Mean State

Download Data
Period Mean (original grids) [mm d-1]
Model Period Mean (intersection) [mm d-1]
Benchmark Period Mean (intersection) [mm d-1]
Model Period Mean (complement) [mm d-1]
Benchmark Period Mean (complement) [mm d-1]
Bias [mm d-1]
RMSE [mm d-1]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 1.33
ACCESS-CM2_BARPA [-] 1.62 1.63 1.33 2.55 0.295 0.690 0.858 0.808 0.732 0.921 0.984 0.836
ACCESS-CM2_CCAM [-] 1.54 1.54 1.33 1.73 0.212 0.676 0.985 0.807 0.738 0.908 0.901 0.819
ACCESS-CM2_CMIP6 [-] 1.51 1.51 1.35 0.155 0.779 0.779 0.788 0.686 0.920 0.812 0.778
ACCESS-ESM1-5_BARPA [-] 1.53 1.54 1.33 2.90 0.205 0.574 0.884 0.840 0.755 0.920 0.989 0.852
ACCESS-ESM1-5_CCAM [-] 1.65 1.65 1.33 2.42 0.314 0.736 1.03 0.805 0.711 0.900 0.982 0.822
ACCESS-ESM1-5_CMIP6 [-] 1.63 1.63 1.34 0.294 0.839 1.11 0.792 0.652 0.885 0.980 0.792
CESM2_BARPA [-] 1.30 1.30 1.33 3.20 -0.0279 0.580 1.14 0.858 0.743 0.900 0.960 0.841
CESM2_CCAM [-] 1.07 1.07 1.33 2.24 -0.263 0.721 1.47 0.845 0.699 0.850 0.987 0.816
CESM2_CMIP6 [-] 1.61 1.61 1.32 0.287 0.748 0.829 0.789 0.702 0.918 0.979 0.818
CMCC-ESM2_BARPA [-] 1.20 1.20 1.33 2.52 -0.128 0.677 1.66 0.864 0.708 0.842 0.919 0.808
CMCC-ESM2_CCAM [-] 1.85 1.85 1.33 1.97 0.520 0.822 1.32 0.736 0.731 0.871 0.948 0.803
CMCC-ESM2_CMIP6 [-] 2.08 2.08 1.32 0.753 1.23 0.809 0.658 0.627 0.919 0.963 0.759
CNRM-ESM2-1_CCAM [-] 1.49 1.50 1.33 1.97 0.163 0.593 1.03 0.847 0.752 0.898 0.919 0.834
CNRM-ESM2-1_CMIP6 [-] 1.05 1.05 1.33 -0.287 0.713 1.04 0.814 0.705 0.901 0.908 0.807
EC-Earth3_BARPA [-] 1.15 1.17 1.33 2.99 -0.165 0.480 0.966 0.876 0.787 0.910 0.991 0.870
EC-Earth3_CCAM [-] 1.46 1.46 1.33 1.93 0.132 0.578 0.852 0.891 0.735 0.904 0.982 0.849
EC-Earth3_CMIP6 [-] 1.25 1.25 1.33 -0.0796 0.663 0.787 0.851 0.715 0.912 0.987 0.836
ERA5_BARPA [-] 1.53 1.54 1.33 3.16 0.211 0.555 1.31 0.854 0.769 0.873 0.985 0.850
ERA5_CCAM [-] 1.60 1.60 1.33 2.40 0.266 0.498 0.829 0.833 0.808 0.912 0.991 0.871
MPI-ESM1-2-HR_BARPA [-] 1.11 1.13 1.33 2.16 -0.205 0.535 0.662 0.857 0.773 0.943 0.981 0.865
MPI-ESM1-2-HR_CMIP6 [-] 0.641 0.641 1.35 -0.704 0.939 0.848 0.647 0.722 0.925 0.748 0.753
NorESM2-MM_BARPA [-] 1.68 1.69 1.33 3.77 0.357 0.757 1.80 0.798 0.705 0.826 0.986 0.804
NorESM2-MM_CCAM [-] 1.93 1.93 1.33 2.09 0.595 0.842 0.891 0.719 0.751 0.919 0.967 0.821
NorESM2-MM_CMIP6 [-] 2.10 2.10 1.32 0.774 1.03 1.06 0.655 0.717 0.884 0.975 0.789
Download Data
Period Mean (original grids) [mm d-1]
Model Period Mean (intersection) [mm d-1]
Benchmark Period Mean (intersection) [mm d-1]
Model Period Mean (complement) [mm d-1]
Benchmark Period Mean (complement) [mm d-1]
Bias [mm d-1]
RMSE [mm d-1]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 1.58
ACCESS-CM2_BARPA [-] 2.06 2.04 1.58 0.459 0.650 0.836 0.721 0.725 0.931 0.972 0.825
ACCESS-CM2_CCAM [-] 2.16 2.13 1.58 0.554 0.772 0.936 0.672 0.681 0.908 0.958 0.791
ACCESS-CM2_CMIP6 [-] 2.22 2.22 1.57 0.643 0.846 0.916 0.616 0.661 0.922 0.936 0.770
ACCESS-ESM1-5_BARPA [-] 2.06 2.05 1.58 0.468 0.709 1.03 0.720 0.689 0.907 0.997 0.813
ACCESS-ESM1-5_CCAM [-] 2.51 2.49 1.58 0.913 1.19 0.955 0.521 0.579 0.901 0.916 0.713
ACCESS-ESM1-5_CMIP6 [-] 2.37 2.37 1.62 0.751 1.17 0.854 0.593 0.530 0.945 0.831 0.703
CESM2_BARPA [-] 1.86 1.85 1.58 0.271 0.507 0.946 0.825 0.743 0.901 0.991 0.851
CESM2_CCAM [-] 1.35 1.34 1.58 -0.239 0.479 0.989 0.840 0.749 0.914 0.994 0.860
CESM2_CMIP6 [-] 2.47 2.47 1.60 0.870 1.16 0.966 0.524 0.574 0.895 0.994 0.728
CMCC-ESM2_BARPA [-] 1.68 1.66 1.58 0.0853 0.477 1.04 0.912 0.722 0.886 0.998 0.862
CMCC-ESM2_CCAM [-] 2.41 2.38 1.58 0.806 1.06 0.926 0.564 0.608 0.911 0.963 0.744
CMCC-ESM2_CMIP6 [-] 2.25 2.25 1.60 0.650 0.930 0.963 0.623 0.617 0.929 0.953 0.762
CNRM-ESM2-1_CCAM [-] 1.88 1.85 1.58 0.276 0.560 0.996 0.821 0.709 0.913 0.987 0.841
CNRM-ESM2-1_CMIP6 [-] 1.58 1.58 1.60 -0.0147 0.563 1.28 0.837 0.704 0.872 0.665 0.762
EC-Earth3_BARPA [-] 1.24 1.23 1.58 -0.346 0.431 0.824 0.776 0.838 0.930 0.925 0.864
EC-Earth3_CCAM [-] 1.66 1.64 1.58 0.0634 0.606 0.950 0.932 0.650 0.901 0.989 0.844
EC-Earth3_CMIP6 [-] 1.13 1.13 1.60 -0.470 0.561 0.674 0.705 0.807 0.940 0.971 0.850
ERA5_BARPA [-] 1.85 1.83 1.58 0.254 0.507 1.15 0.833 0.739 0.870 0.998 0.847
ERA5_CCAM [-] 2.19 2.17 1.58 0.592 0.722 1.10 0.654 0.743 0.877 0.993 0.809
MPI-ESM1-2-HR_BARPA [-] 1.12 1.11 1.58 -0.470 0.558 0.958 0.710 0.810 0.890 0.859 0.816
MPI-ESM1-2-HR_CMIP6 [-] 0.762 0.762 1.62 -0.858 0.918 0.942 0.529 0.791 0.899 0.813 0.761
NorESM2-MM_BARPA [-] 2.13 2.11 1.58 0.531 0.822 1.93 0.684 0.641 0.734 0.954 0.741
NorESM2-MM_CCAM [-] 2.34 2.32 1.58 0.743 0.837 0.819 0.592 0.762 0.923 0.992 0.811
NorESM2-MM_CMIP6 [-] 2.72 2.72 1.60 1.11 1.23 1.36 0.446 0.678 0.826 0.926 0.715
Download Data
Period Mean (original grids) [mm d-1]
Model Period Mean (intersection) [mm d-1]
Benchmark Period Mean (intersection) [mm d-1]
Model Period Mean (complement) [mm d-1]
Benchmark Period Mean (complement) [mm d-1]
Bias [mm d-1]
RMSE [mm d-1]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 2.22
ACCESS-CM2_BARPA [-] 2.54 2.55 2.22 0.327 0.734 0.645 0.837 0.749 0.946 0.994 0.870
ACCESS-CM2_CCAM [-] 2.26 2.26 2.22 0.0365 0.699 0.840 0.839 0.758 0.919 0.943 0.840
ACCESS-CM2_CMIP6 [-] 2.07 2.07 2.38 -0.314 0.896 0.630 0.788 0.716 0.929 0.648 0.731
ACCESS-ESM1-5_BARPA [-] 2.66 2.66 2.22 0.437 0.842 0.627 0.809 0.721 0.944 0.994 0.854
ACCESS-ESM1-5_CCAM [-] 2.94 2.94 2.22 0.713 1.03 0.898 0.716 0.727 0.903 0.983 0.818
ACCESS-ESM1-5_CMIP6 [-] 2.42 2.42 2.11 0.309 0.934 0.907 0.818 0.638 0.929 0.784 0.754
CESM2_BARPA [-] 2.51 2.52 2.22 0.295 0.829 0.725 0.853 0.701 0.940 0.975 0.852
CESM2_CCAM [-] 2.14 2.13 2.22 -0.0960 0.644 0.760 0.902 0.758 0.937 0.994 0.886
CESM2_CMIP6 [-] 2.78 2.78 2.20 0.579 0.877 0.948 0.742 0.724 0.907 0.993 0.830
CMCC-ESM2_BARPA [-] 2.17 2.17 2.22 -0.0495 0.778 1.37 0.882 0.711 0.847 0.943 0.838
CMCC-ESM2_CCAM [-] 2.56 2.54 2.22 0.318 0.730 1.00 0.805 0.762 0.900 0.960 0.841
CMCC-ESM2_CMIP6 [-] 2.59 2.59 2.20 0.396 0.739 0.522 0.810 0.740 0.954 0.998 0.861
CNRM-ESM2-1_CCAM [-] 2.31 2.30 2.22 0.0815 0.663 1.00 0.869 0.756 0.907 0.932 0.848
CNRM-ESM2-1_CMIP6 [-] 2.29 2.29 2.22 0.0671 0.695 1.12 0.891 0.735 0.911 0.987 0.866
EC-Earth3_BARPA [-] 2.06 2.06 2.22 -0.162 0.677 0.511 0.866 0.763 0.961 0.930 0.869
EC-Earth3_CCAM [-] 2.23 2.21 2.22 -0.0108 0.605 0.847 0.903 0.769 0.906 0.995 0.876
EC-Earth3_CMIP6 [-] 1.71 1.71 2.22 -0.511 0.690 0.425 0.775 0.814 0.966 0.957 0.875
ERA5_BARPA [-] 2.45 2.45 2.22 0.229 0.629 1.27 0.875 0.769 0.851 0.995 0.863
ERA5_CCAM [-] 2.64 2.63 2.22 0.407 0.644 0.631 0.813 0.813 0.944 0.975 0.874
MPI-ESM1-2-HR_BARPA [-] 1.56 1.56 2.22 -0.658 0.839 0.354 0.733 0.790 0.968 0.973 0.855
MPI-ESM1-2-HR_CMIP6 [-] 0.843 0.843 2.27 -1.43 1.59 0.653 0.500 0.724 0.956 0.868 0.725
NorESM2-MM_BARPA [-] 2.69 2.71 2.22 0.484 0.869 0.906 0.792 0.717 0.921 0.991 0.843
NorESM2-MM_CCAM [-] 2.50 2.49 2.22 0.269 0.755 0.575 0.794 0.778 0.959 0.545 0.773
NorESM2-MM_CMIP6 [-] 2.94 2.94 2.20 0.746 0.995 1.10 0.706 0.737 0.833 0.824 0.778
Download Data
Period Mean (original grids) [mm d-1]
Model Period Mean (intersection) [mm d-1]
Benchmark Period Mean (intersection) [mm d-1]
Model Period Mean (complement) [mm d-1]
Benchmark Period Mean (complement) [mm d-1]
Bias [mm d-1]
RMSE [mm d-1]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 2.34
ACCESS-CM2_BARPA [-] 2.42 2.49 2.34 0.144 1.15 0.299 0.902 0.742 0.979 0.991 0.884
ACCESS-CM2_CCAM [-] 2.19 2.21 2.34 -0.130 0.986 0.275 0.901 0.773 0.979 0.901 0.850
ACCESS-CM2_CMIP6 [-] 2.16 2.16 2.40 -0.245 1.33 0.247 0.898 0.694 0.979 0.737 0.784
ACCESS-ESM1-5_BARPA [-] 2.42 2.47 2.34 0.125 0.805 0.442 0.911 0.815 0.972 0.951 0.906
