Mean State

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Period Mean (original grids) [degC]
Model Period Mean (intersection) [degC]
Benchmark Period Mean (intersection) [degC]
Model Period Mean (complement) [degC]
Benchmark Period Mean (complement) [degC]
Bias [degC]
RMSE [degC]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 23.3
ACCESS-CM2_BARPA [-] 25.0 24.9 23.3 1.58 2.33 0.684 0.615 0.722 0.941 0.986 0.797
ACCESS-CM2_CCAM [-] 25.7 25.7 23.3 2.35 2.99 0.959 0.525 0.630 0.908 0.993 0.738
ACCESS-CM2_CMIP6 [-] 21.2 21.2 22.9 -1.65 2.21 0.680 0.599 0.716 0.940 0.998 0.794
ACCESS-ESM1-5_BARPA [-] 25.1 25.0 23.3 1.72 2.32 0.787 0.596 0.740 0.933 0.997 0.801
ACCESS-ESM1-5_CCAM [-] 25.3 25.2 23.3 1.92 2.61 0.837 0.588 0.663 0.917 0.999 0.766
ACCESS-ESM1-5_CMIP6 [-] 22.2 22.2 22.9 -0.747 1.78 0.930 0.720 0.709 0.910 0.996 0.809
CESM2_BARPA [-] 26.1 26.0 23.3 2.72 3.22 0.598 0.467 0.703 0.946 0.994 0.763
CESM2_CCAM [-] 25.8 25.7 23.3 2.41 2.78 0.829 0.522 0.713 0.921 0.996 0.773
CMCC-ESM2_BARPA [-] 25.8 25.7 23.3 2.39 3.06 0.849 0.507 0.666 0.907 0.990 0.747
CMCC-ESM2_CCAM [-] 24.5 24.4 23.3 1.12 1.78 0.575 0.693 0.769 0.950 0.997 0.836
CMCC-ESM2_CMIP6 [-] 19.5 19.5 23.1 -3.64 3.83 0.529 0.363 0.781 0.953 0.971 0.770
CNRM-ESM2-1_CCAM [-] 24.8 24.8 23.3 1.44 2.27 0.791 0.661 0.683 0.930 0.992 0.790
CNRM-ESM2-1_CMIP6 [-] 22.8 22.8 23.0 -0.197 1.67 0.688 0.712 0.742 0.937 0.979 0.822
EC-Earth3_BARPA [-] 25.6 25.5 23.3 2.20 2.68 0.664 0.537 0.726 0.943 0.988 0.784
EC-Earth3_CCAM [-] 24.3 24.3 23.3 0.955 1.99 0.826 0.721 0.682 0.929 0.999 0.803
EC-Earth3_CMIP6 [-] 22.7 22.7 23.2 -0.486 1.90 0.705 0.720 0.681 0.940 0.999 0.804
ERA5_BARPA [-] 25.1 25.0 23.3 1.65 2.35 0.477 0.600 0.734 0.952 0.990 0.802
ERA5_CCAM [-] 25.1 25.0 23.3 1.66 2.18 0.492 0.622 0.756 0.959 0.999 0.818
MPI-ESM1-2-HR_BARPA [-] 26.9 26.8 23.3 3.47 3.80 0.708 0.381 0.709 0.936 0.999 0.747
MPI-ESM1-2-HR_CMIP6 [-] 22.0 22.0 23.1 -1.17 2.09 0.648 0.634 0.715 0.944 0.998 0.801
NorESM2-MM_BARPA [-] 24.7 24.7 23.3 1.34 2.79 1.07 0.617 0.613 0.862 0.966 0.734
NorESM2-MM_CCAM [-] 24.4 24.3 23.3 0.986 2.33 1.19 0.700 0.617 0.858 0.995 0.758
NorESM2-MM_CMIP6 [-] 19.4 19.4 23.1 -3.72 4.07 1.08 0.353 0.670 0.870 0.998 0.712
Download Data
Period Mean (original grids) [degC]
Model Period Mean (intersection) [degC]
Benchmark Period Mean (intersection) [degC]
Model Period Mean (complement) [degC]
Benchmark Period Mean (complement) [degC]
Bias [degC]
RMSE [degC]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 24.6
ACCESS-CM2_BARPA [-] 24.2 24.2 24.6 -0.410 1.80 0.976 0.862 0.617 0.922 0.899 0.802
ACCESS-CM2_CCAM [-] 25.5 25.6 24.6 0.905 2.66 1.49 0.767 0.493 0.832 0.972 0.736
ACCESS-CM2_CMIP6 [-] 22.8 22.8 24.7 -1.88 2.43 0.679 0.580 0.643 0.926 0.992 0.769
ACCESS-ESM1-5_BARPA [-] 24.2 24.2 24.6 -0.435 1.47 0.775 0.843 0.691 0.949 0.876 0.823
ACCESS-ESM1-5_CCAM [-] 24.6 24.6 24.6 -0.0446 1.91 0.762 0.873 0.594 0.950 0.909 0.805
ACCESS-ESM1-5_CMIP6 [-] 22.9 22.9 24.6 -1.68 2.30 0.863 0.621 0.644 0.943 1.00 0.784
CESM2_BARPA [-] 25.2 25.2 24.6 0.555 1.53 0.529 0.809 0.693 0.944 0.830 0.805
CESM2_CCAM [-] 26.4 26.3 24.6 1.70 2.19 0.789 0.624 0.696 0.927 0.980 0.794
CMCC-ESM2_BARPA [-] 25.3 25.3 24.6 0.631 1.82 0.954 0.801 0.635 0.922 0.844 0.782
CMCC-ESM2_CCAM [-] 24.4 24.4 24.6 -0.226 1.29 0.715 0.862 0.727 0.953 0.892 0.844
CMCC-ESM2_CMIP6 [-] 20.0 20.0 24.6 -4.64 4.81 0.618 0.276 0.789 0.959 0.561 0.662
CNRM-ESM2-1_CCAM [-] 24.9 24.9 24.6 0.252 2.69 0.801 0.861 0.472 0.947 0.981 0.777
CNRM-ESM2-1_CMIP6 [-] 23.8 23.8 24.6 -0.826 1.91 0.818 0.776 0.610 0.946 0.963 0.800
EC-Earth3_BARPA [-] 25.7 25.7 24.6 1.03 1.79 0.811 0.743 0.670 0.944 0.920 0.803
EC-Earth3_CCAM [-] 25.1 25.1 24.6 0.491 2.09 0.811 0.837 0.572 0.944 0.975 0.803
EC-Earth3_CMIP6 [-] 22.8 22.8 24.7 -1.91 2.70 0.986 0.586 0.590 0.918 0.990 0.751
ERA5_BARPA [-] 24.4 24.4 24.6 -0.237 1.80 0.568 0.871 0.615 0.951 0.877 0.805
ERA5_CCAM [-] 24.9 24.9 24.6 0.222 1.89 0.813 0.876 0.594 0.943 0.945 0.812
MPI-ESM1-2-HR_BARPA [-] 27.5 27.5 24.6 2.84 3.24 0.464 0.445 0.647 0.969 0.900 0.730
MPI-ESM1-2-HR_CMIP6 [-] 23.1 23.1 24.6 -1.51 2.16 0.745 0.646 0.680 0.951 0.997 0.803
NorESM2-MM_BARPA [-] 23.7 23.7 24.6 -0.936 2.79 3.63 0.757 0.480 0.403 0.892 0.616
NorESM2-MM_CCAM [-] 23.8 23.8 24.6 -0.873 2.73 2.37 0.774 0.483 0.657 1.00 0.701
NorESM2-MM_CMIP6 [-] 19.5 19.5 24.6 -5.09 5.30 1.67 0.241 0.654 0.755 0.787 0.614
Download Data
Period Mean (original grids) [degC]
Model Period Mean (intersection) [degC]
Benchmark Period Mean (intersection) [degC]
Model Period Mean (complement) [degC]
Benchmark Period Mean (complement) [degC]
Bias [degC]
RMSE [degC]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 21.7
ACCESS-CM2_BARPA [-] 21.7 21.7 21.7 -0.0462 2.26 1.00 0.671 0.653 0.915 0.946 0.768
ACCESS-CM2_CCAM [-] 23.8 23.7 21.7 2.00 3.16 1.33 0.556 0.525 0.843 0.924 0.700
ACCESS-CM2_CMIP6 [-] 17.3 17.3 20.1 -2.80 3.27 0.709 0.431 0.599 0.920 0.894 0.685
ACCESS-ESM1-5_BARPA [-] 21.3 21.3 21.7 -0.434 2.10 0.986 0.683 0.684 0.927 0.944 0.790
ACCESS-ESM1-5_CCAM [-] 22.5 22.4 21.7 0.739 2.27 0.990 0.700 0.594 0.913 0.923 0.766
ACCESS-ESM1-5_CMIP6 [-] 19.7 19.7 21.3 -1.57 2.42 0.862 0.573 0.627 0.943 0.996 0.754
CESM2_BARPA [-] 22.4 22.3 21.7 0.645 2.18 0.780 0.610 0.759 0.941 0.977 0.805
CESM2_CCAM [-] 24.1 24.0 21.7 2.30 2.95 1.21 0.532 0.620 0.889 0.951 0.734
CMCC-ESM2_BARPA [-] 22.4 22.4 21.7 0.721 2.58 0.896 0.577 0.680 0.932 0.996 0.778
CMCC-ESM2_CCAM [-] 22.6 22.6 21.7 0.867 2.00 0.839 0.655 0.706 0.932 0.918 0.792
CMCC-ESM2_CMIP6 [-] 17.4 17.4 21.7 -4.35 4.54 0.745 0.300 0.771 0.951 0.939 0.753
CNRM-ESM2-1_CCAM [-] 22.9 22.9 21.7 1.16 3.02 0.977 0.669 0.473 0.926 0.916 0.723
CNRM-ESM2-1_CMIP6 [-] 20.1 20.1 20.8 -0.698 2.15 0.696 0.700 0.566 0.946 0.998 0.773
EC-Earth3_BARPA [-] 22.4 22.4 21.7 0.668 2.77 0.821 0.582 0.610 0.929 0.997 0.758
EC-Earth3_CCAM [-] 22.7 22.7 21.7 0.956 2.64 0.854 0.683 0.526 0.930 0.947 0.749
EC-Earth3_CMIP6 [-] 20.6 20.6 21.6 -1.04 2.45 0.418 0.623 0.588 0.971 0.997 0.778
ERA5_BARPA [-] 21.6 21.6 21.7 -0.121 2.27 0.412 0.661 0.672 0.965 0.970 0.789
ERA5_CCAM [-] 22.8 22.7 21.7 1.00 2.28 0.802 0.673 0.609 0.934 0.909 0.768
MPI-ESM1-2-HR_BARPA [-] 24.3 24.2 21.7 2.53 3.44 0.776 0.449 0.611 0.942 0.987 0.737
MPI-ESM1-2-HR_CMIP6 [-] 20.3 20.3 21.2 -0.906 2.25 0.931 0.647 0.623 0.935 0.996 0.776
NorESM2-MM_BARPA [-] 21.6 21.5 21.7 -0.169 2.72 1.54 0.623 0.614 0.810 0.986 0.722
NorESM2-MM_CCAM [-] 22.6 22.5 21.7 0.845 2.61 1.62 0.704 0.531 0.807 0.873 0.709
NorESM2-MM_CMIP6 [-] 17.8 17.8 21.7 -3.98 4.31 0.998 0.346 0.649 0.901 0.982 0.687
Download Data
Period Mean (original grids) [degC]
Model Period Mean (intersection) [degC]
Benchmark Period Mean (intersection) [degC]
Model Period Mean (complement) [degC]
Benchmark Period Mean (complement) [degC]
Bias [degC]
RMSE [degC]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 19.4
ACCESS-CM2_BARPA [-] 22.5 22.3 19.4 2.87 3.19 1.16 0.446 0.688 0.887 0.991 0.748
ACCESS-CM2_CCAM [-] 22.1 21.9 19.4 2.43 3.08 1.20 0.504 0.608 0.878 0.973 0.730
ACCESS-CM2_CMIP6 [-] 17.9 17.9 18.8 -0.869 1.97 1.11 0.709 0.636 0.899 0.997 0.796
ACCESS-ESM1-5_BARPA [-] 22.2 22.0 19.4 2.56 2.94 1.32 0.489 0.685 0.867 0.991 0.754
ACCESS-ESM1-5_CCAM [-] 21.3 21.1 19.4 1.68 2.53 0.952 0.622 0.619 0.892 0.964 0.764
ACCESS-ESM1-5_CMIP6 [-] 18.7 18.7 19.0 -0.277 1.81 1.04 0.721 0.681 0.894 0.986 0.805
CESM2_BARPA [-] 24.0 23.8 19.4 4.33 4.60 0.923 0.296 0.646 0.894 0.995 0.705
