-] 4.86 4.86 3.79 2.96 1.07 1.24 1.12 0.716 0.833 0.843 0.885 0.822
ERA5_CCAM [-] 5.08 5.08 3.80 3.38 1.29 1.46 1.43 0.665 0.822 0.792 0.899 0.800
MPI-ESM1-2-HR_BARPA [-] 5.00 5.01 3.79 2.96 1.21 1.54 1.56 0.704 0.758 0.777 0.839 0.767
MPI-ESM1-2-HR_CMIP6 [-] 5.19 5.21 3.80 4.36 1.41 1.65 1.87 0.638 0.767 0.719 0.910 0.760
NorESM2-MM_BARPA [-] 4.71 4.71 3.79 2.96 0.923 1.30 1.59 0.755 0.771 0.774 0.886 0.792
NorESM2-MM_CCAM [-] 5.56 5.57 3.80 3.38 1.77 2.02 1.83 0.616 0.777 0.729 0.665 0.713
NorESM2-MM_CMIP6 [-] 4.83 4.85 3.80 4.18 1.05 1.41 1.60 0.714 0.787 0.770 0.911 0.794
Download Data
Period Mean (original grids) [d]
Model Period Mean (intersection) [d]
Benchmark Period Mean (intersection) [d]
Model Period Mean (complement) [d]
Benchmark Period Mean (complement) [d]
Bias [d]
RMSE [d]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 1.85
ACCESS-CM2_BARPA [-] 3.26 3.25 1.85 1.37 1.39 1.85 1.37 0.598 0.656 0.813 0.952 0.735
ACCESS-CM2_CCAM [-] 3.66 3.65 1.85 1.37 1.80 2.22 1.85 0.512 0.659 0.728 0.951 0.702
ACCESS-CM2_CMIP6 [-] 3.44 3.44 1.86 1.58 2.07 1.29 0.534 0.614 0.825 0.941 0.706
ACCESS-ESM1-5_BARPA [-] 3.86 3.84 1.85 1.37 1.99 2.49 1.79 0.523 0.623 0.737 0.920 0.685
ACCESS-ESM1-5_CCAM [-] 3.83 3.82 1.85 1.37 1.97 2.34 1.61 0.490 0.664 0.777 0.948 0.708
ACCESS-ESM1-5_CMIP6 [-] 3.21 3.20 1.81 3.27 1.39 2.11 1.58 0.572 0.564 0.783 0.928 0.682
CESM2_BARPA [-] 3.65 3.64 1.85 1.37 1.79 2.32 1.42 0.531 0.589 0.809 0.961 0.696
CESM2_CCAM [-] 4.57 4.57 1.85 1.37 2.72 3.04 1.97 0.419 0.662 0.702 0.878 0.665
CESM2_CMIP6 [-] 3.47 3.47 1.88 3.46 1.59 2.04 1.52 0.561 0.633 0.793 0.956 0.715
CMCC-ESM2_BARPA [-] 3.93 3.92 1.85 1.37 2.07 2.47 1.58 0.517 0.632 0.777 0.930 0.698
CMCC-ESM2_CCAM [-] 4.08 4.08 1.85 1.37 2.23 2.51 1.83 0.473 0.685 0.726 0.872 0.688
CMCC-ESM2_CMIP6 [-] 3.30 3.34 1.88 2.16 1.46 1.81 1.52 0.582 0.691 0.785 0.913 0.732
CNRM-ESM2-1_CCAM [-] 3.76 3.75 1.85 1.37 1.90 2.26 1.64 0.488 0.649 0.758 0.905 0.690
CNRM-ESM2-1_CMIP6 [-] 2.49 2.52 1.93 2.03 0.590 1.20 1.34 0.755 0.693 0.814 0.973 0.785
EC-Earth3_BARPA [-] 3.89 3.88 1.85 1.37 2.03 2.42 1.41 0.490 0.625 0.804 0.949 0.699
EC-Earth3_CCAM [-] 3.86 3.85 1.85 1.37 2.00 2.28 1.68 0.479 0.680 0.753 0.925 0.704
EC-Earth3_CMIP6 [-] 2.16 2.18 1.84 1.65 0.338 1.01 1.44 0.834 0.725 0.791 0.978 0.810
ERA5_BARPA [-] 3.66 3.64 1.85 1.37 1.79 2.05 1.07 0.535 0.724 0.854 0.950 0.757
ERA5_CCAM [-] 3.85 3.85 1.85 1.37 2.00 2.21 1.57 0.482 0.717 0.771 0.932 0.724
MPI-ESM1-2-HR_BARPA [-] 3.97 3.96 1.85 1.37 2.11 2.57 1.55 0.494 0.595 0.788 0.945 0.683
MPI-ESM1-2-HR_CMIP6 [-] 3.80 3.79 1.87 4.00 1.92 2.29 1.59 0.490 0.626 0.777 0.957 0.695
NorESM2-MM_BARPA [-] 3.22 3.21 1.85 1.37 1.36 1.88 1.56 0.615 0.639 0.774 0.951 0.724
NorESM2-MM_CCAM [-] 4.57 4.57 1.85 1.37 2.72 3.07 2.12 0.417 0.649 0.677 0.851 0.648
NorESM2-MM_CMIP6 [-] 3.02 3.01 1.88 3.13 1.13 1.75 1.66 0.633 0.663 0.758 0.927 0.729
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 [-] 6.26
ACCESS-CM2_BARPA [-] 6.49 6.49 6.26 0.236 0.441 0.515 0.944 0.914 0.957 0.946 0.935
ACCESS-CM2_CCAM [-] 6.32 6.32 6.26 0.0604 0.381 0.537 0.964 0.921 0.949 0.911 0.933
ACCESS-CM2_CMIP6 [-] 6.29 6.29 6.28 0.00660 0.462 0.341 0.957 0.899 0.968 1.00 0.944
ACCESS-ESM1-5_BARPA [-] 6.42 6.42 6.26 0.160 0.397 0.261 0.960 0.919 0.971 0.982 0.950
ACCESS-ESM1-5_CCAM [-] 6.34 6.33 6.26 0.0791 0.457 0.662 0.954 0.907 0.926 1.00 0.939
ACCESS-ESM1-5_CMIP6 [-] 6.20 6.20 6.23 -0.0312 0.600 0.480 0.934 0.880 0.941 0.862 0.899
CESM2_BARPA [-] 6.62 6.61 6.26 0.357 0.527 1.16 0.916 0.910 0.840 0.957 0.907
CESM2_CCAM [-] 6.41 6.41 6.26 0.156 0.428 1.21 0.958 0.913 0.843 0.989 0.923
CESM2_CMIP6 [-] 6.54 6.54 6.26 0.286 0.527 0.401 0.923 0.904 0.945 0.855 0.906
CMCC-ESM2_BARPA [-] 6.70 6.69 6.26 0.439 0.678 1.38 0.898 0.882 0.818 0.974 0.891
CMCC-ESM2_CCAM [-] 6.23 6.23 6.26 -0.0303 0.405 0.900 0.950 0.922 0.884 0.953 0.926
CMCC-ESM2_CMIP6 [-] 6.17 6.17 6.26 -0.0866 0.510 1.41 0.922 0.909 0.826 0.751 0.863
CNRM-ESM2-1_CCAM [-] 6.27 6.26 6.26 0.00919 0.402 0.731 0.962 0.916 0.932 0.840 0.913
CNRM-ESM2-1_CMIP6 [-] 6.15 6.15 6.25 -0.101 0.411 0.750 0.966 0.908 0.942 0.931 0.931
EC-Earth3_BARPA [-] 6.71 6.71 6.26 0.454 0.620 0.314 0.895 0.902 0.962 0.852 0.903
EC-Earth3_CCAM [-] 6.17 6.16 6.26 -0.0914 0.389 1.08 0.955 0.923 0.867 0.880 0.909
EC-Earth3_CMIP6 [-] 6.22 6.22 6.26 -0.0426 0.325 0.382 0.981 0.925 0.956 0.957 0.949