ACCESS-ESM1-5_CCAM [-] 2.72 2.74 2.34 0.396 1.15 0.316 0.886 0.747 0.978 0.941 0.879
ACCESS-ESM1-5_CMIP6 [-] 2.54 2.54 2.33 0.214 1.12 0.176 0.911 0.733 0.990 0.988 0.883
CESM2_BARPA [-] 1.83 1.87 2.34 -0.476 0.972 0.354 0.870 0.787 0.976 0.901 0.872
CESM2_CCAM [-] 1.83 1.87 2.34 -0.471 1.34 0.258 0.866 0.706 0.981 0.979 0.869
CESM2_CMIP6 [-] 2.55 2.55 2.32 0.229 1.09 0.259 0.898 0.745 0.982 0.944 0.878
CMCC-ESM2_BARPA [-] 1.68 1.70 2.34 -0.641 1.27 0.523 0.830 0.733 0.968 0.887 0.838
CMCC-ESM2_CCAM [-] 2.54 2.58 2.34 0.235 0.817 0.210 0.902 0.820 0.985 0.991 0.915
CMCC-ESM2_CMIP6 [-] 3.43 3.43 2.32 1.11 1.81 0.156 0.731 0.680 0.989 0.986 0.826
CNRM-ESM2-1_CCAM [-] 2.29 2.31 2.34 -0.0304 0.818 0.380 0.926 0.804 0.977 0.911 0.885
CNRM-ESM2-1_CMIP6 [-] 1.36 1.36 2.35 -0.987 1.65 0.252 0.745 0.687 0.986 0.933 0.830
EC-Earth3_BARPA [-] 2.12 2.18 2.34 -0.158 0.787 0.542 0.921 0.815 0.966 0.970 0.910
EC-Earth3_CCAM [-] 2.69 2.73 2.34 0.391 1.04 0.411 0.884 0.764 0.970 0.913 0.885
EC-Earth3_CMIP6 [-] 2.52 2.52 2.32 0.195 1.22 0.245 0.902 0.715 0.983 0.970 0.885
ERA5_BARPA [-] 2.39 2.45 2.34 0.106 0.863 0.508 0.929 0.793 0.964 0.983 0.907
ERA5_CCAM [-] 2.65 2.68 2.34 0.338 0.681 0.385 0.904 0.850 0.975 0.997 0.924
MPI-ESM1-2-HR_BARPA [-] 1.86 1.93 2.34 -0.411 0.995 0.454 0.879 0.782 0.971 0.990 0.894
MPI-ESM1-2-HR_CMIP6 [-] 1.06 1.06 2.34 -1.28 1.86 0.293 0.682 0.681 0.981 0.865 0.783
NorESM2-MM_BARPA [-] 2.45 2.51 2.34 0.166 0.991 0.514 0.921 0.767 0.967 0.989 0.902
NorESM2-MM_CCAM [-] 2.88 2.89 2.34 0.552 0.988 0.428 0.852 0.807 0.969 0.972 0.885
NorESM2-MM_CMIP6 [-] 3.27 3.27 2.32 0.952 1.38 0.446 0.766 0.761 0.969 0.970 0.854
Download Data
Period Mean (original grids) [mm d-1]
Model Period Mean (intersection) [mm d-1]
Benchmark Period Mean (intersection) [mm d-1]
Model Period Mean (complement) [mm d-1]
Benchmark Period Mean (complement) [mm d-1]
Bias [mm d-1]
RMSE [mm d-1]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 1.24
ACCESS-CM2_BARPA [-] 1.65 1.63 1.24 0.398 0.530 2.26 0.665 0.703 0.705 0.863 0.731
ACCESS-CM2_CCAM [-] 1.69 1.68 1.24 0.440 0.599 2.59 0.649 0.674 0.637 0.957 0.723
ACCESS-CM2_CMIP6 [-] 1.76 1.76 1.26 0.501 0.736 2.48 0.606 0.610 0.610 0.982 0.692
ACCESS-ESM1-5_BARPA [-] 1.48 1.46 1.24 0.228 0.469 2.28 0.785 0.666 0.676 0.917 0.750
ACCESS-ESM1-5_CCAM [-] 1.53 1.53 1.24 0.292 0.591 2.48 0.738 0.607 0.587 0.966 0.712
ACCESS-ESM1-5_CMIP6 [-] 1.60 1.60 1.30 0.301 0.856 3.55 0.621 0.483 0.287 0.786 0.537
CESM2_BARPA [-] 1.52 1.50 1.24 0.264 0.469 2.94 0.758 0.681 0.601 0.881 0.725
CESM2_CCAM [-] 1.04 1.03 1.24 -0.206 0.394 1.46 0.788 0.723 0.788 0.989 0.811
CESM2_CMIP6 [-] 1.77 1.77 1.27 0.493 0.777 3.34 0.619 0.558 0.411 0.973 0.631
CMCC-ESM2_BARPA [-] 1.40 1.39 1.24 0.155 0.400 3.22 0.834 0.693 0.508 0.941 0.738
CMCC-ESM2_CCAM [-] 1.95 1.95 1.24 0.710 0.851 3.03 0.498 0.631 0.489 0.922 0.635
CMCC-ESM2_CMIP6 [-] 1.70 1.70 1.27 0.427 0.676 2.89 0.664 0.625 0.469 0.935 0.668
CNRM-ESM2-1_CCAM [-] 1.32 1.32 1.24 0.0801 0.390 3.11 0.869 0.691 0.527 0.989 0.760
CNRM-ESM2-1_CMIP6 [-] 1.27 1.27 1.26 0.00980 0.361 2.96 0.864 0.705 0.624 0.988 0.785
EC-Earth3_BARPA [-] 1.10 1.09 1.24 -0.141 0.376 2.26 0.845 0.709 0.644 0.990 0.788
EC-Earth3_CCAM [-] 1.31 1.30 1.24 0.0670 0.549 2.56 0.873 0.578 0.531 0.989 0.724
EC-Earth3_CMIP6 [-] 0.981 0.981 1.27 -0.291 0.501 2.49 0.726 0.665 0.555 0.851 0.695
ERA5_BARPA [-] 1.61 1.60 1.24 0.361 0.469 2.99 0.689 0.754 0.560 0.927 0.735
ERA5_CCAM [-] 1.66 1.65 1.24 0.419 0.533 2.70 0.661 0.732 0.549 0.983 0.732
MPI-ESM1-2-HR_BARPA [-] 1.25 1.23 1.24 -0.00243 0.329 1.24 0.881 0.729 0.825 0.951 0.833
MPI-ESM1-2-HR_CMIP6 [-] 0.796 0.796 1.23 -0.438 0.518 1.58 0.623 0.753 0.772 0.934 0.769
NorESM2-MM_BARPA [-] 1.69 1.68 1.24 0.441 0.596 3.21 0.636 0.664 0.532 0.847 0.669
NorESM2-MM_CCAM [-] 1.85 1.84 1.24 0.602 0.694 1.66 0.560 0.709 0.736 0.981 0.742
NorESM2-MM_CMIP6 [-] 1.93 1.93 1.27 0.661 0.765 2.61 0.542 0.716 0.514 0.922 0.678
Download Data
Period Mean (original grids) [mm d-1]
Model Period Mean (intersection) [mm d-1]
Benchmark Period Mean (intersection) [mm d-1]
Model Period Mean (complement) [mm d-1]
Benchmark Period Mean (complement) [mm d-1]
Bias [mm d-1]
RMSE [mm d-1]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 0.831
ACCESS-CM2_BARPA [-] 1.19 1.20 0.831 0.365 0.534 0.773 0.753 0.752 0.927 0.994 0.839
ACCESS-CM2_CCAM [-] 1.20 1.20 0.831 0.369 0.548 1.02 0.758 0.743 0.891 0.978 0.825
ACCESS-CM2_CMIP6 [-] 1.18 1.18 0.835 0.345 0.562 0.660 0.754 0.711 0.935 0.993 0.824
ACCESS-ESM1-5_BARPA [-] 1.08 1.08 0.831 0.253 0.455 0.759 0.816 0.756 0.938 0.965 0.862
ACCESS-ESM1-5_CCAM [-] 1.13 1.14 0.831 0.305 0.567 1.12 0.783 0.717 0.882 0.804 0.804
ACCESS-ESM1-5_CMIP6 [-] 1.19 1.19 0.826 0.360 0.648 0.956 0.743 0.654 0.908 0.955 0.797
CESM2_BARPA [-] 0.894 0.894 0.831 0.0626 0.431 1.27 0.888 0.735 0.869 0.910 0.840
CESM2_CCAM [-] 0.591 0.593 0.831 -0.238 0.585 2.06 0.828 0.670 0.692 0.836 0.748
CESM2_CMIP6 [-] 1.15 1.15 0.832 0.319 0.601 0.732 0.763 0.695 0.939 0.884 0.801
CMCC-ESM2_BARPA [-] 0.839 0.840 0.831 0.00826 0.515 1.98 0.907 0.681 0.759 0.804 0.781
CMCC-ESM2_CCAM [-] 1.47 1.47 0.831 0.642 0.828 1.42 0.614 0.676 0.840 0.984 0.752
CMCC-ESM2_CMIP6 [-] 1.69 1.69 0.832 0.863 1.26 0.724 0.516 0.503 0.933 0.583 0.628
CNRM-ESM2-1_CCAM [-] 1.13 1.14 0.831 0.305 0.500 0.887 0.794 0.745 0.916 0.975 0.834
CNRM-ESM2-1_CMIP6 [-] 0.677 0.677 0.838 -0.162 0.459 1.02 0.864 0.722 0.883 0.591 0.782
EC-Earth3_BARPA [-] 0.664 0.667 0.831 -0.165 0.358 0.951 0.867 0.795 0.905 0.934 0.871
EC-Earth3_CCAM [-] 0.922 0.926 0.831 0.0945 0.419 0.707 0.898 0.743 0.926 0.965 0.870
EC-Earth3_CMIP6 [-] 0.795 0.795 0.830 -0.0345 0.485 0.624 0.890 0.702 0.938 0.964 0.859
ERA5_BARPA [-] 1.08 1.08 0.831 0.252 0.459 1.41 0.817 0.755 0.842 0.974 0.835
ERA5_CCAM [-] 1.08 1.08 0.831 0.252 0.412 0.719 0.822 0.793 0.918 0.930 0.865
MPI-ESM1-2-HR_BARPA [-] 0.715 0.717 0.831 -0.115 0.363 0.655 0.893 0.781 0.945 0.837 0.855
MPI-ESM1-2-HR_CMIP6 [-] 0.397 0.397 0.831 -0.434 0.565 0.986 0.695 0.761 0.891 0.742 0.773
NorESM2-MM_BARPA [-] 1.24 1.24 0.831 0.410 0.703 2.17 0.729 0.652 0.720 0.991 0.753
NorESM2-MM_CCAM [-] 1.54 1.54 0.831 0.708 0.848 0.898 0.585 0.706 0.910 0.981 0.772
NorESM2-MM_CMIP6 [-] 1.67 1.67 0.832 0.836 1.00 1.08 0.529 0.660 0.870 0.790 0.714
Download Data
Period Mean (original grids) [mm d-1]
Model Period Mean (intersection) [mm d-1]
Benchmark Period Mean (intersection) [mm d-1]
Model Period Mean (complement) [mm d-1]
Benchmark Period Mean (complement) [mm d-1]
Bias [mm d-1]
RMSE [mm d-1]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 2.61
ACCESS-CM2_BARPA [-] 2.99 3.02 2.61 0.413 0.758 1.34 0.736 0.691 0.857 0.902 0.790
ACCESS-CM2_CCAM [-] 2.56 2.57 2.61 -0.0388 0.600 1.32 0.837 0.713 0.860 0.972 0.821
ACCESS-CM2_CMIP6 [-] 2.23 2.23 2.56 -0.328 0.664 1.14 0.768 0.699 0.873 0.700 0.771
ACCESS-ESM1-5_BARPA [-] 2.75 2.79 2.61 0.178 0.784 1.22 0.759 0.655 0.865 0.864 0.791
ACCESS-ESM1-5_CCAM [-] 2.50 2.50 2.61 -0.108 0.660 1.57 0.853 0.675 0.822 0.997 0.812
ACCESS-ESM1-5_CMIP6 [-] 1.88 1.88 2.47 -0.585 0.967 1.28 0.668 0.665 0.860 0.283 0.707
CESM2_BARPA [-] 2.90 2.92 2.61 0.311 0.747 1.09 0.768 0.671 0.871 0.930 0.794
CESM2_CCAM [-] 2.36 2.36 2.61 -0.250 0.760 1.21 0.770 0.676 0.857 0.956 0.794
CESM2_CMIP6 [-] 2.35 2.35 2.46 -0.104 0.608 0.709 0.777 0.730 0.953 0.793 0.769
CMCC-ESM2_BARPA [-] 2.74 2.75 2.61 0.140 0.597 1.14 0.833 0.728 0.877 0.990 0.845
CMCC-ESM2_CCAM [-] 2.91 2.90 2.61 0.293 0.748 1.48 0.739 0.717 0.821 0.888 0.785
CMCC-ESM2_CMIP6 [-] 2.29 2.29 2.46 -0.172 0.761 1.22 0.658 0.769 0.893 0.732 0.681
CNRM-ESM2-1_CCAM [-] 2.35 2.34 2.61 -0.263 0.643 1.84 0.815 0.705 0.765 0.983 0.788