CESM2_CCAM [-] 22.2 22.0 19.4 2.53 3.26 1.23 0.500 0.585 0.851 0.941 0.711
CMCC-ESM2_BARPA [-] 23.7 23.4 19.4 4.00 4.32 0.784 0.322 0.638 0.898 0.998 0.709
CMCC-ESM2_CCAM [-] 19.9 19.7 19.4 0.285 1.50 0.559 0.765 0.746 0.942 0.967 0.844
CMCC-ESM2_CMIP6 [-] 14.4 14.4 19.3 -4.91 5.02 0.506 0.238 0.753 0.945 0.997 0.735
CNRM-ESM2-1_CCAM [-] 20.9 20.7 19.4 1.29 2.19 1.39 0.672 0.659 0.854 0.945 0.770
CNRM-ESM2-1_CMIP6 [-] 20.5 20.5 19.1 1.42 1.95 1.00 0.661 0.703 0.903 0.990 0.807
EC-Earth3_BARPA [-] 23.3 23.1 19.4 3.62 3.97 1.08 0.361 0.641 0.904 0.996 0.719
EC-Earth3_CCAM [-] 20.0 19.8 19.4 0.355 2.03 1.17 0.768 0.613 0.883 0.963 0.791
EC-Earth3_CMIP6 [-] 18.2 18.2 19.2 -1.00 2.72 1.01 0.599 0.568 0.906 0.875 0.727
ERA5_BARPA [-] 22.6 22.3 19.4 2.91 3.13 0.358 0.442 0.737 0.973 0.993 0.783
ERA5_CCAM [-] 20.7 20.5 19.4 1.03 1.64 0.405 0.711 0.762 0.969 0.974 0.848
MPI-ESM1-2-HR_BARPA [-] 23.8 23.6 19.4 4.17 4.49 1.35 0.308 0.631 0.844 0.998 0.689
MPI-ESM1-2-HR_CMIP6 [-] 17.4 17.4 19.3 -1.89 2.81 0.785 0.531 0.609 0.907 0.913 0.731
NorESM2-MM_BARPA [-] 23.1 22.9 19.4 3.43 3.75 0.410 0.377 0.663 0.949 0.994 0.740
NorESM2-MM_CCAM [-] 20.4 20.2 19.4 0.785 1.86 0.951 0.751 0.665 0.911 0.962 0.812
NorESM2-MM_CMIP6 [-] 15.5 15.5 19.3 -3.84 4.13 0.751 0.328 0.675 0.931 0.921 0.709
Download Data
Period Mean (original grids) [degC]
Model Period Mean (intersection) [degC]
Benchmark Period Mean (intersection) [degC]
Model Period Mean (complement) [degC]
Benchmark Period Mean (complement) [degC]
Bias [degC]
RMSE [degC]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 25.2
ACCESS-CM2_BARPA [-] 24.9 24.9 25.2 -0.364 2.19 0.781 0.869 0.680 0.945 0.973 0.846
ACCESS-CM2_CCAM [-] 26.8 26.7 25.2 1.50 2.75 0.850 0.744 0.637 0.941 0.996 0.808
ACCESS-CM2_CMIP6 [-] 23.7 23.7 25.1 -1.43 2.28 0.873 0.724 0.738 0.941 0.801 0.794
ACCESS-ESM1-5_BARPA [-] 25.5 25.5 25.2 0.206 1.77 0.924 0.860 0.749 0.936 0.945 0.859
ACCESS-ESM1-5_CCAM [-] 26.2 26.2 25.2 0.959 2.13 1.07 0.796 0.711 0.882 0.999 0.832
ACCESS-ESM1-5_CMIP6 [-] 23.5 23.5 25.1 -1.57 2.15 1.64 0.729 0.752 0.798 0.912 0.793
CESM2_BARPA [-] 25.7 25.6 25.2 0.394 1.82 0.363 0.828 0.750 0.956 0.937 0.855
CESM2_CCAM [-] 27.9 27.9 25.2 2.67 3.00 1.05 0.584 0.772 0.889 0.996 0.806
CMCC-ESM2_BARPA [-] 25.5 25.5 25.2 0.262 2.21 0.802 0.849 0.681 0.898 0.947 0.826
CMCC-ESM2_CCAM [-] 25.6 25.6 25.2 0.358 1.55 0.235 0.814 0.817 0.975 0.978 0.887
CMCC-ESM2_CMIP6 [-] 22.5 22.5 24.9 -2.31 2.84 0.892 0.590 0.853 0.901 0.956 0.828
CNRM-ESM2-1_CCAM [-] 26.3 26.3 25.2 1.02 2.15 1.10 0.770 0.725 0.899 0.997 0.834
CNRM-ESM2-1_CMIP6 [-] 24.7 24.7 25.0 -0.216 1.25 1.42 0.854 0.829 0.851 0.995 0.876
EC-Earth3_BARPA [-] 25.9 25.9 25.2 0.643 1.67 0.861 0.806 0.788 0.902 0.944 0.852
EC-Earth3_CCAM [-] 25.9 25.8 25.2 0.574 1.83 0.968 0.804 0.760 0.901 0.999 0.855
EC-Earth3_CMIP6 [-] 24.5 24.5 25.2 -0.626 1.74 1.16 0.823 0.753 0.867 0.867 0.819
ERA5_BARPA [-] 24.8 24.8 25.3 -0.506 1.93 0.818 0.851 0.729 0.896 0.970 0.847
ERA5_CCAM [-] 25.8 25.8 25.3 0.559 1.79 0.540 0.814 0.767 0.948 0.999 0.869
MPI-ESM1-2-HR_BARPA [-] 27.3 27.3 25.2 2.09 3.06 0.358 0.641 0.667 0.966 0.930 0.786
MPI-ESM1-2-HR_CMIP6 [-] 24.5 24.5 25.1 -0.664 1.62 0.330 0.823 0.785 0.967 0.989 0.879
NorESM2-MM_BARPA [-] 24.0 24.0 25.2 -1.21 2.93 0.596 0.769 0.610 0.938 0.984 0.801
NorESM2-MM_CCAM [-] 24.8 24.8 25.2 -0.478 2.16 0.824 0.828 0.697 0.895 0.998 0.837
NorESM2-MM_CMIP6 [-] 20.9 20.9 24.9 -3.94 4.34 0.628 0.449 0.736 0.946 0.998 0.777
Download Data
Period Mean (original grids) [degC]
Model Period Mean (intersection) [degC]
Benchmark Period Mean (intersection) [degC]
Model Period Mean (complement) [degC]
Benchmark Period Mean (complement) [degC]
Bias [degC]
RMSE [degC]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 24.7
ACCESS-CM2_BARPA [-] 26.5 26.5 24.7 1.75 2.10 0.475 0.606 0.756 0.962 0.947 0.806
ACCESS-CM2_CCAM [-] 27.1 27.1 24.7 2.41 2.90 0.826 0.497 0.649 0.926 0.982 0.743
ACCESS-CM2_CMIP6 [-] 22.9 22.9 24.7 -1.79 2.09 0.425 0.575 0.751 0.969 0.998 0.818
ACCESS-ESM1-5_BARPA [-] 26.7 26.7 24.7 1.99 2.23 0.589 0.568 0.768 0.954 0.985 0.806
ACCESS-ESM1-5_CCAM [-] 26.9 26.9 24.7 2.21 2.67 0.727 0.536 0.679 0.933 0.994 0.760
ACCESS-ESM1-5_CMIP6 [-] 24.0 24.0 24.6 -0.550 1.48 0.712 0.773 0.732 0.942 0.998 0.849
CESM2_BARPA [-] 27.7 27.7 24.7 3.00 3.23 0.489 0.416 0.713 0.965 0.972 0.760
CESM2_CCAM [-] 27.0 27.0 24.7 2.30 2.52 0.630 0.519 0.759 0.953 0.999 0.797
CMCC-ESM2_BARPA [-] 27.2 27.2 24.7 2.51 2.93 0.884 0.482 0.670 0.905 0.968 0.741
CMCC-ESM2_CCAM [-] 26.2 26.1 24.7 1.42 1.80 0.556 0.661 0.779 0.958 0.991 0.831
CMCC-ESM2_CMIP6 [-] 21.2 21.2 24.6 -3.36 3.52 0.422 0.369 0.778 0.967 0.953 0.772
CNRM-ESM2-1_CCAM [-] 26.2 26.2 24.7 1.44 2.10 0.522 0.651 0.708 0.960 0.994 0.803
CNRM-ESM2-1_CMIP6 [-] 23.8 23.8 24.5 -0.727 1.58 0.383 0.706 0.767 0.971 0.987 0.844
EC-Earth3_BARPA [-] 27.0 26.9 24.7 2.23 2.42 0.476 0.529 0.768 0.963 0.959 0.799
EC-Earth3_CCAM [-] 25.8 25.8 24.7 1.07 1.85 0.696 0.707 0.706 0.948 0.998 0.821
EC-Earth3_CMIP6 [-] 24.3 24.3 24.7 -0.355 1.57 0.522 0.762 0.714 0.963 0.988 0.850
ERA5_BARPA [-] 26.6 26.6 24.7 1.87 2.21 0.467 0.583 0.748 0.953 0.949 0.798
ERA5_CCAM [-] 26.7 26.7 24.7 2.00 2.30 0.445 0.562 0.772 0.964 0.999 0.810
MPI-ESM1-2-HR_BARPA [-] 28.4 28.4 24.7 3.66 3.78 0.563 0.342 0.762 0.958 0.999 0.759
MPI-ESM1-2-HR_CMIP6 [-] 23.4 23.4 24.7 -1.29 1.91 0.586 0.636 0.751 0.958 0.952 0.832
NorESM2-MM_BARPA [-] 26.2 26.2 24.7 1.44 2.51 1.16 0.654 0.596 0.854 0.848 0.732
NorESM2-MM_CCAM [-] 26.0 25.9 24.7 1.23 2.41 1.24 0.673 0.599 0.848 0.984 0.746
NorESM2-MM_CMIP6 [-] 21.0 21.0 24.6 -3.62 3.98 1.24 0.341 0.663 0.843 0.998 0.704
Download Data
Period Mean (original grids) [degC]
Model Period Mean (intersection) [degC]
Benchmark Period Mean (intersection) [degC]
Model Period Mean (complement) [degC]
Benchmark Period Mean (complement) [degC]
Bias [degC]
RMSE [degC]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 20.4
ACCESS-CM2_BARPA [-] 20.1 19.9 20.4 -0.434 2.25 0.282 0.704 0.788 0.975 0.976 0.839
ACCESS-CM2_CCAM [-] 23.1 22.8 20.4 2.47 3.41 0.766 0.598 0.633 0.942 0.998 0.771
ACCESS-CM2_CMIP6 [-] 14.7 14.7 17.7 -2.96 3.87 0.933 0.426 0.720 0.924 0.711 0.718
ACCESS-ESM1-5_BARPA [-] 20.5 20.3 20.4 -0.109 2.20 0.447 0.707 0.789 0.962 0.990 0.841
ACCESS-ESM1-5_CCAM [-] 22.6 22.4 20.4 2.01 2.93 0.710 0.641 0.678 0.942 0.998 0.791
ACCESS-ESM1-5_CMIP6 [-] 15.3 15.3 18.8 -3.48 3.79 1.18 0.408 0.707 0.866 0.984 0.698
CESM2_BARPA [-] 20.3 20.1 20.4 -0.272 1.99 0.544 0.721 0.820 0.935 0.970 0.839
CESM2_CCAM [-] 23.7 23.4 20.4 3.07 3.60 0.801 0.536 0.703 0.937 0.988 0.778
CMCC-ESM2_BARPA [-] 20.3 20.1 20.4 -0.268 2.08 0.113 0.716 0.824 0.987 0.963 0.853
CMCC-ESM2_CCAM [-] 22.1 21.9 20.4 1.57 2.16 0.128 0.691 0.803 0.987 0.949 0.835
CMCC-ESM2_CMIP6 [-] 16.7 16.7 19.0 -2.25 2.93 0.592 0.542 0.826 0.938 0.922 0.785
CNRM-ESM2-1_CCAM [-] 23.1 22.9 20.4 2.56 3.19 1.04 0.590 0.697 0.929 0.981 0.767
CNRM-ESM2-1_CMIP6 [-] 16.4 16.4 17.1 -0.679 1.45 1.03 0.775 0.762 0.930 0.968 0.852
EC-Earth3_BARPA [-] 20.3 20.1 20.4 -0.232 2.30 0.467 0.690 0.787 0.955 0.994 0.841
EC-Earth3_CCAM [-] 22.0 21.8 20.4 1.42 2.44 0.723 0.706 0.715 0.938 0.992 0.815
EC-Earth3_CMIP6 [-] 20.7 20.7 19.8 0.949 2.04 0.967 0.719 0.756 0.903 0.994 0.826
ERA5_BARPA [-] 20.0 19.8 20.4 -0.557 2.03 0.118 0.704 0.848 0.987 0.946 0.857
ERA5_CCAM [-] 22.5 22.3 20.4 1.88 2.46 0.103 0.662 0.770 0.986 0.965 0.826
MPI-ESM1-2-HR_BARPA [-] 21.5 21.3 20.4 0.940 2.34 0.144 0.707 0.751 0.985 0.994 0.836