ERA5_BARPA [-] 6.63 6.62 6.26 0.368 0.559 0.294 0.914 0.903 0.969 0.961 0.930
ERA5_CCAM [-] 6.31 6.31 6.26 0.0582 0.315 0.263 0.962 0.939 0.969 0.892 0.940
MPI-ESM1-2-HR_BARPA [-] 6.87 6.87 6.26 0.612 0.816 0.294 0.862 0.878 0.965 0.925 0.901
MPI-ESM1-2-HR_CMIP6 [-] 6.59 6.59 6.24 0.346 0.554 0.622 0.917 0.899 0.941 0.971 0.925
NorESM2-MM_BARPA [-] 6.68 6.68 6.26 0.426 0.723 2.18 0.901 0.868 0.675 0.937 0.850
NorESM2-MM_CCAM [-] 6.49 6.49 6.26 0.235 0.477 1.93 0.942 0.909 0.725 0.618 0.820
NorESM2-MM_CMIP6 [-] 6.51 6.51 6.26 0.260 0.534 1.73 0.930 0.898 0.744 0.971 0.888
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 [-] 5.94
ACCESS-CM2_BARPA [-] 6.39 6.38 5.94 0.439 0.634 1.13 0.907 0.906 0.869 0.909 0.899
ACCESS-CM2_CCAM [-] 6.28 6.28 5.94 0.332 0.643 1.03 0.929 0.887 0.904 0.858 0.893
ACCESS-CM2_CMIP6 [-] 6.00 6.00 5.76 0.237 0.695 0.409 0.927 0.872 0.973 0.998 0.928
ACCESS-ESM1-5_BARPA [-] 6.18 6.17 5.94 0.230 0.500 1.15 0.947 0.910 0.883 0.848 0.900
ACCESS-ESM1-5_CCAM [-] 6.27 6.27 5.94 0.325 0.633 0.860 0.930 0.888 0.915 0.930 0.910
ACCESS-ESM1-5_CMIP6 [-] 5.55 5.55 5.92 -0.378 0.795 0.335 0.916 0.851 0.965 0.808 0.878
CESM2_BARPA [-] 6.34 6.34 5.94 0.399 0.564 0.566 0.914 0.917 0.930 0.877 0.911
CESM2_CCAM [-] 6.16 6.16 5.94 0.212 0.492 0.684 0.951 0.912 0.939 0.922 0.927
CESM2_CMIP6 [-] 6.03 6.03 5.96 0.0665 0.466 0.602 0.962 0.906 0.946 0.742 0.892
CMCC-ESM2_BARPA [-] 6.60 6.60 5.94 0.656 0.916 0.792 0.864 0.867 0.905 0.981 0.897
CMCC-ESM2_CCAM [-] 6.21 6.21 5.94 0.270 0.500 0.665 0.939 0.914 0.919 0.981 0.933
CMCC-ESM2_CMIP6 [-] 5.70 5.70 5.96 -0.265 0.553 0.481 0.939 0.898 0.941 0.923 0.920
CNRM-ESM2-1_CCAM [-] 6.29 6.29 5.94 0.344 0.644 0.825 0.926 0.889 0.900 0.995 0.920
CNRM-ESM2-1_CMIP6 [-] 5.77 5.77 5.88 -0.104 0.579 0.918 0.974 0.877 0.887 0.980 0.919
EC-Earth3_BARPA [-] 6.48 6.48 5.94 0.536 0.712 0.525 0.887 0.903 0.939 0.991 0.924
EC-Earth3_CCAM [-] 6.07 6.07 5.94 0.128 0.479 0.492 0.959 0.911 0.940 0.931 0.930
EC-Earth3_CMIP6 [-] 5.82 5.82 5.94 -0.121 0.552 0.412 0.964 0.888 0.962 0.974 0.935
ERA5_BARPA [-] 6.35 6.35 5.94 0.403 0.562 0.739 0.913 0.919 0.922 0.874 0.909
ERA5_CCAM [-] 6.24 6.24 5.94 0.296 0.500 0.673 0.935 0.917 0.917 0.971 0.931
MPI-ESM1-2-HR_BARPA [-] 6.74 6.73 5.94 0.791 0.941 1.39 0.838 0.892 0.834 0.909 0.873
MPI-ESM1-2-HR_CMIP6 [-] 6.59 6.59 5.90 0.689 0.859 1.51 0.852 0.888 0.824 0.749 0.840
NorESM2-MM_BARPA [-] 6.50 6.50 5.94 0.556 0.849 0.820 0.883 0.866 0.902 0.850 0.874
NorESM2-MM_CCAM [-] 6.39 6.39 5.94 0.446 0.708 0.894 0.905 0.885 0.897 0.842 0.883
NorESM2-MM_CMIP6 [-] 6.12 6.12 5.96 0.155 0.544 0.660 0.954 0.891 0.918 0.725 0.876
Download Data
Period Mean (original grids) [d]
Model Period Mean (intersection) [d]
Benchmark Period Mean (intersection) [d]
Model Period Mean (complement) [d]
Benchmark Period Mean (complement) [d]
Bias [d]
RMSE [d]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 5.65
ACCESS-CM2_BARPA [-] 5.79 5.79 5.65 0.131 0.540 0.781 0.939 0.882 0.944 0.973 0.924
ACCESS-CM2_CCAM [-] 6.28 6.28 5.65 0.627 0.866 0.702 0.846 0.858 0.939 0.917 0.884
ACCESS-CM2_CMIP6 [-] 6.15 6.15 5.49 0.653 0.791 1.01 0.824 0.875 0.904 0.999 0.895
ACCESS-ESM1-5_BARPA [-] 5.84 5.83 5.65 0.181 0.535 0.571 0.932 0.888 0.946 0.973 0.925
ACCESS-ESM1-5_CCAM [-] 6.27 6.27 5.65 0.614 0.891 0.697 0.848 0.847 0.936 0.968 0.889
ACCESS-ESM1-5_CMIP6 [-] 6.19 6.19 5.74 0.456 0.602 0.00 0.875 0.892 1.00 0.999 0.932
CESM2_BARPA [-] 5.78 5.78 5.65 0.125 0.452 0.975 0.937 0.906 0.876 0.950 0.915
CESM2_CCAM [-] 6.21 6.21 5.65 0.559 0.804 0.785 0.861 0.863 0.906 0.931 0.885
CESM2_CMIP6 [-] 6.42 6.42 5.67 0.747 0.899 0.803 0.806 0.867 0.913 0.971 0.885
CMCC-ESM2_BARPA [-] 5.59 5.60 5.65 -0.0584 0.613 1.12 0.928 0.867 0.847 0.858 0.873
CMCC-ESM2_CCAM [-] 6.02 6.03 5.65 0.376 0.662 0.717 0.900 0.875 0.921 0.953 0.905
CMCC-ESM2_CMIP6 [-] 6.14 6.14 5.67 0.466 0.646 0.562 0.875 0.884 0.917 0.964 0.905
CNRM-ESM2-1_CCAM [-] 6.23 6.23 5.65 0.578 0.889 0.732 0.857 0.842 0.918 0.940 0.880
CNRM-ESM2-1_CMIP6 [-] 5.54 5.54 5.59 -0.0462 0.624 1.01 0.905 0.864 0.887 0.772 0.858
EC-Earth3_BARPA [-] 5.71 5.71 5.65 0.0576 0.624 0.732 0.932 0.862 0.938 0.884 0.896
EC-Earth3_CCAM [-] 6.13 6.13 5.65 0.473 0.809 0.877 0.880 0.845 0.893 0.890 0.871
EC-Earth3_CMIP6 [-] 5.45 5.45 5.62 -0.170 0.621 0.775 0.941 0.854 0.929 0.811 0.878
ERA5_BARPA [-] 5.80 5.79 5.65 0.138 0.464 0.503 0.938 0.904 0.940 0.950 0.927