CNRM-ESM2-1_CMIP6 [-] 2.77 2.77 2.82 -0.0472 0.711 1.72 0.720 0.730 0.803 0.965 0.744
EC-Earth3_BARPA [-] 2.54 2.56 2.61 -0.0460 0.614 1.33 0.819 0.710 0.845 0.973 0.830
EC-Earth3_CCAM [-] 2.58 2.55 2.61 -0.0562 0.613 1.52 0.825 0.726 0.810 0.972 0.819
EC-Earth3_CMIP6 [-] 2.07 2.07 2.54 -0.473 0.777 1.85 0.691 0.694 0.753 0.965 0.742
ERA5_BARPA [-] 2.86 2.88 2.61 0.275 0.534 1.22 0.815 0.783 0.858 0.997 0.847
ERA5_CCAM [-] 2.57 2.56 2.61 -0.0516 0.587 1.11 0.750 0.794 0.864 0.796 0.822
MPI-ESM1-2-HR_BARPA [-] 2.78 2.82 2.61 0.208 0.735 1.42 0.752 0.695 0.848 0.825 0.793
MPI-ESM1-2-HR_CMIP6 [-] 1.77 1.77 2.73 -0.959 1.05 1.48 0.519 0.791 0.839 0.843 0.713
NorESM2-MM_BARPA [-] 3.06 3.09 2.61 0.482 0.765 1.06 0.723 0.702 0.889 0.976 0.800
NorESM2-MM_CCAM [-] 2.54 2.56 2.61 -0.0516 0.556 1.08 0.825 0.744 0.879 0.972 0.831
NorESM2-MM_CMIP6 [-] 2.43 2.43 2.46 -0.0265 0.547 0.836 0.760 0.784 0.927 0.602 0.740
Download Data
Period Mean (original grids) [mm d-1]
Model Period Mean (intersection) [mm d-1]
Benchmark Period Mean (intersection) [mm d-1]
Model Period Mean (complement) [mm d-1]
Benchmark Period Mean (complement) [mm d-1]
Bias [mm d-1]
RMSE [mm d-1]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 1.15
ACCESS-CM2_BARPA [-] 1.19 1.22 1.15 0.0727 0.507 2.09 0.811 0.642 0.715 0.789 0.745
ACCESS-CM2_CCAM [-] 1.11 1.11 1.15 -0.0422 0.405 1.29 0.858 0.699 0.843 0.781 0.804
ACCESS-CM2_CMIP6 [-] 1.03 1.03 1.10 -0.0721 0.551 1.92 0.814 0.565 0.725 0.581 0.703
ACCESS-ESM1-5_BARPA [-] 0.958 0.978 1.15 -0.169 0.488 2.17 0.813 0.657 0.711 0.591 0.721
ACCESS-ESM1-5_CCAM [-] 0.885 0.879 1.15 -0.269 0.484 1.07 0.764 0.685 0.872 0.663 0.764
ACCESS-ESM1-5_CMIP6 [-] 0.895 0.895 1.14 -0.240 0.727 4.15 0.757 0.501 0.389 0.459 0.520
CESM2_BARPA [-] 1.03 1.06 1.15 -0.0835 0.380 1.15 0.867 0.712 0.854 0.910 0.823
CESM2_CCAM [-] 1.08 1.08 1.15 -0.0677 0.429 0.567 0.855 0.685 0.943 0.973 0.850
CESM2_CMIP6 [-] 0.923 0.923 1.15 -0.230 0.479 1.03 0.734 0.687 0.874 0.679 0.718
CMCC-ESM2_BARPA [-] 0.992 1.02 1.15 -0.126 0.419 1.57 0.851 0.690 0.799 0.788 0.776
CMCC-ESM2_CCAM [-] 1.44 1.44 1.15 0.292 0.588 2.63 0.707 0.649 0.643 0.778 0.683
CMCC-ESM2_CMIP6 [-] 1.12 1.12 1.15 -0.0379 0.451 1.83 0.807 0.685 0.740 0.355 0.676
CNRM-ESM2-1_CCAM [-] 1.21 1.20 1.15 0.0539 0.469 2.26 0.826 0.663 0.701 0.748 0.748
CNRM-ESM2-1_CMIP6 [-] 1.12 1.12 1.10 0.0128 0.371 1.01 0.847 0.699 0.888 0.988 0.847
EC-Earth3_BARPA [-] 0.970 1.02 1.15 -0.125 0.407 1.39 0.826 0.708 0.832 0.981 0.813
EC-Earth3_CCAM [-] 1.18 1.18 1.15 0.0344 0.428 1.56 0.878 0.672 0.799 0.995 0.805
EC-Earth3_CMIP6 [-] 0.906 0.906 1.15 -0.243 0.556 2.40 0.770 0.612 0.660 0.893 0.720
ERA5_BARPA [-] 1.21 1.24 1.15 0.0888 0.382 1.57 0.808 0.738 0.801 0.799 0.784
ERA5_CCAM [-] 1.11 1.10 1.15 -0.0482 0.331 1.41 0.852 0.762 0.830 0.788 0.807
MPI-ESM1-2-HR_BARPA [-] 0.975 0.995 1.15 -0.152 0.370 0.691 0.845 0.728 0.919 0.846 0.839
MPI-ESM1-2-HR_CMIP6 [-] 0.499 0.499 1.12 -0.625 0.720 0.536 0.516 0.709 0.939 0.313 0.637
NorESM2-MM_BARPA [-] 1.29 1.34 1.15 0.191 0.521 1.87 0.761 0.656 0.760 0.906 0.751
NorESM2-MM_CCAM [-] 1.22 1.21 1.15 0.0622 0.548 1.80 0.752 0.656 0.781 0.500 0.684
NorESM2-MM_CMIP6 [-] 1.16 1.16 1.15 0.00626 0.460 1.39 0.773 0.699 0.842 0.561 0.695
Download Data
Period Mean (original grids) [mm d-1]
Model Period Mean (intersection) [mm d-1]
Benchmark Period Mean (intersection) [mm d-1]
Model Period Mean (complement) [mm d-1]
Benchmark Period Mean (complement) [mm d-1]
Bias [mm d-1]
RMSE [mm d-1]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 4.09
ACCESS-CM2_BARPA [-] 3.45 3.44 4.09 -0.649 2.20 0.230 0.870 0.691 0.983 0.948 0.853
ACCESS-CM2_CCAM [-] 2.69 2.70 4.09 -1.39 2.66 0.315 0.773 0.666 0.979 0.641 0.754
ACCESS-CM2_CMIP6 [-] 2.30 2.30 3.85 -1.55 2.93 0.198 0.730 0.616 0.987 0.989 0.806
ACCESS-ESM1-5_BARPA [-] 3.69 3.65 4.09 -0.442 1.51 0.124 0.894 0.782 0.992 0.980 0.898
ACCESS-ESM1-5_CCAM [-] 4.21 4.19 4.09 0.101 1.77 0.125 0.922 0.736 0.990 0.962 0.884
ACCESS-ESM1-5_CMIP6 [-] 3.79 3.79 4.08 -0.289 2.15 0.00 0.947 0.671 1.00 0.928 0.863
CESM2_BARPA [-] 2.84 2.88 4.09 -1.21 1.89 0.0833 0.800 0.767 0.994 0.888 0.852
CESM2_CCAM [-] 3.59 3.61 4.09 -0.482 1.78 0.547 0.893 0.744 0.964 0.877 0.856
CESM2_CMIP6 [-] 3.28 3.28 3.82 -0.531 1.75 0.222 0.886 0.730 0.983 0.859 0.849
CMCC-ESM2_BARPA [-] 2.69 2.68 4.09 -1.41 2.13 0.144 0.772 0.748 0.991 0.904 0.842
CMCC-ESM2_CCAM [-] 3.69 3.73 4.09 -0.361 1.11 0.0837 0.918 0.838 0.994 0.842 0.891
CMCC-ESM2_CMIP6 [-] 3.27 3.27 3.82 -0.543 1.14 0.00 0.885 0.832 1.00 0.519 0.812
CNRM-ESM2-1_CCAM [-] 2.80 2.77 4.09 -1.32 2.27 0.0833 0.784 0.718 0.994 0.781 0.808
CNRM-ESM2-1_CMIP6 [-] 2.01 2.01 3.89 -1.88 3.05 0.00 0.700 0.634 1.00 0.872 0.783
EC-Earth3_BARPA [-] 3.82 3.88 4.09 -0.206 1.35 0.731 0.911 0.803 0.949 0.992 0.901
EC-Earth3_CCAM [-] 4.13 4.12 4.09 0.0340 1.47 0.631 0.923 0.782 0.955 0.954 0.890
EC-Earth3_CMIP6 [-] 3.50 3.50 3.97 -0.470 1.81 0.132 0.871 0.747 0.989 0.867 0.855
ERA5_BARPA [-] 3.76 3.72 4.09 -0.367 1.46 0.105 0.915 0.780 0.988 0.975 0.899
ERA5_CCAM [-] 3.94 3.91 4.09 -0.176 0.853 0.168 0.931 0.872 0.989 0.893 0.916
MPI-ESM1-2-HR_BARPA [-] 3.18 3.26 4.09 -0.834 1.66 0.0627 0.854 0.780 0.995 0.956 0.883
MPI-ESM1-2-HR_CMIP6 [-] 1.47 1.47 3.97 -2.50 3.71 0.0633 0.625 0.604 0.996 0.668 0.710
NorESM2-MM_BARPA [-] 3.98 4.03 4.09 -0.0578 1.09 0.104 0.922 0.836 0.992 0.979 0.922
NorESM2-MM_CCAM [-] 4.63 4.59 4.09 0.499 1.28 0.274 0.887 0.830 0.981 0.888 0.889
NorESM2-MM_CMIP6 [-] 4.12 4.12 3.82 0.307 1.23 0.105 0.889 0.818 0.994 0.854 0.881
Download Data
Period Mean (original grids) [mm d-1]
Model Period Mean (intersection) [mm d-1]
Benchmark Period Mean (intersection) [mm d-1]
Model Period Mean (complement) [mm d-1]
Benchmark Period Mean (complement) [mm d-1]
Bias [mm d-1]
RMSE [mm d-1]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 3.97
ACCESS-CM2_BARPA [-] 5.19 4.95 3.95 5.29 6.69 0.999 2.32 1.20 0.634 0.560 0.785 0.876 0.683
ACCESS-CM2_CCAM [-] 4.18 3.88 3.95 4.27 6.62 -0.0740 1.91 1.36 0.642 0.596 0.749 0.957 0.708
ACCESS-CM2_CMIP6 [-] 4.65 4.91 4.83 4.50 0.0639 2.30 1.26 0.663 0.554 0.780 0.967 0.704
ACCESS-ESM1-5_BARPA [-] 4.13 4.15 3.95 4.14 6.69 0.192 1.86 1.29 0.678 0.591 0.760 0.953 0.714
ACCESS-ESM1-5_CCAM [-] 4.20 4.20 3.95 4.19 6.62 0.248 1.81 1.31 0.676 0.621 0.777 0.947 0.728
ACCESS-ESM1-5_CMIP6 [-] 4.70 5.30 4.85 4.33 0.449 2.53 1.55 0.641 0.516 0.722 0.951 0.669
CESM2_BARPA [-] 6.40 4.53 3.95 6.95 6.69 0.573 2.26 1.42 0.637 0.548 0.748 0.869 0.670
CESM2_CCAM [-] 4.00 3.22 3.95 4.22 6.62 -0.736 2.29 1.65 0.551 0.613 0.732 0.906 0.683
CESM2_CMIP6 [-] 4.37 4.87 4.67 4.10 0.201 1.94 1.38 0.684 0.613 0.742 0.971 0.724
CMCC-ESM2_BARPA [-] 5.89 4.17 3.95 6.37 6.69 0.213 2.08 1.66 0.654 0.570 0.753 0.902 0.690
CMCC-ESM2_CCAM [-] 4.18 4.07 3.95 4.20 6.62 0.117 1.91 1.69 0.621 0.622 0.684 0.951 0.700
CMCC-ESM2_CMIP6 [-] 4.45 4.93 4.67 4.20 0.256 1.95 1.45 0.689 0.632 0.710 0.969 0.727
CNRM-ESM2-1_CCAM [-] 3.42 3.73 3.95 3.32 6.62 -0.219 1.83 1.42 0.651 0.603 0.741 0.949 0.709
CNRM-ESM2-1_CMIP6 [-] 4.13 4.33 4.77 4.01 -0.434 2.20 1.46 0.628 0.599 0.728 0.949 0.701
EC-Earth3_BARPA [-] 5.50 3.97 3.95 6.00 6.69 0.0116 1.90 1.25 0.683 0.572 0.789 0.950 0.714
EC-Earth3_CCAM [-] 4.15 3.85 3.95 4.25 6.62 -0.104 1.78 1.33 0.657 0.618 0.739 0.952 0.716
EC-Earth3_CMIP6 [-] 4.23 4.24 4.48 4.23 -0.236 1.86 1.31 0.684 0.621 0.763 0.972 0.732
ERA5_BARPA [-] 4.75 4.12 3.95 4.95 6.69 0.168 1.47 1.37 0.708 0.679 0.793 0.967 0.765
ERA5_CCAM [-] 3.81 3.91 3.95 3.77 6.62 -0.0481 1.59 1.28 0.661 0.678 0.739 0.945 0.740
MPI-ESM1-2-HR_BARPA [-] 5.08 4.08 3.95 5.40 6.69 0.124 2.13 1.14 0.666 0.542 0.772 0.922 0.689
MPI-ESM1-2-HR_CMIP6 [-] 4.29 4.03 4.59 4.42 -0.564 2.40 1.50 0.622 0.568 0.689 0.956 0.681