MPI-ESM1-2-HR_CMIP6 [-] 20.4 20.4 19.6 0.743 2.30 0.227 0.703 0.694 0.968 0.970 0.736
NorESM2-MM_BARPA [-] 19.4 19.3 20.4 -1.10 2.44 0.380 0.660 0.788 0.971 0.940 0.819
NorESM2-MM_CCAM [-] 21.9 21.7 20.4 1.32 2.39 0.191 0.711 0.717 0.984 0.988 0.824
NorESM2-MM_CMIP6 [-] 17.2 17.2 19.0 -1.78 2.51 0.445 0.638 0.724 0.944 0.998 0.798
Download Data
Period Mean (original grids) [degC]
Model Period Mean (intersection) [degC]
Benchmark Period Mean (intersection) [degC]
Model Period Mean (complement) [degC]
Benchmark Period Mean (complement) [degC]
Bias [degC]
RMSE [degC]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 24.2
ACCESS-CM2_BARPA [-] 25.6 25.3 24.2 1.12 2.38 0.842 0.784 0.674 0.926 0.982 0.824
ACCESS-CM2_CCAM [-] 27.6 27.3 24.2 3.12 3.58 0.754 0.517 0.708 0.946 0.983 0.781
ACCESS-CM2_CMIP6 [-] 21.6 21.6 22.4 -0.801 2.14 1.14 0.690 0.788 0.875 0.969 0.829
ACCESS-ESM1-5_BARPA [-] 26.3 26.0 24.2 1.80 2.47 0.837 0.689 0.727 0.925 0.990 0.822
ACCESS-ESM1-5_CCAM [-] 27.1 26.9 24.2 2.70 3.19 0.903 0.568 0.724 0.906 0.985 0.791
ACCESS-ESM1-5_CMIP6 [-] 22.5 22.5 23.4 -0.903 2.27 0.956 0.702 0.780 0.914 0.909 0.793
CESM2_BARPA [-] 25.9 25.6 24.2 1.36 2.61 0.670 0.743 0.662 0.934 0.998 0.814
CESM2_CCAM [-] 27.4 27.1 24.2 2.92 3.34 0.688 0.549 0.734 0.930 0.998 0.792
CMCC-ESM2_BARPA [-] 26.2 25.9 24.2 1.68 2.79 0.856 0.705 0.648 0.901 0.993 0.793
CMCC-ESM2_CCAM [-] 26.4 26.1 24.2 1.93 2.35 0.718 0.664 0.793 0.921 0.988 0.838
CMCC-ESM2_CMIP6 [-] 20.2 20.2 23.6 -3.40 3.58 0.808 0.500 0.855 0.932 0.944 0.815
CNRM-ESM2-1_CCAM [-] 26.7 26.5 24.2 2.27 2.69 0.907 0.627 0.776 0.921 0.959 0.818
CNRM-ESM2-1_CMIP6 [-] 24.2 24.2 23.5 0.701 1.69 1.30 0.766 0.788 0.855 0.998 0.842
EC-Earth3_BARPA [-] 26.3 25.9 24.2 1.71 2.73 0.812 0.710 0.676 0.927 0.990 0.808
EC-Earth3_CCAM [-] 26.2 26.0 24.2 1.76 2.35 0.741 0.681 0.778 0.931 0.992 0.837
EC-Earth3_CMIP6 [-] 24.1 24.1 23.7 0.414 1.76 0.901 0.783 0.782 0.918 0.992 0.849
ERA5_BARPA [-] 25.6 25.3 24.2 1.05 2.25 0.620 0.791 0.692 0.938 0.976 0.830
ERA5_CCAM [-] 26.9 26.7 24.2 2.48 2.82 0.655 0.597 0.798 0.931 0.985 0.827
MPI-ESM1-2-HR_BARPA [-] 27.6 27.2 24.2 3.03 3.87 0.709 0.535 0.625 0.946 0.999 0.764
MPI-ESM1-2-HR_CMIP6 [-] 24.4 24.4 24.1 0.301 1.47 0.600 0.813 0.813 0.951 0.790 0.800
NorESM2-MM_BARPA [-] 24.3 24.0 24.2 -0.232 2.57 0.928 0.793 0.625 0.898 0.974 0.806
NorESM2-MM_CCAM [-] 25.9 25.7 24.2 1.49 2.62 0.892 0.712 0.674 0.900 0.983 0.809
NorESM2-MM_CMIP6 [-] 19.5 19.5 23.6 -4.10 4.54 0.813 0.414 0.696 0.917 0.961 0.741
Download Data
Period Mean (original grids) [degC]
Model Period Mean (intersection) [degC]
Benchmark Period Mean (intersection) [degC]
Model Period Mean (complement) [degC]
Benchmark Period Mean (complement) [degC]
Bias [degC]
RMSE [degC]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 14.1
ACCESS-CM2_BARPA [-] 17.0 16.6 14.1 2.54 3.02 1.05 0.395 0.602 0.899 0.998 0.710
ACCESS-CM2_CCAM [-] 17.7 17.4 14.1 3.31 3.76 2.05 0.311 0.551 0.719 0.996 0.634
ACCESS-CM2_CMIP6 [-] 8.98 8.98 11.6 -2.64 3.08 2.44 0.304 0.535 0.649 0.954 0.602
ACCESS-ESM1-5_BARPA [-] 16.3 15.9 14.1 1.83 2.48 1.35 0.494 0.603 0.858 0.996 0.723
ACCESS-ESM1-5_CCAM [-] 16.7 16.4 14.1 2.33 2.92 2.05 0.445 0.561 0.725 0.982 0.665
ACCESS-ESM1-5_CMIP6 [-] 9.54 9.54 11.4 -1.82 3.71 2.29 0.202 0.403 0.687 0.538 0.452
CESM2_BARPA [-] 18.2 17.8 14.1 3.70 3.90 1.22 0.277 0.685 0.868 0.998 0.704
CESM2_CCAM [-] 17.4 17.1 14.1 3.03 3.56 2.14 0.351 0.533 0.698 0.980 0.629
CMCC-ESM2_BARPA [-] 18.1 17.6 14.1 3.58 3.83 1.09 0.288 0.665 0.885 0.994 0.703
CMCC-ESM2_CCAM [-] 16.3 16.0 14.1 1.91 2.34 1.47 0.513 0.656 0.826 0.964 0.730
CMCC-ESM2_CMIP6 [-] 9.54 9.54 13.2 -3.68 3.87 1.01 0.317 0.654 0.894 0.803 0.665
CNRM-ESM2-1_CCAM [-] 17.3 16.9 14.1 2.88 3.22 1.32 0.372 0.665 0.860 0.985 0.714
CNRM-ESM2-1_CMIP6 [-] 13.3 13.3 11.5 1.81 2.21 1.02 0.487 0.643 0.894 0.805 0.700
EC-Earth3_BARPA [-] 17.9 17.4 14.1 3.34 3.88 1.07 0.316 0.516 0.891 0.997 0.662
EC-Earth3_CCAM [-] 16.2 15.9 14.1 1.81 2.48 1.45 0.529 0.597 0.833 0.949 0.713
EC-Earth3_CMIP6 [-] 14.3 14.3 14.0 0.277 2.26 1.34 0.646 0.522 0.864 0.790 0.685
ERA5_BARPA [-] 16.9 16.4 14.0 2.38 2.69 0.761 0.420 0.714 0.915 0.995 0.756
ERA5_CCAM [-] 16.4 16.0 14.0 1.99 2.29 1.06 0.500 0.718 0.885 0.953 0.759
MPI-ESM1-2-HR_BARPA [-] 17.9 17.4 14.1 3.37 3.94 1.30 0.307 0.508 0.859 0.991 0.648
MPI-ESM1-2-HR_CMIP6 [-] 13.1 13.1 11.8 1.28 3.35 1.56 0.352 0.502 0.822 0.948 0.639
NorESM2-MM_BARPA [-] 17.6 17.1 14.1 3.06 3.30 0.714 0.344 0.678 0.917 0.992 0.727
NorESM2-MM_CCAM [-] 16.1 15.8 14.1 1.72 2.21 1.39 0.548 0.654 0.844 0.943 0.737
NorESM2-MM_CMIP6 [-] 10.1 10.1 13.2 -3.13 3.47 1.47 0.344 0.591 0.831 0.854 0.648
Download Data
Period Mean (original grids) [degC]
Model Period Mean (intersection) [degC]
Benchmark Period Mean (intersection) [degC]
Model Period Mean (complement) [degC]
Benchmark Period Mean (complement) [degC]
Bias [degC]
RMSE [degC]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 7.23
ACCESS-CM2_BARPA [-] 7.07 7.09 7.27 5.03 -0.177 0.946 1.35 0.512 0.638 0.822 0.988 0.720
ACCESS-CM2_CCAM [-] 7.71 7.74 7.31 5.46 0.425 0.999 1.64 0.616 0.584 0.771 0.983 0.708
ACCESS-CM2_CMIP6 [-] 6.32 6.37 7.27 3.61 -0.885 1.12 1.51 0.366 0.619 0.791 0.995 0.678
ACCESS-ESM1-5_BARPA [-] 6.95 6.98 7.27 5.03 -0.292 1.08 1.49 0.438 0.619 0.800 0.984 0.692
ACCESS-ESM1-5_CCAM [-] 7.51 7.53 7.31 5.46 0.221 0.930 1.57 0.594 0.607 0.780 0.985 0.715
ACCESS-ESM1-5_CMIP6 [-] 6.36 6.50 7.36 2.97 -0.859 1.21 1.67 0.357 0.620 0.766 0.995 0.672
CESM2_BARPA [-] 7.37 7.39 7.27 5.03 0.123 1.03 1.48 0.573 0.601 0.801 0.978 0.711
CESM2_CCAM [-] 8.06 8.08 7.31 5.46 0.773 1.17 1.79 0.566 0.572 0.745 0.978 0.686
CMCC-ESM2_BARPA [-] 7.36 7.38 7.27 5.03 0.114 0.928 1.65 0.609 0.649 0.768 0.982 0.731
CMCC-ESM2_CCAM [-] 7.61 7.64 7.31 5.46 0.327 0.816 1.78 0.633 0.630 0.743 0.991 0.725
CMCC-ESM2_CMIP6 [-] 6.36 6.44 7.28 3.81 -0.843 1.23 1.97 0.448 0.620 0.704 0.971 0.673
CNRM-ESM2-1_CCAM [-] 8.21 8.23 7.31 5.46 0.918 1.33 1.84 0.445 0.582 0.728 0.989 0.665
CNRM-ESM2-1_CMIP6 [-] 7.14 7.22 7.27 3.86 -0.0523 1.03 1.78 0.469 0.530 0.741 0.994 0.653
EC-Earth3_BARPA [-] 7.09 7.11 7.27 5.03 -0.160 1.04 1.60 0.521 0.635 0.777 0.981 0.710
EC-Earth3_CCAM [-] 7.17 7.20 7.31 5.46 -0.114 0.890 1.80 0.556 0.632 0.737 0.991 0.710
EC-Earth3_CMIP6 [-] 7.18 7.25 7.32 4.10 -0.0672 0.769 1.41 0.621 0.669 0.809 0.995 0.753
ERA5_BARPA [-] 7.26 7.29 7.27 5.02 0.0179 0.688 1.05 0.649 0.760 0.854 0.989 0.802
ERA5_CCAM [-] 7.48 7.51 7.31 5.46 0.196 0.725 1.61 0.643 0.711 0.754 0.987 0.761
MPI-ESM1-2-HR_BARPA [-] 7.45 7.47 7.27 5.03 0.206 1.06 1.43 0.558 0.634 0.805 0.968 0.720
MPI-ESM1-2-HR_CMIP6 [-] 6.83 6.91 7.31 3.75 -0.400 1.04 1.61 0.523 0.589 0.773 0.990 0.693
NorESM2-MM_BARPA [-] 7.24 7.26 7.27 5.03 -0.00763 0.909 1.64 0.635 0.637 0.765 0.990 0.733
NorESM2-MM_CCAM [-] 7.11 7.14 7.31 5.46 -0.174 0.996 2.01 0.515 0.603 0.702 0.990 0.683
NorESM2-MM_CMIP6 [-] 6.23 6.33 7.28 3.17 -0.956 1.34 2.05 0.400 0.639 0.686 0.970 0.667
Download Data
Period Mean (original grids) [degC]
Model Period Mean (intersection) [degC]
Benchmark Period Mean (intersection) [degC]
Model Period Mean (complement) [degC]
Benchmark Period Mean (complement) [degC]
Bias [degC]
RMSE [degC]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 4.65
ACCESS-CM2_BARPA [-] 4.49 4.48 4.66 3.73 -0.177 0.897 1.79 0.450 0.504 0.743 0.983 0.637
ACCESS-CM2_CCAM [-] 5.16 5.16 4.66 3.73 0.506 0.980 2.33 0.510 0.480 0.641 0.922 0.607