ERA5_CCAM [-] 6.24 6.24 5.65 0.581 0.785 0.737 0.856 0.875 0.913 0.910 0.886
MPI-ESM1-2-HR_BARPA [-] 6.07 6.07 5.65 0.414 0.725 0.682 0.894 0.860 0.933 0.984 0.906
MPI-ESM1-2-HR_CMIP6 [-] 6.13 6.13 5.61 0.520 0.780 1.01 0.861 0.854 0.885 0.967 0.884
NorESM2-MM_BARPA [-] 5.73 5.73 5.65 0.0741 0.526 1.10 0.937 0.886 0.859 0.938 0.901
NorESM2-MM_CCAM [-] 6.26 6.26 5.65 0.608 0.892 1.24 0.851 0.850 0.851 0.981 0.876
NorESM2-MM_CMIP6 [-] 6.44 6.44 5.67 0.765 1.01 0.784 0.802 0.835 0.910 0.894 0.855
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 [-] 5.53
ACCESS-CM2_BARPA [-] 6.04 6.03 5.53 0.505 0.788 0.828 0.905 0.889 0.894 0.979 0.911
ACCESS-CM2_CCAM [-] 6.15 6.14 5.53 0.614 1.01 1.06 0.889 0.858 0.876 0.944 0.885
ACCESS-CM2_CMIP6 [-] 5.53 5.53 5.48 0.0514 0.701 1.13 0.939 0.883 0.895 0.754 0.871
ACCESS-ESM1-5_BARPA [-] 5.80 5.80 5.53 0.267 0.540 0.969 0.947 0.915 0.873 0.995 0.929
ACCESS-ESM1-5_CCAM [-] 5.97 5.97 5.53 0.440 0.905 0.866 0.913 0.862 0.891 0.957 0.897
ACCESS-ESM1-5_CMIP6 [-] 5.19 5.19 5.52 -0.332 0.790 1.53 0.930 0.869 0.794 0.763 0.845
CESM2_BARPA [-] 6.22 6.22 5.53 0.686 0.922 1.02 0.873 0.886 0.866 0.842 0.871
CESM2_CCAM [-] 6.10 6.10 5.53 0.567 0.988 1.70 0.895 0.854 0.753 0.518 0.775
CESM2_CMIP6 [-] 5.40 5.40 5.55 -0.147 0.781 1.73 0.958 0.858 0.777 0.997 0.889
CMCC-ESM2_BARPA [-] 6.32 6.32 5.53 0.788 1.05 1.39 0.855 0.870 0.813 0.997 0.881
CMCC-ESM2_CCAM [-] 5.90 5.89 5.53 0.362 0.758 0.906 0.921 0.889 0.878 0.993 0.914
CMCC-ESM2_CMIP6 [-] 5.06 5.06 5.55 -0.489 0.893 1.26 0.903 0.858 0.831 0.947 0.879
CNRM-ESM2-1_CCAM [-] 5.97 5.96 5.53 0.432 0.896 1.08 0.913 0.865 0.867 0.984 0.899
CNRM-ESM2-1_CMIP6 [-] 5.67 5.67 5.54 0.135 0.730 0.680 0.940 0.874 0.913 0.923 0.905
EC-Earth3_BARPA [-] 6.11 6.11 5.53 0.578 0.754 0.815 0.892 0.909 0.901 0.999 0.922
EC-Earth3_CCAM [-] 5.93 5.93 5.53 0.398 0.791 1.46 0.916 0.884 0.804 0.946 0.887
EC-Earth3_CMIP6 [-] 5.61 5.61 5.55 0.0618 0.753 0.864 0.974 0.860 0.919 0.908 0.905
ERA5_BARPA [-] 5.99 5.98 5.53 0.452 0.703 0.871 0.914 0.899 0.892 0.981 0.917
ERA5_CCAM [-] 5.92 5.91 5.53 0.383 0.803 0.958 0.922 0.878 0.881 0.988 0.909
MPI-ESM1-2-HR_BARPA [-] 6.37 6.36 5.53 0.830 1.12 0.733 0.848 0.862 0.909 0.980 0.892
MPI-ESM1-2-HR_CMIP6 [-] 6.28 6.28 5.53 0.745 1.12 0.748 0.858 0.846 0.909 1.00 0.892
NorESM2-MM_BARPA [-] 6.09 6.09 5.53 0.557 0.895 1.54 0.894 0.869 0.797 0.979 0.882
NorESM2-MM_CCAM [-] 6.01 6.01 5.53 0.477 0.865 1.57 0.906 0.873 0.770 0.923 0.869
NorESM2-MM_CMIP6 [-] 5.15 5.15 5.55 -0.398 0.718 1.47 0.919 0.890 0.813 0.870 0.877
Download Data
Period Mean (original grids) [d]
Model Period Mean (intersection) [d]
Benchmark Period Mean (intersection) [d]
Model Period Mean (complement) [d]
Benchmark Period Mean (complement) [d]
Bias [d]
RMSE [d]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 4.94
ACCESS-CM2_BARPA [-] 5.37 5.38 4.94 0.437 0.911 0.790 0.920 0.865 0.895 0.880 0.885
ACCESS-CM2_CCAM [-] 5.68 5.68 4.94 0.739 1.32 0.739 0.871 0.821 0.908 0.607 0.806
ACCESS-CM2_CMIP6 [-] 5.11 5.11 4.96 0.149 0.776 0.983 0.945 0.873 0.900 0.831 0.885
ACCESS-ESM1-5_BARPA [-] 5.34 5.35 4.94 0.410 0.774 0.630 0.926 0.887 0.921 0.950 0.914
ACCESS-ESM1-5_CCAM [-] 5.63 5.63 4.94 0.686 1.25 1.91 0.880 0.823 0.726 0.453 0.741
ACCESS-ESM1-5_CMIP6 [-] 4.99 4.99 5.00 -0.00511 0.706 1.49 0.970 0.875 0.816 0.997 0.907
CESM2_BARPA [-] 5.76 5.77 4.94 0.829 1.26 0.911 0.855 0.838 0.876 0.909 0.863
CESM2_CCAM [-] 5.73 5.72 4.94 0.783 1.28 1.27 0.863 0.826 0.828 0.775 0.824
CESM2_CMIP6 [-] 4.92 4.92 4.95 -0.0342 0.652 1.55 0.961 0.890 0.801 0.956 0.899
CMCC-ESM2_BARPA [-] 5.67 5.69 4.94 0.744 1.29 1.58 0.870 0.822 0.774 0.891 0.836
CMCC-ESM2_CCAM [-] 5.31 5.30 4.94 0.363 1.13 1.23 0.911 0.832 0.831 0.665 0.814
CMCC-ESM2_CMIP6 [-] 4.41 4.41 4.95 -0.538 1.06 1.77 0.887 0.847 0.747 0.640 0.794
CNRM-ESM2-1_CCAM [-] 5.51 5.50 4.94 0.555 1.12 1.06 0.897 0.839 0.864 0.558 0.799
CNRM-ESM2-1_CMIP6 [-] 5.41 5.41 4.99 0.416 0.877 0.681 0.918 0.864 0.917 0.972 0.907
EC-Earth3_BARPA [-] 5.48 5.49 4.94 0.548 0.869 0.652 0.903 0.884 0.916 0.915 0.901
EC-Earth3_CCAM [-] 5.44 5.43 4.94 0.489 0.909 2.03 0.909 0.872 0.706 0.609 0.794
EC-Earth3_CMIP6 [-] 4.99 4.99 4.95 0.0407 0.704 1.23 0.972 0.878 0.872 0.921 0.904
ERA5_BARPA [-] 5.35 5.36 4.94 0.418 0.747 0.555 0.924 0.891 0.927 0.995 0.926
ERA5_CCAM [-] 5.41 5.41 4.94 0.467 0.965 0.584 0.916 0.856 0.925 0.632 0.837
MPI-ESM1-2-HR_BARPA [-] 5.65 5.65 4.94 0.712 1.07 0.617 0.874 0.862 0.921 0.891 0.882
