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 [-] 1.61 1.61 1.33 0.284 0.698 0.891 0.794 0.722 0.915 0.976 0.826
ACCESS-CM2_CCAM [-] 1.54 1.54 1.33 0.212 0.665 1.02 0.796 0.734 0.905 0.891 0.812
ACCESS-CM2_CMIP6 [-] 1.51 1.51 1.36 0.145 0.784 0.873 0.774 0.681 0.907 0.770 0.763
ACCESS-ESM1-5_BARPA [-] 1.53 1.53 1.33 0.200 0.589 0.848 0.825 0.744 0.922 0.981 0.843
ACCESS-ESM1-5_CCAM [-] 1.65 1.65 1.33 0.316 0.732 1.06 0.792 0.702 0.896 0.977 0.814
ACCESS-ESM1-5_CMIP6 [-] 1.63 1.63 1.34 0.295 0.838 1.25 0.783 0.643 0.872 0.973 0.783
CESM2_BARPA [-] 1.30 1.30 1.33 -0.0329 0.582 1.01 0.854 0.733 0.911 0.955 0.837
CESM2_CCAM [-] 1.07 1.07 1.33 -0.265 0.715 1.60 0.832 0.691 0.836 0.983 0.806
CESM2_CMIP6 [-] 1.61 1.61 1.32 0.288 0.736 0.843 0.783 0.699 0.909 0.971 0.812
CMCC-ESM2_BARPA [-] 1.20 1.20 1.33 -0.129 0.674 1.51 0.857 0.699 0.862 0.921 0.808
CMCC-ESM2_CCAM [-] 1.85 1.85 1.33 0.518 0.837 1.23 0.724 0.713 0.881 0.936 0.793
CMCC-ESM2_CMIP6 [-] 2.08 2.08 1.32 0.754 1.25 0.939 0.647 0.611 0.903 0.952 0.745
CNRM-ESM2-1_CCAM [-] 1.49 1.49 1.33 0.163 0.580 0.969 0.835 0.751 0.900 0.911 0.830
CNRM-ESM2-1_CMIP6 [-] 1.05 1.05 1.33 -0.287 0.697 1.12 0.811 0.703 0.889 0.896 0.800
EC-Earth3_BARPA [-] 1.15 1.15 1.33 -0.180 0.482 0.913 0.855 0.782 0.911 0.985 0.863
EC-Earth3_CCAM [-] 1.46 1.46 1.33 0.129 0.567 0.906 0.882 0.730 0.900 0.981 0.845
EC-Earth3_CMIP6 [-] 1.25 1.25 1.33 -0.0758 0.662 1.03 0.839 0.707 0.890 0.981 0.825
ERA5_BARPA [-] 1.54 1.54 1.34 0.203 0.573 1.22 0.841 0.753 0.884 0.979 0.842
ERA5_CCAM [-] 1.60 1.60 1.34 0.266 0.495 0.797 0.824 0.801 0.914 0.987 0.866
MPI-ESM1-2-HR_BARPA [-] 1.11 1.11 1.33 -0.219 0.556 0.861 0.840 0.757 0.921 0.971 0.849
MPI-ESM1-2-HR_CMIP6 [-] 0.641 0.641 1.34 -0.702 0.932 1.08 0.636 0.715 0.899 0.731 0.739
NorESM2-MM_BARPA [-] 1.68 1.68 1.33 0.346 0.772 1.63 0.787 0.688 0.847 0.979 0.798
NorESM2-MM_CCAM [-] 1.93 1.93 1.33 0.597 0.850 0.991 0.702 0.738 0.911 0.958 0.809
NorESM2-MM_CMIP6 [-] 2.10 2.10 1.32 0.775 1.04 1.09 0.646 0.704 0.887 0.965 0.781
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 [-] 1.65
ACCESS-CM2_BARPA [-] 2.06 2.06 1.65 0.406 0.626 0.760 0.746 0.723 0.937 0.969 0.830
ACCESS-CM2_CCAM [-] 2.16 2.16 1.65 0.512 0.750 0.448 0.694 0.678 0.962 0.948 0.805
ACCESS-CM2_CMIP6 [-] 2.22 2.22 1.63 0.591 0.807 0.688 0.640 0.659 0.954 0.944 0.784
ACCESS-ESM1-5_BARPA [-] 2.06 2.06 1.65 0.405 0.666 0.708 0.748 0.699 0.943 0.995 0.830
ACCESS-ESM1-5_CCAM [-] 2.51 2.51 1.65 0.862 1.15 0.434 0.545 0.582 0.961 0.915 0.732
ACCESS-ESM1-5_CMIP6 [-] 2.37 2.37 1.67 0.695 1.12 0.781 0.620 0.540 0.948 0.842 0.715
CESM2_BARPA [-] 1.86 1.86 1.65 0.210 0.494 0.398 0.844 0.741 0.962 0.989 0.868
CESM2_CCAM [-] 1.35 1.35 1.65 -0.300 0.517 1.23 0.803 0.750 0.878 0.992 0.844
CESM2_CMIP6 [-] 2.47 2.47 1.66 0.817 1.11 0.579 0.548 0.581 0.940 0.995 0.745
CMCC-ESM2_BARPA [-] 1.68 1.68 1.65 0.0304 0.466 0.682 0.908 0.731 0.941 0.997 0.876
CMCC-ESM2_CCAM [-] 2.41 2.41 1.65 0.762 1.04 0.572 0.583 0.604 0.950 0.947 0.752
CMCC-ESM2_CMIP6 [-] 2.25 2.25 1.66 0.596 0.884 0.845 0.650 0.622 0.935 0.951 0.771
CNRM-ESM2-1_CCAM [-] 1.88 1.88 1.65 0.224 0.531 0.798 0.841 0.716 0.935 0.984 0.852
CNRM-ESM2-1_CMIP6 [-] 1.58 1.58 1.65 -0.0701 0.564 1.56 0.815 0.714 0.832 0.659 0.750
EC-Earth3_BARPA [-] 1.24 1.24 1.65 -0.413 0.492 0.806 0.740 0.834 0.931 0.889 0.847
EC-Earth3_CCAM [-] 1.66 1.66 1.65 0.0108 0.602 0.606 0.927 0.654 0.944 0.986 0.853
EC-Earth3_CMIP6 [-] 1.13 1.13 1.65 -0.520 0.609 1.01 0.680 0.803 0.906 0.971 0.836
ERA5_BARPA [-] 1.85 1.85 1.66 0.197 0.472 0.635 0.850 0.754 0.945 0.997 0.872
ERA5_CCAM [-] 2.20 2.20 1.66 0.543 0.690 0.811 0.680 0.737 0.925 0.988 0.822
MPI-ESM1-2-HR_BARPA [-] 1.12 1.12 1.65 -0.533 0.639 1.42 0.680 0.781 0.841 0.841 0.785
MPI-ESM1-2-HR_CMIP6 [-] 0.762 0.762 1.67 -0.911 0.976 1.40 0.510 0.777 0.856 0.821 0.745
NorESM2-MM_BARPA [-] 2.13 2.13 1.65 0.480 0.796 1.45 0.710 0.644 0.827 0.951 0.767
NorESM2-MM_CCAM [-] 2.34 2.34 1.65 0.688 0.801 0.918 0.617 0.753 0.914 0.997 0.813
NorESM2-MM_CMIP6 [-] 2.72 2.72 1.66 1.06 1.19 1.23 0.466 0.680 0.878 0.924 0.731
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 [-] 2.27
ACCESS-CM2_BARPA [-] 2.54 2.54 2.27 0.270 0.823 0.688 0.822 0.728 0.938 0.989 0.857
ACCESS-CM2_CCAM [-] 2.26 2.26 2.27 -0.0134 0.711 0.739 0.837 0.761 0.927 0.889 0.833
ACCESS-CM2_CMIP6 [-] 2.07 2.07 2.47 -0.403 0.955 1.07 0.768 0.709 0.890 0.557 0.698
ACCESS-ESM1-5_BARPA [-] 2.66 2.66 2.27 0.384 0.914 0.701 0.802 0.708 0.934 0.990 0.844
ACCESS-ESM1-5_CCAM [-] 2.94 2.94 2.27 0.673 1.02 0.868 0.727 0.730 0.904 0.963 0.822
ACCESS-ESM1-5_CMIP6 [-] 2.42 2.42 2.15 0.275 0.936 0.853 0.820 0.636 0.932 0.714 0.743
CESM2_BARPA [-] 2.51 2.51 2.27 0.238 0.927 0.787 0.847 0.680 0.933 0.975 0.842
CESM2_CCAM [-] 2.14 2.14 2.27 -0.127 0.701 1.25 0.885 0.753 0.878 0.985 0.868
CESM2_CMIP6 [-] 2.78 2.78 2.23 0.551 0.861 1.00 0.757 0.722 0.885 0.998 0.829
CMCC-ESM2_BARPA [-] 2.17 2.17 2.27 -0.102 0.815 1.02 0.858 0.716 0.884 0.953 0.841
CMCC-ESM2_CCAM [-] 2.56 2.56 2.27 0.288 0.734 0.654 0.818 0.760 0.933 0.984 0.853
CMCC-ESM2_CMIP6 [-] 2.59 2.59 2.23 0.368 0.775 1.12 0.825 0.720 0.893 0.994 0.844
CNRM-ESM2-1_CCAM [-] 2.31 2.31 2.27 0.0412 0.668 0.806 0.859 0.765 0.922 0.889 0.846
CNRM-ESM2-1_CMIP6 [-] 2.29 2.29 2.27 0.0144 0.654 1.01 0.883 0.755 0.907 0.993 0.862
EC-Earth3_BARPA [-] 2.06 2.06 2.27 -0.213 0.817 0.870 0.833 0.735 0.927 0.938 0.846
EC-Earth3_CCAM [-] 2.23 2.23 2.27 -0.0410 0.631 0.683 0.895 0.768 0.916 0.986 0.872
EC-Earth3_CMIP6 [-] 1.71 1.71 2.26 -0.547 0.750 1.03 0.763 0.800 0.908 0.919 0.851
ERA5_BARPA [-] 2.46 2.46 2.28 0.178 0.683 0.870 0.851 0.767 0.894 0.989 0.865
ERA5_CCAM [-] 2.65 2.65 2.28 0.371 0.648 0.671 0.815 0.811 0.932 0.949 0.868
MPI-ESM1-2-HR_BARPA [-] 1.56 1.56 2.27 -0.711 0.955 0.967 0.716 0.761 0.906 0.957 0.827
MPI-ESM1-2-HR_CMIP6 [-] 0.843 0.843 2.30 -1.46 1.61 0.671 0.492 0.733 0.954 0.819 0.714
NorESM2-MM_BARPA [-] 2.69 2.69 2.27 0.420 0.943 0.800 0.804 0.695 0.932 0.989 0.840
NorESM2-MM_CCAM [-] 2.50 2.50 2.27 0.225 0.803 0.816 0.792 0.765 0.930 0.543 0.771
NorESM2-MM_CMIP6 [-] 2.94 2.94 2.23 0.718 1.01 1.39 0.716 0.724 0.838 0.771 0.776
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 [-] 2.29
ACCESS-CM2_BARPA [-] 2.42 2.42 2.30 0.123 1.15 0.610 0.893 0.734 0.958 0.989 0.873
ACCESS-CM2_CCAM [-] 2.19 2.19 2.29 -0.101 0.943 0.563 0.904 0.775 0.959 0.934 0.854
ACCESS-CM2_CMIP6 [-] 2.16 2.16 2.39 -0.230 1.33 0.596 0.900 0.689 0.945 0.738 0.775
ACCESS-ESM1-5_BARPA [-] 2.42 2.42 2.30 0.128 0.825 0.405 0.900 0.807 0.970 0.969 0.904
ACCESS-ESM1-5_CCAM [-] 2.72 2.72 2.29 0.427 1.14 0.569 0.878 0.742 0.961 0.969 0.875
ACCESS-ESM1-5_CMIP6 [-] 2.54 2.54 2.31 0.232 1.11 0.511 0.907 0.729 0.967 0.995 0.875
CESM2_BARPA [-] 1.83 1.83 2.30 -0.467 0.989 0.534 0.867 0.775 0.965 0.918 0.866
CESM2_CCAM [-] 1.83 1.83 2.29 -0.458 1.31 0.590 0.865 0.700 0.957 0.969 0.858
CESM2_CMIP6 [-] 2.55 2.55 2.29 0.254 1.07 0.456 0.897 0.745 0.971 0.960 0.875