ACCESS-CM2_CMIP6 [-] 3.96 3.96 4.65 -0.691 1.00 2.16 0.244 0.483 0.671 0.985 0.573
ACCESS-ESM1-5_BARPA [-] 4.18 4.18 4.66 3.73 -0.479 1.07 2.15 0.310 0.492 0.673 0.975 0.588
ACCESS-ESM1-5_CCAM [-] 4.92 4.92 4.66 3.73 0.263 0.918 2.36 0.483 0.508 0.634 0.925 0.612
ACCESS-ESM1-5_CMIP6 [-] 3.70 3.75 4.67 2.89 -0.921 1.31 2.52 0.169 0.471 0.604 0.984 0.540
CESM2_BARPA [-] 4.67 4.66 4.66 3.73 0.00293 0.896 1.92 0.526 0.474 0.722 0.974 0.634
CESM2_CCAM [-] 5.61 5.61 4.66 3.73 0.952 1.41 2.69 0.451 0.451 0.570 0.797 0.544
CMCC-ESM2_BARPA [-] 4.63 4.62 4.66 3.73 -0.0389 0.811 2.07 0.547 0.535 0.683 0.979 0.656
CMCC-ESM2_CCAM [-] 5.03 5.04 4.66 3.73 0.378 0.917 2.63 0.541 0.492 0.579 0.928 0.607
CMCC-ESM2_CMIP6 [-] 4.67 4.69 4.68 4.00 0.0132 0.891 2.63 0.444 0.457 0.582 0.982 0.584
CNRM-ESM2-1_CCAM [-] 5.00 5.00 4.66 3.73 0.343 0.843 2.26 0.533 0.528 0.649 0.938 0.635
CNRM-ESM2-1_CMIP6 [-] 5.35 5.42 4.72 4.14 0.698 1.05 1.76 0.317 0.355 0.749 0.992 0.554
EC-Earth3_BARPA [-] 4.53 4.52 4.66 3.73 -0.138 0.906 2.04 0.493 0.493 0.692 0.972 0.628
EC-Earth3_CCAM [-] 4.77 4.77 4.66 3.73 0.114 0.919 2.55 0.414 0.518 0.591 0.931 0.594
EC-Earth3_CMIP6 [-] 4.90 4.93 4.66 3.92 0.268 0.666 1.73 0.544 0.575 0.746 0.994 0.687
ERA5_BARPA [-] 4.41 4.40 4.66 3.73 -0.258 0.750 1.59 0.475 0.675 0.765 0.983 0.715
ERA5_CCAM [-] 4.75 4.75 4.66 3.73 0.0959 0.892 2.61 0.382 0.593 0.575 0.926 0.614
MPI-ESM1-2-HR_BARPA [-] 4.41 4.41 4.66 3.73 -0.252 0.991 1.86 0.407 0.463 0.729 0.971 0.607
MPI-ESM1-2-HR_CMIP6 [-] 4.53 4.58 4.68 3.48 -0.103 0.922 2.09 0.470 0.440 0.681 0.983 0.603
NorESM2-MM_BARPA [-] 4.75 4.75 4.66 3.73 0.0881 0.769 1.98 0.589 0.548 0.702 0.987 0.675
NorESM2-MM_CCAM [-] 4.64 4.64 4.66 3.73 -0.0174 0.931 2.84 0.364 0.531 0.535 0.934 0.579
NorESM2-MM_CMIP6 [-] 4.35 4.40 4.68 3.06 -0.280 0.976 2.37 0.300 0.570 0.624 0.962 0.605
Download Data
Period Mean (original grids) [degC]
Model Period Mean (intersection) [degC]
Benchmark Period Mean (intersection) [degC]
Model Period Mean (complement) [degC]
Benchmark Period Mean (complement) [degC]
Bias [degC]
RMSE [degC]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 24.6
ACCESS-CM2_BARPA [-] 24.2 24.2 24.6 -0.410 1.80 0.976 0.862 0.617 0.922 0.899 0.783
ACCESS-CM2_CCAM [-] 25.5 25.6 24.6 0.905 2.66 1.49 0.767 0.493 0.832 0.972 0.711
ACCESS-CM2_CMIP6 [-] 22.8 22.8 24.7 -1.88 2.43 0.679 0.580 0.643 0.926 0.992 0.757
ACCESS-ESM1-5_BARPA [-] 24.2 24.2 24.6 -0.435 1.47 0.775 0.843 0.691 0.949 0.876 0.810
ACCESS-ESM1-5_CCAM [-] 24.6 24.6 24.6 -0.0446 1.91 0.762 0.873 0.594 0.950 0.909 0.784
ACCESS-ESM1-5_CMIP6 [-] 22.9 22.9 24.6 -1.68 2.30 0.863 0.621 0.644 0.943 1.00 0.770
CESM2_BARPA [-] 25.2 25.2 24.6 0.555 1.53 0.529 0.809 0.693 0.944 0.830 0.794
CESM2_CCAM [-] 26.4 26.3 24.6 1.70 2.19 0.789 0.624 0.696 0.927 0.980 0.784
CMCC-ESM2_BARPA [-] 25.3 25.3 24.6 0.631 1.82 0.954 0.801 0.635 0.922 0.844 0.768
CMCC-ESM2_CCAM [-] 24.4 24.4 24.6 -0.226 1.29 0.715 0.862 0.727 0.953 0.892 0.832
CMCC-ESM2_CMIP6 [-] 20.0 20.0 24.6 -4.64 4.81 0.618 0.276 0.789 0.959 0.561 0.675
CNRM-ESM2-1_CCAM [-] 24.9 24.9 24.6 0.252 2.69 0.801 0.861 0.472 0.947 0.981 0.747
CNRM-ESM2-1_CMIP6 [-] 23.8 23.8 24.6 -0.826 1.91 0.818 0.776 0.610 0.946 0.963 0.781
EC-Earth3_BARPA [-] 25.7 25.7 24.6 1.03 1.79 0.811 0.743 0.670 0.944 0.920 0.789
EC-Earth3_CCAM [-] 25.1 25.1 24.6 0.491 2.09 0.811 0.837 0.572 0.944 0.975 0.780
EC-Earth3_CMIP6 [-] 22.8 22.8 24.7 -1.91 2.70 0.986 0.586 0.590 0.918 0.990 0.735
ERA5_BARPA [-] 24.4 24.4 24.6 -0.237 1.80 0.568 0.871 0.615 0.951 0.877 0.786
ERA5_CCAM [-] 24.9 24.9 24.6 0.222 1.89 0.813 0.876 0.594 0.943 0.945 0.791
MPI-ESM1-2-HR_BARPA [-] 27.5 27.5 24.6 2.84 3.24 0.464 0.445 0.647 0.969 0.900 0.722
MPI-ESM1-2-HR_CMIP6 [-] 23.1 23.1 24.6 -1.51 2.16 0.745 0.646 0.680 0.951 0.997 0.791
NorESM2-MM_BARPA [-] 23.7 23.7 24.6 -0.936 2.79 3.63 0.757 0.480 0.403 0.892 0.602
NorESM2-MM_CCAM [-] 23.8 23.8 24.6 -0.873 2.73 2.37 0.774 0.483 0.657 1.00 0.679
NorESM2-MM_CMIP6 [-] 19.5 19.5 24.6 -5.09 5.30 1.67 0.241 0.654 0.755 0.787 0.618
Download Data
Period Mean (original grids) [degC]
Model Period Mean (intersection) [degC]
Benchmark Period Mean (intersection) [degC]
Model Period Mean (complement) [degC]
Benchmark Period Mean (complement) [degC]
Bias [degC]
RMSE [degC]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 21.5
ACCESS-CM2_BARPA [-] 22.2 22.2 21.5 0.709 1.91 0.859 0.734 0.664 0.938 0.939 0.787
ACCESS-CM2_CCAM [-] 23.7 23.7 21.5 2.18 3.09 1.31 0.532 0.542 0.839 0.903 0.672
ACCESS-CM2_CMIP6 [-] 17.4 17.4 20.0 -2.57 2.96 0.398 0.447 0.632 0.951 0.925 0.717
ACCESS-ESM1-5_BARPA [-] 21.7 21.7 21.5 0.193 1.71 1.06 0.754 0.688 0.922 0.938 0.798
ACCESS-ESM1-5_CCAM [-] 22.5 22.5 21.5 0.969 2.19 0.938 0.730 0.588 0.923 0.904 0.747
ACCESS-ESM1-5_CMIP6 [-] 19.9 19.9 21.0 -1.05 2.02 0.902 0.641 0.652 0.940 0.995 0.776
CESM2_BARPA [-] 23.1 23.1 21.5 1.58 2.05 0.675 0.633 0.750 0.953 0.959 0.809
CESM2_CCAM [-] 23.8 23.7 21.5 2.23 2.76 1.16 0.530 0.636 0.902 0.895 0.720
CMCC-ESM2_BARPA [-] 23.3 23.3 21.5 1.82 2.49 0.838 0.591 0.675 0.941 0.983 0.773
CMCC-ESM2_CCAM [-] 22.9 22.9 21.5 1.41 1.99 0.738 0.660 0.702 0.949 0.903 0.783
CMCC-ESM2_CMIP6 [-] 16.2 16.2 21.7 -5.47 5.54 0.777 0.192 0.773 0.949 0.943 0.726
CNRM-ESM2-1_CCAM [-] 22.7 22.7 21.5 1.20 2.85 1.10 0.701 0.479 0.915 0.877 0.690
CNRM-ESM2-1_CMIP6 [-] 20.5 20.5 20.6 -0.106 1.78 0.644 0.779 0.595 0.947 0.998 0.783
EC-Earth3_BARPA [-] 23.2 23.2 21.5 1.72 2.54 0.646 0.601 0.635 0.951 0.986 0.761
EC-Earth3_CCAM [-] 22.7 22.7 21.5 1.17 2.49 0.736 0.704 0.541 0.945 0.925 0.731
EC-Earth3_CMIP6 [-] 20.1 20.1 21.6 -1.43 2.66 0.387 0.558 0.581 0.974 0.926 0.724
ERA5_BARPA [-] 22.2 22.2 21.5 0.744 1.93 0.169 0.728 0.668 0.982 0.958 0.801
ERA5_CCAM [-] 22.8 22.8 21.5 1.31 2.24 0.720 0.683 0.608 0.947 0.899 0.749
MPI-ESM1-2-HR_BARPA [-] 24.8 24.8 21.5 3.32 3.73 0.767 0.385 0.619 0.944 0.984 0.710
MPI-ESM1-2-HR_CMIP6 [-] 19.8 19.8 21.1 -1.34 2.24 0.972 0.621 0.634 0.936 0.861 0.737
NorESM2-MM_BARPA [-] 22.4 22.4 21.5 0.952 2.38 1.27 0.700 0.599 0.860 0.953 0.742
NorESM2-MM_CCAM [-] 22.5 22.4 21.5 0.947 2.50 1.35 0.726 0.534 0.856 0.836 0.697
NorESM2-MM_CMIP6 [-] 16.9 16.9 21.7 -4.83 5.05 0.598 0.252 0.656 0.960 0.644 0.633
Download Data
Period Mean (original grids) [degC]
Model Period Mean (intersection) [degC]
Benchmark Period Mean (intersection) [degC]
Model Period Mean (complement) [degC]
Benchmark Period Mean (complement) [degC]
Bias [degC]
RMSE [degC]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 22.2
ACCESS-CM2_BARPA [-] 20.6 20.5 22.2 -1.68 3.02 1.31 0.537 0.628 0.867 0.843 0.701
ACCESS-CM2_CCAM [-] 24.0 23.8 22.2 1.63 3.33 1.38 0.609 0.490 0.850 0.961 0.680
ACCESS-CM2_CMIP6 [-] 16.8 16.8 20.2 -3.42 4.10 1.53 0.389 0.513 0.839 0.760 0.603
ACCESS-ESM1-5_BARPA [-] 20.5 20.4 22.2 -1.78 2.94 0.819 0.530 0.675 0.936 0.907 0.745
ACCESS-ESM1-5_CCAM [-] 22.6 22.4 22.2 0.243 2.43 1.10 0.634 0.607 0.892 0.959 0.740
ACCESS-ESM1-5_CMIP6 [-] 19.2 19.2 22.1 -2.82 3.39 0.765 0.412 0.568 0.949 0.879 0.675
CESM2_BARPA [-] 20.9 20.8 22.2 -1.36 2.46 1.01 0.562 0.777 0.915 0.870 0.780
CESM2_CCAM [-] 24.8 24.6 22.2 2.45 3.38 1.32 0.536 0.585 0.859 0.990 0.711
CMCC-ESM2_BARPA [-] 20.6 20.5 22.2 -1.66 2.79 1.02 0.547 0.690 0.911 0.906 0.749
CMCC-ESM2_CCAM [-] 22.0 21.9 22.2 -0.299 2.02 1.06 0.645 0.715 0.897 0.912 0.777
CMCC-ESM2_CMIP6 [-] 19.7 19.7 21.8 -2.09 2.52 0.681 0.518 0.766 0.955 0.956 0.792
CNRM-ESM2-1_CCAM [-] 23.4 23.3 22.2 1.09 3.40 0.710 0.601 0.459 0.950 0.961 0.686