NorESM2-MM_BARPA [-] 6.96 5.19 3.95 7.49 6.69 1.24 2.44 1.75 0.613 0.554 0.739 0.831 0.658
NorESM2-MM_CCAM [-] 3.61 3.97 3.95 3.49 6.62 0.0185 2.01 1.34 0.600 0.622 0.736 0.943 0.705
NorESM2-MM_CMIP6 [-] 4.66 5.22 4.67 4.36 0.553 1.93 1.36 0.681 0.634 0.755 0.976 0.736
Download Data
Period Mean (original grids) [mm d-1]
Model Period Mean (intersection) [mm d-1]
Benchmark Period Mean (intersection) [mm d-1]
Model Period Mean (complement) [mm d-1]
Benchmark Period Mean (complement) [mm d-1]
Bias [mm d-1]
RMSE [mm d-1]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 7.14
ACCESS-CM2_BARPA [-] 8.69 9.19 7.15 8.48 6.77 2.04 4.53 1.64 0.593 0.504 0.747 0.762 0.622
ACCESS-CM2_CCAM [-] 6.32 6.82 7.15 6.06 6.77 -0.323 3.49 1.83 0.612 0.556 0.701 0.931 0.671
ACCESS-CM2_CMIP6 [-] 7.20 7.32 7.10 7.04 0.219 3.54 1.61 0.643 0.509 0.756 0.956 0.675
ACCESS-ESM1-5_BARPA [-] 6.06 7.30 7.15 5.53 6.77 0.148 3.49 1.76 0.645 0.542 0.719 0.898 0.669
ACCESS-ESM1-5_CCAM [-] 6.50 7.49 7.15 6.04 6.77 0.340 3.23 1.67 0.656 0.590 0.744 0.848 0.685
ACCESS-ESM1-5_CMIP6 [-] 7.71 8.17 7.08 7.06 1.09 3.96 1.82 0.613 0.458 0.707 0.925 0.632
CESM2_BARPA [-] 10.6 8.31 7.15 11.5 6.77 1.16 4.41 1.79 0.592 0.495 0.702 0.711 0.599
CESM2_CCAM [-] 5.31 5.53 7.15 5.13 6.77 -1.61 4.45 1.85 0.472 0.580 0.713 0.748 0.618
CESM2_CMIP6 [-] 6.77 7.47 6.98 6.02 0.491 2.95 1.72 0.676 0.574 0.721 0.935 0.696
CMCC-ESM2_BARPA [-] 9.64 7.59 7.15 10.4 6.77 0.446 3.89 1.66 0.605 0.533 0.728 0.748 0.629
CMCC-ESM2_CCAM [-] 6.07 6.75 7.15 5.74 6.77 -0.401 3.34 2.03 0.592 0.591 0.654 0.901 0.666
CMCC-ESM2_CMIP6 [-] 6.80 7.23 6.98 6.33 0.257 2.57 1.71 0.701 0.616 0.705 0.978 0.723
CNRM-ESM2-1_CCAM [-] 5.09 6.69 7.15 4.36 6.77 -0.459 3.37 1.81 0.623 0.555 0.710 0.840 0.657
CNRM-ESM2-1_CMIP6 [-] 6.30 6.52 6.92 6.02 -0.403 3.39 1.78 0.601 0.551 0.698 0.868 0.654
EC-Earth3_BARPA [-] 8.25 7.15 7.15 8.72 6.77 0.00361 3.66 1.57 0.645 0.522 0.761 0.905 0.671
EC-Earth3_CCAM [-] 6.11 6.85 7.15 5.77 6.77 -0.302 3.40 1.85 0.603 0.576 0.706 0.869 0.666
EC-Earth3_CMIP6 [-] 6.63 6.86 7.06 6.44 -0.197 2.96 1.64 0.663 0.587 0.753 0.969 0.712
ERA5_BARPA [-] 7.02 7.18 7.15 6.92 6.77 0.0336 2.69 1.46 0.675 0.648 0.771 0.890 0.727
ERA5_CCAM [-] 5.53 6.86 7.15 4.90 6.77 -0.290 3.06 1.91 0.617 0.633 0.685 0.794 0.672
MPI-ESM1-2-HR_BARPA [-] 7.86 7.66 7.15 7.94 6.77 0.511 4.21 1.74 0.632 0.470 0.730 0.818 0.624
MPI-ESM1-2-HR_CMIP6 [-] 6.86 6.51 7.03 7.20 -0.521 3.77 2.11 0.616 0.513 0.634 0.956 0.647
NorESM2-MM_BARPA [-] 11.8 9.43 7.15 12.8 6.77 2.28 4.63 1.81 0.574 0.510 0.706 0.657 0.592
NorESM2-MM_CCAM [-] 5.28 6.67 7.15 4.65 6.77 -0.480 3.63 1.88 0.567 0.575 0.681 0.846 0.649
NorESM2-MM_CMIP6 [-] 7.12 7.73 6.98 6.47 0.757 2.79 1.66 0.681 0.595 0.728 0.981 0.716
Download Data
Period Mean (original grids) [mm d-1]
Model Period Mean (intersection) [mm d-1]
Benchmark Period Mean (intersection) [mm d-1]
Model Period Mean (complement) [mm d-1]
Benchmark Period Mean (complement) [mm d-1]
Bias [mm d-1]
RMSE [mm d-1]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 1.58
ACCESS-CM2_BARPA [-] 2.06 2.04 1.58 0.459 0.650 0.836 0.721 0.725 0.931 0.972 0.815
ACCESS-CM2_CCAM [-] 2.16 2.13 1.58 0.554 0.772 0.936 0.672 0.681 0.908 0.958 0.780
ACCESS-CM2_CMIP6 [-] 2.22 2.22 1.57 0.643 0.846 0.916 0.616 0.661 0.922 0.936 0.759
ACCESS-ESM1-5_BARPA [-] 2.06 2.05 1.58 0.468 0.709 1.03 0.720 0.689 0.907 0.997 0.801
ACCESS-ESM1-5_CCAM [-] 2.51 2.49 1.58 0.913 1.19 0.955 0.521 0.579 0.901 0.916 0.699
ACCESS-ESM1-5_CMIP6 [-] 2.37 2.37 1.62 0.751 1.17 0.854 0.593 0.530 0.945 0.831 0.686
CESM2_BARPA [-] 1.86 1.85 1.58 0.271 0.507 0.946 0.825 0.743 0.901 0.991 0.841
CESM2_CCAM [-] 1.35 1.34 1.58 -0.239 0.479 0.989 0.840 0.749 0.914 0.994 0.849
CESM2_CMIP6 [-] 2.47 2.47 1.60 0.870 1.16 0.966 0.524 0.574 0.895 0.994 0.712
CMCC-ESM2_BARPA [-] 1.68 1.66 1.58 0.0853 0.477 1.04 0.912 0.722 0.886 0.998 0.848
CMCC-ESM2_CCAM [-] 2.41 2.38 1.58 0.806 1.06 0.926 0.564 0.608 0.911 0.963 0.731
CMCC-ESM2_CMIP6 [-] 2.25 2.25 1.60 0.650 0.930 0.963 0.623 0.617 0.929 0.953 0.748
CNRM-ESM2-1_CCAM [-] 1.88 1.85 1.58 0.276 0.560 0.996 0.821 0.709 0.913 0.987 0.828
CNRM-ESM2-1_CMIP6 [-] 1.58 1.58 1.60 -0.0147 0.563 1.28 0.837 0.704 0.872 0.665 0.757
EC-Earth3_BARPA [-] 1.24 1.23 1.58 -0.346 0.431 0.824 0.776 0.838 0.930 0.925 0.861
EC-Earth3_CCAM [-] 1.66 1.64 1.58 0.0634 0.606 0.950 0.932 0.650 0.901 0.989 0.825
EC-Earth3_CMIP6 [-] 1.13 1.13 1.60 -0.470 0.561 0.674 0.705 0.807 0.940 0.971 0.846
ERA5_BARPA [-] 1.85 1.83 1.58 0.254 0.507 1.15 0.833 0.739 0.870 0.998 0.836
ERA5_CCAM [-] 2.19 2.17 1.58 0.592 0.722 1.10 0.654 0.743 0.877 0.993 0.802
MPI-ESM1-2-HR_BARPA [-] 1.12 1.11 1.58 -0.470 0.558 0.958 0.710 0.810 0.890 0.859 0.815
MPI-ESM1-2-HR_CMIP6 [-] 0.762 0.762 1.62 -0.858 0.918 0.942 0.529 0.791 0.899 0.813 0.764
NorESM2-MM_BARPA [-] 2.13 2.11 1.58 0.531 0.822 1.93 0.684 0.641 0.734 0.954 0.731
NorESM2-MM_CCAM [-] 2.34 2.32 1.58 0.743 0.837 0.819 0.592 0.762 0.923 0.992 0.806
NorESM2-MM_CMIP6 [-] 2.72 2.72 1.60 1.11 1.23 1.36 0.446 0.678 0.826 0.926 0.711
Download Data
Period Mean (original grids) [mm d-1]
Model Period Mean (intersection) [mm d-1]
Benchmark Period Mean (intersection) [mm d-1]
Model Period Mean (complement) [mm d-1]
Benchmark Period Mean (complement) [mm d-1]
Bias [mm d-1]
RMSE [mm d-1]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 2.00
ACCESS-CM2_BARPA [-] 2.33 2.34 2.00 0.332 0.632 0.619 0.836 0.792 0.939 0.989 0.870
ACCESS-CM2_CCAM [-] 2.02 2.02 2.00 0.0146 0.623 0.802 0.851 0.784 0.916 0.851 0.837
ACCESS-CM2_CMIP6 [-] 1.93 1.93 2.23 -0.299 0.909 0.397 0.778 0.718 0.948 0.471 0.727
ACCESS-ESM1-5_BARPA [-] 2.48 2.49 2.00 0.482 0.778 0.580 0.792 0.752 0.939 0.989 0.845
ACCESS-ESM1-5_CCAM [-] 2.74 2.73 2.00 0.725 0.980 0.677 0.704 0.759 0.936 0.926 0.817
ACCESS-ESM1-5_CMIP6 [-] 2.29 2.29 1.93 0.357 0.875 0.767 0.805 0.678 0.952 0.719 0.766
CESM2_BARPA [-] 2.23 2.25 2.00 0.246 0.697 0.711 0.870 0.743 0.949 0.985 0.858
CESM2_CCAM [-] 1.99 1.98 2.00 -0.0269 0.629 0.709 0.938 0.747 0.938 0.998 0.873
CESM2_CMIP6 [-] 2.49 2.49 1.97 0.522 0.793 0.761 0.765 0.747 0.927 0.997 0.837
CMCC-ESM2_BARPA [-] 1.81 1.82 2.00 -0.183 0.656 1.22 0.888 0.756 0.874 0.986 0.852
CMCC-ESM2_CCAM [-] 2.14 2.12 2.00 0.116 0.504 0.980 0.873 0.823 0.899 0.939 0.871
CMCC-ESM2_CMIP6 [-] 2.32 2.32 1.97 0.354 0.682 0.293 0.825 0.760 0.972 0.992 0.862
CNRM-ESM2-1_CCAM [-] 2.12 2.11 2.00 0.104 0.592 0.973 0.879 0.778 0.910 0.794 0.828
CNRM-ESM2-1_CMIP6 [-] 2.01 2.01 2.00 0.00848 0.660 1.18 0.921 0.740 0.896 0.990 0.857
EC-Earth3_BARPA [-] 1.75 1.77 2.00 -0.235 0.591 0.602 0.880 0.790 0.954 0.967 0.876
EC-Earth3_CCAM [-] 1.93 1.92 2.00 -0.0847 0.533 0.831 0.921 0.792 0.912 0.936 0.871
EC-Earth3_CMIP6 [-] 1.54 1.54 1.97 -0.432 0.631 0.380 0.803 0.811 0.965 0.972 0.873
ERA5_BARPA [-] 2.23 2.24 2.00 0.238 0.567 1.29 0.876 0.791 0.850 0.992 0.860
ERA5_CCAM [-] 2.40 2.39 2.00 0.389 0.613 0.720 0.817 0.822 0.933 0.900 0.859
MPI-ESM1-2-HR_BARPA [-] 1.32 1.33 2.00 -0.670 0.849 0.381 0.724 0.783 0.962 0.920 0.834
MPI-ESM1-2-HR_CMIP6 [-] 0.602 0.602 2.03 -1.43 1.62 0.687 0.491 0.689 0.955 0.354 0.636
NorESM2-MM_BARPA [-] 2.44 2.47 2.00 0.462 0.798 0.873 0.800 0.738 0.934 0.990 0.840
NorESM2-MM_CCAM [-] 2.42 2.41 2.00 0.403 0.762 0.662 0.786 0.776 0.952 0.380 0.734
NorESM2-MM_CMIP6 [-] 2.84 2.84 1.97 0.871 1.06 0.526 0.650 0.746 0.934 0.781 0.771
Download Data
Period Mean (original grids) [mm d-1]
Model Period Mean (intersection) [mm d-1]
Benchmark Period Mean (intersection) [mm d-1]
Model Period Mean (complement) [mm d-1]
Benchmark Period Mean (complement) [mm d-1]
Bias [mm d-1]
RMSE [mm d-1]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 2.69