MPI-ESM1-2-HR_CMIP6 [-] 5.69 5.69 4.97 0.720 1.17 0.600 0.868 0.839 0.921 0.957 0.885
NorESM2-MM_BARPA [-] 5.46 5.47 4.94 0.527 1.05 1.71 0.905 0.845 0.765 0.931 0.859
NorESM2-MM_CCAM [-] 5.61 5.62 4.94 0.675 1.34 1.54 0.879 0.810 0.794 0.458 0.750
NorESM2-MM_CMIP6 [-] 4.41 4.41 4.95 -0.537 0.895 1.64 0.900 0.871 0.784 0.988 0.883
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 [-] 6.58
ACCESS-CM2_BARPA [-] 6.68 6.69 6.58 0.108 0.399 1.18 0.966 0.902 0.834 0.997 0.920
ACCESS-CM2_CCAM [-] 6.64 6.64 6.58 0.0587 0.361 0.671 0.961 0.916 0.917 0.715 0.885
ACCESS-CM2_CMIP6 [-] 6.73 6.73 6.55 0.186 0.396 0.704 0.941 0.918 0.916 0.510 0.841
ACCESS-ESM1-5_BARPA [-] 6.77 6.78 6.58 0.195 0.452 0.555 0.947 0.896 0.931 0.992 0.932
ACCESS-ESM1-5_CCAM [-] 6.73 6.73 6.58 0.152 0.428 0.609 0.951 0.905 0.925 0.727 0.882
ACCESS-ESM1-5_CMIP6 [-] 6.77 6.77 6.51 0.259 0.502 0.334 0.922 0.897 0.959 0.567 0.848
CESM2_BARPA [-] 6.78 6.79 6.58 0.204 0.528 2.46 0.944 0.876 0.615 1.00 0.862
CESM2_CCAM [-] 6.79 6.79 6.58 0.213 0.514 2.24 0.941 0.882 0.628 0.877 0.842
CESM2_CMIP6 [-] 6.82 6.82 6.54 0.288 0.581 2.47 0.920 0.869 0.589 0.676 0.785
CMCC-ESM2_BARPA [-] 6.84 6.85 6.58 0.266 0.500 2.01 0.928 0.892 0.710 0.993 0.883
CMCC-ESM2_CCAM [-] 6.55 6.55 6.58 -0.0323 0.458 1.21 0.942 0.899 0.838 0.786 0.873
CMCC-ESM2_CMIP6 [-] 6.63 6.63 6.54 0.0966 0.485 1.33 0.923 0.897 0.822 0.343 0.776
CNRM-ESM2-1_CCAM [-] 6.58 6.58 6.58 0.000355 0.428 0.588 0.948 0.904 0.937 0.769 0.892
CNRM-ESM2-1_CMIP6 [-] 6.51 6.51 6.54 -0.0317 0.413 1.09 0.965 0.894 0.901 0.999 0.931
EC-Earth3_BARPA [-] 6.79 6.79 6.58 0.210 0.378 0.607 0.944 0.919 0.927 0.982 0.938
EC-Earth3_CCAM [-] 6.47 6.48 6.58 -0.106 0.479 0.761 0.930 0.899 0.905 0.677 0.862
EC-Earth3_CMIP6 [-] 6.55 6.55 6.55 -0.00164 0.367 0.576 0.972 0.906 0.938 0.982 0.941
ERA5_BARPA [-] 6.71 6.72 6.58 0.137 0.337 0.993 0.959 0.923 0.865 0.996 0.933
ERA5_CCAM [-] 6.62 6.62 6.58 0.0421 0.316 0.640 0.954 0.934 0.916 0.753 0.898
MPI-ESM1-2-HR_BARPA [-] 6.71 6.71 6.58 0.132 0.468 1.33 0.952 0.891 0.827 0.996 0.911
MPI-ESM1-2-HR_CMIP6 [-] 6.78 6.78 6.58 0.201 0.421 1.22 0.944 0.903 0.843 0.995 0.918
NorESM2-MM_BARPA [-] 6.69 6.70 6.58 0.115 0.449 2.46 0.964 0.890 0.629 0.996 0.874
NorESM2-MM_CCAM [-] 6.72 6.72 6.58 0.138 0.430 1.85 0.950 0.905 0.752 0.719 0.846
NorESM2-MM_CMIP6 [-] 6.75 6.75 6.54 0.217 0.473 1.54 0.937 0.896 0.807 0.423 0.792
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 [-] 6.26
ACCESS-CM2_BARPA [-] 6.46 6.46 6.26 0.204 0.462 1.01 0.954 0.914 0.871 0.994 0.930
ACCESS-CM2_CCAM [-] 6.23 6.23 6.26 -0.0299 0.441 0.983 0.975 0.911 0.874 0.990 0.932
ACCESS-CM2_CMIP6 [-] 6.05 6.05 6.25 -0.205 0.503 1.19 0.954 0.901 0.853 0.976 0.917
ACCESS-ESM1-5_BARPA [-] 6.42 6.42 6.26 0.165 0.463 0.974 0.963 0.910 0.880 0.998 0.932
ACCESS-ESM1-5_CCAM [-] 6.24 6.24 6.26 -0.0171 0.498 1.09 0.971 0.900 0.875 0.989 0.927
ACCESS-ESM1-5_CMIP6 [-] 6.13 6.13 6.26 -0.132 0.601 1.20 0.961 0.876 0.849 0.999 0.913
CESM2_BARPA [-] 6.66 6.66 6.26 0.402 0.672 1.37 0.914 0.888 0.814 0.903 0.881
CESM2_CCAM [-] 6.60 6.60 6.26 0.342 0.816 1.53 0.927 0.851 0.779 0.876 0.857
CESM2_CMIP6 [-] 6.26 6.26 6.26 0.00253 0.496 1.05 0.957 0.902 0.866 0.969 0.919
CMCC-ESM2_BARPA [-] 6.69 6.69 6.26 0.427 0.758 1.36 0.908 0.872 0.814 0.982 0.889
CMCC-ESM2_CCAM [-] 5.85 5.85 6.26 -0.412 0.657 1.14 0.908 0.898 0.852 0.999 0.911
CMCC-ESM2_CMIP6 [-] 5.35 5.35 6.26 -0.906 1.32 1.08 0.812 0.805 0.860 0.950 0.846
CNRM-ESM2-1_CCAM [-] 6.12 6.12 6.26 -0.135 0.496 1.16 0.962 0.903 0.850 0.978 0.919
CNRM-ESM2-1_CMIP6 [-] 6.38 6.38 6.24 0.130 0.616 1.14 0.946 0.880 0.850 0.715 0.854
EC-Earth3_BARPA [-] 6.66 6.66 6.26 0.405 0.603 1.07 0.912 0.909 0.850 0.986 0.913
EC-Earth3_CCAM [-] 6.08 6.08 6.26 -0.176 0.582 1.45 0.954 0.886 0.810 0.986 0.905
EC-Earth3_CMIP6 [-] 6.14 6.14 6.26 -0.122 0.660 1.01 0.967 0.864 0.879 0.999 0.915
ERA5_BARPA [-] 6.56 6.56 6.26 0.298 0.516 1.02 0.935 0.912 0.857 0.995 0.922
ERA5_CCAM [-] 6.21 6.21 6.26 -0.0467 0.314 1.08 0.977 0.938 0.858 0.999 0.942
MPI-ESM1-2-HR_BARPA [-] 6.75 6.75 6.26 0.490 0.726 0.937 0.895 0.888 0.878 0.936 0.897
MPI-ESM1-2-HR_CMIP6 [-] 6.75 6.75 6.26 0.486 0.734 1.05 0.893 0.885 0.865 0.924 0.890
NorESM2-MM_BARPA [-] 6.53 6.53 6.26 0.269 0.742 1.62 0.939 0.860 0.782 0.996 0.887
NorESM2-MM_CCAM [-] 6.17 6.17 6.26 -0.0873 0.541 1.49 0.960 0.895 0.811 0.973 0.907