CNRM-ESM2-1_CMIP6 [-] 19.2 19.2 21.3 -2.09 3.02 0.820 0.516 0.497 0.946 0.998 0.691
EC-Earth3_BARPA [-] 20.7 20.6 22.2 -1.60 3.26 1.20 0.541 0.558 0.883 0.971 0.702
EC-Earth3_CCAM [-] 22.8 22.7 22.2 0.489 2.96 1.11 0.639 0.494 0.899 0.980 0.701
EC-Earth3_CMIP6 [-] 21.6 21.6 21.8 -0.211 2.01 0.484 0.760 0.605 0.962 0.976 0.782
ERA5_BARPA [-] 20.3 20.2 22.2 -1.99 3.01 0.937 0.517 0.679 0.927 0.862 0.733
ERA5_CCAM [-] 22.7 22.5 22.2 0.348 2.38 0.980 0.651 0.612 0.907 0.935 0.743
MPI-ESM1-2-HR_BARPA [-] 23.1 23.0 22.2 0.809 2.81 0.796 0.586 0.593 0.939 0.935 0.729
MPI-ESM1-2-HR_CMIP6 [-] 21.4 21.4 21.4 -0.0218 2.27 0.847 0.702 0.601 0.934 0.977 0.763
NorESM2-MM_BARPA [-] 19.7 19.6 22.2 -2.59 3.45 2.15 0.456 0.647 0.702 0.814 0.653
NorESM2-MM_CCAM [-] 23.0 22.8 22.2 0.626 2.85 2.19 0.657 0.525 0.701 0.928 0.667
NorESM2-MM_CMIP6 [-] 19.5 19.5 21.8 -2.26 2.82 1.80 0.536 0.635 0.783 0.939 0.706
Download Data
Period Mean (original grids) [degC]
Model Period Mean (intersection) [degC]
Benchmark Period Mean (intersection) [degC]
Model Period Mean (complement) [degC]
Benchmark Period Mean (complement) [degC]
Bias [degC]
RMSE [degC]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 20.4
ACCESS-CM2_BARPA [-] 23.1 22.9 20.4 2.52 2.84 1.10 0.496 0.711 0.889 0.961 0.754
ACCESS-CM2_CCAM [-] 22.9 22.7 20.4 2.35 2.84 1.07 0.520 0.646 0.896 0.937 0.729
ACCESS-CM2_CMIP6 [-] 18.4 18.4 19.7 -1.30 2.01 1.02 0.634 0.677 0.907 0.992 0.778
ACCESS-ESM1-5_BARPA [-] 22.5 22.3 20.4 1.94 2.37 1.34 0.582 0.706 0.859 0.970 0.765
ACCESS-ESM1-5_CCAM [-] 21.6 21.5 20.4 1.12 1.98 1.06 0.724 0.656 0.874 0.931 0.768
ACCESS-ESM1-5_CMIP6 [-] 18.5 18.5 20.0 -1.46 2.06 1.23 0.667 0.680 0.868 0.934 0.766
CESM2_BARPA [-] 24.3 24.2 20.4 3.78 4.01 0.861 0.345 0.696 0.926 0.967 0.726
CESM2_CCAM [-] 22.5 22.4 20.4 1.97 2.61 1.22 0.585 0.633 0.856 0.894 0.720
CMCC-ESM2_BARPA [-] 24.4 24.2 20.4 3.85 4.14 0.611 0.341 0.669 0.941 0.975 0.719
CMCC-ESM2_CCAM [-] 21.2 21.0 20.4 0.630 1.35 0.597 0.774 0.784 0.939 0.954 0.847
CMCC-ESM2_CMIP6 [-] 15.2 15.2 20.3 -5.14 5.23 0.548 0.228 0.784 0.949 0.994 0.748
CNRM-ESM2-1_CCAM [-] 21.6 21.5 20.4 1.06 2.24 1.63 0.707 0.622 0.819 0.904 0.735
CNRM-ESM2-1_CMIP6 [-] 21.0 21.0 20.0 0.979 1.69 1.12 0.761 0.698 0.892 0.963 0.802
EC-Earth3_BARPA [-] 23.9 23.7 20.4 3.33 3.68 1.10 0.395 0.653 0.900 0.975 0.715
EC-Earth3_CCAM [-] 20.9 20.8 20.4 0.416 1.85 1.20 0.792 0.644 0.875 0.947 0.780
EC-Earth3_CMIP6 [-] 18.7 18.7 20.4 -1.69 2.49 1.08 0.586 0.624 0.893 0.877 0.721
ERA5_BARPA [-] 23.0 22.9 20.4 2.48 2.75 0.544 0.501 0.752 0.963 0.970 0.788
ERA5_CCAM [-] 21.4 21.3 20.4 0.860 1.45 0.423 0.753 0.779 0.967 0.958 0.847
MPI-ESM1-2-HR_BARPA [-] 24.5 24.4 20.4 3.98 4.29 1.71 0.328 0.642 0.801 0.984 0.679
MPI-ESM1-2-HR_CMIP6 [-] 17.9 17.9 20.2 -2.35 2.99 1.10 0.496 0.621 0.874 0.964 0.715
NorESM2-MM_BARPA [-] 23.7 23.6 20.4 3.20 3.56 0.287 0.406 0.669 0.977 0.971 0.738
NorESM2-MM_CCAM [-] 20.9 20.8 20.4 0.431 1.62 1.15 0.822 0.676 0.889 0.948 0.802
NorESM2-MM_CMIP6 [-] 15.7 15.7 20.3 -4.64 4.81 1.02 0.256 0.691 0.902 0.892 0.686
Download Data
Period Mean (original grids) [degC]
Model Period Mean (intersection) [degC]
Benchmark Period Mean (intersection) [degC]
Model Period Mean (complement) [degC]
Benchmark Period Mean (complement) [degC]
Bias [degC]
RMSE [degC]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 18.8
ACCESS-CM2_BARPA [-] 22.2 21.9 18.8 3.10 3.43 1.21 0.413 0.672 0.887 0.998 0.728
ACCESS-CM2_CCAM [-] 21.5 21.3 18.8 2.48 3.23 1.29 0.494 0.583 0.866 0.981 0.701
ACCESS-CM2_CMIP6 [-] 17.5 17.5 18.1 -0.590 1.94 1.16 0.758 0.610 0.894 0.996 0.773
ACCESS-ESM1-5_BARPA [-] 22.1 21.8 18.8 2.98 3.32 1.30 0.428 0.672 0.873 0.999 0.728
ACCESS-ESM1-5_CCAM [-] 21.1 20.9 18.8 2.06 2.90 0.879 0.554 0.595 0.904 0.983 0.726
ACCESS-ESM1-5_CMIP6 [-] 18.9 18.9 18.4 0.501 1.65 0.922 0.757 0.682 0.911 0.996 0.806
CESM2_BARPA [-] 23.8 23.5 18.8 4.69 4.99 0.965 0.263 0.613 0.873 0.999 0.672
CESM2_CCAM [-] 22.0 21.7 18.8 2.90 3.69 1.23 0.443 0.553 0.848 0.968 0.673
CMCC-ESM2_BARPA [-] 23.2 22.9 18.8 4.10 4.44 0.900 0.310 0.617 0.870 0.999 0.682
CMCC-ESM2_CCAM [-] 19.1 18.9 18.8 0.0542 1.60 0.535 0.760 0.721 0.945 0.931 0.815
CMCC-ESM2_CMIP6 [-] 13.9 13.9 18.6 -4.75 4.88 0.477 0.244 0.731 0.942 0.997 0.729
CNRM-ESM2-1_CCAM [-] 20.5 20.2 18.8 1.44 2.16 1.23 0.649 0.684 0.878 0.959 0.771
CNRM-ESM2-1_CMIP6 [-] 20.2 20.2 18.5 1.70 2.12 0.930 0.599 0.705 0.910 0.998 0.783
EC-Earth3_BARPA [-] 22.9 22.6 18.8 3.82 4.15 1.07 0.338 0.632 0.907 0.999 0.702
EC-Earth3_CCAM [-] 19.4 19.1 18.8 0.314 2.16 1.15 0.752 0.593 0.888 0.955 0.756
EC-Earth3_CMIP6 [-] 17.9 17.9 18.5 -0.572 2.87 0.962 0.607 0.532 0.915 0.898 0.697
ERA5_BARPA [-] 22.3 22.0 18.8 3.19 3.39 0.234 0.402 0.727 0.980 0.999 0.767
ERA5_CCAM [-] 20.2 19.9 18.8 1.14 1.77 0.393 0.683 0.751 0.970 0.980 0.827
MPI-ESM1-2-HR_BARPA [-] 23.4 23.1 18.8 4.29 4.62 1.11 0.296 0.624 0.872 0.998 0.683
MPI-ESM1-2-HR_CMIP6 [-] 17.1 17.1 18.7 -1.58 2.69 0.577 0.555 0.600 0.930 0.895 0.716
NorESM2-MM_BARPA [-] 22.7 22.4 18.8 3.58 3.88 0.492 0.358 0.660 0.930 0.999 0.721
NorESM2-MM_CCAM [-] 20.1 19.8 18.8 1.02 2.02 0.821 0.705 0.658 0.926 0.974 0.784
NorESM2-MM_CMIP6 [-] 15.3 15.3 18.6 -3.29 3.67 0.566 0.378 0.665 0.951 0.958 0.723
Download Data
Period Mean (original grids) [degC]
Model Period Mean (intersection) [degC]
Benchmark Period Mean (intersection) [degC]
Model Period Mean (complement) [degC]
Benchmark Period Mean (complement) [degC]
Bias [degC]
RMSE [degC]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 25.2
ACCESS-CM2_BARPA [-] 24.9 24.9 25.2 -0.364 2.19 0.781 0.869 0.680 0.945 0.973 0.829
ACCESS-CM2_CCAM [-] 26.8 26.7 25.2 1.50 2.75 0.850 0.744 0.637 0.941 0.996 0.791
ACCESS-CM2_CMIP6 [-] 23.7 23.7 25.1 -1.43 2.28 0.873 0.724 0.738 0.941 0.801 0.788
ACCESS-ESM1-5_BARPA [-] 25.5 25.5 25.2 0.206 1.77 0.924 0.860 0.749 0.936 0.945 0.848
ACCESS-ESM1-5_CCAM [-] 26.2 26.2 25.2 0.959 2.13 1.07 0.796 0.711 0.882 0.999 0.820
ACCESS-ESM1-5_CMIP6 [-] 23.5 23.5 25.1 -1.57 2.15 1.64 0.729 0.752 0.798 0.912 0.788
CESM2_BARPA [-] 25.7 25.6 25.2 0.394 1.82 0.363 0.828 0.750 0.956 0.937 0.844
CESM2_CCAM [-] 27.9 27.9 25.2 2.67 3.00 1.05 0.584 0.772 0.889 0.996 0.803
CMCC-ESM2_BARPA [-] 25.5 25.5 25.2 0.262 2.21 0.802 0.849 0.681 0.898 0.947 0.811
CMCC-ESM2_CCAM [-] 25.6 25.6 25.2 0.358 1.55 0.235 0.814 0.817 0.975 0.978 0.880
CMCC-ESM2_CMIP6 [-] 22.5 22.5 24.9 -2.31 2.84 0.892 0.590 0.853 0.901 0.956 0.831
CNRM-ESM2-1_CCAM [-] 26.3 26.3 25.2 1.02 2.15 1.10 0.770 0.725 0.899 0.997 0.823
CNRM-ESM2-1_CMIP6 [-] 24.7 24.7 25.0 -0.216 1.25 1.42 0.854 0.829 0.851 0.995 0.872
EC-Earth3_BARPA [-] 25.9 25.9 25.2 0.643 1.67 0.861 0.806 0.788 0.902 0.944 0.846
EC-Earth3_CCAM [-] 25.9 25.8 25.2 0.574 1.83 0.968 0.804 0.760 0.901 0.999 0.845
EC-Earth3_CMIP6 [-] 24.5 24.5 25.2 -0.626 1.74 1.16 0.823 0.753 0.867 0.867 0.812
ERA5_BARPA [-] 24.8 24.8 25.3 -0.506 1.93 0.818 0.851 0.729 0.896 0.970 0.835
ERA5_CCAM [-] 25.8 25.8 25.3 0.559 1.79 0.540 0.814 0.767 0.948 0.999 0.859
MPI-ESM1-2-HR_BARPA [-] 27.3 27.3 25.2 2.09 3.06 0.358 0.641 0.667 0.966 0.930 0.774
MPI-ESM1-2-HR_CMIP6 [-] 24.5 24.5 25.1 -0.664 1.62 0.330 0.823 0.785 0.967 0.989 0.870
NorESM2-MM_BARPA [-] 24.0 24.0 25.2 -1.21 2.93 0.596 0.769 0.610 0.938 0.984 0.782
NorESM2-MM_CCAM [-] 24.8 24.8 25.2 -0.478 2.16 0.824 0.828 0.697 0.895 0.998 0.823
NorESM2-MM_CMIP6 [-] 20.9 20.9 24.9 -3.94 4.34 0.628 0.449 0.736 0.946 0.998 0.773
Download Data
Period Mean (original grids) [degC]