CMCC-ESM2_BARPA [-] 1.68 1.68 2.30 -0.616 1.25 0.514 0.831 0.726 0.965 0.927 0.843
CMCC-ESM2_CCAM [-] 2.54 2.54 2.29 0.248 0.860 0.538 0.900 0.802 0.963 0.991 0.904
CMCC-ESM2_CMIP6 [-] 3.43 3.43 2.29 1.14 1.85 0.519 0.723 0.667 0.964 0.987 0.816
CNRM-ESM2-1_CCAM [-] 2.29 2.29 2.29 -0.00437 0.770 0.532 0.925 0.809 0.962 0.944 0.890
CNRM-ESM2-1_CMIP6 [-] 1.36 1.36 2.32 -0.966 1.62 0.528 0.741 0.686 0.965 0.942 0.827
EC-Earth3_BARPA [-] 2.12 2.12 2.30 -0.178 0.766 0.524 0.911 0.818 0.965 0.963 0.908
EC-Earth3_CCAM [-] 2.69 2.69 2.29 0.395 1.00 0.400 0.876 0.768 0.972 0.884 0.879
EC-Earth3_CMIP6 [-] 2.52 2.52 2.30 0.221 1.19 0.562 0.899 0.716 0.961 0.953 0.877
ERA5_BARPA [-] 2.41 2.41 2.31 0.101 0.908 0.692 0.920 0.779 0.951 0.986 0.897
ERA5_CCAM [-] 2.66 2.66 2.31 0.353 0.700 0.404 0.896 0.841 0.970 0.991 0.916
MPI-ESM1-2-HR_BARPA [-] 1.86 1.86 2.30 -0.440 0.995 0.583 0.867 0.778 0.964 0.990 0.886
MPI-ESM1-2-HR_CMIP6 [-] 1.06 1.06 2.31 -1.25 1.80 0.533 0.682 0.682 0.965 0.901 0.789
NorESM2-MM_BARPA [-] 2.45 2.45 2.30 0.157 1.04 0.468 0.908 0.750 0.970 0.992 0.895
NorESM2-MM_CCAM [-] 2.88 2.88 2.29 0.588 0.987 0.469 0.843 0.802 0.969 0.990 0.885
NorESM2-MM_CMIP6 [-] 3.27 3.27 2.29 0.976 1.39 0.536 0.759 0.755 0.965 0.980 0.849
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 [-] 1.32
ACCESS-CM2_BARPA [-] 1.65 1.65 1.32 0.327 0.487 1.92 0.712 0.709 0.765 0.905 0.766
ACCESS-CM2_CCAM [-] 1.69 1.69 1.32 0.369 0.564 2.14 0.679 0.670 0.710 0.981 0.750
ACCESS-CM2_CMIP6 [-] 1.76 1.76 1.33 0.428 0.716 1.73 0.614 0.606 0.728 0.956 0.712
ACCESS-ESM1-5_BARPA [-] 1.48 1.48 1.32 0.155 0.437 1.75 0.818 0.677 0.772 0.950 0.790
ACCESS-ESM1-5_CCAM [-] 1.53 1.53 1.32 0.218 0.575 2.60 0.762 0.600 0.604 0.987 0.723
ACCESS-ESM1-5_CMIP6 [-] 1.60 1.60 1.37 0.226 0.853 3.81 0.629 0.477 0.329 0.722 0.532
CESM2_BARPA [-] 1.52 1.52 1.32 0.194 0.417 1.79 0.804 0.702 0.752 0.922 0.785
CESM2_CCAM [-] 1.04 1.04 1.32 -0.277 0.452 1.78 0.732 0.715 0.756 0.973 0.785
CESM2_CMIP6 [-] 1.77 1.77 1.34 0.423 0.748 3.26 0.647 0.559 0.391 0.936 0.625
CMCC-ESM2_BARPA [-] 1.40 1.40 1.32 0.0836 0.370 2.02 0.867 0.711 0.741 0.969 0.810
CMCC-ESM2_CCAM [-] 1.95 1.95 1.32 0.638 0.808 2.42 0.536 0.621 0.611 0.960 0.675
CMCC-ESM2_CMIP6 [-] 1.70 1.70 1.34 0.357 0.659 2.37 0.656 0.621 0.544 0.881 0.669
CNRM-ESM2-1_CCAM [-] 1.32 1.32 1.32 0.00584 0.387 2.27 0.870 0.692 0.647 0.968 0.783
CNRM-ESM2-1_CMIP6 [-] 1.27 1.27 1.32 -0.0529 0.363 1.98 0.864 0.704 0.751 0.995 0.815
EC-Earth3_BARPA [-] 1.10 1.10 1.32 -0.216 0.416 2.06 0.782 0.713 0.712 0.971 0.786
EC-Earth3_CCAM [-] 1.31 1.31 1.32 -0.00486 0.566 2.86 0.872 0.569 0.515 0.964 0.712
EC-Earth3_CMIP6 [-] 0.981 0.981 1.34 -0.363 0.571 2.94 0.675 0.647 0.541 0.767 0.656
ERA5_BARPA [-] 1.61 1.61 1.32 0.285 0.443 2.08 0.733 0.740 0.711 0.958 0.781
ERA5_CCAM [-] 1.67 1.67 1.32 0.348 0.508 2.34 0.690 0.716 0.618 0.992 0.750
MPI-ESM1-2-HR_BARPA [-] 1.25 1.25 1.32 -0.0731 0.385 1.97 0.845 0.706 0.761 0.970 0.808
MPI-ESM1-2-HR_CMIP6 [-] 0.796 0.796 1.30 -0.505 0.587 2.95 0.578 0.733 0.612 0.877 0.704
NorESM2-MM_BARPA [-] 1.69 1.69 1.32 0.371 0.536 2.21 0.686 0.683 0.727 0.894 0.740
NorESM2-MM_CCAM [-] 1.85 1.85 1.32 0.528 0.660 1.96 0.590 0.696 0.723 0.988 0.743
NorESM2-MM_CMIP6 [-] 1.93 1.93 1.34 0.591 0.732 2.41 0.566 0.709 0.587 0.863 0.684
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 [-] 0.816
ACCESS-CM2_BARPA [-] 1.19 1.19 0.816 0.379 0.534 0.767 0.724 0.738 0.925 0.991 0.827
ACCESS-CM2_CCAM [-] 1.20 1.20 0.816 0.383 0.538 1.09 0.727 0.734 0.885 0.962 0.814
ACCESS-CM2_CMIP6 [-] 1.18 1.18 0.821 0.359 0.558 0.771 0.729 0.702 0.924 0.992 0.816
ACCESS-ESM1-5_BARPA [-] 1.08 1.08 0.816 0.268 0.456 0.771 0.791 0.740 0.933 0.946 0.847
ACCESS-ESM1-5_CCAM [-] 1.13 1.13 0.816 0.319 0.561 1.12 0.756 0.698 0.879 0.769 0.790
ACCESS-ESM1-5_CMIP6 [-] 1.19 1.19 0.811 0.375 0.648 1.08 0.722 0.637 0.894 0.938 0.784
CESM2_BARPA [-] 0.894 0.894 0.816 0.0778 0.414 1.15 0.879 0.723 0.880 0.937 0.840
CESM2_CCAM [-] 0.591 0.591 0.816 -0.225 0.563 2.09 0.819 0.651 0.693 0.864 0.746
CESM2_CMIP6 [-] 1.15 1.15 0.818 0.334 0.594 0.726 0.745 0.682 0.937 0.865 0.794
CMCC-ESM2_BARPA [-] 0.839 0.839 0.816 0.0236 0.502 1.87 0.899 0.662 0.774 0.843 0.780
CMCC-ESM2_CCAM [-] 1.47 1.47 0.816 0.656 0.836 1.29 0.578 0.651 0.862 0.974 0.744
CMCC-ESM2_CMIP6 [-] 1.69 1.69 0.818 0.877 1.28 0.840 0.487 0.476 0.921 0.558 0.611
CNRM-ESM2-1_CCAM [-] 1.13 1.13 0.816 0.318 0.486 0.834 0.769 0.739 0.918 0.960 0.829
CNRM-ESM2-1_CMIP6 [-] 0.677 0.677 0.823 -0.147 0.436 1.17 0.863 0.716 0.860 0.617 0.776
EC-Earth3_BARPA [-] 0.664 0.664 0.816 -0.152 0.328 0.848 0.862 0.792 0.916 0.951 0.872
EC-Earth3_CCAM [-] 0.922 0.922 0.816 0.106 0.397 0.803 0.894 0.734 0.916 0.950 0.863
EC-Earth3_CMIP6 [-] 0.795 0.795 0.815 -0.0197 0.475 0.829 0.882 0.686 0.916 0.949 0.844
ERA5_BARPA [-] 1.08 1.08 0.821 0.264 0.457 1.32 0.795 0.740 0.858 0.985 0.829
ERA5_CCAM [-] 1.09 1.09 0.821 0.266 0.396 0.696 0.802 0.790 0.921 0.912 0.859
MPI-ESM1-2-HR_BARPA [-] 0.715 0.715 0.816 -0.101 0.357 0.766 0.890 0.762 0.933 0.864 0.846
MPI-ESM1-2-HR_CMIP6 [-] 0.397 0.397 0.817 -0.420 0.548 1.10 0.683 0.748 0.876 0.766 0.759
NorESM2-MM_BARPA [-] 1.24 1.24 0.816 0.423 0.696 2.03 0.700 0.632 0.734 0.989 0.746
NorESM2-MM_CCAM [-] 1.54 1.54 0.816 0.721 0.856 1.00 0.548 0.681 0.901 0.969 0.756
NorESM2-MM_CMIP6 [-] 1.67 1.67 0.818 0.851 1.02 1.12 0.499 0.635 0.869 0.766 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 [-] 2.71
ACCESS-CM2_BARPA [-] 2.99 2.99 2.72 0.266 0.793 1.28 0.766 0.696 0.857 0.925 0.796
ACCESS-CM2_CCAM [-] 2.56 2.56 2.71 -0.153 0.709 1.27 0.789 0.714 0.854 0.961 0.806
ACCESS-CM2_CMIP6 [-] 2.23 2.23 2.67 -0.441 0.762 1.14 0.729 0.705 0.860 0.621 0.735
ACCESS-ESM1-5_BARPA [-] 2.75 2.75 2.72 0.0339 0.853 1.20 0.757 0.666 0.857 0.890 0.785
ACCESS-ESM1-5_CCAM [-] 2.50 2.50 2.71 -0.211 0.762 1.39 0.803 0.678 0.837 0.993 0.802
ACCESS-ESM1-5_CMIP6 [-] 1.88 1.88 2.56 -0.681 1.04 1.28 0.643 0.662 0.869 0.226 0.684
CESM2_BARPA [-] 2.90 2.90 2.72 0.183 0.777 0.882 0.786 0.686 0.895 0.950 0.808
CESM2_CCAM [-] 2.36 2.36 2.71 -0.357 0.861 1.27 0.743 0.682 0.850 0.970 0.792
CESM2_CMIP6 [-] 2.35 2.35 2.55 -0.198 0.639 0.709 0.772 0.741 0.928 0.702 0.733
CMCC-ESM2_BARPA [-] 2.74 2.74 2.72 0.0151 0.702 1.19 0.800 0.731 0.868 0.990 0.829
CMCC-ESM2_CCAM [-] 2.91 2.91 2.71 0.202 0.839 1.56 0.732 0.704 0.815 0.879 0.778
CMCC-ESM2_CMIP6 [-] 2.29 2.29 2.55 -0.266 0.795 0.962 0.671 0.762 0.891 0.638 0.662
CNRM-ESM2-1_CCAM [-] 2.35 2.35 2.71 -0.358 0.762 1.92 0.769 0.696 0.748 0.970 0.772
CNRM-ESM2-1_CMIP6 [-] 2.77 2.77 2.88 -0.105 0.711 1.95 0.735 0.719 0.764 0.959 0.723
EC-Earth3_BARPA [-] 2.54 2.54 2.72 -0.180 0.799 1.45 0.759 0.695 0.821 0.980 0.798
EC-Earth3_CCAM [-] 2.58 2.58 2.71 -0.134 0.731 1.50 0.785 0.715 0.807 0.957 0.798
EC-Earth3_CMIP6 [-] 2.07 2.07 2.64 -0.566 0.867 1.66 0.655 0.695 0.792 0.902 0.733
ERA5_BARPA [-] 2.86 2.86 2.72 0.142 0.668 1.39 0.792 0.748 0.832 0.991 0.825