NorESM2-MM_CMIP6 [-] 6.00 6.00 6.26 -0.254 0.607 1.66 0.935 0.890 0.775 0.942 0.886
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 [-] 6.79
ACCESS-CM2_BARPA [-] 6.92 6.92 6.79 0.136 0.339 0.836 0.967 0.929 0.901 0.970 0.939
ACCESS-CM2_CCAM [-] 6.82 6.82 6.79 0.0308 0.356 1.08 0.980 0.920 0.873 0.980 0.935
ACCESS-CM2_CMIP6 [-] 6.77 6.77 6.77 0.00478 0.364 0.913 0.981 0.916 0.889 0.963 0.933
ACCESS-ESM1-5_BARPA [-] 7.00 7.00 6.79 0.216 0.380 0.798 0.948 0.928 0.918 0.994 0.943
ACCESS-ESM1-5_CCAM [-] 6.94 6.94 6.79 0.158 0.443 1.06 0.960 0.908 0.883 0.871 0.906
ACCESS-ESM1-5_CMIP6 [-] 6.86 6.86 6.78 0.0786 0.399 1.07 0.977 0.908 0.874 0.971 0.928
CESM2_BARPA [-] 7.10 7.10 6.79 0.310 0.483 2.49 0.928 0.915 0.611 0.710 0.816
CESM2_CCAM [-] 7.04 7.04 6.79 0.255 0.561 2.13 0.937 0.889 0.680 0.907 0.861
CESM2_CMIP6 [-] 7.07 7.07 6.78 0.287 0.485 1.78 0.931 0.910 0.742 0.635 0.826
CMCC-ESM2_BARPA [-] 7.06 7.06 6.79 0.277 0.505 2.08 0.935 0.904 0.702 0.834 0.856
CMCC-ESM2_CCAM [-] 6.53 6.52 6.79 -0.261 0.467 1.89 0.939 0.915 0.733 0.977 0.896
CMCC-ESM2_CMIP6 [-] 6.45 6.45 6.78 -0.331 0.654 1.63 0.922 0.880 0.780 0.643 0.821
CNRM-ESM2-1_CCAM [-] 6.75 6.75 6.79 -0.0367 0.347 1.07 0.978 0.924 0.875 0.993 0.939
CNRM-ESM2-1_CMIP6 [-] 6.78 6.78 6.78 -0.000295 0.446 1.55 0.968 0.901 0.798 0.647 0.843
EC-Earth3_BARPA [-] 7.11 7.11 6.79 0.328 0.473 0.715 0.922 0.923 0.900 0.961 0.926
EC-Earth3_CCAM [-] 6.74 6.74 6.79 -0.0489 0.467 1.73 0.965 0.900 0.747 0.995 0.901
EC-Earth3_CMIP6 [-] 6.79 6.79 6.78 0.00173 0.490 0.857 0.964 0.895 0.903 0.943 0.920
ERA5_BARPA [-] 6.97 6.97 6.79 0.184 0.325 0.771 0.956 0.938 0.893 0.956 0.936
ERA5_CCAM [-] 6.86 6.86 6.79 0.0713 0.235 0.993 0.978 0.950 0.869 0.988 0.947
MPI-ESM1-2-HR_BARPA [-] 7.11 7.11 6.79 0.327 0.497 1.33 0.923 0.914 0.824 0.698 0.855
MPI-ESM1-2-HR_CMIP6 [-] 7.08 7.08 6.78 0.302 0.492 1.64 0.926 0.911 0.773 0.986 0.902
NorESM2-MM_BARPA [-] 6.87 6.87 6.79 0.0835 0.393 1.87 0.975 0.913 0.725 0.971 0.899
NorESM2-MM_CCAM [-] 6.79 6.79 6.79 0.00581 0.385 1.66 0.973 0.916 0.781 0.991 0.915
NorESM2-MM_CMIP6 [-] 6.89 6.89 6.78 0.107 0.476 1.75 0.958 0.898 0.749 0.919 0.885
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 [-] 5.78
ACCESS-CM2_BARPA [-] 6.16 6.14 5.78 0.350 0.644 0.837 0.894 0.864 0.902 0.973 0.899
ACCESS-CM2_CCAM [-] 5.98 5.99 5.78 0.210 0.800 1.35 0.902 0.814 0.843 0.993 0.873
ACCESS-CM2_CMIP6 [-] 5.37 5.37 4.97 0.406 0.670 1.01 0.869 0.841 0.876 0.906 0.867
ACCESS-ESM1-5_BARPA [-] 6.24 6.21 5.78 0.424 0.740 1.05 0.875 0.852 0.850 0.966 0.879
ACCESS-ESM1-5_CCAM [-] 6.06 6.07 5.78 0.287 0.810 1.97 0.897 0.816 0.728 0.997 0.851
ACCESS-ESM1-5_CMIP6 [-] 6.19 6.19 5.85 0.345 0.707 2.03 0.907 0.839 0.749 1.00 0.867
CESM2_BARPA [-] 6.16 6.14 5.78 0.357 0.711 1.67 0.895 0.846 0.759 0.963 0.862
CESM2_CCAM [-] 5.59 5.60 5.78 -0.187 0.855 2.04 0.910 0.797 0.723 0.986 0.843
CESM2_CMIP6 [-] 5.60 5.60 5.96 -0.361 1.41 4.00 0.895 0.670 0.263 0.0786 0.515
CMCC-ESM2_BARPA [-] 6.38 6.35 5.78 0.568 0.787 1.05 0.845 0.859 0.848 0.998 0.882
CMCC-ESM2_CCAM [-] 5.98 5.99 5.78 0.202 0.805 0.676 0.909 0.808 0.930 0.970 0.885
CMCC-ESM2_CMIP6 [-] 6.14 6.14 5.96 0.178 0.959 2.53 0.930 0.764 0.532 0.194 0.637
CNRM-ESM2-1_CCAM [-] 6.10 6.10 5.78 0.318 0.676 0.695 0.892 0.856 0.931 0.998 0.907
CNRM-ESM2-1_CMIP6 [-] 5.15 5.15 5.57 -0.418 0.823 1.02 0.871 0.823 0.933 0.637 0.817
EC-Earth3_BARPA [-] 6.11 6.10 5.78 0.311 0.508 0.815 0.903 0.904 0.909 0.967 0.917
EC-Earth3_CCAM [-] 5.87 5.88 5.78 0.0956 0.574 1.09 0.908 0.876 0.880 0.975 0.903
EC-Earth3_CMIP6 [-] 5.54 5.54 5.81 -0.270 0.654 1.02 0.885 0.860 0.893 0.662 0.832
ERA5_BARPA [-] 6.26 6.24 5.78 0.458 0.697 0.597 0.871 0.867 0.929 0.999 0.907
ERA5_CCAM [-] 6.11 6.12 5.78 0.335 0.676 0.695 0.884 0.865 0.926 0.970 0.902
MPI-ESM1-2-HR_BARPA [-] 6.08 6.05 5.78 0.267 0.657 1.25 0.902 0.856 0.839 0.999 0.890
MPI-ESM1-2-HR_CMIP6 [-] 5.78 5.78 5.74 0.0468 0.669 1.35 0.860 0.871 0.872 0.479 0.791
NorESM2-MM_BARPA [-] 6.21 6.19 5.78 0.406 0.659 1.37 0.886 0.868 0.802 0.989 0.882
NorESM2-MM_CCAM [-] 6.21 6.22 5.78 0.435 0.871 2.75 0.873 0.813 0.560 0.997 0.811
NorESM2-MM_CMIP6 [-] 6.33 6.33 5.96 0.364 0.887 4.00 0.901 0.791 0.263 0.174 0.584
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 [-] 4.26
ACCESS-CM2_BARPA [-] 4.46 4.39 4.26 0.127 0.709 1.82 0.880 0.814 0.768 0.901 0.835
ACCESS-CM2_CCAM [-] 4.97 4.98 4.26 0.715 1.18 2.21 0.780 0.729 0.703 0.993 0.787