ACCESS-CM2_BARPA [-] 2.99 3.00 2.69 0.316 0.948 0.699 0.840 0.682 0.956 0.996 0.831
ACCESS-CM2_CCAM [-] 2.75 2.77 2.69 0.0826 0.858 0.919 0.821 0.718 0.923 0.832 0.802
ACCESS-CM2_CMIP6 [-] 2.44 2.44 2.79 -0.352 0.861 1.25 0.810 0.710 0.886 0.380 0.699
ACCESS-ESM1-5_BARPA [-] 3.03 3.03 2.69 0.342 0.978 0.726 0.835 0.673 0.953 0.975 0.822
ACCESS-ESM1-5_CCAM [-] 3.38 3.38 2.69 0.690 1.14 1.36 0.735 0.675 0.851 0.993 0.786
ACCESS-ESM1-5_CMIP6 [-] 2.74 2.74 2.54 0.194 1.08 1.24 0.843 0.563 0.887 0.549 0.681
CESM2_BARPA [-] 3.11 3.09 2.69 0.400 1.11 0.753 0.826 0.634 0.926 0.973 0.799
CESM2_CCAM [-] 2.48 2.45 2.69 -0.242 0.676 0.869 0.847 0.776 0.935 0.990 0.865
CESM2_CMIP6 [-] 3.35 3.35 2.66 0.694 1.05 1.33 0.708 0.690 0.877 0.993 0.792
CMCC-ESM2_BARPA [-] 2.94 2.92 2.69 0.232 1.04 1.67 0.871 0.641 0.803 0.984 0.788
CMCC-ESM2_CCAM [-] 3.44 3.43 2.69 0.742 1.21 1.05 0.697 0.666 0.902 0.944 0.775
CMCC-ESM2_CMIP6 [-] 3.14 3.14 2.66 0.483 0.855 0.982 0.786 0.712 0.928 0.976 0.823
CNRM-ESM2-1_CCAM [-] 2.73 2.72 2.69 0.0349 0.812 1.07 0.852 0.722 0.904 0.968 0.833
CNRM-ESM2-1_CMIP6 [-] 2.94 2.94 2.74 0.205 0.777 0.983 0.840 0.728 0.937 0.948 0.836
EC-Earth3_BARPA [-] 2.72 2.68 2.69 -0.00937 0.857 0.319 0.844 0.719 0.973 0.888 0.829
EC-Earth3_CCAM [-] 2.87 2.83 2.69 0.145 0.755 0.881 0.874 0.733 0.896 0.976 0.842
EC-Earth3_CMIP6 [-] 2.07 2.07 2.75 -0.678 0.815 0.519 0.731 0.818 0.966 0.988 0.864
ERA5_BARPA [-] 2.91 2.90 2.69 0.211 0.760 1.21 0.873 0.734 0.852 0.996 0.838
ERA5_CCAM [-] 3.15 3.13 2.69 0.445 0.708 0.442 0.808 0.800 0.962 0.965 0.867
MPI-ESM1-2-HR_BARPA [-] 2.07 2.05 2.69 -0.634 0.818 0.295 0.746 0.803 0.977 0.951 0.856
MPI-ESM1-2-HR_CMIP6 [-] 1.33 1.33 2.75 -1.42 1.52 0.582 0.513 0.777 0.958 0.907 0.787
NorESM2-MM_BARPA [-] 3.22 3.22 2.69 0.530 1.02 0.975 0.778 0.684 0.900 0.993 0.808
NorESM2-MM_CCAM [-] 2.65 2.67 2.69 -0.0129 0.741 0.392 0.806 0.780 0.970 0.748 0.817
NorESM2-MM_CMIP6 [-] 3.15 3.15 2.66 0.495 0.863 2.25 0.788 0.722 0.682 0.981 0.779
Download Data
Period Mean (original grids) [mm d-1]
Model Period Mean (intersection) [mm d-1]
Benchmark Period Mean (intersection) [mm d-1]
Model Period Mean (complement) [mm d-1]
Benchmark Period Mean (complement) [mm d-1]
Bias [mm d-1]
RMSE [mm d-1]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 1.94
ACCESS-CM2_BARPA [-] 1.87 1.90 1.94 -0.0425 1.02 0.311 0.918 0.725 0.980 0.926 0.854
ACCESS-CM2_CCAM [-] 1.71 1.71 1.94 -0.233 0.864 0.321 0.904 0.770 0.981 0.625 0.810
ACCESS-CM2_CMIP6 [-] 1.82 1.82 2.08 -0.264 1.22 0.155 0.872 0.693 0.991 0.284 0.707
ACCESS-ESM1-5_BARPA [-] 2.11 2.14 1.94 0.194 0.657 0.562 0.913 0.827 0.965 0.979 0.902
ACCESS-ESM1-5_CCAM [-] 2.58 2.60 1.94 0.656 1.14 0.370 0.806 0.742 0.978 0.985 0.851
ACCESS-ESM1-5_CMIP6 [-] 2.38 2.38 2.04 0.343 1.04 0.244 0.888 0.736 0.988 0.873 0.844
CESM2_BARPA [-] 1.51 1.53 1.94 -0.416 0.801 0.301 0.869 0.800 0.981 0.842 0.858
CESM2_CCAM [-] 1.52 1.54 1.94 -0.405 1.06 0.257 0.873 0.727 0.984 0.994 0.861
CESM2_CMIP6 [-] 2.38 2.38 1.95 0.426 1.08 0.177 0.861 0.726 0.989 0.889 0.838
CMCC-ESM2_BARPA [-] 1.32 1.33 1.94 -0.613 1.10 0.616 0.813 0.739 0.962 0.843 0.819
CMCC-ESM2_CCAM [-] 1.99 2.00 1.94 0.0570 0.581 0.262 0.946 0.835 0.984 0.969 0.914
CMCC-ESM2_CMIP6 [-] 2.81 2.81 1.95 0.861 1.52 0.177 0.754 0.669 0.989 0.957 0.807
CNRM-ESM2-1_CCAM [-] 1.89 1.90 1.94 -0.0418 0.699 0.516 0.933 0.804 0.971 0.799 0.862
CNRM-ESM2-1_CMIP6 [-] 1.38 1.38 2.03 -0.644 1.34 0.465 0.800 0.691 0.975 0.965 0.824
EC-Earth3_BARPA [-] 1.63 1.66 1.94 -0.288 0.709 0.622 0.897 0.815 0.959 0.982 0.893
EC-Earth3_CCAM [-] 2.02 2.04 1.94 0.0945 0.647 0.472 0.947 0.814 0.968 0.987 0.906
EC-Earth3_CMIP6 [-] 1.85 1.85 1.93 -0.0832 0.935 0.227 0.939 0.736 0.985 0.997 0.879
ERA5_BARPA [-] 2.03 2.05 1.94 0.107 0.791 0.488 0.932 0.781 0.964 0.987 0.889
ERA5_CCAM [-] 2.25 2.27 1.94 0.324 0.586 0.410 0.897 0.856 0.974 0.987 0.914
MPI-ESM1-2-HR_BARPA [-] 1.34 1.38 1.94 -0.567 0.973 0.268 0.822 0.777 0.984 0.988 0.870
MPI-ESM1-2-HR_CMIP6 [-] 0.702 0.702 2.00 -1.29 1.86 0.222 0.642 0.645 0.987 0.893 0.762
NorESM2-MM_BARPA [-] 2.08 2.11 1.94 0.165 0.676 0.446 0.930 0.815 0.975 0.993 0.906
NorESM2-MM_CCAM [-] 2.79 2.80 1.94 0.855 1.16 0.424 0.753 0.770 0.976 0.947 0.844
NorESM2-MM_CMIP6 [-] 3.23 3.23 1.95 1.28 1.69 0.376 0.660 0.696 0.979 0.967 0.799
Download Data
Period Mean (original grids) [mm d-1]
Model Period Mean (intersection) [mm d-1]
Benchmark Period Mean (intersection) [mm d-1]
Model Period Mean (complement) [mm d-1]
Benchmark Period Mean (complement) [mm d-1]
Bias [mm d-1]
RMSE [mm d-1]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 2.60
ACCESS-CM2_BARPA [-] 2.78 2.87 2.60 0.265 1.23 0.291 0.894 0.750 0.979 0.970 0.869
ACCESS-CM2_CCAM [-] 2.52 2.54 2.60 -0.0636 1.07 0.244 0.900 0.775 0.979 0.784 0.843
ACCESS-CM2_CMIP6 [-] 2.37 2.37 2.61 -0.233 1.41 0.306 0.912 0.695 0.974 0.766 0.808
ACCESS-ESM1-5_BARPA [-] 2.63 2.68 2.60 0.0806 0.901 0.364 0.910 0.810 0.975 0.938 0.888
ACCESS-ESM1-5_CCAM [-] 2.81 2.83 2.60 0.227 1.16 0.281 0.925 0.749 0.977 0.963 0.873
ACCESS-ESM1-5_CMIP6 [-] 2.65 2.65 2.52 0.129 1.17 0.131 0.923 0.731 0.991 0.996 0.875
CESM2_BARPA [-] 2.04 2.09 2.60 -0.514 1.08 0.389 0.871 0.781 0.973 0.891 0.859
CESM2_CCAM [-] 2.04 2.09 2.60 -0.513 1.52 0.258 0.863 0.695 0.979 0.951 0.837
CESM2_CMIP6 [-] 2.66 2.66 2.57 0.0948 1.10 0.316 0.917 0.755 0.978 0.982 0.878
CMCC-ESM2_BARPA [-] 1.92 1.94 2.60 -0.659 1.39 0.463 0.839 0.730 0.971 0.845 0.823
CMCC-ESM2_CCAM [-] 2.91 2.95 2.60 0.352 0.972 0.175 0.881 0.813 0.985 0.968 0.892
CMCC-ESM2_CMIP6 [-] 3.85 3.85 2.57 1.28 2.01 0.141 0.719 0.687 0.989 0.913 0.799
CNRM-ESM2-1_CCAM [-] 2.55 2.58 2.60 -0.0230 0.896 0.291 0.923 0.804 0.979 0.870 0.876
CNRM-ESM2-1_CMIP6 [-] 1.34 1.34 2.54 -1.20 1.83 0.120 0.718 0.685 0.991 0.924 0.801
EC-Earth3_BARPA [-] 2.44 2.53 2.60 -0.0735 0.838 0.490 0.933 0.815 0.969 0.978 0.902
EC-Earth3_CCAM [-] 3.13 3.18 2.60 0.584 1.30 0.372 0.853 0.740 0.971 0.931 0.847
EC-Earth3_CMIP6 [-] 2.94 2.94 2.57 0.370 1.40 0.256 0.884 0.705 0.982 0.992 0.854
ERA5_BARPA [-] 2.64 2.71 2.60 0.105 0.909 0.521 0.927 0.799 0.964 0.973 0.893
ERA5_CCAM [-] 2.91 2.95 2.60 0.347 0.743 0.368 0.907 0.846 0.975 0.994 0.914
MPI-ESM1-2-HR_BARPA [-] 2.20 2.29 2.60 -0.310 1.01 0.575 0.907 0.785 0.965 0.993 0.887
MPI-ESM1-2-HR_CMIP6 [-] 1.29 1.29 2.56 -1.27 1.85 0.340 0.702 0.699 0.978 0.744 0.765
NorESM2-MM_BARPA [-] 2.70 2.77 2.60 0.167 1.20 0.559 0.917 0.743 0.962 0.973 0.868
NorESM2-MM_CCAM [-] 2.94 2.95 2.60 0.354 0.874 0.431 0.900 0.825 0.965 0.956 0.894
NorESM2-MM_CMIP6 [-] 3.29 3.29 2.57 0.729 1.16 0.494 0.821 0.794 0.963 0.994 0.873
Download Data
Period Mean (original grids) [mm d-1]
Model Period Mean (intersection) [mm d-1]
Benchmark Period Mean (intersection) [mm d-1]
Model Period Mean (complement) [mm d-1]
Benchmark Period Mean (complement) [mm d-1]
Bias [mm d-1]
RMSE [mm d-1]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 1.24
ACCESS-CM2_BARPA [-] 1.65 1.63 1.24 0.398 0.530 2.26 0.665 0.703 0.705 0.863 0.728
ACCESS-CM2_CCAM [-] 1.69 1.68 1.24 0.440 0.599 2.59 0.649 0.674 0.637 0.957 0.718
ACCESS-CM2_CMIP6 [-] 1.76 1.76 1.26 0.501 0.736 2.48 0.606 0.610 0.610 0.982 0.684
ACCESS-ESM1-5_BARPA [-] 1.48 1.46 1.24 0.228 0.469 2.28 0.785 0.666 0.676 0.917 0.742
ACCESS-ESM1-5_CCAM [-] 1.53 1.53 1.24 0.292 0.591 2.48 0.738 0.607 0.587 0.966 0.701
ACCESS-ESM1-5_CMIP6 [-] 1.60 1.60 1.30 0.301 0.856 3.55 0.621 0.483 0.287 0.786 0.532
CESM2_BARPA [-] 1.52 1.50 1.24 0.264 0.469 2.94 0.758 0.681 0.601 0.881 0.720
CESM2_CCAM [-] 1.04 1.03 1.24 -0.206 0.394 1.46 0.788 0.723 0.788 0.989 0.802
CESM2_CMIP6 [-] 1.77 1.77 1.27 0.493 0.777 3.34 0.619 0.558 0.411 0.973 0.624