ERA5_CCAM [-] 2.57 2.57 2.71 -0.142 0.681 1.05 0.733 0.784 0.866 0.782 0.808
MPI-ESM1-2-HR_BARPA [-] 2.78 2.78 2.72 0.0632 0.783 1.58 0.753 0.707 0.827 0.860 0.787
MPI-ESM1-2-HR_CMIP6 [-] 1.77 1.77 2.83 -1.06 1.16 1.59 0.503 0.770 0.826 0.769 0.695
NorESM2-MM_BARPA [-] 3.06 3.06 2.72 0.344 0.793 1.01 0.760 0.705 0.896 0.983 0.811
NorESM2-MM_CCAM [-] 2.54 2.54 2.71 -0.170 0.689 1.09 0.768 0.738 0.884 0.961 0.817
NorESM2-MM_CMIP6 [-] 2.43 2.43 2.55 -0.121 0.583 0.706 0.779 0.777 0.914 0.510 0.725
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 [-] 1.16
ACCESS-CM2_BARPA [-] 1.19 1.19 1.15 0.0383 0.527 2.17 0.808 0.628 0.691 0.774 0.737
ACCESS-CM2_CCAM [-] 1.11 1.11 1.15 -0.0454 0.404 1.29 0.865 0.696 0.840 0.820 0.806
ACCESS-CM2_CMIP6 [-] 1.03 1.03 1.10 -0.0781 0.556 1.86 0.823 0.565 0.743 0.590 0.712
ACCESS-ESM1-5_BARPA [-] 0.958 0.958 1.15 -0.194 0.509 2.23 0.804 0.647 0.695 0.580 0.710
ACCESS-ESM1-5_CCAM [-] 0.885 0.885 1.15 -0.270 0.473 1.10 0.764 0.693 0.861 0.714 0.761
ACCESS-ESM1-5_CMIP6 [-] 0.895 0.895 1.15 -0.255 0.729 4.15 0.761 0.504 0.379 0.492 0.534
CESM2_BARPA [-] 1.03 1.03 1.15 -0.121 0.400 1.09 0.845 0.707 0.848 0.879 0.815
CESM2_CCAM [-] 1.08 1.08 1.15 -0.0737 0.444 0.434 0.838 0.683 0.956 0.960 0.848
CESM2_CMIP6 [-] 0.923 0.923 1.16 -0.233 0.478 0.975 0.740 0.688 0.874 0.716 0.726
CMCC-ESM2_BARPA [-] 0.992 0.992 1.15 -0.159 0.453 1.69 0.827 0.674 0.773 0.750 0.756
CMCC-ESM2_CCAM [-] 1.44 1.44 1.15 0.288 0.584 2.61 0.717 0.645 0.644 0.828 0.698
CMCC-ESM2_CMIP6 [-] 1.12 1.12 1.16 -0.0402 0.452 1.95 0.812 0.682 0.723 0.384 0.674
CNRM-ESM2-1_CCAM [-] 1.21 1.21 1.15 0.0533 0.472 2.37 0.825 0.660 0.686 0.779 0.745
CNRM-ESM2-1_CMIP6 [-] 1.12 1.12 1.12 -0.00261 0.401 1.01 0.839 0.684 0.906 0.987 0.835
EC-Earth3_BARPA [-] 0.970 0.970 1.15 -0.181 0.452 1.50 0.795 0.688 0.803 0.936 0.788
EC-Earth3_CCAM [-] 1.18 1.18 1.15 0.0291 0.451 1.68 0.871 0.659 0.782 0.994 0.796
EC-Earth3_CMIP6 [-] 0.906 0.906 1.15 -0.244 0.559 2.52 0.774 0.613 0.649 0.899 0.719
ERA5_BARPA [-] 1.20 1.20 1.15 0.0541 0.410 1.72 0.811 0.713 0.763 0.769 0.765
ERA5_CCAM [-] 1.11 1.11 1.15 -0.0469 0.329 1.55 0.862 0.760 0.807 0.826 0.811
MPI-ESM1-2-HR_BARPA [-] 0.975 0.975 1.15 -0.177 0.403 0.946 0.821 0.713 0.885 0.830 0.817
MPI-ESM1-2-HR_CMIP6 [-] 0.499 0.499 1.12 -0.623 0.719 0.629 0.519 0.711 0.936 0.319 0.631
NorESM2-MM_BARPA [-] 1.29 1.29 1.15 0.140 0.534 1.88 0.768 0.641 0.752 0.845 0.745
NorESM2-MM_CCAM [-] 1.22 1.22 1.15 0.0642 0.535 1.80 0.763 0.654 0.776 0.600 0.699
NorESM2-MM_CMIP6 [-] 1.16 1.16 1.16 0.00398 0.454 1.33 0.782 0.698 0.843 0.598 0.702
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 [-] 4.12
ACCESS-CM2_BARPA [-] 3.45 3.45 4.13 -0.674 2.41 0.327 0.810 0.678 0.976 0.780 0.796
ACCESS-CM2_CCAM [-] 2.69 2.69 4.13 -1.44 2.68 0.371 0.762 0.664 0.972 0.601 0.740
ACCESS-CM2_CMIP6 [-] 2.30 2.30 4.21 -1.91 3.21 0.593 0.686 0.620 0.935 0.415 0.659
ACCESS-ESM1-5_BARPA [-] 3.69 3.69 4.13 -0.440 1.85 0.348 0.839 0.749 0.975 0.813 0.834
ACCESS-ESM1-5_CCAM [-] 4.21 4.21 4.13 0.0764 1.85 0.268 0.895 0.729 0.978 0.933 0.867
ACCESS-ESM1-5_CMIP6 [-] 3.79 3.79 4.12 -0.330 2.14 0.00 0.939 0.672 1.00 0.840 0.842
CESM2_BARPA [-] 2.84 2.84 4.13 -1.29 2.12 0.275 0.781 0.738 0.981 0.971 0.853
CESM2_CCAM [-] 3.59 3.59 4.13 -0.540 1.77 0.563 0.873 0.749 0.953 0.863 0.847
CESM2_CMIP6 [-] 3.28 3.28 3.90 -0.619 1.77 0.550 0.867 0.739 0.960 0.826 0.836
CMCC-ESM2_BARPA [-] 2.69 2.69 4.13 -1.44 2.23 0.301 0.764 0.732 0.979 0.975 0.848
CMCC-ESM2_CCAM [-] 3.69 3.69 4.13 -0.445 1.33 0.214 0.893 0.812 0.984 0.769 0.859
CMCC-ESM2_CMIP6 [-] 3.27 3.27 3.90 -0.630 1.28 0.329 0.866 0.819 0.977 0.485 0.790
CNRM-ESM2-1_CCAM [-] 2.80 2.80 4.13 -1.34 2.28 0.292 0.777 0.718 0.979 0.805 0.808
CNRM-ESM2-1_CMIP6 [-] 2.01 2.01 3.97 -1.97 3.14 0.164 0.690 0.633 0.989 0.829 0.768
EC-Earth3_BARPA [-] 3.82 3.82 4.13 -0.304 1.55 0.707 0.870 0.786 0.943 0.972 0.881
EC-Earth3_CCAM [-] 4.13 4.13 4.13 -0.00193 1.54 0.681 0.900 0.777 0.946 0.915 0.873
EC-Earth3_CMIP6 [-] 3.50 3.50 3.97 -0.475 1.74 0.312 0.866 0.753 0.977 0.860 0.852
ERA5_BARPA [-] 3.81 3.81 4.14 -0.340 1.74 0.300 0.875 0.749 0.967 0.965 0.873
ERA5_CCAM [-] 3.97 3.97 4.15 -0.179 1.04 0.318 0.906 0.848 0.977 0.857 0.892
MPI-ESM1-2-HR_BARPA [-] 3.18 3.18 4.13 -0.945 2.11 0.237 0.791 0.737 0.982 0.838 0.826
MPI-ESM1-2-HR_CMIP6 [-] 1.47 1.47 4.06 -2.59 3.78 0.326 0.613 0.600 0.976 0.823 0.736
NorESM2-MM_BARPA [-] 3.98 3.98 4.13 -0.148 1.53 0.274 0.879 0.780 0.978 0.981 0.891
NorESM2-MM_CCAM [-] 4.63 4.63 4.13 0.499 1.37 0.206 0.859 0.827 0.983 0.844 0.873
NorESM2-MM_CMIP6 [-] 4.12 4.12 3.90 0.220 1.33 0.434 0.891 0.804 0.971 0.821 0.864
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 [-] 2.59
ACCESS-CM2_BARPA [-] 2.44 2.42 2.57 3.98 -0.158 1.41 0.821 0.716 0.636 0.920 0.840 0.750
ACCESS-CM2_CCAM [-] 1.95 1.94 2.58 3.00 -0.637 1.53 1.04 0.656 0.630 0.896 0.568 0.676
ACCESS-CM2_CMIP6 [-] 2.30 2.12 2.50 3.39 -0.385 1.49 0.960 0.708 0.614 0.896 0.768 0.720
ACCESS-ESM1-5_BARPA [-] 2.14 2.12 2.57 3.45 -0.453 1.31 0.788 0.711 0.652 0.914 0.837 0.753
ACCESS-ESM1-5_CCAM [-] 2.16 2.15 2.58 3.38 -0.430 1.49 1.00 0.697 0.620 0.882 0.784 0.721
ACCESS-ESM1-5_CMIP6 [-] 2.44 2.23 2.42 3.68 -0.191 1.47 1.08 0.729 0.601 0.890 0.861 0.736
CESM2_BARPA [-] 1.99 1.97 2.57 3.24 -0.602 1.24 0.787 0.717 0.669 0.926 0.786 0.753
CESM2_CCAM [-] 2.11 2.09 2.58 3.94 -0.490 1.32 1.08 0.708 0.658 0.909 0.893 0.765
CESM2_CMIP6 [-] 2.12 2.02 2.50 3.00 -0.479 1.34 0.712 0.685 0.652 0.931 0.712 0.726
CMCC-ESM2_BARPA [-] 1.92 1.90 2.57 3.22 -0.671 1.40 1.16 0.699 0.635 0.893 0.810 0.734
CMCC-ESM2_CCAM [-] 2.45 2.44 2.58 3.43 -0.141 1.39 0.968 0.684 0.655 0.917 0.721 0.726
CMCC-ESM2_CMIP6 [-] 2.51 2.42 2.50 3.32 -0.0841 1.51 0.803 0.661 0.650 0.921 0.723 0.721
CNRM-ESM2-1_CCAM [-] 1.88 1.87 2.58 2.68 -0.710 1.48 0.994 0.642 0.629 0.879 0.486 0.653
CNRM-ESM2-1_CMIP6 [-] 1.90 1.72 2.38 3.09 -0.662 1.21 1.01 0.698 0.664 0.904 0.786 0.743
EC-Earth3_BARPA [-] 2.15 2.13 2.57 3.43 -0.443 1.15 0.784 0.747 0.675 0.919 0.909 0.785
EC-Earth3_CCAM [-] 2.22 2.21 2.58 3.18 -0.372 1.28 0.854 0.713 0.658 0.906 0.825 0.752
EC-Earth3_CMIP6 [-] 2.05 1.97 2.50 3.21 -0.530 1.32 0.973 0.697 0.654 0.890 0.832 0.745
ERA5_BARPA [-] 2.24 2.22 2.58 3.46 -0.363 1.20 0.970 0.734 0.668 0.913 0.831 0.763
ERA5_CCAM [-] 2.07 2.06 2.59 3.01 -0.526 1.24 0.799 0.684 0.675 0.907 0.721 0.732
MPI-ESM1-2-HR_BARPA [-] 1.90 1.88 2.57 3.04 -0.693 1.36 0.772 0.691 0.645 0.920 0.825 0.745
MPI-ESM1-2-HR_CMIP6 [-] 1.63 1.49 2.53 3.11 -1.04 1.61 0.890 0.610 0.638 0.919 0.809 0.723
NorESM2-MM_BARPA [-] 2.61 2.59 2.57 4.26 0.0147 1.35 1.21 0.731 0.639 0.894 0.872 0.755
NorESM2-MM_CCAM [-] 2.20 2.19 2.58 3.00 -0.390 1.52 0.944 0.645 0.643 0.921 0.554 0.682
NorESM2-MM_CMIP6 [-] 2.62 2.52 2.50 3.53 0.0146 1.38 0.977 0.697 0.660 0.897 0.757 0.734
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 [-] 4.21
ACCESS-CM2_BARPA [-] 4.63 4.59 4.19 5.73 0.399 2.79 0.707 0.804 0.597 0.953 0.976 0.785