Model Period Mean (intersection) [degC]
Benchmark Period Mean (intersection) [degC]
Model Period Mean (complement) [degC]
Benchmark Period Mean (complement) [degC]
Bias [degC]
RMSE [degC]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 24.1
ACCESS-CM2_BARPA [-] 25.9 25.9 24.1 1.77 2.04 0.483 0.587 0.766 0.964 0.975 0.811
ACCESS-CM2_CCAM [-] 26.3 26.3 24.1 2.15 2.64 0.733 0.511 0.639 0.936 0.957 0.736
ACCESS-CM2_CMIP6 [-] 22.1 22.1 24.1 -1.96 2.23 0.270 0.532 0.729 0.981 0.972 0.788
ACCESS-ESM1-5_BARPA [-] 26.0 25.9 24.1 1.83 2.08 0.640 0.578 0.765 0.954 0.990 0.810
ACCESS-ESM1-5_CCAM [-] 26.0 26.0 24.1 1.83 2.31 0.627 0.572 0.677 0.949 0.980 0.771
ACCESS-ESM1-5_CMIP6 [-] 23.3 23.3 24.1 -0.770 1.36 0.722 0.768 0.738 0.950 0.981 0.835
CESM2_BARPA [-] 27.2 27.2 24.1 3.06 3.27 0.375 0.388 0.701 0.973 0.993 0.751
CESM2_CCAM [-] 26.0 26.0 24.1 1.89 2.14 0.582 0.557 0.750 0.959 0.976 0.798
CMCC-ESM2_BARPA [-] 26.7 26.7 24.1 2.60 2.89 0.549 0.450 0.686 0.957 0.996 0.755
CMCC-ESM2_CCAM [-] 25.1 25.1 24.1 0.950 1.34 0.430 0.720 0.808 0.970 0.991 0.859
CMCC-ESM2_CMIP6 [-] 20.4 20.4 24.1 -3.67 3.84 0.315 0.313 0.767 0.978 0.963 0.758
CNRM-ESM2-1_CCAM [-] 25.2 25.2 24.1 1.03 1.90 0.595 0.693 0.678 0.957 0.972 0.796
CNRM-ESM2-1_CMIP6 [-] 23.0 23.0 24.0 -1.04 1.63 0.306 0.692 0.744 0.979 0.937 0.819
EC-Earth3_BARPA [-] 26.4 26.3 24.1 2.23 2.42 0.402 0.512 0.757 0.972 0.967 0.793
EC-Earth3_CCAM [-] 24.7 24.7 24.1 0.581 1.63 0.715 0.760 0.675 0.949 0.996 0.811
EC-Earth3_CMIP6 [-] 23.4 23.4 24.1 -0.677 1.74 0.466 0.711 0.681 0.968 0.988 0.806
ERA5_BARPA [-] 26.1 26.1 24.1 1.96 2.22 0.256 0.553 0.749 0.982 0.983 0.803
ERA5_CCAM [-] 25.8 25.7 24.1 1.61 1.95 0.327 0.601 0.773 0.976 0.999 0.825
MPI-ESM1-2-HR_BARPA [-] 27.6 27.5 24.1 3.43 3.54 0.667 0.345 0.762 0.952 0.999 0.764
MPI-ESM1-2-HR_CMIP6 [-] 22.1 22.1 24.1 -1.93 2.27 0.592 0.527 0.736 0.958 0.996 0.791
NorESM2-MM_BARPA [-] 25.9 25.9 24.1 1.80 2.63 0.962 0.581 0.589 0.875 0.922 0.711
NorESM2-MM_CCAM [-] 25.1 25.1 24.1 0.983 2.09 0.859 0.689 0.624 0.909 0.972 0.763
NorESM2-MM_CMIP6 [-] 20.1 20.1 24.1 -3.99 4.18 0.746 0.283 0.712 0.923 0.987 0.723
Download Data
Period Mean (original grids) [degC]
Model Period Mean (intersection) [degC]
Benchmark Period Mean (intersection) [degC]
Model Period Mean (complement) [degC]
Benchmark Period Mean (complement) [degC]
Bias [degC]
RMSE [degC]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 25.7
ACCESS-CM2_BARPA [-] 27.4 27.4 25.7 1.72 2.19 0.461 0.638 0.740 0.959 0.817 0.779
ACCESS-CM2_CCAM [-] 28.5 28.5 25.7 2.84 3.32 0.979 0.474 0.664 0.910 0.872 0.717
ACCESS-CM2_CMIP6 [-] 24.1 24.1 25.6 -1.51 1.86 0.680 0.646 0.787 0.950 0.996 0.833
ACCESS-ESM1-5_BARPA [-] 28.0 27.9 25.7 2.26 2.48 0.504 0.552 0.772 0.955 0.867 0.784
ACCESS-ESM1-5_CCAM [-] 28.5 28.5 25.7 2.83 3.26 0.891 0.476 0.682 0.908 0.821 0.714
ACCESS-ESM1-5_CMIP6 [-] 25.2 25.2 25.4 -0.210 1.66 0.696 0.780 0.721 0.929 0.992 0.829
CESM2_BARPA [-] 28.6 28.6 25.7 2.90 3.16 0.676 0.460 0.732 0.951 0.898 0.755
CESM2_CCAM [-] 28.7 28.7 25.7 2.98 3.14 0.709 0.457 0.772 0.945 0.962 0.782
CMCC-ESM2_BARPA [-] 28.1 28.1 25.7 2.37 2.99 1.44 0.533 0.643 0.819 0.859 0.700
CMCC-ESM2_CCAM [-] 27.9 27.9 25.7 2.20 2.55 0.763 0.565 0.731 0.937 0.911 0.775
CMCC-ESM2_CMIP6 [-] 22.6 22.6 25.5 -2.87 3.01 0.594 0.457 0.797 0.949 0.969 0.794
CNRM-ESM2-1_CCAM [-] 27.8 27.8 25.7 2.12 2.44 0.403 0.582 0.757 0.963 0.813 0.774
CNRM-ESM2-1_CMIP6 [-] 25.2 25.2 25.4 -0.175 1.48 0.518 0.730 0.807 0.956 0.933 0.847
EC-Earth3_BARPA [-] 27.9 27.9 25.7 2.24 2.43 0.597 0.557 0.787 0.948 0.895 0.795
EC-Earth3_CCAM [-] 27.6 27.5 25.7 1.86 2.22 0.664 0.621 0.758 0.948 0.906 0.798
EC-Earth3_CMIP6 [-] 25.8 25.8 25.6 0.172 1.28 0.614 0.844 0.768 0.953 0.991 0.865
ERA5_BARPA [-] 27.5 27.4 25.7 1.74 2.18 0.815 0.633 0.747 0.904 0.840 0.774
ERA5_CCAM [-] 28.4 28.3 25.7 2.65 2.89 0.638 0.498 0.770 0.945 0.895 0.775
MPI-ESM1-2-HR_BARPA [-] 29.8 29.7 25.7 4.04 4.18 0.391 0.336 0.762 0.969 0.918 0.750
MPI-ESM1-2-HR_CMIP6 [-] 25.4 25.4 25.6 -0.245 1.32 0.577 0.815 0.774 0.957 0.999 0.864
NorESM2-MM_BARPA [-] 26.6 26.5 25.7 0.855 2.33 1.49 0.774 0.608 0.820 0.800 0.722
NorESM2-MM_CCAM [-] 27.3 27.3 25.7 1.65 2.94 1.88 0.646 0.559 0.748 0.850 0.672
NorESM2-MM_CMIP6 [-] 22.4 22.4 25.5 -3.03 3.67 2.02 0.433 0.585 0.716 0.999 0.664
Download Data
Period Mean (original grids) [degC]
Model Period Mean (intersection) [degC]
Benchmark Period Mean (intersection) [degC]
Model Period Mean (complement) [degC]
Benchmark Period Mean (complement) [degC]
Bias [degC]
RMSE [degC]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 18.1
ACCESS-CM2_BARPA [-] 18.8 18.4 18.1 0.371 1.66 0.233 0.726 0.793 0.976 0.905 0.839
ACCESS-CM2_CCAM [-] 21.3 20.9 18.1 2.83 3.65 0.418 0.473 0.568 0.968 0.966 0.709
ACCESS-CM2_CMIP6 [-] 15.0 15.0 17.0 -1.98 2.56 0.00 0.582 0.711 1.00 0.824 0.765
ACCESS-ESM1-5_BARPA [-] 19.0 18.6 18.1 0.563 1.77 0.276 0.713 0.773 0.965 0.931 0.831
ACCESS-ESM1-5_CCAM [-] 21.0 20.6 18.1 2.57 3.32 0.602 0.505 0.606 0.940 0.960 0.723
ACCESS-ESM1-5_CMIP6 [-] 8.97 8.97 12.1 -3.11 3.15 1.03 0.219 0.795 0.930 1.00 0.748
CESM2_BARPA [-] 18.9 18.5 18.1 0.408 1.60 0.709 0.729 0.811 0.920 0.906 0.835
CESM2_CCAM [-] 21.3 20.9 18.1 2.87 3.42 0.500 0.472 0.647 0.960 0.957 0.737
CMCC-ESM2_BARPA [-] 19.0 18.7 18.1 0.642 1.57 0.196 0.734 0.830 0.976 0.870 0.848
CMCC-ESM2_CCAM [-] 20.9 20.6 18.1 2.54 2.95 0.117 0.519 0.713 0.986 0.893 0.765
CMCC-ESM2_CMIP6 [-] 13.8 13.8 16.2 -2.35 2.52 0.00 0.533 0.849 1.00 0.760 0.798
CNRM-ESM2-1_CCAM [-] 22.0 21.7 18.1 3.63 4.09 1.06 0.403 0.615 0.924 0.890 0.689
CNRM-ESM2-1_CMIP6 [-] 15.3 15.3 15.1 0.206 1.02 1.03 0.929 0.701 0.930 0.675 0.787
EC-Earth3_BARPA [-] 18.8 18.5 18.1 0.390 1.78 0.197 0.719 0.771 0.978 0.933 0.834
EC-Earth3_CCAM [-] 20.4 20.1 18.1 2.00 2.74 0.216 0.576 0.664 0.975 0.942 0.764
EC-Earth3_CMIP6 [-] 18.2 18.2 17.5 0.758 1.29 0.346 0.752 0.766 0.977 0.999 0.852
ERA5_BARPA [-] 18.8 18.4 18.1 0.365 1.51 0.196 0.733 0.842 0.976 0.892 0.857
ERA5_CCAM [-] 21.3 21.0 18.1 2.90 3.30 0.156 0.462 0.700 0.981 0.963 0.761
MPI-ESM1-2-HR_BARPA [-] 19.8 19.4 18.1 1.30 2.08 0.194 0.681 0.728 0.977 0.923 0.807
MPI-ESM1-2-HR_CMIP6 [-] 18.4 18.4 17.9 0.517 2.12 0.00 0.671 0.660 1.00 0.290 0.656
NorESM2-MM_BARPA [-] 18.2 17.9 18.1 -0.167 1.78 0.964 0.692 0.800 0.934 0.834 0.812
NorESM2-MM_CCAM [-] 20.4 20.0 18.1 1.95 2.84 0.328 0.576 0.628 0.977 0.970 0.756
NorESM2-MM_CMIP6 [-] 15.2 15.2 16.2 -1.00 2.04 0.00 0.710 0.620 1.00 0.749 0.740
Download Data
Period Mean (original grids) [degC]
Model Period Mean (intersection) [degC]
Benchmark Period Mean (intersection) [degC]
Model Period Mean (complement) [degC]
Benchmark Period Mean (complement) [degC]
Bias [degC]
RMSE [degC]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 17.4
ACCESS-CM2_BARPA [-] 16.8 16.4 17.4 -0.999 1.67 0.404 0.687 0.840 0.970 0.901 0.848
ACCESS-CM2_CCAM [-] 18.9 18.4 17.4 1.05 2.00 0.358 0.728 0.692 0.976 0.969 0.811
ACCESS-CM2_CMIP6 [-] 9.15 9.15 14.7 -5.51 5.59 1.03 0.155 0.744 0.930 1.00 0.715
ACCESS-ESM1-5_BARPA [-] 16.9 16.4 17.4 -0.998 1.66 0.194 0.688 0.841 0.976 0.915 0.852
ACCESS-ESM1-5_CCAM [-] 18.1 17.6 17.4 0.276 1.58 0.361 0.778 0.745 0.976 0.956 0.840
ACCESS-ESM1-5_CMIP6 [-] 11.8 11.8 16.8 -5.00 5.31 0.00 0.289 0.649 1.00 0.913 0.700
CESM2_BARPA [-] 17.1 16.6 17.4 -0.730 1.59 1.47 0.723 0.806 0.820 0.933 0.818
CESM2_CCAM [-] 18.8 18.3 17.4 0.924 1.70 0.913 0.744 0.761 0.934 0.953 0.830