CMCC-ESM2_BARPA [-] 1.40 1.39 1.24 0.155 0.400 3.22 0.834 0.693 0.508 0.941 0.734
CMCC-ESM2_CCAM [-] 1.95 1.95 1.24 0.710 0.851 3.03 0.498 0.631 0.489 0.922 0.634
CMCC-ESM2_CMIP6 [-] 1.70 1.70 1.27 0.427 0.676 2.89 0.664 0.625 0.469 0.935 0.663
CNRM-ESM2-1_CCAM [-] 1.32 1.32 1.24 0.0801 0.390 3.11 0.869 0.691 0.527 0.989 0.753
CNRM-ESM2-1_CMIP6 [-] 1.27 1.27 1.26 0.00980 0.361 2.96 0.864 0.705 0.624 0.988 0.777
EC-Earth3_BARPA [-] 1.10 1.09 1.24 -0.141 0.376 2.26 0.845 0.709 0.644 0.990 0.780
EC-Earth3_CCAM [-] 1.31 1.30 1.24 0.0670 0.549 2.56 0.873 0.578 0.531 0.989 0.710
EC-Earth3_CMIP6 [-] 0.981 0.981 1.27 -0.291 0.501 2.49 0.726 0.665 0.555 0.851 0.692
ERA5_BARPA [-] 1.61 1.60 1.24 0.361 0.469 2.99 0.689 0.754 0.560 0.927 0.737
ERA5_CCAM [-] 1.66 1.65 1.24 0.419 0.533 2.70 0.661 0.732 0.549 0.983 0.732
MPI-ESM1-2-HR_BARPA [-] 1.25 1.23 1.24 -0.00243 0.329 1.24 0.881 0.729 0.825 0.951 0.823
MPI-ESM1-2-HR_CMIP6 [-] 0.796 0.796 1.23 -0.438 0.518 1.58 0.623 0.753 0.772 0.934 0.767
NorESM2-MM_BARPA [-] 1.69 1.68 1.24 0.441 0.596 3.21 0.636 0.664 0.532 0.847 0.669
NorESM2-MM_CCAM [-] 1.85 1.84 1.24 0.602 0.694 1.66 0.560 0.709 0.736 0.981 0.739
NorESM2-MM_CMIP6 [-] 1.93 1.93 1.27 0.661 0.765 2.61 0.542 0.716 0.514 0.922 0.682
Download Data
Period Mean (original grids) [mm d-1]
Model Period Mean (intersection) [mm d-1]
Benchmark Period Mean (intersection) [mm d-1]
Model Period Mean (complement) [mm d-1]
Benchmark Period Mean (complement) [mm d-1]
Bias [mm d-1]
RMSE [mm d-1]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 0.933
ACCESS-CM2_BARPA [-] 1.32 1.32 0.933 0.389 0.580 0.471 0.777 0.770 0.960 0.987 0.853
ACCESS-CM2_CCAM [-] 1.37 1.37 0.933 0.440 0.615 0.577 0.756 0.768 0.950 0.980 0.844
ACCESS-CM2_CMIP6 [-] 1.30 1.30 0.937 0.365 0.595 0.282 0.779 0.744 0.975 0.979 0.844
ACCESS-ESM1-5_BARPA [-] 1.24 1.24 0.933 0.305 0.536 0.741 0.813 0.760 0.952 0.986 0.854
ACCESS-ESM1-5_CCAM [-] 1.39 1.39 0.933 0.457 0.700 0.657 0.743 0.722 0.951 0.945 0.817
ACCESS-ESM1-5_CMIP6 [-] 1.36 1.36 0.927 0.432 0.743 0.613 0.743 0.677 0.956 0.987 0.808
CESM2_BARPA [-] 0.988 0.989 0.933 0.0561 0.509 1.19 0.888 0.737 0.891 0.846 0.820
CESM2_CCAM [-] 0.638 0.640 0.933 -0.292 0.680 1.23 0.827 0.676 0.827 0.844 0.770
CESM2_CMIP6 [-] 1.33 1.33 0.931 0.400 0.741 0.539 0.753 0.681 0.965 0.953 0.807
CMCC-ESM2_BARPA [-] 0.894 0.894 0.933 -0.0384 0.587 1.67 0.914 0.691 0.825 0.817 0.788
CMCC-ESM2_CCAM [-] 1.59 1.59 0.933 0.656 0.875 1.12 0.663 0.694 0.888 0.987 0.785
CMCC-ESM2_CMIP6 [-] 2.00 2.00 0.931 1.07 1.58 0.436 0.490 0.468 0.968 0.744 0.628
CNRM-ESM2-1_CCAM [-] 1.26 1.27 0.933 0.336 0.569 0.708 0.806 0.750 0.944 0.989 0.848
CNRM-ESM2-1_CMIP6 [-] 0.714 0.714 0.937 -0.224 0.549 0.458 0.848 0.724 0.955 0.571 0.765
EC-Earth3_BARPA [-] 0.732 0.736 0.933 -0.196 0.417 0.873 0.870 0.798 0.923 0.940 0.866
EC-Earth3_CCAM [-] 1.07 1.08 0.933 0.144 0.478 0.527 0.897 0.753 0.950 0.987 0.868
EC-Earth3_CMIP6 [-] 0.936 0.936 0.929 0.00725 0.560 0.380 0.905 0.706 0.966 0.980 0.853
ERA5_BARPA [-] 1.16 1.17 0.933 0.234 0.511 1.38 0.855 0.750 0.855 0.979 0.838
ERA5_CCAM [-] 1.25 1.26 0.933 0.323 0.513 0.687 0.804 0.786 0.930 0.971 0.855
MPI-ESM1-2-HR_BARPA [-] 0.761 0.764 0.933 -0.169 0.436 0.610 0.879 0.784 0.956 0.883 0.857
MPI-ESM1-2-HR_CMIP6 [-] 0.440 0.440 0.930 -0.490 0.658 0.601 0.709 0.755 0.954 0.774 0.789
NorESM2-MM_BARPA [-] 1.34 1.34 0.933 0.410 0.785 2.13 0.770 0.654 0.738 0.988 0.761
NorESM2-MM_CCAM [-] 1.70 1.70 0.933 0.768 0.928 0.525 0.616 0.721 0.957 0.967 0.797
NorESM2-MM_CMIP6 [-] 1.92 1.92 0.931 0.987 1.18 0.355 0.534 0.659 0.970 0.927 0.750
Download Data
Period Mean (original grids) [mm d-1]
Model Period Mean (intersection) [mm d-1]
Benchmark Period Mean (intersection) [mm d-1]
Model Period Mean (complement) [mm d-1]
Benchmark Period Mean (complement) [mm d-1]
Bias [mm d-1]
RMSE [mm d-1]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 0.665
ACCESS-CM2_BARPA [-] 0.991 0.992 0.665 0.326 0.460 1.27 0.697 0.711 0.850 0.978 0.789
ACCESS-CM2_CCAM [-] 0.916 0.919 0.665 0.253 0.436 1.76 0.762 0.687 0.756 0.955 0.769
ACCESS-CM2_CMIP6 [-] 0.981 0.981 0.669 0.311 0.507 1.28 0.697 0.636 0.843 0.957 0.754
ACCESS-ESM1-5_BARPA [-] 0.832 0.833 0.665 0.167 0.321 0.789 0.822 0.747 0.907 0.991 0.843
ACCESS-ESM1-5_CCAM [-] 0.721 0.723 0.665 0.0573 0.349 1.89 0.874 0.705 0.721 0.889 0.779
ACCESS-ESM1-5_CMIP6 [-] 0.921 0.921 0.671 0.249 0.502 1.48 0.745 0.607 0.807 0.921 0.737
CESM2_BARPA [-] 0.738 0.739 0.665 0.0734 0.304 1.41 0.887 0.731 0.819 0.983 0.830
CESM2_CCAM [-] 0.514 0.515 0.665 -0.150 0.429 3.42 0.828 0.656 0.382 0.992 0.703
CESM2_CMIP6 [-] 0.865 0.865 0.674 0.191 0.378 1.04 0.785 0.724 0.881 0.696 0.762
CMCC-ESM2_BARPA [-] 0.750 0.750 0.665 0.0849 0.395 2.47 0.891 0.658 0.607 0.918 0.747
CMCC-ESM2_CCAM [-] 1.28 1.28 0.665 0.619 0.750 1.93 0.502 0.636 0.730 0.888 0.678
CMCC-ESM2_CMIP6 [-] 1.20 1.20 0.674 0.528 0.757 1.18 0.574 0.580 0.857 0.450 0.608
CNRM-ESM2-1_CCAM [-] 0.919 0.921 0.665 0.256 0.387 1.18 0.766 0.735 0.852 0.829 0.783
CNRM-ESM2-1_CMIP6 [-] 0.612 0.612 0.665 -0.0527 0.302 2.00 0.902 0.718 0.706 0.964 0.801
EC-Earth3_BARPA [-] 0.550 0.552 0.665 -0.113 0.261 1.08 0.859 0.787 0.866 0.987 0.857
EC-Earth3_CCAM [-] 0.676 0.678 0.665 0.0131 0.322 1.00 0.900 0.718 0.870 0.959 0.833
EC-Earth3_CMIP6 [-] 0.565 0.565 0.668 -0.103 0.362 1.02 0.856 0.690 0.874 0.992 0.821
ERA5_BARPA [-] 0.946 0.947 0.665 0.282 0.373 1.46 0.730 0.767 0.810 0.972 0.809
ERA5_CCAM [-] 0.801 0.802 0.665 0.137 0.248 0.770 0.862 0.809 0.890 0.940 0.862
MPI-ESM1-2-HR_BARPA [-] 0.640 0.639 0.665 -0.0259 0.244 0.729 0.927 0.772 0.920 0.751 0.829
MPI-ESM1-2-HR_CMIP6 [-] 0.326 0.326 0.669 -0.343 0.411 1.61 0.663 0.774 0.748 0.819 0.756
NorESM2-MM_BARPA [-] 1.07 1.08 0.665 0.410 0.569 2.22 0.635 0.648 0.678 0.938 0.709
NorESM2-MM_CCAM [-] 1.27 1.27 0.665 0.609 0.717 1.51 0.515 0.671 0.804 0.902 0.712
NorESM2-MM_CMIP6 [-] 1.27 1.27 0.674 0.597 0.712 2.24 0.520 0.664 0.651 0.849 0.670
Download Data
Period Mean (original grids) [mm d-1]
Model Period Mean (intersection) [mm d-1]
Benchmark Period Mean (intersection) [mm d-1]
Model Period Mean (complement) [mm d-1]
Benchmark Period Mean (complement) [mm d-1]
Bias [mm d-1]
RMSE [mm d-1]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 2.12
ACCESS-CM2_BARPA [-] 2.44 2.43 2.12 0.311 0.643 0.837 0.731 0.698 0.900 0.769 0.759
ACCESS-CM2_CCAM [-] 2.25 2.28 2.12 0.166 0.517 1.00 0.780 0.745 0.875 0.987 0.827
ACCESS-CM2_CMIP6 [-] 1.99 1.99 2.52 -0.535 0.607 0.00 0.624 0.778 1.00 0.783 0.792
ACCESS-ESM1-5_BARPA [-] 2.21 2.21 2.12 0.0892 0.643 0.513 0.726 0.694 0.962 0.775 0.770
ACCESS-ESM1-5_CCAM [-] 2.04 2.07 2.12 -0.0472 0.470 1.44 0.847 0.734 0.778 0.987 0.816
ACCESS-ESM1-5_CMIP6 [-] 1.59 1.59 2.19 -0.598 0.658 0.00 0.605 0.795 1.00 1.00 0.839
CESM2_BARPA [-] 2.39 2.38 2.12 0.262 0.704 1.02 0.700 0.676 0.824 0.724 0.720
CESM2_CCAM [-] 2.09 2.13 2.12 0.00866 0.511 0.762 0.812 0.733 0.920 0.969 0.833
CESM2_CMIP6 [-] 2.20 2.20 2.04 0.160 0.369 0.00 0.831 0.780 1.00 0.00480 0.679
CMCC-ESM2_BARPA [-] 2.31 2.32 2.12 0.199 0.508 0.765 0.824 0.718 0.895 0.930 0.817
CMCC-ESM2_CCAM [-] 2.74 2.76 2.12 0.640 0.770 2.62 0.625 0.739 0.619 0.995 0.744
CMCC-ESM2_CMIP6 [-] 2.08 2.08 2.04 0.0389 0.295 1.55 0.846 0.820 0.827 0.116 0.686
CNRM-ESM2-1_CCAM [-] 2.01 2.04 2.12 -0.0806 0.446 2.21 0.830 0.760 0.684 0.957 0.798
CNRM-ESM2-1_CMIP6 [-] 2.31 2.31 2.00 0.311 0.535 1.03 0.745 0.741 0.931 0.763 0.784
EC-Earth3_BARPA [-] 2.15 2.15 2.12 0.0313 0.500 1.44 0.863 0.698 0.777 0.988 0.805
EC-Earth3_CCAM [-] 2.30 2.34 2.12 0.223 0.499 0.849 0.765 0.771 0.903 0.960 0.834
EC-Earth3_CMIP6 [-] 2.02 2.02 2.08 -0.0566 0.714 2.02 0.706 0.629 0.726 0.636 0.665
ERA5_BARPA [-] 2.48 2.46 2.12 0.347 0.533 1.45 0.746 0.768 0.801 0.918 0.800