ACCESS-CM2_CMIP6 [-] 5.22 5.22 4.16 1.05 1.34 2.03 0.662 0.725 0.749 1.00 0.772
ACCESS-ESM1-5_BARPA [-] 4.43 4.35 4.26 0.0932 1.03 2.16 0.867 0.720 0.708 0.890 0.781
ACCESS-ESM1-5_CCAM [-] 4.82 4.82 4.26 0.560 1.17 2.18 0.822 0.706 0.710 0.970 0.783
ACCESS-ESM1-5_CMIP6 [-] 5.43 5.43 4.87 0.559 1.06 2.03 0.811 0.717 0.749 0.825 0.764
CESM2_BARPA [-] 4.40 4.33 4.26 0.0690 1.07 3.63 0.867 0.706 0.363 0.889 0.706
CESM2_CCAM [-] 4.26 4.26 4.26 0.00291 1.31 3.05 0.895 0.636 0.497 0.966 0.726
CESM2_CMIP6 [-] 5.00 5.00 4.43 0.575 1.55 4.33 0.802 0.581 0.201 0.902 0.613
CMCC-ESM2_BARPA [-] 4.57 4.50 4.26 0.238 0.878 2.23 0.859 0.773 0.615 0.869 0.778
CMCC-ESM2_CCAM [-] 4.96 4.96 4.26 0.697 1.28 3.78 0.785 0.690 0.320 0.980 0.693
CMCC-ESM2_CMIP6 [-] 5.42 5.42 4.43 0.993 1.55 4.67 0.693 0.659 0.176 0.959 0.629
CNRM-ESM2-1_CCAM [-] 4.88 4.88 4.26 0.619 0.873 1.21 0.806 0.815 0.877 0.972 0.857
CNRM-ESM2-1_CMIP6 [-] 4.33 4.33 4.68 -0.351 0.660 1.02 0.883 0.821 0.933 0.972 0.886
EC-Earth3_BARPA [-] 4.72 4.66 4.26 0.402 0.663 1.64 0.858 0.855 0.805 0.960 0.867
EC-Earth3_CCAM [-] 4.92 4.93 4.26 0.664 0.882 1.81 0.793 0.826 0.783 0.994 0.844
EC-Earth3_CMIP6 [-] 4.44 4.44 4.32 0.120 0.549 1.78 0.922 0.833 0.795 0.998 0.876
ERA5_BARPA [-] 4.62 4.55 4.26 0.292 0.583 0.530 0.863 0.884 0.952 0.904 0.898
ERA5_CCAM [-] 5.04 5.04 4.26 0.781 0.934 0.496 0.762 0.847 0.950 0.980 0.877
MPI-ESM1-2-HR_BARPA [-] 3.98 3.90 4.26 -0.365 0.810 1.39 0.834 0.811 0.838 0.849 0.829
MPI-ESM1-2-HR_CMIP6 [-] 4.66 4.66 4.13 0.533 1.03 2.03 0.783 0.773 0.749 0.977 0.811
NorESM2-MM_BARPA [-] 4.64 4.57 4.26 0.312 0.696 2.07 0.859 0.837 0.697 0.918 0.830
NorESM2-MM_CCAM [-] 4.99 4.99 4.26 0.729 1.17 3.97 0.777 0.734 0.280 0.964 0.698
NorESM2-MM_CMIP6 [-] 5.36 5.36 4.43 0.928 1.30 4.33 0.702 0.708 0.201 0.732 0.610
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 [-] 5.38
ACCESS-CM2_BARPA [-] 5.64 5.60 5.38 0.220 0.626 1.30 0.905 0.855 0.838 0.878 0.866
ACCESS-CM2_CCAM [-] 6.16 6.14 5.38 0.754 0.974 0.777 0.788 0.833 0.900 0.981 0.867
ACCESS-CM2_CMIP6 [-] 5.96 5.96 5.34 0.617 0.855 0.337 0.819 0.844 0.978 0.0847 0.714
ACCESS-ESM1-5_BARPA [-] 5.84 5.80 5.38 0.416 0.749 0.931 0.872 0.837 0.889 0.940 0.875
ACCESS-ESM1-5_CCAM [-] 6.25 6.22 5.38 0.842 1.04 1.01 0.766 0.830 0.854 0.974 0.851
ACCESS-ESM1-5_CMIP6 [-] 6.49 6.49 5.46 1.03 1.12 0.00 0.707 0.865 1.00 0.998 0.887
CESM2_BARPA [-] 5.66 5.62 5.38 0.242 0.688 2.04 0.906 0.835 0.706 0.909 0.838
CESM2_CCAM [-] 6.02 5.99 5.38 0.608 0.901 1.67 0.824 0.816 0.755 0.986 0.840
CESM2_CMIP6 [-] 6.35 6.35 5.33 1.02 1.24 2.85 0.711 0.794 0.516 0.858 0.734
CMCC-ESM2_BARPA [-] 5.61 5.59 5.38 0.207 0.685 1.81 0.900 0.841 0.740 0.890 0.842
CMCC-ESM2_CCAM [-] 5.96 5.95 5.38 0.568 0.822 1.84 0.835 0.835 0.724 0.919 0.830
CMCC-ESM2_CMIP6 [-] 5.92 5.92 5.33 0.589 0.968 2.69 0.825 0.789 0.586 0.579 0.713
CNRM-ESM2-1_CCAM [-] 6.05 6.03 5.38 0.650 0.943 0.796 0.814 0.813 0.908 0.987 0.867
CNRM-ESM2-1_CMIP6 [-] 5.36 5.36 5.19 0.164 0.833 1.33 0.904 0.773 0.877 0.804 0.826
EC-Earth3_BARPA [-] 5.67 5.64 5.38 0.262 0.668 1.79 0.899 0.848 0.746 0.906 0.850
EC-Earth3_CCAM [-] 6.01 6.00 5.38 0.619 0.877 1.60 0.820 0.831 0.790 0.932 0.841
EC-Earth3_CMIP6 [-] 5.69 5.69 5.43 0.258 0.781 1.83 0.874 0.814 0.704 0.998 0.841
ERA5_BARPA [-] 5.61 5.57 5.38 0.191 0.534 1.54 0.897 0.891 0.763 0.836 0.856
ERA5_CCAM [-] 6.03 6.01 5.38 0.625 0.810 1.45 0.821 0.862 0.779 0.999 0.864
MPI-ESM1-2-HR_BARPA [-] 5.80 5.76 5.38 0.377 0.718 1.66 0.869 0.850 0.766 0.806 0.828
MPI-ESM1-2-HR_CMIP6 [-] 6.01 6.01 5.41 0.601 0.996 2.36 0.820 0.784 0.669 0.935 0.798
NorESM2-MM_BARPA [-] 5.47 5.45 5.38 0.0688 0.561 1.39 0.913 0.869 0.822 0.895 0.873
NorESM2-MM_CCAM [-] 6.14 6.12 5.38 0.736 0.954 2.40 0.794 0.834 0.621 0.981 0.813
NorESM2-MM_CMIP6 [-] 6.30 6.30 5.33 0.969 1.16 1.86 0.722 0.812 0.749 0.977 0.814
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 [-] 5.64
ACCESS-CM2_BARPA [-] 5.87 5.91 5.64 0.269 0.534 1.48 0.909 0.895 0.788 0.980 0.893
ACCESS-CM2_CCAM [-] 6.17 6.18 5.64 0.545 0.720 1.03 0.852 0.882 0.872 0.501 0.798
ACCESS-CM2_CMIP6 [-] 5.77 5.77 5.35 0.413 0.676 0.00 0.875 0.847 1.00 0.918 0.897
ACCESS-ESM1-5_BARPA [-] 6.06 6.10 5.64 0.458 0.674 0.553 0.869 0.879 0.930 0.943 0.900
ACCESS-ESM1-5_CCAM [-] 6.22 6.24 5.64 0.601 0.761 0.578 0.837 0.880 0.925 0.532 0.811
ACCESS-ESM1-5_CMIP6 [-] 6.38 6.38 5.97 0.406 0.610 0.983 0.875 0.860 0.882 0.0198 0.699