CMCC-ESM2_BARPA [-] 17.3 16.8 17.4 -0.557 1.39 0.00 0.735 0.863 1.00 0.888 0.870
CMCC-ESM2_CCAM [-] 19.2 18.8 17.4 1.40 1.87 0.0316 0.680 0.782 0.998 0.939 0.836
CMCC-ESM2_CMIP6 [-] 13.9 13.9 16.7 -2.85 4.70 0.00 0.292 0.775 1.00 0.525 0.673
CNRM-ESM2-1_CCAM [-] 19.2 18.7 17.4 1.36 1.93 1.02 0.681 0.770 0.932 0.892 0.809
CNRM-ESM2-1_CMIP6 [-] 14.8 14.8 15.3 -0.469 1.41 1.03 0.694 0.758 0.930 0.999 0.828
EC-Earth3_BARPA [-] 16.9 16.4 17.4 -0.985 1.77 0.291 0.682 0.812 0.979 0.909 0.839
EC-Earth3_CCAM [-] 18.1 17.6 17.4 0.272 1.49 0.130 0.777 0.769 0.991 0.939 0.849
EC-Earth3_CMIP6 [-] 17.5 17.5 16.8 0.681 1.70 0.00 0.708 0.790 1.00 0.975 0.853
ERA5_BARPA [-] 17.4 16.9 17.4 -0.488 1.37 0.0318 0.734 0.871 0.996 0.898 0.874
ERA5_CCAM [-] 19.4 18.9 17.4 1.48 1.83 0.00 0.674 0.817 1.00 0.958 0.853
MPI-ESM1-2-HR_BARPA [-] 17.7 17.2 17.4 -0.159 1.36 0.0319 0.779 0.811 0.998 0.918 0.864
MPI-ESM1-2-HR_CMIP6 [-] 15.6 15.6 16.1 -0.510 2.50 0.00 0.591 0.697 1.00 0.919 0.781
NorESM2-MM_BARPA [-] 16.7 16.2 17.4 -1.13 1.83 0.471 0.667 0.811 0.968 0.881 0.828
NorESM2-MM_CCAM [-] 18.2 17.7 17.4 0.360 1.70 0.235 0.781 0.723 0.985 0.958 0.834
NorESM2-MM_CMIP6 [-] 15.1 15.1 16.7 -1.56 2.49 0.660 0.628 0.727 0.958 0.729 0.754
Download Data
Period Mean (original grids) [degC]
Model Period Mean (intersection) [degC]
Benchmark Period Mean (intersection) [degC]
Model Period Mean (complement) [degC]
Benchmark Period Mean (complement) [degC]
Bias [degC]
RMSE [degC]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 21.7
ACCESS-CM2_BARPA [-] 20.7 20.7 21.7 -1.08 2.70 0.203 0.626 0.801 0.974 0.960 0.832
ACCESS-CM2_CCAM [-] 24.5 24.5 21.7 2.72 3.69 1.02 0.568 0.611 0.914 0.887 0.718
ACCESS-CM2_CMIP6 [-] 17.5 17.5 18.1 -0.668 2.84 1.38 0.505 0.596 0.868 0.729 0.659
ACCESS-ESM1-5_BARPA [-] 21.2 21.1 21.7 -0.654 2.63 0.895 0.634 0.788 0.932 0.973 0.823
ACCESS-ESM1-5_CCAM [-] 24.2 24.2 21.7 2.47 3.31 1.06 0.592 0.654 0.909 0.895 0.741
ACCESS-ESM1-5_CMIP6 [-] 15.9 15.9 19.2 -3.25 3.51 1.72 0.385 0.689 0.783 0.999 0.709
CESM2_BARPA [-] 21.0 21.0 21.7 -0.745 2.32 0.394 0.655 0.855 0.954 0.939 0.852
CESM2_CCAM [-] 25.7 25.7 21.7 3.96 4.41 0.831 0.441 0.673 0.927 0.920 0.727
CMCC-ESM2_BARPA [-] 20.6 20.6 21.7 -1.18 2.59 0.234 0.626 0.839 0.973 0.944 0.844
CMCC-ESM2_CCAM [-] 22.6 22.6 21.7 0.889 1.84 0.294 0.749 0.824 0.971 0.832 0.840
CMCC-ESM2_CMIP6 [-] 17.2 17.2 19.3 -2.19 2.83 1.37 0.533 0.796 0.849 0.995 0.794
CNRM-ESM2-1_CCAM [-] 24.5 24.5 21.7 2.73 3.50 1.04 0.569 0.652 0.928 0.858 0.732
CNRM-ESM2-1_CMIP6 [-] 18.7 18.7 20.2 -1.54 1.90 1.03 0.706 0.792 0.930 0.995 0.843
EC-Earth3_BARPA [-] 20.6 20.6 21.7 -1.18 2.95 0.983 0.603 0.770 0.901 0.987 0.806
EC-Earth3_CCAM [-] 23.2 23.2 21.7 1.49 2.73 1.27 0.702 0.662 0.880 0.879 0.757
EC-Earth3_CMIP6 [-] 22.7 22.7 21.5 1.18 2.41 1.71 0.656 0.738 0.797 0.708 0.727
ERA5_BARPA [-] 20.2 20.2 21.7 -1.56 2.67 0.231 0.613 0.857 0.977 0.942 0.849
ERA5_CCAM [-] 23.2 23.2 21.7 1.46 2.27 0.223 0.706 0.759 0.968 0.860 0.811
MPI-ESM1-2-HR_BARPA [-] 22.6 22.6 21.7 0.813 2.66 0.304 0.638 0.750 0.968 0.969 0.815
MPI-ESM1-2-HR_CMIP6 [-] 23.0 23.0 21.5 1.53 2.56 0.692 0.716 0.638 0.903 0.180 0.615
NorESM2-MM_BARPA [-] 19.7 19.7 21.7 -2.01 3.06 0.375 0.576 0.797 0.967 0.936 0.815
NorESM2-MM_CCAM [-] 23.5 23.4 21.7 1.70 2.71 0.262 0.669 0.697 0.974 0.888 0.785
NorESM2-MM_CMIP6 [-] 17.8 17.8 19.3 -1.57 2.42 0.849 0.624 0.706 0.874 0.997 0.782
Download Data
Period Mean (original grids) [degC]
Model Period Mean (intersection) [degC]
Benchmark Period Mean (intersection) [degC]
Model Period Mean (complement) [degC]
Benchmark Period Mean (complement) [degC]
Bias [degC]
RMSE [degC]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 22.1
ACCESS-CM2_BARPA [-] 22.4 22.3 22.1 0.275 2.44 0.321 0.795 0.736 0.979 0.720 0.793
ACCESS-CM2_CCAM [-] 25.1 25.0 22.1 2.94 3.88 0.927 0.614 0.656 0.938 0.851 0.743
ACCESS-CM2_CMIP6 [-] 13.4 13.4 18.6 -5.13 5.21 1.03 0.334 0.843 0.930 0.836 0.757
ACCESS-ESM1-5_BARPA [-] 22.9 22.8 22.1 0.776 2.29 0.179 0.803 0.764 0.988 0.747 0.813
ACCESS-ESM1-5_CCAM [-] 24.5 24.4 22.1 2.32 3.20 0.583 0.683 0.701 0.961 0.818 0.773
ACCESS-ESM1-5_CMIP6 [-] 20.6 20.6 23.2 -2.57 3.08 1.54 0.645 0.749 0.838 0.109 0.618
CESM2_BARPA [-] 22.4 22.3 22.1 0.231 2.08 0.00 0.795 0.793 1.00 0.711 0.819
CESM2_CCAM [-] 25.8 25.6 22.1 3.59 4.04 0.855 0.544 0.732 0.938 0.873 0.764
CMCC-ESM2_BARPA [-] 22.7 22.6 22.1 0.521 2.22 0.00 0.802 0.775 1.00 0.741 0.819
CMCC-ESM2_CCAM [-] 24.2 24.0 22.1 1.98 2.32 0.00 0.724 0.842 1.00 0.844 0.851
CMCC-ESM2_CMIP6 [-] 19.0 19.0 20.9 -1.95 2.20 0.206 0.699 0.882 0.986 0.967 0.883
CNRM-ESM2-1_CCAM [-] 24.7 24.6 22.1 2.59 3.18 1.03 0.657 0.747 0.930 0.774 0.771
CNRM-ESM2-1_CMIP6 [-] 16.2 16.2 16.5 -0.335 1.02 1.03 0.923 0.795 0.930 1.00 0.889
EC-Earth3_BARPA [-] 23.2 23.1 22.1 1.07 2.17 0.118 0.784 0.800 0.992 0.819 0.839
EC-Earth3_CCAM [-] 24.0 23.8 22.1 1.80 2.56 0.749 0.734 0.770 0.950 0.840 0.813
EC-Earth3_CMIP6 [-] 22.0 22.0 21.0 0.974 2.22 1.12 0.774 0.747 0.915 0.911 0.819
ERA5_BARPA [-] 22.2 22.2 22.1 0.0861 2.01 0.00 0.776 0.824 1.00 0.723 0.829
ERA5_CCAM [-] 24.3 24.2 22.1 2.09 2.63 0.00 0.712 0.788 1.00 0.836 0.825
MPI-ESM1-2-HR_BARPA [-] 23.8 23.7 22.1 1.64 2.78 0.00 0.754 0.723 1.00 0.745 0.789
MPI-ESM1-2-HR_CMIP6 [-] 22.8 22.8 21.7 1.08 1.88 0.00 0.810 0.778 1.00 0.570 0.787
NorESM2-MM_BARPA [-] 21.6 21.5 22.1 -0.506 2.47 0.00 0.739 0.756 1.00 0.694 0.789
NorESM2-MM_CCAM [-] 23.4 23.2 22.1 1.18 2.21 0.00 0.790 0.785 1.00 0.777 0.827
NorESM2-MM_CMIP6 [-] 18.5 18.5 20.9 -2.46 2.80 0.00 0.635 0.783 1.00 0.984 0.837
Download Data
Period Mean (original grids) [degC]
Model Period Mean (intersection) [degC]
Benchmark Period Mean (intersection) [degC]
Model Period Mean (complement) [degC]
Benchmark Period Mean (complement) [degC]
Bias [degC]
RMSE [degC]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 23.9
ACCESS-CM2_BARPA [-] 26.4 25.6 23.9 1.76 2.87 0.819 0.702 0.662 0.936 0.990 0.791
ACCESS-CM2_CCAM [-] 27.3 26.8 23.9 2.89 3.66 0.998 0.548 0.663 0.932 0.986 0.758
ACCESS-CM2_CMIP6 [-] 19.0 19.0 19.1 -0.112 1.51 1.02 0.807 0.716 0.932 0.998 0.834
ACCESS-ESM1-5_BARPA [-] 27.1 26.3 23.9 2.42 2.96 0.951 0.618 0.736 0.929 0.996 0.803
ACCESS-ESM1-5_CCAM [-] 26.5 26.0 23.9 2.17 3.02 1.09 0.632 0.697 0.894 0.990 0.782
ACCESS-ESM1-5_CMIP6 [-] 24.4 24.4 23.5 0.940 2.30 1.03 0.814 0.677 0.931 0.535 0.727
CESM2_BARPA [-] 27.1 26.3 23.9 2.45 3.16 0.740 0.610 0.694 0.914 0.998 0.782
CESM2_CCAM [-] 28.1 27.6 23.9 3.69 3.97 1.13 0.468 0.781 0.867 0.994 0.778
CMCC-ESM2_BARPA [-] 27.0 26.2 23.9 2.31 3.45 0.830 0.629 0.621 0.900 0.994 0.753
CMCC-ESM2_CCAM [-] 26.1 25.6 23.9 1.72 2.45 0.658 0.682 0.778 0.921 0.990 0.830
CMCC-ESM2_CMIP6 [-] 19.7 19.7 22.9 -3.17 3.35 0.588 0.558 0.850 0.944 0.993 0.839
CNRM-ESM2-1_CCAM [-] 26.1 25.7 23.9 1.81 2.56 0.982 0.669 0.774 0.902 0.964 0.817
CNRM-ESM2-1_CMIP6 [-] 24.5 24.5 23.2 1.23 1.72 1.22 0.714 0.825 0.848 0.954 0.833
EC-Earth3_BARPA [-] 27.4 26.6 23.9 2.72 3.11 1.08 0.580 0.769 0.868 0.999 0.797
EC-Earth3_CCAM [-] 25.7 25.2 23.9 1.37 2.35 1.16 0.700 0.769 0.865 0.994 0.819
EC-Earth3_CMIP6 [-] 22.7 22.7 22.1 0.660 2.48 1.12 0.668 0.774 0.872 0.941 0.806
ERA5_BARPA [-] 26.4 25.6 23.9 1.73 2.72 0.901 0.706 0.689 0.885 0.988 0.791
ERA5_CCAM [-] 26.2 25.8 23.9 1.87 2.62 0.577 0.665 0.763 0.930 0.990 0.822
MPI-ESM1-2-HR_BARPA [-] 28.5 27.7 23.9 3.82 4.27 0.792 0.467 0.690 0.929 0.997 0.755
MPI-ESM1-2-HR_CMIP6 [-] 25.2 25.2 23.5 1.67 2.48 0.685 0.690 0.757 0.941 0.369 0.703