ERA5_CCAM [-] 2.22 2.24 2.12 0.124 0.406 1.19 0.787 0.822 0.845 0.959 0.847
MPI-ESM1-2-HR_BARPA [-] 2.20 2.23 2.12 0.107 0.604 0.685 0.783 0.677 0.946 0.851 0.787
MPI-ESM1-2-HR_CMIP6 [-] 1.54 1.54 2.07 -0.522 0.674 1.03 0.651 0.780 0.930 0.630 0.754
NorESM2-MM_BARPA [-] 2.71 2.69 2.12 0.576 0.752 1.36 0.638 0.713 0.862 0.770 0.739
NorESM2-MM_CCAM [-] 2.18 2.21 2.12 0.0944 0.474 1.35 0.788 0.769 0.852 0.950 0.826
NorESM2-MM_CMIP6 [-] 2.26 2.26 2.04 0.226 0.412 1.02 0.824 0.758 0.933 0.328 0.720
Download Data
Period Mean (original grids) [mm d-1]
Model Period Mean (intersection) [mm d-1]
Benchmark Period Mean (intersection) [mm d-1]
Model Period Mean (complement) [mm d-1]
Benchmark Period Mean (complement) [mm d-1]
Bias [mm d-1]
RMSE [mm d-1]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 4.52
ACCESS-CM2_BARPA [-] 5.57 5.56 4.52 1.04 1.41 0.701 0.633 0.668 0.956 0.858 0.757
ACCESS-CM2_CCAM [-] 4.28 4.16 4.52 -0.355 0.827 0.386 0.850 0.735 0.978 0.995 0.859
ACCESS-CM2_CMIP6 [-] 3.43 3.43 4.84 -1.41 1.59 0.00 0.526 0.714 1.00 1.00 0.791
ACCESS-ESM1-5_BARPA [-] 5.56 5.53 4.52 1.02 1.63 0.765 0.646 0.578 0.950 0.803 0.711
ACCESS-ESM1-5_CCAM [-] 4.50 4.36 4.52 -0.156 0.947 0.831 0.872 0.680 0.943 0.980 0.831
ACCESS-ESM1-5_CMIP6 [-] 2.15 2.15 3.78 -1.63 1.71 0.522 0.405 0.761 0.969 0.204 0.620
CESM2_BARPA [-] 5.35 5.31 4.52 0.791 1.36 0.253 0.701 0.619 0.982 0.899 0.764
CESM2_CCAM [-] 4.87 4.74 4.52 0.221 1.20 0.130 0.848 0.602 0.992 0.953 0.799
CESM2_CMIP6 [-] 3.24 3.24 4.15 -0.913 1.05 0.350 0.630 0.767 0.980 0.884 0.805
CMCC-ESM2_BARPA [-] 4.74 4.73 4.52 0.211 0.756 0.573 0.849 0.762 0.963 0.983 0.864
CMCC-ESM2_CCAM [-] 4.24 4.12 4.52 -0.396 0.713 0.452 0.816 0.800 0.966 0.933 0.863
CMCC-ESM2_CMIP6 [-] 2.54 2.54 4.15 -1.61 1.66 0.350 0.445 0.820 0.980 0.362 0.685
CNRM-ESM2-1_CCAM [-] 4.12 3.99 4.52 -0.523 0.905 1.33 0.796 0.739 0.834 0.998 0.821
CNRM-ESM2-1_CMIP6 [-] 3.65 3.65 4.04 -0.383 0.567 1.01 0.823 0.815 0.885 0.759 0.819
EC-Earth3_BARPA [-] 4.64 4.71 4.52 0.197 0.883 0.829 0.820 0.712 0.945 0.949 0.828
EC-Earth3_CCAM [-] 4.25 4.12 4.52 -0.401 0.642 0.765 0.834 0.817 0.950 0.993 0.882
EC-Earth3_CMIP6 [-] 3.52 3.52 4.35 -0.828 1.10 1.02 0.683 0.725 0.920 0.979 0.806
ERA5_BARPA [-] 4.68 4.72 4.52 0.201 0.494 0.633 0.872 0.855 0.949 0.998 0.906
ERA5_CCAM [-] 3.67 3.57 4.52 -0.944 1.03 0.196 0.654 0.840 0.989 0.888 0.842
MPI-ESM1-2-HR_BARPA [-] 5.75 5.75 4.52 1.24 1.68 0.635 0.592 0.630 0.957 0.762 0.714
MPI-ESM1-2-HR_CMIP6 [-] 2.99 2.99 4.58 -1.59 1.63 0.209 0.481 0.853 0.985 0.810 0.796
NorESM2-MM_BARPA [-] 5.16 5.18 4.52 0.659 1.02 0.449 0.732 0.722 0.976 0.980 0.826
NorESM2-MM_CCAM [-] 4.26 4.16 4.52 -0.353 0.790 0.259 0.840 0.757 0.987 0.992 0.867
NorESM2-MM_CMIP6 [-] 3.20 3.20 4.15 -0.957 1.02 0.350 0.622 0.839 0.980 0.223 0.701
Download Data
Period Mean (original grids) [mm d-1]
Model Period Mean (intersection) [mm d-1]
Benchmark Period Mean (intersection) [mm d-1]
Model Period Mean (complement) [mm d-1]
Benchmark Period Mean (complement) [mm d-1]
Bias [mm d-1]
RMSE [mm d-1]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 2.28
ACCESS-CM2_BARPA [-] 2.53 2.57 2.28 0.291 0.733 2.09 0.780 0.680 0.719 0.955 0.763
ACCESS-CM2_CCAM [-] 2.25 2.26 2.28 -0.0126 0.664 2.14 0.824 0.679 0.721 0.788 0.738
ACCESS-CM2_CMIP6 [-] 2.22 2.22 2.35 -0.127 0.570 2.31 0.922 0.697 0.689 0.980 0.797
ACCESS-ESM1-5_BARPA [-] 2.17 2.20 2.28 -0.0726 0.713 2.31 0.842 0.658 0.676 0.991 0.765
ACCESS-ESM1-5_CCAM [-] 2.20 2.20 2.28 -0.0786 0.752 2.23 0.823 0.641 0.706 0.871 0.737
ACCESS-ESM1-5_CMIP6 [-] 1.97 1.97 2.25 -0.278 0.893 1.33 0.830 0.577 0.875 0.702 0.712
CESM2_BARPA [-] 2.49 2.52 2.28 0.242 0.757 1.78 0.803 0.659 0.735 0.961 0.763
CESM2_CCAM [-] 1.63 1.61 2.28 -0.670 0.843 2.34 0.635 0.722 0.639 0.655 0.675
CESM2_CMIP6 [-] 2.45 2.45 2.34 0.105 0.746 1.01 0.806 0.649 0.934 0.838 0.775
CMCC-ESM2_BARPA [-] 2.51 2.51 2.28 0.236 0.754 1.78 0.804 0.672 0.752 0.986 0.777
CMCC-ESM2_CCAM [-] 2.84 2.83 2.28 0.553 1.01 1.94 0.678 0.600 0.685 0.873 0.687
CMCC-ESM2_CMIP6 [-] 2.68 2.68 2.34 0.334 0.877 1.35 0.671 0.690 0.872 0.360 0.657
CNRM-ESM2-1_CCAM [-] 2.05 2.03 2.28 -0.242 0.764 2.27 0.825 0.637 0.669 0.631 0.680
CNRM-ESM2-1_CMIP6 [-] 2.57 2.57 2.39 0.181 1.00 3.05 0.561 0.588 0.566 0.170 0.494
EC-Earth3_BARPA [-] 2.30 2.27 2.28 -0.00778 0.633 1.85 0.852 0.692 0.722 0.995 0.790
EC-Earth3_CCAM [-] 2.40 2.35 2.28 0.0775 0.774 2.61 0.800 0.639 0.575 0.982 0.727
EC-Earth3_CMIP6 [-] 1.80 1.80 2.28 -0.486 0.759 2.68 0.723 0.706 0.548 0.910 0.719
ERA5_BARPA [-] 2.67 2.67 2.28 0.397 0.702 1.52 0.754 0.711 0.758 0.990 0.785
ERA5_CCAM [-] 2.58 2.57 2.28 0.294 0.614 1.65 0.759 0.750 0.727 0.861 0.769
MPI-ESM1-2-HR_BARPA [-] 2.07 2.08 2.28 -0.198 0.569 2.02 0.836 0.735 0.692 0.953 0.790
MPI-ESM1-2-HR_CMIP6 [-] 1.40 1.40 2.30 -0.900 1.00 2.36 0.535 0.751 0.629 0.689 0.671
NorESM2-MM_BARPA [-] 2.82 2.84 2.28 0.562 0.896 1.27 0.677 0.665 0.806 0.937 0.750
NorESM2-MM_CCAM [-] 2.13 2.14 2.28 -0.141 0.559 1.56 0.846 0.727 0.755 0.800 0.771
NorESM2-MM_CMIP6 [-] 2.44 2.44 2.34 0.101 0.486 0.849 0.833 0.768 0.906 0.973 0.850
Download Data
Period Mean (original grids) [mm d-1]
Model Period Mean (intersection) [mm d-1]
Benchmark Period Mean (intersection) [mm d-1]
Model Period Mean (complement) [mm d-1]
Benchmark Period Mean (complement) [mm d-1]
Bias [mm d-1]
RMSE [mm d-1]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 1.89
ACCESS-CM2_BARPA [-] 2.03 2.04 1.89 0.155 0.383 1.21 0.853 0.740 0.855 0.911 0.820
ACCESS-CM2_CCAM [-] 1.94 1.94 1.89 0.0469 0.409 1.21 0.866 0.702 0.843 0.783 0.779
ACCESS-CM2_CMIP6 [-] 2.02 2.02 2.09 -0.0626 0.501 1.02 0.875 0.630 0.894 0.339 0.674
ACCESS-ESM1-5_BARPA [-] 1.80 1.80 1.89 -0.0846 0.337 0.683 0.857 0.759 0.923 0.984 0.856
ACCESS-ESM1-5_CCAM [-] 1.77 1.75 1.89 -0.142 0.450 1.40 0.864 0.677 0.803 0.819 0.768
ACCESS-ESM1-5_CMIP6 [-] 1.64 1.64 1.71 -0.0691 0.533 2.51 0.929 0.567 0.522 0.963 0.709
CESM2_BARPA [-] 1.97 1.96 1.89 0.0737 0.318 0.920 0.874 0.773 0.900 0.943 0.853
CESM2_CCAM [-] 1.70 1.65 1.89 -0.239 0.480 0.922 0.799 0.706 0.893 0.861 0.793
CESM2_CMIP6 [-] 1.80 1.80 1.80 -0.00123 0.279 0.820 0.900 0.787 0.927 0.449 0.770
CMCC-ESM2_BARPA [-] 1.84 1.83 1.89 -0.0544 0.351 1.02 0.853 0.752 0.894 0.956 0.842
CMCC-ESM2_CCAM [-] 2.19 2.19 1.89 0.298 0.464 1.07 0.759 0.726 0.884 0.901 0.799
CMCC-ESM2_CMIP6 [-] 1.75 1.75 1.80 -0.0532 0.289 1.44 0.835 0.809 0.839 0.200 0.698
CNRM-ESM2-1_CCAM [-] 1.72 1.69 1.89 -0.200 0.420 1.51 0.825 0.708 0.828 0.848 0.783
CNRM-ESM2-1_CMIP6 [-] 1.73 1.73 2.19 -0.460 0.571 1.03 0.658 0.735 0.930 1.00 0.812
EC-Earth3_BARPA [-] 1.58 1.58 1.89 -0.306 0.463 1.02 0.743 0.739 0.885 0.986 0.818
EC-Earth3_CCAM [-] 1.80 1.77 1.89 -0.114 0.467 1.16 0.879 0.663 0.842 0.778 0.765
EC-Earth3_CMIP6 [-] 1.46 1.46 1.90 -0.436 0.623 1.44 0.657 0.666 0.779 0.795 0.713
ERA5_BARPA [-] 2.03 2.04 1.89 0.150 0.369 1.16 0.844 0.767 0.875 0.948 0.840
ERA5_CCAM [-] 1.99 1.98 1.89 0.0937 0.334 1.12 0.879 0.758 0.854 0.893 0.828
MPI-ESM1-2-HR_BARPA [-] 1.89 1.89 1.89 -0.00360 0.322 1.70 0.887 0.761 0.821 0.947 0.835
MPI-ESM1-2-HR_CMIP6 [-] 1.21 1.21 1.90 -0.688 0.771 1.84 0.501 0.720 0.763 0.488 0.638
NorESM2-MM_BARPA [-] 2.09 2.10 1.89 0.211 0.439 1.12 0.823 0.711 0.872 0.919 0.807
NorESM2-MM_CCAM [-] 2.08 2.08 1.89 0.188 0.429 0.971 0.792 0.732 0.883 0.815 0.790
NorESM2-MM_CMIP6 [-] 2.05 2.05 1.80 0.248 0.404 1.03 0.797 0.748 0.887 0.263 0.689
Download Data
Period Mean (original grids) [mm d-1]
Model Period Mean (intersection) [mm d-1]
Benchmark Period Mean (intersection) [mm d-1]
Model Period Mean (complement) [mm d-1]
Benchmark Period Mean (complement) [mm d-1]
Bias [mm d-1]