ACCESS-CM2_CCAM [-] 3.25 3.23 4.21 4.03 -0.975 2.56 0.908 0.792 0.621 0.923 0.797 0.751
ACCESS-CM2_CMIP6 [-] 4.12 3.92 4.25 4.77 -0.328 3.03 1.17 0.821 0.554 0.883 0.956 0.754
ACCESS-ESM1-5_BARPA [-] 3.56 3.53 4.19 4.19 -0.655 2.36 0.909 0.814 0.630 0.914 0.939 0.785
ACCESS-ESM1-5_CCAM [-] 3.83 3.82 4.21 4.50 -0.390 2.55 1.34 0.864 0.602 0.835 0.990 0.779
ACCESS-ESM1-5_CMIP6 [-] 4.90 4.71 4.26 5.39 0.450 3.08 1.06 0.872 0.551 0.877 0.982 0.767
CESM2_BARPA [-] 3.36 3.33 4.19 4.00 -0.857 1.93 0.473 0.816 0.702 0.968 0.988 0.835
CESM2_CCAM [-] 4.53 4.50 4.21 5.60 0.296 2.18 0.556 0.790 0.672 0.950 0.960 0.809
CESM2_CMIP6 [-] 3.47 3.36 4.22 3.93 -0.861 2.14 0.467 0.805 0.664 0.957 0.987 0.815
CMCC-ESM2_BARPA [-] 3.16 3.14 4.19 3.73 -1.05 2.21 0.742 0.773 0.675 0.947 0.899 0.794
CMCC-ESM2_CCAM [-] 4.12 4.11 4.21 4.52 -0.0955 1.62 0.508 0.824 0.746 0.961 0.931 0.842
CMCC-ESM2_CMIP6 [-] 4.22 4.10 4.22 4.72 -0.119 1.46 0.735 0.849 0.765 0.955 0.844 0.836
CNRM-ESM2-1_CCAM [-] 2.86 2.85 4.21 3.25 -1.35 2.40 0.712 0.734 0.652 0.938 0.598 0.715
CNRM-ESM2-1_CMIP6 [-] 3.39 3.19 4.07 3.93 -0.882 1.99 0.573 0.790 0.697 0.957 0.974 0.823
EC-Earth3_BARPA [-] 4.23 4.24 4.19 4.11 0.0454 1.68 0.468 0.877 0.714 0.965 0.918 0.838
EC-Earth3_CCAM [-] 4.37 4.38 4.21 4.22 0.172 1.85 0.780 0.838 0.701 0.916 0.843 0.800
EC-Earth3_CMIP6 [-] 4.30 4.25 4.19 4.58 0.0573 1.81 0.931 0.865 0.704 0.904 0.952 0.826
ERA5_BARPA [-] 3.80 3.79 4.21 4.29 -0.424 1.81 0.834 0.846 0.700 0.941 0.958 0.829
ERA5_CCAM [-] 3.70 3.69 4.23 4.08 -0.540 1.59 0.722 0.831 0.740 0.945 0.960 0.843
MPI-ESM1-2-HR_BARPA [-] 3.64 3.63 4.19 3.89 -0.560 2.27 0.435 0.805 0.653 0.960 0.979 0.810
MPI-ESM1-2-HR_CMIP6 [-] 3.74 3.55 4.18 4.57 -0.633 2.37 0.492 0.807 0.653 0.964 0.953 0.806
NorESM2-MM_BARPA [-] 4.80 4.76 4.19 5.96 0.568 2.18 0.644 0.817 0.663 0.941 0.930 0.803
NorESM2-MM_CCAM [-] 3.55 3.53 4.21 4.25 -0.673 2.07 0.821 0.822 0.670 0.928 0.882 0.794
NorESM2-MM_CMIP6 [-] 4.46 4.32 4.22 5.05 0.105 1.71 0.556 0.881 0.709 0.957 0.985 0.848
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 [-] 1.65
ACCESS-CM2_BARPA [-] 2.06 2.06 1.65 0.406 0.626 0.760 0.746 0.723 0.937 0.969 0.820
ACCESS-CM2_CCAM [-] 2.16 2.16 1.65 0.512 0.750 0.448 0.694 0.678 0.962 0.948 0.792
ACCESS-CM2_CMIP6 [-] 2.22 2.22 1.63 0.591 0.807 0.688 0.640 0.659 0.954 0.944 0.771
ACCESS-ESM1-5_BARPA [-] 2.06 2.06 1.65 0.405 0.666 0.708 0.748 0.699 0.943 0.995 0.817
ACCESS-ESM1-5_CCAM [-] 2.51 2.51 1.65 0.862 1.15 0.434 0.545 0.582 0.961 0.915 0.717
ACCESS-ESM1-5_CMIP6 [-] 2.37 2.37 1.67 0.695 1.12 0.781 0.620 0.540 0.948 0.842 0.698
CESM2_BARPA [-] 1.86 1.86 1.65 0.210 0.494 0.398 0.844 0.741 0.962 0.989 0.855
CESM2_CCAM [-] 1.35 1.35 1.65 -0.300 0.517 1.23 0.803 0.750 0.878 0.992 0.835
CESM2_CMIP6 [-] 2.47 2.47 1.66 0.817 1.11 0.579 0.548 0.581 0.940 0.995 0.729
CMCC-ESM2_BARPA [-] 1.68 1.68 1.65 0.0304 0.466 0.682 0.908 0.731 0.941 0.997 0.862
CMCC-ESM2_CCAM [-] 2.41 2.41 1.65 0.762 1.04 0.572 0.583 0.604 0.950 0.947 0.737
CMCC-ESM2_CMIP6 [-] 2.25 2.25 1.66 0.596 0.884 0.845 0.650 0.622 0.935 0.951 0.756
CNRM-ESM2-1_CCAM [-] 1.88 1.88 1.65 0.224 0.531 0.798 0.841 0.716 0.935 0.984 0.838
CNRM-ESM2-1_CMIP6 [-] 1.58 1.58 1.65 -0.0701 0.564 1.56 0.815 0.714 0.832 0.659 0.747
EC-Earth3_BARPA [-] 1.24 1.24 1.65 -0.413 0.492 0.806 0.740 0.834 0.931 0.889 0.846
EC-Earth3_CCAM [-] 1.66 1.66 1.65 0.0108 0.602 0.606 0.927 0.654 0.944 0.986 0.833
EC-Earth3_CMIP6 [-] 1.13 1.13 1.65 -0.520 0.609 1.01 0.680 0.803 0.906 0.971 0.832
ERA5_BARPA [-] 1.85 1.85 1.66 0.197 0.472 0.635 0.850 0.754 0.945 0.997 0.860
ERA5_CCAM [-] 2.20 2.20 1.66 0.543 0.690 0.811 0.680 0.737 0.925 0.988 0.813
MPI-ESM1-2-HR_BARPA [-] 1.12 1.12 1.65 -0.533 0.639 1.42 0.680 0.781 0.841 0.841 0.785
MPI-ESM1-2-HR_CMIP6 [-] 0.762 0.762 1.67 -0.911 0.976 1.40 0.510 0.777 0.856 0.821 0.748
NorESM2-MM_BARPA [-] 2.13 2.13 1.65 0.480 0.796 1.45 0.710 0.644 0.827 0.951 0.755
NorESM2-MM_CCAM [-] 2.34 2.34 1.65 0.688 0.801 0.918 0.617 0.753 0.914 0.997 0.807
NorESM2-MM_CMIP6 [-] 2.72 2.72 1.66 1.06 1.19 1.23 0.466 0.680 0.878 0.924 0.726
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 [-] 2.01
ACCESS-CM2_BARPA [-] 2.33 2.33 2.01 0.316 0.718 0.686 0.819 0.763 0.928 0.988 0.852
ACCESS-CM2_CCAM [-] 2.02 2.02 2.01 0.0114 0.632 0.648 0.845 0.781 0.937 0.827 0.834
ACCESS-CM2_CMIP6 [-] 1.93 1.93 2.27 -0.337 0.926 1.01 0.766 0.715 0.892 0.441 0.706
ACCESS-ESM1-5_BARPA [-] 2.48 2.48 2.01 0.465 0.856 0.687 0.786 0.726 0.928 0.984 0.830
ACCESS-ESM1-5_CCAM [-] 2.74 2.74 2.01 0.726 1.02 0.677 0.698 0.740 0.937 0.931 0.809
ACCESS-ESM1-5_CMIP6 [-] 2.29 2.29 1.94 0.351 0.887 0.789 0.804 0.667 0.949 0.717 0.761
CESM2_BARPA [-] 2.23 2.23 2.01 0.217 0.792 0.805 0.856 0.715 0.936 0.984 0.841
CESM2_CCAM [-] 1.99 1.99 2.01 -0.0269 0.692 1.39 0.923 0.727 0.850 0.997 0.845
CESM2_CMIP6 [-] 2.49 2.49 1.96 0.527 0.813 1.00 0.761 0.732 0.874 0.998 0.819
CMCC-ESM2_BARPA [-] 1.81 1.81 2.01 -0.204 0.667 0.765 0.865 0.762 0.925 0.987 0.860
CMCC-ESM2_CCAM [-] 2.14 2.14 2.01 0.127 0.537 0.503 0.870 0.809 0.952 0.941 0.876
CMCC-ESM2_CMIP6 [-] 2.32 2.32 1.96 0.358 0.760 1.24 0.822 0.722 0.864 0.992 0.824
CNRM-ESM2-1_CCAM [-] 2.12 2.12 2.01 0.103 0.592 0.663 0.870 0.782 0.943 0.783 0.832
CNRM-ESM2-1_CMIP6 [-] 2.01 2.01 2.03 -0.0157 0.595 1.01 0.909 0.767 0.912 0.995 0.870
EC-Earth3_BARPA [-] 1.75 1.75 2.01 -0.264 0.718 1.07 0.853 0.752 0.903 0.979 0.848
EC-Earth3_CCAM [-] 1.93 1.93 2.01 -0.0853 0.560 0.526 0.914 0.784 0.944 0.929 0.871
EC-Earth3_CMIP6 [-] 1.54 1.54 1.98 -0.439 0.675 1.22 0.799 0.788 0.871 0.964 0.842
ERA5_BARPA [-] 2.24 2.24 2.02 0.220 0.612 0.755 0.855 0.784 0.911 0.987 0.864
ERA5_CCAM [-] 2.41 2.41 2.02 0.390 0.631 0.705 0.810 0.811 0.930 0.896 0.852
MPI-ESM1-2-HR_BARPA [-] 1.32 1.32 2.01 -0.694 0.926 1.18 0.715 0.753 0.874 0.896 0.798
MPI-ESM1-2-HR_CMIP6 [-] 0.602 0.602 2.04 -1.43 1.60 0.796 0.486 0.705 0.944 0.345 0.637
NorESM2-MM_BARPA [-] 2.44 2.44 2.01 0.430 0.870 0.795 0.800 0.710 0.940 0.994 0.831
NorESM2-MM_CCAM [-] 2.42 2.42 2.01 0.411 0.811 0.913 0.779 0.754 0.918 0.493 0.740
NorESM2-MM_CMIP6 [-] 2.84 2.84 1.96 0.876 1.10 1.24 0.645 0.720 0.873 0.785 0.748
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 [-] 2.81
ACCESS-CM2_BARPA [-] 2.99 2.99 2.82 0.172 1.04 0.693 0.825 0.675 0.952 0.988 0.823
ACCESS-CM2_CCAM [-] 2.75 2.75 2.82 -0.0657 0.877 0.931 0.824 0.731 0.912 0.792 0.798
ACCESS-CM2_CMIP6 [-] 2.44 2.44 3.01 -0.578 1.03 1.26 0.772 0.699 0.884 0.273 0.665
ACCESS-ESM1-5_BARPA [-] 3.03 3.03 2.82 0.212 1.04 0.731 0.826 0.680 0.943 0.962 0.818
ACCESS-ESM1-5_CCAM [-] 3.38 3.38 2.82 0.561 1.04 1.27 0.771 0.715 0.853 0.991 0.809
ACCESS-ESM1-5_CMIP6 [-] 2.74 2.74 2.64 0.0908 1.05 1.01 0.850 0.581 0.901 0.457 0.674
CESM2_BARPA [-] 3.11 3.11 2.82 0.284 1.21 0.749 0.834 0.627 0.929 0.950 0.793
CESM2_CCAM [-] 2.48 2.48 2.82 -0.338 0.722 0.971 0.828 0.792 0.921 0.994 0.865
CESM2_CMIP6 [-] 3.35 3.35 2.75 0.599 0.960 0.991 0.751 0.708 0.900 0.972 0.808
CMCC-ESM2_BARPA [-] 2.94 2.94 2.82 0.114 1.13 1.55 0.846 0.645 0.820 0.954 0.782