NorESM2-MM_BARPA [-] 25.4 24.7 23.9 0.809 2.97 0.872 0.802 0.598 0.892 0.981 0.774
NorESM2-MM_CCAM [-] 25.0 24.5 23.9 0.675 2.57 0.801 0.773 0.670 0.905 0.976 0.799
NorESM2-MM_CMIP6 [-] 19.4 19.4 22.9 -3.41 4.12 1.03 0.499 0.648 0.853 0.993 0.728
Download Data
Period Mean (original grids) [degC]
Model Period Mean (intersection) [degC]
Benchmark Period Mean (intersection) [degC]
Model Period Mean (complement) [degC]
Benchmark Period Mean (complement) [degC]
Bias [degC]
RMSE [degC]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 24.3
ACCESS-CM2_BARPA [-] 25.4 25.2 24.3 0.946 2.24 0.849 0.807 0.677 0.924 0.977 0.812
ACCESS-CM2_CCAM [-] 27.7 27.5 24.3 3.19 3.56 0.688 0.508 0.720 0.950 0.979 0.776
ACCESS-CM2_CMIP6 [-] 22.4 22.4 23.4 -1.01 2.33 1.17 0.655 0.809 0.858 0.890 0.804
ACCESS-ESM1-5_BARPA [-] 26.1 25.9 24.3 1.64 2.34 0.806 0.708 0.725 0.925 0.986 0.814
ACCESS-ESM1-5_CCAM [-] 27.3 27.1 24.3 2.84 3.23 0.853 0.551 0.731 0.909 0.975 0.780
ACCESS-ESM1-5_CMIP6 [-] 22.1 22.1 23.4 -1.32 2.27 0.940 0.677 0.803 0.910 0.878 0.815
CESM2_BARPA [-] 25.6 25.4 24.3 1.06 2.47 0.652 0.779 0.653 0.939 0.998 0.805
CESM2_CCAM [-] 27.2 27.0 24.3 2.71 3.17 0.568 0.571 0.721 0.947 0.999 0.792
CMCC-ESM2_BARPA [-] 26.0 25.8 24.3 1.51 2.61 0.863 0.725 0.655 0.902 0.992 0.786
CMCC-ESM2_CCAM [-] 26.5 26.3 24.3 1.99 2.32 0.734 0.659 0.797 0.921 0.985 0.832
CMCC-ESM2_CMIP6 [-] 20.3 20.3 23.8 -3.46 3.64 0.867 0.484 0.857 0.929 0.898 0.805
CNRM-ESM2-1_CCAM [-] 26.9 26.7 24.3 2.40 2.73 0.886 0.616 0.776 0.927 0.947 0.808
CNRM-ESM2-1_CMIP6 [-] 24.1 24.1 23.5 0.570 1.68 1.32 0.778 0.779 0.856 0.999 0.838
EC-Earth3_BARPA [-] 26.0 25.7 24.3 1.43 2.63 0.739 0.745 0.651 0.943 0.975 0.793
EC-Earth3_CCAM [-] 26.3 26.2 24.3 1.86 2.36 0.629 0.676 0.780 0.949 0.987 0.835
EC-Earth3_CMIP6 [-] 24.5 24.5 24.2 0.342 1.56 0.837 0.816 0.784 0.931 0.999 0.863
ERA5_BARPA [-] 25.4 25.2 24.3 0.859 2.12 0.545 0.814 0.693 0.952 0.967 0.824
ERA5_CCAM [-] 27.1 26.9 24.3 2.64 2.87 0.676 0.579 0.808 0.931 0.975 0.820
MPI-ESM1-2-HR_BARPA [-] 27.3 27.1 24.3 2.82 3.76 0.686 0.554 0.608 0.951 0.999 0.744
MPI-ESM1-2-HR_CMIP6 [-] 24.2 24.2 24.3 -0.0449 1.22 0.578 0.844 0.828 0.953 0.838 0.858
NorESM2-MM_BARPA [-] 24.0 23.8 24.3 -0.514 2.46 0.943 0.791 0.633 0.900 0.965 0.784
NorESM2-MM_CCAM [-] 26.2 26.0 24.3 1.70 2.64 0.916 0.696 0.675 0.899 0.976 0.784
NorESM2-MM_CMIP6 [-] 19.5 19.5 23.8 -4.29 4.66 0.754 0.391 0.709 0.934 0.929 0.734
Download Data
Period Mean (original grids) [degC]
Model Period Mean (intersection) [degC]
Benchmark Period Mean (intersection) [degC]
Model Period Mean (complement) [degC]
Benchmark Period Mean (complement) [degC]
Bias [degC]
RMSE [degC]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 14.1
ACCESS-CM2_BARPA [-] 17.0 16.6 14.1 2.54 3.02 1.05 0.395 0.602 0.899 0.998 0.699
ACCESS-CM2_CCAM [-] 17.7 17.4 14.1 3.31 3.76 2.05 0.311 0.551 0.719 0.996 0.626
ACCESS-CM2_CMIP6 [-] 8.98 8.98 11.6 -2.64 3.08 2.44 0.304 0.535 0.649 0.954 0.595
ACCESS-ESM1-5_BARPA [-] 16.3 15.9 14.1 1.83 2.48 1.35 0.494 0.603 0.858 0.996 0.711
ACCESS-ESM1-5_CCAM [-] 16.7 16.4 14.1 2.33 2.92 2.05 0.445 0.561 0.725 0.982 0.655
ACCESS-ESM1-5_CMIP6 [-] 9.54 9.54 11.4 -1.82 3.71 2.29 0.202 0.403 0.687 0.538 0.447
CESM2_BARPA [-] 18.2 17.8 14.1 3.70 3.90 1.22 0.277 0.685 0.868 0.998 0.703
CESM2_CCAM [-] 17.4 17.1 14.1 3.03 3.56 2.14 0.351 0.533 0.698 0.980 0.619
CMCC-ESM2_BARPA [-] 18.1 17.6 14.1 3.58 3.83 1.09 0.288 0.665 0.885 0.994 0.699
CMCC-ESM2_CCAM [-] 16.3 16.0 14.1 1.91 2.34 1.47 0.513 0.656 0.826 0.964 0.723
CMCC-ESM2_CMIP6 [-] 9.54 9.54 13.2 -3.68 3.87 1.01 0.317 0.654 0.894 0.803 0.664
CNRM-ESM2-1_CCAM [-] 17.3 16.9 14.1 2.88 3.22 1.32 0.372 0.665 0.860 0.985 0.709
CNRM-ESM2-1_CMIP6 [-] 13.3 13.3 11.5 1.81 2.21 1.02 0.487 0.643 0.894 0.805 0.694
EC-Earth3_BARPA [-] 17.9 17.4 14.1 3.34 3.88 1.07 0.316 0.516 0.891 0.997 0.647
EC-Earth3_CCAM [-] 16.2 15.9 14.1 1.81 2.48 1.45 0.529 0.597 0.833 0.949 0.701
EC-Earth3_CMIP6 [-] 14.3 14.3 14.0 0.277 2.26 1.34 0.646 0.522 0.864 0.790 0.669
ERA5_BARPA [-] 16.9 16.4 14.0 2.38 2.69 0.761 0.420 0.714 0.915 0.995 0.752
ERA5_CCAM [-] 16.4 16.0 14.0 1.99 2.29 1.06 0.500 0.718 0.885 0.953 0.755
MPI-ESM1-2-HR_BARPA [-] 17.9 17.4 14.1 3.37 3.94 1.30 0.307 0.508 0.859 0.991 0.634
MPI-ESM1-2-HR_CMIP6 [-] 13.1 13.1 11.8 1.28 3.35 1.56 0.352 0.502 0.822 0.948 0.625
NorESM2-MM_BARPA [-] 17.6 17.1 14.1 3.06 3.30 0.714 0.344 0.678 0.917 0.992 0.722
NorESM2-MM_CCAM [-] 16.1 15.8 14.1 1.72 2.21 1.39 0.548 0.654 0.844 0.943 0.729
NorESM2-MM_CMIP6 [-] 10.1 10.1 13.2 -3.13 3.47 1.47 0.344 0.591 0.831 0.854 0.642

Temporally integrated period mean

BENCHMARK MEAN
Data not available
Data not available
MODEL MEAN
Data not available
BIAS
Data not available
BIAS SCORE
Data not available
Data not available
RMSE
Data not available
RMSE SCORE
Data not available
Data not available
BENCHMARK MAX MONTH
Data not available
Data not available
MODEL MAX MONTH
Data not available
Data not available
DIFFERENCE IN MAX MONTH
Data not available
SEASONAL CYCLE SCORE
Data not available

SPATIAL TAYLOR DIAGRAM
Data not available
MODEL COLORS
Data not available

Spatially integrated regional mean

MODEL COLORS
Data not available
REGIONAL MEAN
Data not available
ANNUAL CYCLE
Data not available
MONTHLY ANOMALY
Data not available
ANNUAL CYCLE
Data not available

All Models

Benchmark
Data not available
Data not available
ACCESS-CM2_BARPA
Data not available
Data not available
ACCESS-CM2_CCAM
Data not available
Data not available
ACCESS-CM2_CMIP6
Data not available
Data not available
ACCESS-ESM1-5_BARPA
Data not available
Data not available
ACCESS-ESM1-5_CCAM
Data not available
Data not available
ACCESS-ESM1-5_CMIP6
Data not available
Data not available
CESM2_BARPA
Data not available
Data not available
CESM2_CCAM
Data not available
Data not available
CMCC-ESM2_BARPA
Data not available
Data not available
CMCC-ESM2_CCAM
Data not available
Data not available
CMCC-ESM2_CMIP6
Data not available
Data not available
CNRM-ESM2-1_CCAM
Data not available
Data not available
CNRM-ESM2-1_CMIP6
Data not available
Data not available
EC-Earth3_BARPA
Data not available
Data not available
EC-Earth3_CCAM
Data not available
Data not available
EC-Earth3_CMIP6
Data not available
Data not available
ERA5_BARPA
Data not available
Data not available
ERA5_CCAM
Data not available
Data not available
MPI-ESM1-2-HR_BARPA
Data not available
Data not available
MPI-ESM1-2-HR_CMIP6
Data not available
Data not available
NorESM2-MM_BARPA
Data not available
Data not available
NorESM2-MM_CCAM
Data not available
Data not available
NorESM2-MM_CMIP6
Data not available
Data not available

Data Information

  Title:
ERA5 single-levels reanalysis 2m_temperature 19790101-19790131

  History:
Thu Sep 19 18:31:01 2024: ncatted -a missing_value,ETR,d,, /g/data/xv83/users/bxn599/ACS/icclim_indices_acs/era5/indices/none/none/AUS-25/ECMWF/ERA5/historical/r1i1p1f1/none/none/climdex/ETR/v20240411/ETR_AUS-25_ERA5_historical_r1i1p1f1_ECMWF_none_none_mon_19790101-20211231.nc.tmp Wed Aug 28 15:21:05 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/ETR/v20240411/ETR_AUS-25_ERA5_historical_r1i1p1f1_ECMWF_none_none_mon_19790101-20211231.nc /g/data/xv83/users/bxn599/ACS/icclim_indices_acs/era5/indices/none/none/AUS-25/ECMWF/ERA5/historical/r1i1p1f1/none/none/climdex/ETR/v20240411/ETR_AUS-25_ERA5_historical_r1i1p1f1_ECMWF_none_none_mon_19790101-20211231_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:
ETR

  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)