RMSE [mm d-1]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 0.929
ACCESS-CM2_BARPA [-] 1.18 1.17 0.929 0.245 0.368 2.02 0.732 0.714 0.732 0.970 0.772
ACCESS-CM2_CCAM [-] 1.07 1.02 0.929 0.0933 0.304 1.58 0.893 0.700 0.817 0.992 0.820
ACCESS-CM2_CMIP6 [-] 1.04 1.04 0.971 0.0671 0.408 1.02 0.848 0.597 0.914 0.943 0.780
ACCESS-ESM1-5_BARPA [-] 1.00 0.991 0.929 0.0626 0.333 2.66 0.908 0.661 0.635 0.999 0.773
ACCESS-ESM1-5_CCAM [-] 0.941 0.900 0.929 -0.0283 0.366 1.72 0.913 0.628 0.777 0.952 0.780
ACCESS-ESM1-5_CMIP6 [-] 1.08 1.08 1.01 0.0666 0.596 4.04 0.876 0.464 0.294 0.553 0.530
CESM2_BARPA [-] 1.02 1.00 0.929 0.0738 0.294 2.38 0.906 0.698 0.696 0.971 0.794
CESM2_CCAM [-] 0.773 0.709 0.929 -0.219 0.297 0.959 0.753 0.777 0.912 0.998 0.843
CESM2_CMIP6 [-] 1.13 1.13 0.955 0.172 0.463 4.19 0.805 0.568 0.323 0.966 0.646
CMCC-ESM2_BARPA [-] 1.01 0.993 0.929 0.0646 0.352 2.98 0.910 0.643 0.539 0.999 0.747
CMCC-ESM2_CCAM [-] 1.39 1.36 0.929 0.428 0.567 3.38 0.588 0.624 0.417 0.968 0.644
CMCC-ESM2_CMIP6 [-] 1.07 1.07 0.955 0.118 0.332 2.47 0.864 0.669 0.569 0.805 0.715
CNRM-ESM2-1_CCAM [-] 1.02 0.975 0.929 0.0462 0.270 2.58 0.938 0.716 0.644 0.975 0.798
CNRM-ESM2-1_CMIP6 [-] 0.757 0.757 0.843 -0.0864 0.228 0.617 0.873 0.759 0.941 0.915 0.850
EC-Earth3_BARPA [-] 0.749 0.739 0.929 -0.189 0.336 2.47 0.783 0.701 0.663 0.994 0.769
EC-Earth3_CCAM [-] 0.916 0.863 0.929 -0.0660 0.396 2.91 0.893 0.607 0.554 0.996 0.732
EC-Earth3_CMIP6 [-] 0.734 0.734 0.992 -0.258 0.452 2.44 0.720 0.634 0.621 0.909 0.704
ERA5_BARPA [-] 1.14 1.13 0.929 0.204 0.334 2.47 0.773 0.720 0.642 0.998 0.771
ERA5_CCAM [-] 1.12 1.07 0.929 0.141 0.275 2.31 0.835 0.751 0.657 0.989 0.796
MPI-ESM1-2-HR_BARPA [-] 0.959 0.936 0.929 0.00713 0.256 1.05 0.938 0.726 0.879 0.982 0.850
MPI-ESM1-2-HR_CMIP6 [-] 0.435 0.435 0.975 -0.541 0.620 0.683 0.489 0.674 0.923 0.540 0.660
NorESM2-MM_BARPA [-] 1.24 1.22 0.929 0.289 0.424 2.70 0.690 0.675 0.586 0.958 0.717
NorESM2-MM_CCAM [-] 1.44 1.40 0.929 0.472 0.559 2.01 0.550 0.678 0.721 0.997 0.725
NorESM2-MM_CMIP6 [-] 1.40 1.40 0.955 0.442 0.509 2.05 0.566 0.730 0.750 0.655 0.686
Download Data
Period Mean (original grids) [mm d-1]
Model Period Mean (intersection) [mm d-1]
Benchmark Period Mean (intersection) [mm d-1]
Model Period Mean (complement) [mm d-1]
Benchmark Period Mean (complement) [mm d-1]
Bias [mm d-1]
RMSE [mm d-1]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 1.20
ACCESS-CM2_BARPA [-] 1.19 1.23 1.20 0.0284 0.542 2.11 0.826 0.628 0.712 0.775 0.714
ACCESS-CM2_CCAM [-] 1.12 1.13 1.20 -0.0771 0.431 1.21 0.851 0.699 0.849 0.778 0.775
ACCESS-CM2_CMIP6 [-] 1.02 1.02 1.14 -0.114 0.595 2.19 0.805 0.557 0.677 0.544 0.628
ACCESS-ESM1-5_BARPA [-] 0.947 0.975 1.20 -0.229 0.527 2.04 0.794 0.656 0.726 0.570 0.681
ACCESS-ESM1-5_CCAM [-] 0.870 0.873 1.20 -0.330 0.514 0.906 0.734 0.696 0.891 0.669 0.737
ACCESS-ESM1-5_CMIP6 [-] 0.854 0.854 1.16 -0.310 0.757 4.17 0.734 0.508 0.408 0.321 0.496
CESM2_BARPA [-] 1.03 1.08 1.20 -0.124 0.402 0.828 0.860 0.715 0.885 0.910 0.817
CESM2_CCAM [-] 1.16 1.18 1.20 -0.0287 0.463 0.467 0.875 0.666 0.950 0.982 0.828
CESM2_CMIP6 [-] 0.869 0.869 1.21 -0.337 0.483 0.196 0.719 0.712 0.990 0.592 0.745
CMCC-ESM2_BARPA [-] 0.988 1.03 1.20 -0.175 0.436 1.21 0.839 0.699 0.850 0.789 0.775
CMCC-ESM2_CCAM [-] 1.46 1.46 1.20 0.257 0.593 2.44 0.730 0.654 0.688 0.779 0.701
CMCC-ESM2_CMIP6 [-] 1.13 1.13 1.21 -0.0791 0.482 1.66 0.795 0.688 0.776 0.349 0.659
CNRM-ESM2-1_CCAM [-] 1.26 1.26 1.20 0.0560 0.521 2.18 0.804 0.652 0.713 0.680 0.700
CNRM-ESM2-1_CMIP6 [-] 1.21 1.21 1.17 0.0373 0.406 1.11 0.842 0.688 0.879 0.992 0.818
EC-Earth3_BARPA [-] 1.03 1.09 1.20 -0.109 0.425 1.11 0.834 0.709 0.865 0.972 0.818
EC-Earth3_CCAM [-] 1.25 1.26 1.20 0.0603 0.436 1.21 0.875 0.684 0.847 0.991 0.817
EC-Earth3_CMIP6 [-] 0.956 0.956 1.19 -0.239 0.586 2.38 0.782 0.607 0.669 0.878 0.709
ERA5_BARPA [-] 1.22 1.26 1.20 0.0592 0.395 1.34 0.815 0.741 0.833 0.789 0.784
ERA5_CCAM [-] 1.10 1.11 1.20 -0.0968 0.346 1.17 0.856 0.764 0.864 0.782 0.806
MPI-ESM1-2-HR_BARPA [-] 0.979 1.01 1.20 -0.193 0.399 0.599 0.827 0.728 0.927 0.841 0.810
MPI-ESM1-2-HR_CMIP6 [-] 0.516 0.516 1.16 -0.646 0.745 0.499 0.522 0.716 0.942 0.287 0.637
NorESM2-MM_BARPA [-] 1.31 1.37 1.20 0.165 0.546 1.66 0.776 0.652 0.794 0.897 0.754
NorESM2-MM_CCAM [-] 1.16 1.16 1.20 -0.0432 0.545 1.74 0.792 0.651 0.793 0.370 0.651
NorESM2-MM_CMIP6 [-] 1.10 1.10 1.21 -0.109 0.447 1.22 0.817 0.693 0.862 0.389 0.691
Download Data
Period Mean (original grids) [mm d-1]
Model Period Mean (intersection) [mm d-1]
Benchmark Period Mean (intersection) [mm d-1]
Model Period Mean (complement) [mm d-1]
Benchmark Period Mean (complement) [mm d-1]
Bias [mm d-1]
RMSE [mm d-1]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 4.09
ACCESS-CM2_BARPA [-] 3.45 3.44 4.09 -0.649 2.20 0.230 0.870 0.691 0.983 0.948 0.837
ACCESS-CM2_CCAM [-] 2.69 2.70 4.09 -1.39 2.66 0.315 0.773 0.666 0.979 0.641 0.745
ACCESS-CM2_CMIP6 [-] 2.30 2.30 3.85 -1.55 2.93 0.198 0.730 0.616 0.987 0.989 0.787
ACCESS-ESM1-5_BARPA [-] 3.69 3.65 4.09 -0.442 1.51 0.124 0.894 0.782 0.992 0.980 0.886
ACCESS-ESM1-5_CCAM [-] 4.21 4.19 4.09 0.101 1.77 0.125 0.922 0.736 0.990 0.962 0.869
ACCESS-ESM1-5_CMIP6 [-] 3.79 3.79 4.08 -0.289 2.15 0.00 0.947 0.671 1.00 0.928 0.844
CESM2_BARPA [-] 2.84 2.88 4.09 -1.21 1.89 0.0833 0.800 0.767 0.994 0.888 0.844
CESM2_CCAM [-] 3.59 3.61 4.09 -0.482 1.78 0.547 0.893 0.744 0.964 0.877 0.845
CESM2_CMIP6 [-] 3.28 3.28 3.82 -0.531 1.75 0.222 0.886 0.730 0.983 0.859 0.837
CMCC-ESM2_BARPA [-] 2.69 2.68 4.09 -1.41 2.13 0.144 0.772 0.748 0.991 0.904 0.833
CMCC-ESM2_CCAM [-] 3.69 3.73 4.09 -0.361 1.11 0.0837 0.918 0.838 0.994 0.842 0.886
CMCC-ESM2_CMIP6 [-] 3.27 3.27 3.82 -0.543 1.14 0.00 0.885 0.832 1.00 0.519 0.814
CNRM-ESM2-1_CCAM [-] 2.80 2.77 4.09 -1.32 2.27 0.0833 0.784 0.718 0.994 0.781 0.799
CNRM-ESM2-1_CMIP6 [-] 2.01 2.01 3.89 -1.88 3.05 0.00 0.700 0.634 1.00 0.872 0.768
EC-Earth3_BARPA [-] 3.82 3.88 4.09 -0.206 1.35 0.731 0.911 0.803 0.949 0.992 0.891
EC-Earth3_CCAM [-] 4.13 4.12 4.09 0.0340 1.47 0.631 0.923 0.782 0.955 0.954 0.879
EC-Earth3_CMIP6 [-] 3.50 3.50 3.97 -0.470 1.81 0.132 0.871 0.747 0.989 0.867 0.844
ERA5_BARPA [-] 3.76 3.72 4.09 -0.367 1.46 0.105 0.915 0.780 0.988 0.975 0.888
ERA5_CCAM [-] 3.94 3.91 4.09 -0.176 0.853 0.168 0.931 0.872 0.989 0.893 0.911
MPI-ESM1-2-HR_BARPA [-] 3.18 3.26 4.09 -0.834 1.66 0.0627 0.854 0.780 0.995 0.956 0.873
MPI-ESM1-2-HR_CMIP6 [-] 1.47 1.47 3.97 -2.50 3.71 0.0633 0.625 0.604 0.996 0.668 0.699
NorESM2-MM_BARPA [-] 3.98 4.03 4.09 -0.0578 1.09 0.104 0.922 0.836 0.992 0.979 0.913
NorESM2-MM_CCAM [-] 4.63 4.59 4.09 0.499 1.28 0.274 0.887 0.830 0.981 0.888 0.883
NorESM2-MM_CMIP6 [-] 4.12 4.12 3.82 0.307 1.23 0.105 0.889 0.818 0.994 0.854 0.875

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:
GPCC Full Data Reanalysis Version 2018 0.5x0.5 Monthly Total

  Version:
v2018

  Institutions:
Global Precipitation Climatology Centre (GPCC)

  Source:
GPCC Precipitation 0.5 degree V2018 Full Reanalysis

  History:
2020-10-07: downloaded source from ftp://ftp.cdc.noaa.gov/Datasets/gpcc/full_v2018/precip.mon.total.v2018.nc
2020-10-07: converted to netCDF, original data is divided by days in a month for a mean monthly rate.

  References:
Schneider, Udo and Finger, Peter and Meyer-Christoffer, Anja and Rustemeier, Elke and Ziese, Markus and Becker, Andreas (2017), Evaluating the Hydrological Cycle over Land Using the Newly-Corrected Precipitation Climatology from the Global Precipitation Climatology Centre (GPCC), Atmosphere, 12, doi:10.3390/atmos8030052

  Comments:
time_period: 1980-01 through 2016-12
temporal_resolution: monthly
spatial_resolution: 0.5 degree
units: mm d-1

  Convention:
CF-1.8