CESM2_BARPA [-] 5.91 5.95 5.64 0.310 0.741 1.43 0.898 0.833 0.796 0.991 0.870
CESM2_CCAM [-] 5.92 5.94 5.64 0.306 0.652 2.12 0.910 0.853 0.705 0.552 0.775
CESM2_CMIP6 [-] 6.23 6.23 5.74 0.490 0.744 0.788 0.862 0.849 0.905 0.495 0.792
CMCC-ESM2_BARPA [-] 6.01 6.05 5.64 0.416 0.737 2.00 0.873 0.851 0.723 0.995 0.858
CMCC-ESM2_CCAM [-] 6.18 6.20 5.64 0.565 0.799 1.53 0.846 0.853 0.772 0.492 0.763
CMCC-ESM2_CMIP6 [-] 6.29 6.29 5.74 0.543 0.752 1.99 0.848 0.856 0.746 0.740 0.809
CNRM-ESM2-1_CCAM [-] 6.13 6.15 5.64 0.516 0.742 0.707 0.859 0.859 0.907 0.533 0.803
CNRM-ESM2-1_CMIP6 [-] 5.51 5.51 5.12 0.388 0.735 1.97 0.886 0.823 0.764 1.00 0.859
EC-Earth3_BARPA [-] 6.09 6.13 5.64 0.491 0.656 1.11 0.856 0.892 0.838 0.967 0.889
EC-Earth3_CCAM [-] 6.05 6.07 5.64 0.435 0.580 0.668 0.878 0.906 0.918 0.530 0.828
EC-Earth3_CMIP6 [-] 5.93 5.93 5.62 0.309 0.473 1.07 0.907 0.904 0.855 0.931 0.900
ERA5_BARPA [-] 5.81 5.85 5.64 0.217 0.501 1.35 0.908 0.902 0.801 0.999 0.902
ERA5_CCAM [-] 6.05 6.08 5.64 0.437 0.582 0.690 0.877 0.902 0.889 0.651 0.844
MPI-ESM1-2-HR_BARPA [-] 5.63 5.68 5.64 0.0408 0.520 1.83 0.934 0.875 0.743 0.999 0.885
MPI-ESM1-2-HR_CMIP6 [-] 6.12 6.12 5.61 0.508 0.686 0.610 0.849 0.868 0.936 0.987 0.902
NorESM2-MM_BARPA [-] 5.89 5.93 5.64 0.288 0.602 1.80 0.902 0.876 0.747 0.983 0.877
NorESM2-MM_CCAM [-] 6.24 6.26 5.64 0.626 0.831 2.07 0.831 0.858 0.714 0.539 0.760
NorESM2-MM_CMIP6 [-] 6.23 6.23 5.74 0.481 0.674 0.391 0.865 0.874 0.953 0.468 0.807
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 [-] 6.77
ACCESS-CM2_BARPA [-] 6.80 6.78 6.77 0.00546 0.344 1.37 0.981 0.921 0.815 0.996 0.927
ACCESS-CM2_CCAM [-] 6.80 6.82 6.77 0.0417 0.340 1.69 0.975 0.924 0.766 0.959 0.910
ACCESS-CM2_CMIP6 [-] 6.64 6.64 6.63 0.00800 0.374 1.98 0.967 0.917 0.760 0.816 0.876
ACCESS-ESM1-5_BARPA [-] 6.95 6.94 6.77 0.161 0.366 1.72 0.960 0.923 0.739 0.999 0.909
ACCESS-ESM1-5_CCAM [-] 6.94 6.95 6.77 0.174 0.393 1.81 0.958 0.919 0.722 0.950 0.894
ACCESS-ESM1-5_CMIP6 [-] 6.96 6.96 6.71 0.253 0.411 0.678 0.933 0.917 0.916 0.927 0.922
CESM2_BARPA [-] 6.86 6.85 6.77 0.0761 0.452 1.58 0.976 0.897 0.787 1.00 0.911
CESM2_CCAM [-] 6.81 6.83 6.77 0.0561 0.433 1.46 0.970 0.903 0.793 0.994 0.912
CESM2_CMIP6 [-] 6.95 6.95 6.74 0.216 0.429 0.737 0.945 0.909 0.917 0.741 0.885
CMCC-ESM2_BARPA [-] 6.89 6.88 6.77 0.107 0.359 1.20 0.972 0.921 0.850 0.982 0.929
CMCC-ESM2_CCAM [-] 6.69 6.70 6.77 -0.0748 0.367 1.78 0.965 0.921 0.754 0.919 0.896
CMCC-ESM2_CMIP6 [-] 6.70 6.70 6.74 -0.0329 0.308 1.56 0.978 0.927 0.793 0.789 0.883
CNRM-ESM2-1_CCAM [-] 6.76 6.77 6.77 -0.00597 0.332 1.42 0.975 0.926 0.803 0.972 0.920
CNRM-ESM2-1_CMIP6 [-] 6.75 6.75 6.83 -0.0731 0.360 0.800 0.977 0.913 0.902 0.966 0.934
EC-Earth3_BARPA [-] 6.97 6.95 6.77 0.180 0.331 1.60 0.956 0.935 0.770 0.993 0.918
EC-Earth3_CCAM [-] 6.69 6.70 6.77 -0.0755 0.390 1.15 0.964 0.915 0.846 0.989 0.926
EC-Earth3_CMIP6 [-] 6.72 6.72 6.71 0.0184 0.454 0.793 0.968 0.896 0.904 0.962 0.925
ERA5_BARPA [-] 6.84 6.82 6.77 0.0477 0.266 1.12 0.980 0.940 0.856 1.00 0.943
ERA5_CCAM [-] 6.74 6.75 6.77 -0.0201 0.259 1.23 0.973 0.945 0.827 1.00 0.938
MPI-ESM1-2-HR_BARPA [-] 6.77 6.75 6.77 -0.0262 0.381 1.04 0.972 0.914 0.873 0.930 0.921
MPI-ESM1-2-HR_CMIP6 [-] 7.02 7.02 6.77 0.250 0.405 1.80 0.937 0.923 0.725 0.797 0.861
NorESM2-MM_BARPA [-] 6.74 6.73 6.77 -0.0480 0.352 1.55 0.976 0.920 0.791 0.995 0.920
NorESM2-MM_CCAM [-] 6.81 6.82 6.77 0.0421 0.399 1.79 0.973 0.911 0.742 0.998 0.907
NorESM2-MM_CMIP6 [-] 6.83 6.83 6.74 0.0917 0.366 1.56 0.969 0.915 0.782 0.732 0.863
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 [-] 6.57
ACCESS-CM2_BARPA [-] 6.76 6.75 6.57 0.186 0.393 1.18 0.949 0.911 0.844 0.939 0.911
ACCESS-CM2_CCAM [-] 6.66 6.67 6.57 0.100 0.404 1.07 0.967 0.900 0.856 0.922 0.909
ACCESS-CM2_CMIP6 [-] 6.66 6.66 6.54 0.122 0.422 0.681 0.955 0.896 0.922 0.808 0.896
ACCESS-ESM1-5_BARPA [-] 6.90 6.90 6.57 0.335 0.510 1.22 0.910 0.900 0.846 0.769 0.865
ACCESS-ESM1-5_CCAM [-] 6.85 6.85 6.57 0.283 0.488 1.38 0.924 0.898 0.809 0.832 0.872
ACCESS-ESM1-5_CMIP6 [-] 6.76 6.76 6.54 0.222 0.548 0.860 0.935 0.868 0.899 0.975 0.909
CESM2_BARPA [-] 6.81 6.80 6.57 0.236 0.467 2.93 0.936 0.897 0.496 1.00 0.845
CESM2_CCAM [-] 6.69 6.69 6.57 0.127 0.458 2.62 0.949 0.893 0.569 0.945 0.850
CESM2_CMIP6 [-] 6.88 6.88 6.53 0.346 0.564 1.84 0.905 0.885 0.699 0.966 0.868
CMCC-ESM2_BARPA [-] 6.79 6.79 6.57 0.219 0.433 2.09 0.940 0.904 0.683 0.989 0.884