CMCC-ESM2_CCAM [-] 3.44 3.44 2.82 0.627 1.15 0.974 0.739 0.685 0.905 0.936 0.790
CMCC-ESM2_CMIP6 [-] 3.14 3.14 2.75 0.388 0.806 0.882 0.829 0.718 0.935 0.944 0.829
CNRM-ESM2-1_CCAM [-] 2.73 2.73 2.82 -0.0907 0.829 1.11 0.843 0.739 0.891 0.941 0.831
CNRM-ESM2-1_CMIP6 [-] 2.94 2.94 2.86 0.0851 0.794 0.986 0.841 0.734 0.899 0.860 0.814
EC-Earth3_BARPA [-] 2.72 2.72 2.82 -0.105 1.03 0.452 0.802 0.708 0.964 0.864 0.809
EC-Earth3_CCAM [-] 2.87 2.87 2.82 0.0529 0.783 1.01 0.866 0.744 0.872 0.952 0.836
EC-Earth3_CMIP6 [-] 2.07 2.07 2.85 -0.776 0.908 0.617 0.709 0.818 0.963 0.956 0.853
ERA5_BARPA [-] 2.92 2.92 2.83 0.0892 0.832 1.11 0.845 0.741 0.868 0.989 0.837
ERA5_CCAM [-] 3.15 3.15 2.82 0.330 0.685 0.599 0.824 0.812 0.935 0.945 0.865
MPI-ESM1-2-HR_BARPA [-] 2.07 2.07 2.82 -0.748 1.02 0.511 0.718 0.773 0.954 0.965 0.836
MPI-ESM1-2-HR_CMIP6 [-] 1.33 1.33 2.85 -1.51 1.63 0.415 0.502 0.774 0.969 0.825 0.769
NorESM2-MM_BARPA [-] 3.22 3.22 2.82 0.400 1.10 0.810 0.810 0.672 0.919 0.962 0.807
NorESM2-MM_CCAM [-] 2.65 2.65 2.82 -0.169 0.786 0.611 0.811 0.782 0.948 0.737 0.812
NorESM2-MM_CMIP6 [-] 3.15 3.15 2.75 0.400 0.825 1.70 0.820 0.731 0.788 0.952 0.805
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 [-] 1.93
ACCESS-CM2_BARPA [-] 1.87 1.87 1.93 -0.0620 1.02 0.683 0.909 0.723 0.956 0.889 0.840
ACCESS-CM2_CCAM [-] 1.71 1.71 1.93 -0.223 0.846 0.606 0.899 0.771 0.960 0.619 0.804
ACCESS-CM2_CMIP6 [-] 1.82 1.82 2.10 -0.275 1.25 0.518 0.866 0.685 0.972 0.246 0.691
ACCESS-ESM1-5_BARPA [-] 2.11 2.11 1.93 0.174 0.659 0.253 0.895 0.830 0.983 0.964 0.900
ACCESS-ESM1-5_CCAM [-] 2.58 2.58 1.93 0.654 1.17 0.673 0.794 0.731 0.957 0.976 0.838
ACCESS-ESM1-5_CMIP6 [-] 2.38 2.38 2.04 0.338 1.05 0.589 0.876 0.731 0.967 0.862 0.834
CESM2_BARPA [-] 1.51 1.51 1.93 -0.423 0.810 0.612 0.863 0.795 0.962 0.813 0.846
CESM2_CCAM [-] 1.52 1.52 1.93 -0.407 1.05 0.646 0.867 0.725 0.961 0.987 0.853
CESM2_CMIP6 [-] 2.38 2.38 1.94 0.439 1.10 0.581 0.850 0.719 0.965 0.873 0.826
CMCC-ESM2_BARPA [-] 1.32 1.32 1.93 -0.616 1.06 0.419 0.809 0.746 0.971 0.824 0.819
CMCC-ESM2_CCAM [-] 1.99 1.99 1.93 0.0591 0.663 0.642 0.933 0.812 0.961 0.953 0.894
CMCC-ESM2_CMIP6 [-] 2.81 2.81 1.94 0.874 1.60 0.581 0.739 0.646 0.965 0.946 0.789
CNRM-ESM2-1_CCAM [-] 1.89 1.89 1.93 -0.0398 0.660 0.468 0.920 0.815 0.970 0.789 0.862
CNRM-ESM2-1_CMIP6 [-] 1.38 1.38 2.02 -0.640 1.33 0.653 0.785 0.697 0.964 0.965 0.822
EC-Earth3_BARPA [-] 1.63 1.63 1.93 -0.303 0.696 0.477 0.888 0.820 0.968 0.988 0.897
EC-Earth3_CCAM [-] 2.02 2.02 1.93 0.0914 0.621 0.408 0.933 0.822 0.972 0.992 0.908
EC-Earth3_CMIP6 [-] 1.85 1.85 1.92 -0.0753 0.928 0.617 0.933 0.737 0.962 0.994 0.873
ERA5_BARPA [-] 2.05 2.05 1.95 0.106 0.823 0.798 0.915 0.775 0.944 0.976 0.877
ERA5_CCAM [-] 2.26 2.26 1.94 0.321 0.614 0.367 0.887 0.848 0.976 0.976 0.907
MPI-ESM1-2-HR_BARPA [-] 1.34 1.34 1.93 -0.591 1.01 0.557 0.813 0.765 0.966 0.966 0.855
MPI-ESM1-2-HR_CMIP6 [-] 0.702 0.702 1.98 -1.28 1.82 0.576 0.641 0.652 0.967 0.906 0.763
NorESM2-MM_BARPA [-] 2.08 2.08 1.93 0.147 0.747 0.499 0.914 0.794 0.968 0.993 0.893
NorESM2-MM_CCAM [-] 2.79 2.79 1.93 0.855 1.21 0.605 0.746 0.752 0.963 0.961 0.835
NorESM2-MM_CMIP6 [-] 3.23 3.23 1.94 1.29 1.74 0.780 0.654 0.680 0.955 0.958 0.786
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 [-] 2.54
ACCESS-CM2_BARPA [-] 2.78 2.78 2.54 0.246 1.24 0.562 0.885 0.739 0.959 0.984 0.861
ACCESS-CM2_CCAM [-] 2.52 2.52 2.53 -0.0187 1.01 0.534 0.907 0.777 0.958 0.862 0.856
ACCESS-CM2_CMIP6 [-] 2.37 2.37 2.57 -0.201 1.38 0.646 0.917 0.691 0.931 0.807 0.808
ACCESS-ESM1-5_BARPA [-] 2.63 2.63 2.54 0.0981 0.935 0.506 0.902 0.795 0.963 0.970 0.885
ACCESS-ESM1-5_CCAM [-] 2.81 2.81 2.53 0.275 1.11 0.499 0.921 0.748 0.963 0.992 0.875
ACCESS-ESM1-5_CMIP6 [-] 2.65 2.65 2.49 0.162 1.15 0.460 0.924 0.728 0.967 0.987 0.867
CESM2_BARPA [-] 2.04 2.04 2.54 -0.497 1.11 0.483 0.870 0.765 0.966 0.927 0.859
CESM2_CCAM [-] 2.04 2.04 2.53 -0.492 1.48 0.552 0.864 0.688 0.955 0.919 0.823
CESM2_CMIP6 [-] 2.66 2.66 2.53 0.127 1.05 0.370 0.921 0.759 0.973 0.994 0.881
CMCC-ESM2_BARPA [-] 1.92 1.92 2.54 -0.616 1.38 0.578 0.842 0.716 0.962 0.917 0.831
CMCC-ESM2_CCAM [-] 2.91 2.91 2.53 0.374 0.992 0.468 0.884 0.797 0.964 0.987 0.886
CMCC-ESM2_CMIP6 [-] 3.85 3.85 2.53 1.31 2.01 0.477 0.714 0.678 0.963 0.949 0.796
CNRM-ESM2-1_CCAM [-] 2.55 2.55 2.53 0.0193 0.844 0.576 0.928 0.806 0.958 0.930 0.886
CNRM-ESM2-1_CMIP6 [-] 1.34 1.34 2.51 -1.17 1.81 0.449 0.719 0.680 0.965 0.952 0.799
EC-Earth3_BARPA [-] 2.44 2.44 2.54 -0.0955 0.813 0.556 0.923 0.816 0.963 0.961 0.896
EC-Earth3_CCAM [-] 3.13 3.13 2.53 0.599 1.26 0.395 0.847 0.740 0.972 0.884 0.836
EC-Earth3_CMIP6 [-] 2.94 2.94 2.53 0.407 1.35 0.528 0.883 0.706 0.960 0.979 0.847
ERA5_BARPA [-] 2.65 2.65 2.56 0.0985 0.964 0.621 0.923 0.781 0.954 0.985 0.885
ERA5_CCAM [-] 2.93 2.93 2.56 0.375 0.758 0.429 0.901 0.838 0.967 0.978 0.904
MPI-ESM1-2-HR_BARPA [-] 2.20 2.20 2.54 -0.339 0.986 0.600 0.895 0.785 0.963 0.993 0.884
MPI-ESM1-2-HR_CMIP6 [-] 1.29 1.29 2.52 -1.23 1.79 0.505 0.704 0.698 0.964 0.808 0.775
NorESM2-MM_BARPA [-] 2.70 2.70 2.54 0.164 1.24 0.447 0.905 0.727 0.970 0.989 0.864
NorESM2-MM_CCAM [-] 2.94 2.94 2.53 0.409 0.836 0.378 0.892 0.828 0.971 0.991 0.902
NorESM2-MM_CMIP6 [-] 3.29 3.29 2.53 0.761 1.15 0.370 0.813 0.794 0.970 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 [-] 1.32
ACCESS-CM2_BARPA [-] 1.65 1.65 1.32 0.327 0.487 1.92 0.712 0.709 0.765 0.905 0.760
ACCESS-CM2_CCAM [-] 1.69 1.69 1.32 0.369 0.564 2.14 0.679 0.670 0.710 0.981 0.742
ACCESS-CM2_CMIP6 [-] 1.76 1.76 1.33 0.428 0.716 1.73 0.614 0.606 0.728 0.956 0.702
ACCESS-ESM1-5_BARPA [-] 1.48 1.48 1.32 0.155 0.437 1.75 0.818 0.677 0.772 0.950 0.779
ACCESS-ESM1-5_CCAM [-] 1.53 1.53 1.32 0.218 0.575 2.60 0.762 0.600 0.604 0.987 0.711
ACCESS-ESM1-5_CMIP6 [-] 1.60 1.60 1.37 0.226 0.853 3.81 0.629 0.477 0.329 0.722 0.527
CESM2_BARPA [-] 1.52 1.52 1.32 0.194 0.417 1.79 0.804 0.702 0.752 0.922 0.776
CESM2_CCAM [-] 1.04 1.04 1.32 -0.277 0.452 1.78 0.732 0.715 0.756 0.973 0.778
CESM2_CMIP6 [-] 1.77 1.77 1.34 0.423 0.748 3.26 0.647 0.559 0.391 0.936 0.618
CMCC-ESM2_BARPA [-] 1.40 1.40 1.32 0.0836 0.370 2.02 0.867 0.711 0.741 0.969 0.800
CMCC-ESM2_CCAM [-] 1.95 1.95 1.32 0.638 0.808 2.42 0.536 0.621 0.611 0.960 0.670
CMCC-ESM2_CMIP6 [-] 1.70 1.70 1.34 0.357 0.659 2.37 0.656 0.621 0.544 0.881 0.665
CNRM-ESM2-1_CCAM [-] 1.32 1.32 1.32 0.00584 0.387 2.27 0.870 0.692 0.647 0.968 0.774
CNRM-ESM2-1_CMIP6 [-] 1.27 1.27 1.32 -0.0529 0.363 1.98 0.864 0.704 0.751 0.995 0.804
EC-Earth3_BARPA [-] 1.10 1.10 1.32 -0.216 0.416 2.06 0.782 0.713 0.712 0.971 0.778
EC-Earth3_CCAM [-] 1.31 1.31 1.32 -0.00486 0.566 2.86 0.872 0.569 0.515 0.964 0.698
EC-Earth3_CMIP6 [-] 0.981 0.981 1.34 -0.363 0.571 2.94 0.675 0.647 0.541 0.767 0.655
ERA5_BARPA [-] 1.61 1.61 1.32 0.285 0.443 2.08 0.733 0.740 0.711 0.958 0.776
ERA5_CCAM [-] 1.67 1.67 1.32 0.348 0.508 2.34 0.690 0.716 0.618 0.992 0.746
MPI-ESM1-2-HR_BARPA [-] 1.25 1.25 1.32 -0.0731 0.385 1.97 0.845 0.706 0.761 0.970 0.798
MPI-ESM1-2-HR_CMIP6 [-] 0.796 0.796 1.30 -0.505 0.587 2.95 0.578 0.733 0.612 0.877 0.707
NorESM2-MM_BARPA [-] 1.69 1.69 1.32 0.371 0.536 2.21 0.686 0.683 0.727 0.894 0.734
NorESM2-MM_CCAM [-] 1.85 1.85 1.32 0.528 0.660 1.96 0.590 0.696 0.723 0.988 0.739
NorESM2-MM_CMIP6 [-] 1.93 1.93 1.34 0.591 0.732 2.41 0.566 0.709 0.587 0.863 0.687
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 [-] 0.911
ACCESS-CM2_BARPA [-] 1.32 1.32 0.911 0.407 0.582 0.467 0.748 0.754 0.962 0.993 0.842
ACCESS-CM2_CCAM [-] 1.37 1.37 0.911 0.459 0.604 0.571 0.723 0.764 0.951 0.990 0.838
ACCESS-CM2_CMIP6 [-] 1.30 1.30 0.917 0.385 0.594 0.413 0.753 0.735 0.963 0.986 0.834
ACCESS-ESM1-5_BARPA [-] 1.24 1.24 0.911 0.325 0.534 0.682 0.787 0.745 0.955 0.972 0.841
ACCESS-ESM1-5_CCAM [-] 1.39 1.39 0.911 0.475 0.694 0.583 0.714 0.704 0.956 0.919 0.799
ACCESS-ESM1-5_CMIP6 [-] 1.36 1.36 0.907 0.452 0.743 0.675 0.721 0.660 0.950 0.986 0.796
CESM2_BARPA [-] 0.988 0.988 0.911 0.0766 0.486 1.06 0.886 0.724 0.907 0.891 0.827
CESM2_CCAM [-] 0.638 0.638 0.911 -0.273 0.647 1.35 0.820 0.660 0.815 0.878 0.767
CESM2_CMIP6 [-] 1.33 1.33 0.913 0.418 0.729 0.528 0.739 0.670 0.966 0.938 0.797
CMCC-ESM2_BARPA [-] 0.894 0.894 0.911 -0.0176 0.563 1.56 0.915 0.676 0.841 0.861 0.794
CMCC-ESM2_CCAM [-] 1.59 1.59 0.911 0.675 0.890 1.01 0.626 0.666 0.907 0.983 0.769
CMCC-ESM2_CMIP6 [-] 2.00 2.00 0.913 1.09 1.61 0.508 0.461 0.435 0.962 0.710 0.601
CNRM-ESM2-1_CCAM [-] 1.26 1.26 0.911 0.353 0.550 0.640 0.781 0.744 0.949 0.981 0.840
CNRM-ESM2-1_CMIP6 [-] 0.714 0.714 0.918 -0.204 0.514 0.683 0.847 0.722 0.922 0.607 0.764
EC-Earth3_BARPA [-] 0.732 0.732 0.911 -0.179 0.377 0.743 0.868 0.798 0.937 0.960 0.872
EC-Earth3_CCAM [-] 1.07 1.07 0.911 0.160 0.453 0.538 0.890 0.746 0.951 0.978 0.862
EC-Earth3_CMIP6 [-] 0.936 0.936 0.910 0.0264 0.551 0.565 0.897 0.691 0.949 0.966 0.839
ERA5_BARPA [-] 1.17 1.17 0.919 0.251 0.505 1.28 0.834 0.736 0.874 0.991 0.834
ERA5_CCAM [-] 1.26 1.26 0.918 0.340 0.489 0.627 0.786 0.786 0.940 0.958 0.851
MPI-ESM1-2-HR_BARPA [-] 0.761 0.761 0.911 -0.151 0.421 0.672 0.880 0.769 0.951 0.912 0.856
MPI-ESM1-2-HR_CMIP6 [-] 0.440 0.440 0.911 -0.471 0.633 0.653 0.700 0.746 0.948 0.805 0.789
NorESM2-MM_BARPA [-] 1.34 1.34 0.911 0.428 0.774 2.03 0.741 0.635 0.751 0.991 0.750
NorESM2-MM_CCAM [-] 1.70 1.70 0.911 0.787 0.939 0.618 0.578 0.697 0.950 0.982 0.781
NorESM2-MM_CMIP6 [-] 1.92 1.92 0.913 1.00 1.21 0.435 0.501 0.630 0.966 0.907 0.727
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 [-] 0.659
ACCESS-CM2_BARPA [-] 0.991 0.991 0.659 0.332 0.455 1.26 0.670 0.702 0.840 0.963 0.775
ACCESS-CM2_CCAM [-] 0.916 0.916 0.659 0.257 0.430 1.95 0.736 0.668 0.733 0.977 0.756
ACCESS-CM2_CMIP6 [-] 0.981 0.981 0.665 0.316 0.499 1.36 0.674 0.628 0.838 0.986 0.751
ACCESS-ESM1-5_BARPA [-] 0.832 0.832 0.659 0.174 0.326 0.919 0.800 0.728 0.883 0.993 0.827
ACCESS-ESM1-5_CCAM [-] 0.721 0.721 0.659 0.0618 0.342 2.01 0.852 0.685 0.704 0.930 0.771
ACCESS-ESM1-5_CMIP6 [-] 0.921 0.921 0.664 0.257 0.501 1.70 0.724 0.589 0.775 0.957 0.727
CESM2_BARPA [-] 0.738 0.738 0.659 0.0797 0.296 1.30 0.861 0.721 0.818 0.970 0.818
CESM2_CCAM [-] 0.514 0.514 0.659 -0.145 0.425 3.32 0.816 0.630 0.415 0.983 0.695
CESM2_CMIP6 [-] 0.865 0.865 0.666 0.199 0.379 1.04 0.757 0.710 0.873 0.764 0.763
CMCC-ESM2_BARPA [-] 0.750 0.750 0.659 0.0916 0.400 2.39 0.862 0.631 0.619 0.896 0.728
CMCC-ESM2_CCAM [-] 1.28 1.28 0.659 0.623 0.748 1.77 0.469 0.618 0.761 0.923 0.678
CMCC-ESM2_CMIP6 [-] 1.20 1.20 0.666 0.536 0.759 1.37 0.545 0.565 0.830 0.514 0.604
CNRM-ESM2-1_CCAM [-] 0.919 0.919 0.659 0.260 0.380 1.15 0.741 0.728 0.846 0.880 0.785
CNRM-ESM2-1_CMIP6 [-] 0.612 0.612 0.657 -0.0451 0.300 2.01 0.902 0.700 0.708 0.909 0.784
EC-Earth3_BARPA [-] 0.550 0.550 0.659 -0.108 0.248 1.02 0.850 0.777 0.867 0.968 0.848
EC-Earth3_CCAM [-] 0.676 0.676 0.659 0.0174 0.305 1.24 0.901 0.705 0.837 0.982 0.826
EC-Earth3_CMIP6 [-] 0.565 0.565 0.660 -0.0950 0.351 1.26 0.849 0.676 0.842 0.986 0.806
ERA5_BARPA [-] 0.945 0.945 0.660 0.285 0.377 1.39 0.705 0.748 0.820 0.955 0.795
ERA5_CCAM [-] 0.803 0.803 0.660 0.143 0.243 0.809 0.838 0.800 0.879 0.966 0.857
MPI-ESM1-2-HR_BARPA [-] 0.640 0.640 0.659 -0.0187 0.253 0.920 0.913 0.745 0.891 0.727 0.804
MPI-ESM1-2-HR_CMIP6 [-] 0.326 0.326 0.663 -0.337 0.410 1.84 0.646 0.751 0.713 0.741 0.721
NorESM2-MM_BARPA [-] 1.07 1.07 0.659 0.415 0.567 2.04 0.606 0.628 0.696 0.960 0.703
NorESM2-MM_CCAM [-] 1.27 1.27 0.659 0.613 0.718 1.64 0.481 0.644 0.788 0.933 0.698
NorESM2-MM_CMIP6 [-] 1.27 1.27 0.666 0.605 0.716 2.20 0.494 0.645 0.659 0.902 0.669
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 [-] 2.19
ACCESS-CM2_BARPA [-] 2.44 2.44 2.21 0.229 0.762 1.54 0.722 0.687 0.768 0.745 0.722
ACCESS-CM2_CCAM [-] 2.25 2.25 2.19 0.0521 0.624 1.26 0.753 0.739 0.814 0.969 0.803
ACCESS-CM2_CMIP6 [-] 1.99 1.99 2.68 -0.686 0.754 0.00 0.575 0.779 1.00 0.605 0.748
ACCESS-ESM1-5_BARPA [-] 2.21 2.21 2.21 -0.00220 0.795 1.33 0.685 0.688 0.801 0.748 0.722
ACCESS-ESM1-5_CCAM [-] 2.04 2.04 2.19 -0.157 0.618 1.34 0.768 0.730 0.821 0.988 0.807
ACCESS-ESM1-5_CMIP6 [-] 1.59 1.59 2.20 -0.614 0.691 1.03 0.604 0.771 0.930 1.00 0.815
CESM2_BARPA [-] 2.39 2.39 2.21 0.180 0.800 1.66 0.700 0.674 0.756 0.720 0.705
CESM2_CCAM [-] 2.09 2.09 2.19 -0.108 0.673 1.21 0.736 0.729 0.847 0.935 0.795
CESM2_CMIP6 [-] 2.20 2.20 2.11 0.0864 0.350 0.00 0.844 0.795 1.00 0.00526 0.688
CMCC-ESM2_BARPA [-] 2.31 2.31 2.21 0.100 0.650 1.70 0.785 0.696 0.755 0.909 0.768
CMCC-ESM2_CCAM [-] 2.74 2.74 2.19 0.543 0.810 2.32 0.673 0.718 0.700 0.986 0.759
CMCC-ESM2_CMIP6 [-] 2.08 2.08 2.11 -0.0352 0.327 1.55 0.863 0.796 0.828 0.126 0.682
CNRM-ESM2-1_CCAM [-] 2.01 2.01 2.19 -0.181 0.593 2.62 0.766 0.747 0.620 0.974 0.771
CNRM-ESM2-1_CMIP6 [-] 2.31 2.31 2.10 0.209 0.509 1.03 0.746 0.749 0.931 0.727 0.781
EC-Earth3_BARPA [-] 2.15 2.15 2.21 -0.0628 0.679 2.27 0.790 0.675 0.656 0.968 0.753
EC-Earth3_CCAM [-] 2.30 2.30 2.19 0.111 0.617 1.77 0.750 0.745 0.748 0.977 0.793
EC-Earth3_CMIP6 [-] 2.02 2.02 2.14 -0.121 0.779 2.02 0.690 0.638 0.717 0.675 0.672
ERA5_BARPA [-] 2.48 2.48 2.21 0.273 0.632 2.36 0.758 0.737 0.682 0.894 0.762
ERA5_CCAM [-] 2.22 2.22 2.19 0.0240 0.493 1.64 0.782 0.811 0.780 0.970 0.831
MPI-ESM1-2-HR_BARPA [-] 2.20 2.20 2.21 -0.00407 0.753 1.90 0.732 0.674 0.748 0.821 0.730
MPI-ESM1-2-HR_CMIP6 [-] 1.54 1.54 2.16 -0.614 0.775 1.03 0.650 0.773 0.930 0.792 0.784
NorESM2-MM_BARPA [-] 2.71 2.71 2.21 0.500 0.835 1.32 0.682 0.685 0.862 0.755 0.734
NorESM2-MM_CCAM [-] 2.18 2.18 2.19 -0.0139 0.621 1.27 0.738 0.750 0.863 0.929 0.806
NorESM2-MM_CMIP6 [-] 2.26 2.26 2.11 0.152 0.419 1.02 0.888 0.743 0.933 0.353 0.732
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 [-] 4.87
ACCESS-CM2_BARPA [-] 5.57 5.57 4.82 0.742 1.33 0.660 0.710 0.700 0.957 0.854 0.784
ACCESS-CM2_CCAM [-] 4.28 4.28 4.86 -0.577 1.08 0.352 0.768 0.742 0.979 0.991 0.844
ACCESS-CM2_CMIP6 [-] 3.43 3.43 5.09 -1.66 1.79 0.00 0.488 0.747 1.00 1.00 0.796