CMCC-ESM2_CCAM [-] 6.45 6.46 6.57 -0.110 0.491 1.87 0.952 0.883 0.728 0.910 0.871
CMCC-ESM2_CMIP6 [-] 6.53 6.53 6.53 -0.00134 0.399 2.17 0.964 0.899 0.660 0.849 0.854
CNRM-ESM2-1_CCAM [-] 6.67 6.67 6.57 0.102 0.466 1.11 0.952 0.893 0.851 0.588 0.836
CNRM-ESM2-1_CMIP6 [-] 6.52 6.52 6.50 0.0172 0.427 1.06 0.950 0.898 0.854 0.975 0.915
EC-Earth3_BARPA [-] 6.77 6.77 6.57 0.201 0.392 1.63 0.941 0.919 0.762 0.871 0.882
EC-Earth3_CCAM [-] 6.51 6.52 6.57 -0.0513 0.510 3.24 0.951 0.879 0.454 0.730 0.779
EC-Earth3_CMIP6 [-] 6.55 6.55 6.56 -0.0149 0.457 2.26 0.951 0.890 0.646 0.990 0.873
ERA5_BARPA [-] 6.70 6.70 6.57 0.130 0.263 1.19 0.963 0.942 0.844 0.952 0.929
ERA5_CCAM [-] 6.66 6.67 6.57 0.0979 0.299 0.915 0.958 0.935 0.884 0.861 0.915
MPI-ESM1-2-HR_BARPA [-] 6.82 6.82 6.57 0.253 0.487 1.56 0.932 0.895 0.777 0.993 0.899
MPI-ESM1-2-HR_CMIP6 [-] 6.99 6.99 6.60 0.393 0.534 1.90 0.892 0.903 0.718 0.750 0.834
NorESM2-MM_BARPA [-] 6.69 6.69 6.57 0.118 0.420 2.50 0.962 0.897 0.592 0.951 0.860
NorESM2-MM_CCAM [-] 6.85 6.85 6.57 0.285 0.505 1.88 0.923 0.895 0.717 0.753 0.836
NorESM2-MM_CMIP6 [-] 6.84 6.84 6.53 0.305 0.510 2.63 0.914 0.890 0.573 0.907 0.835
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 [-] 4.81
ACCESS-CM2_BARPA [-] 5.54 5.56 4.81 0.746 1.35 0.695 0.876 0.823 0.928 0.999 0.890
ACCESS-CM2_CCAM [-] 6.28 6.28 4.81 1.47 2.13 1.14 0.771 0.763 0.876 0.808 0.796
ACCESS-CM2_CMIP6 [-] 5.60 5.60 4.79 0.808 1.54 0.207 0.861 0.795 0.986 0.999 0.887
ACCESS-ESM1-5_BARPA [-] 5.27 5.29 4.81 0.473 1.05 1.22 0.919 0.851 0.846 0.985 0.890
ACCESS-ESM1-5_CCAM [-] 5.90 5.90 4.81 1.08 1.66 0.943 0.825 0.801 0.876 0.937 0.848
ACCESS-ESM1-5_CMIP6 [-] 4.61 4.61 4.67 -0.0578 1.34 1.28 0.983 0.796 0.810 0.961 0.869
CESM2_BARPA [-] 5.78 5.80 4.81 0.985 1.42 1.13 0.840 0.836 0.853 0.992 0.871
CESM2_CCAM [-] 5.75 5.75 4.81 0.935 1.41 1.37 0.847 0.831 0.824 0.835 0.834
CESM2_CMIP6 [-] 5.13 5.13 4.79 0.342 1.10 1.37 0.940 0.838 0.862 0.991 0.894
CMCC-ESM2_BARPA [-] 5.82 5.84 4.81 1.03 1.47 1.37 0.834 0.831 0.805 0.993 0.859
CMCC-ESM2_CCAM [-] 5.82 5.82 4.81 1.00 1.44 1.40 0.836 0.835 0.786 0.959 0.850
CMCC-ESM2_CMIP6 [-] 4.94 4.94 4.79 0.152 0.548 1.60 0.959 0.922 0.779 0.996 0.916
CNRM-ESM2-1_CCAM [-] 6.01 6.00 4.81 1.19 1.66 0.891 0.809 0.819 0.896 0.901 0.849
CNRM-ESM2-1_CMIP6 [-] 4.96 4.96 4.73 0.225 1.14 0.173 0.962 0.825 0.988 0.944 0.909
EC-Earth3_BARPA [-] 5.62 5.63 4.81 0.820 1.13 1.13 0.864 0.873 0.868 0.995 0.894
EC-Earth3_CCAM [-] 5.76 5.74 4.81 0.933 1.35 1.24 0.846 0.844 0.842 0.933 0.862
EC-Earth3_CMIP6 [-] 4.94 4.94 4.78 0.159 0.932 1.17 0.961 0.850 0.867 0.976 0.901
ERA5_BARPA [-] 5.40 5.44 4.81 0.624 0.956 0.529 0.895 0.882 0.936 0.990 0.917
ERA5_CCAM [-] 5.89 5.89 4.81 1.08 1.54 0.885 0.825 0.826 0.893 0.900 0.854
MPI-ESM1-2-HR_BARPA [-] 5.78 5.79 4.81 0.979 1.48 0.918 0.841 0.825 0.887 0.988 0.873
MPI-ESM1-2-HR_CMIP6 [-] 5.81 5.81 4.76 1.05 1.66 1.23 0.832 0.807 0.819 0.952 0.843
NorESM2-MM_BARPA [-] 5.49 5.51 4.81 0.694 1.06 0.912 0.883 0.869 0.889 0.999 0.902
NorESM2-MM_CCAM [-] 5.82 5.82 4.81 1.01 1.50 1.83 0.836 0.824 0.742 0.845 0.814
NorESM2-MM_CMIP6 [-] 4.77 4.77 4.79 -0.0204 0.637 1.60 0.949 0.904 0.800 0.800 0.871

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:
Thu Sep 19 18:28:26 2024: ncatted -a missing_value,CD,d,, /g/data/xv83/users/bxn599/ACS/icclim_indices_acs/era5/indices/none/none/AUS-25/ECMWF/ERA5/historical/r1i1p1f1/none/none/climdex/CD/v20240411/CD_AUS-25_ERA5_historical_r1i1p1f1_ECMWF_none_none_mon_19850101-20141231.nc.tmp Wed Aug 28 15:16:22 2024: cdo -f nc4c -b f32 -z zip_1 --shuffle setmissval,1.e+20 /g/data/xv83/users/bxn599/ACS/icclim_indices_acs/era5/indices/none/none/AUS-25/ECMWF/ERA5/historical/r1i1p1f1/none/none/climdex/CD/v20240411/CD_AUS-25_ERA5_historical_r1i1p1f1_ECMWF_none_none_mon_19850101-20141231.nc /g/data/xv83/users/bxn599/ACS/icclim_indices_acs/era5/indices/none/none/AUS-25/ECMWF/ERA5/historical/r1i1p1f1/none/none/climdex/CD/v20240411/CD_AUS-25_ERA5_historical_r1i1p1f1_ECMWF_none_none_mon_19850101-20141231_compressed.nc

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

  Conventions:
CF-1.6

  Cdi:
Climate Data Interface version 2.4.0 (https://mpimet.mpg.de/cdi)

  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:
CD

  Cdo:
Climate Data Operators version 2.4.0 (https://mpimet.mpg.de/cdo)

  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)