ACCESS-ESM1-5_BARPA [-] 5.56 5.56 4.82 0.741 1.62 0.828 0.700 0.612 0.937 0.801 0.732
ACCESS-ESM1-5_CCAM [-] 4.50 4.50 4.86 -0.364 1.17 0.876 0.814 0.681 0.939 0.981 0.819
ACCESS-ESM1-5_CMIP6 [-] 2.15 2.15 3.98 -1.84 1.93 0.00 0.390 0.743 1.00 0.0789 0.591
CESM2_BARPA [-] 5.35 5.35 4.82 0.532 1.37 0.374 0.749 0.644 0.969 0.903 0.782
CESM2_CCAM [-] 4.87 4.87 4.86 0.00666 1.38 0.0927 0.816 0.616 0.995 0.950 0.799
CESM2_CMIP6 [-] 3.24 3.24 4.41 -1.17 1.29 0.00 0.583 0.777 1.00 0.479 0.723
CMCC-ESM2_BARPA [-] 4.74 4.74 4.82 -0.0838 0.933 0.568 0.794 0.775 0.961 0.970 0.855
CMCC-ESM2_CCAM [-] 4.24 4.24 4.86 -0.618 1.03 0.561 0.741 0.773 0.961 0.926 0.834
CMCC-ESM2_CMIP6 [-] 2.54 2.54 4.41 -1.87 1.94 0.00 0.425 0.786 1.00 0.137 0.627
CNRM-ESM2-1_CCAM [-] 4.12 4.12 4.86 -0.736 1.17 1.67 0.742 0.716 0.791 0.996 0.792
CNRM-ESM2-1_CMIP6 [-] 3.65 3.65 4.07 -0.416 0.663 1.36 0.814 0.784 0.859 0.420 0.732
EC-Earth3_BARPA [-] 4.64 4.64 4.82 -0.187 1.15 0.944 0.760 0.711 0.928 0.933 0.809
EC-Earth3_CCAM [-] 4.25 4.25 4.86 -0.613 0.925 0.690 0.765 0.797 0.949 0.985 0.859
EC-Earth3_CMIP6 [-] 3.52 3.52 4.72 -1.20 1.42 0.762 0.598 0.725 0.951 0.909 0.781
ERA5_BARPA [-] 4.68 4.68 4.82 -0.145 0.819 0.908 0.797 0.812 0.923 0.993 0.867
ERA5_CCAM [-] 3.67 3.67 4.86 -1.19 1.33 0.247 0.611 0.818 0.984 0.876 0.821
MPI-ESM1-2-HR_BARPA [-] 5.75 5.75 4.82 0.926 1.56 0.728 0.671 0.669 0.950 0.760 0.744
MPI-ESM1-2-HR_CMIP6 [-] 2.99 2.99 4.89 -1.90 1.96 0.418 0.441 0.813 0.972 0.799 0.768
NorESM2-MM_BARPA [-] 5.16 5.16 4.82 0.333 1.03 0.572 0.779 0.743 0.961 0.971 0.839
NorESM2-MM_CCAM [-] 4.26 4.26 4.86 -0.598 1.09 0.250 0.744 0.759 0.987 0.990 0.848
NorESM2-MM_CMIP6 [-] 3.20 3.20 4.41 -1.21 1.31 0.00 0.584 0.812 1.00 0.0795 0.658
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 [-] 2.35
ACCESS-CM2_BARPA [-] 2.53 2.53 2.34 0.195 0.772 1.90 0.816 0.673 0.746 0.965 0.775
ACCESS-CM2_CCAM [-] 2.25 2.25 2.36 -0.108 0.721 2.16 0.801 0.687 0.704 0.933 0.762
ACCESS-CM2_CMIP6 [-] 2.22 2.22 2.48 -0.265 0.693 2.31 0.868 0.690 0.717 0.617 0.717
ACCESS-ESM1-5_BARPA [-] 2.17 2.17 2.34 -0.175 0.770 1.97 0.829 0.664 0.724 0.994 0.775
ACCESS-ESM1-5_CCAM [-] 2.20 2.20 2.36 -0.157 0.796 2.09 0.795 0.655 0.707 0.951 0.753
ACCESS-ESM1-5_CMIP6 [-] 1.97 1.97 2.37 -0.395 0.942 1.33 0.781 0.590 0.877 0.852 0.738
CESM2_BARPA [-] 2.49 2.49 2.34 0.152 0.768 1.13 0.831 0.670 0.837 0.967 0.795
CESM2_CCAM [-] 1.63 1.63 2.36 -0.728 0.923 2.30 0.635 0.719 0.655 0.880 0.721
CESM2_CMIP6 [-] 2.45 2.45 2.42 0.0220 0.724 1.50 0.838 0.658 0.821 0.642 0.724
CMCC-ESM2_BARPA [-] 2.51 2.51 2.34 0.171 0.825 1.56 0.814 0.668 0.779 0.928 0.771
CMCC-ESM2_CCAM [-] 2.84 2.84 2.36 0.482 1.00 2.14 0.730 0.615 0.653 0.983 0.719
CMCC-ESM2_CMIP6 [-] 2.68 2.68 2.42 0.251 0.823 1.85 0.724 0.701 0.758 0.230 0.623
CNRM-ESM2-1_CCAM [-] 2.05 2.05 2.36 -0.310 0.822 2.19 0.784 0.651 0.681 0.840 0.721
CNRM-ESM2-1_CMIP6 [-] 2.57 2.57 2.45 0.124 0.909 3.39 0.635 0.603 0.477 0.257 0.515
EC-Earth3_BARPA [-] 2.30 2.30 2.34 -0.0420 0.812 1.90 0.805 0.662 0.712 0.932 0.754
EC-Earth3_CCAM [-] 2.40 2.40 2.36 0.0453 0.849 2.43 0.792 0.635 0.612 0.989 0.733
EC-Earth3_CMIP6 [-] 1.80 1.80 2.29 -0.498 0.792 2.61 0.716 0.703 0.589 0.803 0.703
ERA5_BARPA [-] 2.68 2.68 2.34 0.333 0.762 1.42 0.782 0.692 0.757 0.978 0.781
ERA5_CCAM [-] 2.58 2.58 2.36 0.223 0.636 1.48 0.788 0.750 0.750 0.947 0.797
MPI-ESM1-2-HR_BARPA [-] 2.07 2.07 2.34 -0.269 0.669 2.00 0.803 0.722 0.697 0.986 0.786
MPI-ESM1-2-HR_CMIP6 [-] 1.40 1.40 2.33 -0.927 1.04 2.53 0.533 0.746 0.587 0.566 0.635
NorESM2-MM_BARPA [-] 2.82 2.82 2.34 0.479 0.907 1.18 0.730 0.661 0.823 0.892 0.753
NorESM2-MM_CCAM [-] 2.13 2.13 2.36 -0.225 0.666 1.60 0.799 0.720 0.756 0.950 0.789
NorESM2-MM_CMIP6 [-] 2.44 2.44 2.42 0.0183 0.427 1.35 0.886 0.784 0.792 0.839 0.817
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 [-] 1.97
ACCESS-CM2_BARPA [-] 2.03 2.03 1.99 0.0390 0.457 0.815 0.817 0.726 0.900 0.981 0.830
ACCESS-CM2_CCAM [-] 1.94 1.94 1.97 -0.0296 0.486 0.768 0.829 0.693 0.894 0.601 0.742
ACCESS-CM2_CMIP6 [-] 2.02 2.02 2.10 -0.0817 0.510 1.02 0.867 0.632 0.813 0.408 0.670
ACCESS-ESM1-5_BARPA [-] 1.80 1.80 1.99 -0.184 0.449 0.460 0.789 0.747 0.945 0.988 0.843
ACCESS-ESM1-5_CCAM [-] 1.77 1.77 1.97 -0.202 0.520 0.893 0.820 0.677 0.871 0.657 0.740
ACCESS-ESM1-5_CMIP6 [-] 1.64 1.64 1.71 -0.0671 0.528 2.51 0.932 0.574 0.528 0.659 0.653
CESM2_BARPA [-] 1.97 1.97 1.99 -0.0196 0.362 0.521 0.834 0.786 0.935 0.994 0.867
CESM2_CCAM [-] 1.70 1.70 1.97 -0.268 0.527 0.789 0.787 0.709 0.901 0.802 0.782
CESM2_CMIP6 [-] 1.80 1.80 1.83 -0.0265 0.279 0.414 0.891 0.799 0.972 0.412 0.775
CMCC-ESM2_BARPA [-] 1.84 1.84 1.99 -0.152 0.415 0.905 0.799 0.770 0.903 0.993 0.847
CMCC-ESM2_CCAM [-] 2.19 2.19 1.97 0.223 0.515 1.11 0.755 0.715 0.884 0.702 0.754
CMCC-ESM2_CMIP6 [-] 1.75 1.75 1.83 -0.0784 0.294 0.202 0.834 0.812 0.986 0.180 0.725
CNRM-ESM2-1_CCAM [-] 1.72 1.72 1.97 -0.255 0.493 1.37 0.795 0.701 0.853 0.678 0.746
CNRM-ESM2-1_CMIP6 [-] 1.73 1.73 2.24 -0.509 0.631 1.03 0.634 0.715 0.930 1.00 0.799
EC-Earth3_BARPA [-] 1.58 1.58 1.99 -0.407 0.598 0.818 0.671 0.725 0.892 0.984 0.799
EC-Earth3_CCAM [-] 1.80 1.80 1.97 -0.167 0.511 0.743 0.831 0.677 0.898 0.627 0.742
EC-Earth3_CMIP6 [-] 1.46 1.46 1.91 -0.452 0.637 1.10 0.653 0.667 0.832 0.779 0.720
ERA5_BARPA [-] 2.03 2.03 1.99 0.0381 0.466 1.18 0.818 0.726 0.875 0.993 0.828
ERA5_CCAM [-] 1.99 1.99 1.97 0.0237 0.397 0.732 0.826 0.762 0.897 0.674 0.784
MPI-ESM1-2-HR_BARPA [-] 1.89 1.89 1.99 -0.0954 0.394 1.50 0.830 0.769 0.854 0.989 0.842
MPI-ESM1-2-HR_CMIP6 [-] 1.21 1.21 1.89 -0.681 0.788 1.85 0.512 0.697 0.764 0.385 0.611
NorESM2-MM_BARPA [-] 2.09 2.09 1.99 0.102 0.470 0.950 0.815 0.716 0.913 0.988 0.830
NorESM2-MM_CCAM [-] 2.08 2.08 1.97 0.110 0.484 0.916 0.779 0.721 0.915 0.673 0.762
NorESM2-MM_CMIP6 [-] 2.05 2.05 1.83 0.223 0.422 0.208 0.822 0.733 0.988 0.238 0.703
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 [-] 1.01
ACCESS-CM2_BARPA [-] 1.18 1.18 1.00 0.181 0.385 1.89 0.781 0.698 0.754 0.986 0.783
ACCESS-CM2_CCAM [-] 1.07 1.07 1.01 0.0536 0.327 1.52 0.882 0.697 0.829 0.944 0.810
ACCESS-CM2_CMIP6 [-] 1.04 1.04 0.965 0.0729 0.414 1.02 0.878 0.585 0.910 0.986 0.789
ACCESS-ESM1-5_BARPA [-] 1.00 1.00 1.00 0.000745 0.385 2.29 0.866 0.646 0.712 0.984 0.771
ACCESS-ESM1-5_CCAM [-] 0.941 0.941 1.01 -0.0720 0.401 1.73 0.881 0.628 0.764 0.864 0.753
ACCESS-ESM1-5_CMIP6 [-] 1.08 1.08 1.03 0.0491 0.598 4.04 0.904 0.460 0.291 0.661 0.555
CESM2_BARPA [-] 1.02 1.02 1.00 0.0241 0.322 1.80 0.878 0.699 0.765 0.991 0.806
CESM2_CCAM [-] 0.773 0.773 1.01 -0.241 0.321 0.681 0.749 0.784 0.937 0.983 0.848
CESM2_CMIP6 [-] 1.13 1.13 0.974 0.153 0.460 3.91 0.825 0.566 0.335 0.949 0.648
CMCC-ESM2_BARPA [-] 1.01 1.01 1.00 0.0100 0.382 2.75 0.871 0.648 0.590 0.978 0.747
CMCC-ESM2_CCAM [-] 1.39 1.39 1.01 0.378 0.554 2.79 0.641 0.634 0.560 0.890 0.672
CMCC-ESM2_CMIP6 [-] 1.07 1.07 0.974 0.0984 0.337 2.76 0.883 0.662 0.544 0.773 0.705
CNRM-ESM2-1_CCAM [-] 1.02 1.02 1.01 0.00863 0.305 2.37 0.899 0.706 0.684 0.909 0.781
CNRM-ESM2-1_CMIP6 [-] 0.757 0.757 0.852 -0.0952 0.250 0.817 0.877 0.731 0.926 0.826 0.818
EC-Earth3_BARPA [-] 0.749 0.749 1.00 -0.251 0.418 2.24 0.718 0.684 0.703 0.986 0.755
EC-Earth3_CCAM [-] 0.916 0.916 1.01 -0.0976 0.432 2.89 0.870 0.608 0.582 0.957 0.725
EC-Earth3_CMIP6 [-] 0.734 0.734 1.01 -0.273 0.472 2.75 0.711 0.627 0.594 0.919 0.695
ERA5_BARPA [-] 1.14 1.14 1.00 0.140 0.369 2.49 0.805 0.692 0.637 0.984 0.762
ERA5_CCAM [-] 1.12 1.12 1.01 0.105 0.294 2.33 0.853 0.740 0.671 0.983 0.797
MPI-ESM1-2-HR_BARPA [-] 0.959 0.959 1.00 -0.0406 0.323 1.23 0.880 0.699 0.865 0.994 0.828
MPI-ESM1-2-HR_CMIP6 [-] 0.435 0.435 0.986 -0.551 0.639 1.02 0.485 0.658 0.893 0.484 0.636
NorESM2-MM_BARPA [-] 1.24 1.24 1.00 0.237 0.417 2.50 0.742 0.679 0.642 0.983 0.745
NorESM2-MM_CCAM [-] 1.44 1.44 1.01 0.431 0.559 1.85 0.604 0.664 0.758 0.966 0.731
NorESM2-MM_CMIP6 [-] 1.40 1.40 0.974 0.422 0.503 1.75 0.582 0.718 0.789 0.621 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 [-] 1.19
ACCESS-CM2_BARPA [-] 1.19 1.19 1.19 0.00115 0.564 2.24 0.814 0.613 0.678 0.730 0.690
ACCESS-CM2_CCAM [-] 1.12 1.12 1.19 -0.0715 0.425 1.23 0.861 0.696 0.843 0.814 0.782
ACCESS-CM2_CMIP6 [-] 1.02 1.02 1.15 -0.124 0.599 2.12 0.809 0.560 0.701 0.542 0.635
ACCESS-ESM1-5_BARPA [-] 0.947 0.947 1.19 -0.244 0.542 2.22 0.790 0.647 0.692 0.516 0.659
ACCESS-ESM1-5_CCAM [-] 0.870 0.870 1.19 -0.322 0.492 0.938 0.738 0.707 0.883 0.707 0.748
ACCESS-ESM1-5_CMIP6 [-] 0.854 0.854 1.18 -0.323 0.758 4.17 0.733 0.512 0.396 0.345 0.500
CESM2_BARPA [-] 1.03 1.03 1.19 -0.158 0.420 0.908 0.838 0.709 0.867 0.864 0.797
CESM2_CCAM [-] 1.16 1.16 1.19 -0.0297 0.477 0.369 0.858 0.661 0.960 0.967 0.821
CESM2_CMIP6 [-] 0.869 0.869 1.20 -0.335 0.482 0.197 0.722 0.714 0.990 0.629 0.754
CMCC-ESM2_BARPA [-] 0.988 0.988 1.19 -0.203 0.471 1.41 0.818 0.680 0.813 0.729 0.744
CMCC-ESM2_CCAM [-] 1.46 1.46 1.19 0.265 0.592 2.56 0.734 0.648 0.663 0.829 0.705
CMCC-ESM2_CMIP6 [-] 1.13 1.13 1.20 -0.0769 0.482 1.74 0.796 0.686 0.761 0.377 0.661
CNRM-ESM2-1_CCAM [-] 1.26 1.26 1.19 0.0650 0.516 2.37 0.808 0.649 0.686 0.726 0.704
CNRM-ESM2-1_CMIP6 [-] 1.21 1.21 1.19 0.0203 0.438 1.06 0.832 0.676 0.902 0.990 0.815
EC-Earth3_BARPA [-] 1.03 1.03 1.19 -0.163 0.461 1.31 0.812 0.689 0.824 0.912 0.785
EC-Earth3_CCAM [-] 1.25 1.25 1.19 0.0625 0.456 1.35 0.871 0.671 0.827 0.994 0.807
EC-Earth3_CMIP6 [-] 0.956 0.956 1.19 -0.236 0.584 2.46 0.790 0.610 0.663 0.883 0.711
ERA5_BARPA [-] 1.22 1.22 1.19 0.0317 0.421 1.52 0.812 0.718 0.791 0.741 0.756
ERA5_CCAM [-] 1.10 1.10 1.19 -0.0869 0.338 1.35 0.865 0.764 0.838 0.813 0.809
MPI-ESM1-2-HR_BARPA [-] 0.979 0.979 1.19 -0.212 0.424 0.871 0.808 0.716 0.890 0.808 0.788
MPI-ESM1-2-HR_CMIP6 [-] 0.516 0.516 1.16 -0.641 0.739 0.530 0.527 0.722 0.945 0.295 0.642
NorESM2-MM_BARPA [-] 1.31 1.31 1.19 0.115 0.564 1.72 0.774 0.633 0.776 0.813 0.726
NorESM2-MM_CCAM [-] 1.16 1.16 1.19 -0.0326 0.529 1.79 0.798 0.652 0.780 0.421 0.661
NorESM2-MM_CMIP6 [-] 1.10 1.10 1.20 -0.107 0.441 1.21 0.825 0.694 0.854 0.419 0.697
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 [-] 4.12
ACCESS-CM2_BARPA [-] 3.45 3.45 4.13 -0.674 2.41 0.327 0.810 0.678 0.976 0.780 0.785
ACCESS-CM2_CCAM [-] 2.69 2.69 4.13 -1.44 2.68 0.371 0.762 0.664 0.972 0.601 0.732
ACCESS-CM2_CMIP6 [-] 2.30 2.30 4.21 -1.91 3.21 0.593 0.686 0.620 0.935 0.415 0.655
ACCESS-ESM1-5_BARPA [-] 3.69 3.69 4.13 -0.440 1.85 0.348 0.839 0.749 0.975 0.813 0.825
ACCESS-ESM1-5_CCAM [-] 4.21 4.21 4.13 0.0764 1.85 0.268 0.895 0.729 0.978 0.933 0.853
ACCESS-ESM1-5_CMIP6 [-] 3.79 3.79 4.12 -0.330 2.14 0.00 0.939 0.672 1.00 0.840 0.825
CESM2_BARPA [-] 2.84 2.84 4.13 -1.29 2.12 0.275 0.781 0.738 0.981 0.971 0.842
CESM2_CCAM [-] 3.59 3.59 4.13 -0.540 1.77 0.563 0.873 0.749 0.953 0.863 0.837
CESM2_CMIP6 [-] 3.28 3.28 3.90 -0.619 1.77 0.550 0.867 0.739 0.960 0.826 0.826
CMCC-ESM2_BARPA [-] 2.69 2.69 4.13 -1.44 2.23 0.301 0.764 0.732 0.979 0.975 0.836
CMCC-ESM2_CCAM [-] 3.69 3.69 4.13 -0.445 1.33 0.214 0.893 0.812 0.984 0.769 0.854
CMCC-ESM2_CMIP6 [-] 3.27 3.27 3.90 -0.630 1.28 0.329 0.866 0.819 0.977 0.485 0.793
CNRM-ESM2-1_CCAM [-] 2.80 2.80 4.13 -1.34 2.28 0.292 0.777 0.718 0.979 0.805 0.799
CNRM-ESM2-1_CMIP6 [-] 2.01 2.01 3.97 -1.97 3.14 0.164 0.690 0.633 0.989 0.829 0.755
EC-Earth3_BARPA [-] 3.82 3.82 4.13 -0.304 1.55 0.707 0.870 0.786 0.943 0.972 0.871
EC-Earth3_CCAM [-] 4.13 4.13 4.13 -0.00193 1.54 0.681 0.900 0.777 0.946 0.915 0.863
EC-Earth3_CMIP6 [-] 3.50 3.50 3.97 -0.475 1.74 0.312 0.866 0.753 0.977 0.860 0.842
ERA5_BARPA [-] 3.81 3.81 4.14 -0.340 1.74 0.300 0.875 0.749 0.967 0.965 0.861
ERA5_CCAM [-] 3.97 3.97 4.15 -0.179 1.04 0.318 0.906 0.848 0.977 0.857 0.887
MPI-ESM1-2-HR_BARPA [-] 3.18 3.18 4.13 -0.945 2.11 0.237 0.791 0.737 0.982 0.838 0.817
MPI-ESM1-2-HR_CMIP6 [-] 1.47 1.47 4.06 -2.59 3.78 0.326 0.613 0.600 0.976 0.823 0.722
NorESM2-MM_BARPA [-] 3.98 3.98 4.13 -0.148 1.53 0.274 0.879 0.780 0.978 0.981 0.880
NorESM2-MM_CCAM [-] 4.63 4.63 4.13 0.499 1.37 0.206 0.859 0.827 0.983 0.844 0.868
NorESM2-MM_CMIP6 [-] 4.12 4.12 3.90 0.220 1.33 0.434 0.891 0.804 0.971 0.821 0.858

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:
Interpolated Rain Gauge Precipitation

  Institution:
Australian Bureau of Meteorology, GPO Box 1289, Melbourne VIC 3001, Australia

  Source:
Data is from site-based observation data recorded in the Australian Database for Meteorology and processed using methods described in the references

  History:
Mon Nov 21 18:42:28 2022: cdo cat agcd_v2_precip_total_r005_monthly_1951.nc agcd_v2_precip_total_r005_monthly_1952.nc agcd_v2_precip_total_r005_monthly_1953.nc agcd_v2_precip_total_r005_monthly_1954.nc agcd_v2_precip_total_r005_monthly_1955.nc agcd_v2_precip_total_r005_monthly_1956.nc agcd_v2_precip_total_r005_monthly_1957.nc agcd_v2_precip_total_r005_monthly_1958.nc agcd_v2_precip_total_r005_monthly_1959.nc agcd_v2_precip_total_r005_monthly_1960.nc agcd_v2_precip_total_r005_monthly_1961.nc agcd_v2_precip_total_r005_monthly_1962.nc agcd_v2_precip_total_r005_monthly_1963.nc agcd_v2_precip_total_r005_monthly_1964.nc agcd_v2_precip_total_r005_monthly_1965.nc agcd_v2_precip_total_r005_monthly_1966.nc agcd_v2_precip_total_r005_monthly_1967.nc agcd_v2_precip_total_r005_monthly_1968.nc agcd_v2_precip_total_r005_monthly_1969.nc agcd_v2_precip_total_r005_monthly_1970.nc agcd_v2_precip_total_r005_monthly_1971.nc agcd_v2_precip_total_r005_monthly_1972.nc agcd_v2_precip_total_r005_monthly_1973.nc agcd_v2_precip_total_r005_monthly_1974.nc agcd_v2_precip_total_r005_monthly_1975.nc agcd_v2_precip_total_r005_monthly_1976.nc agcd_v2_precip_total_r005_monthly_1977.nc agcd_v2_precip_total_r005_monthly_1978.nc agcd_v2_precip_total_r005_monthly_1979.nc agcd_v2_precip_total_r005_monthly_1980.nc agcd_v2_precip_total_r005_monthly_1981.nc agcd_v2_precip_total_r005_monthly_1982.nc agcd_v2_precip_total_r005_monthly_1983.nc agcd_v2_precip_total_r005_monthly_1984.nc agcd_v2_precip_total_r005_monthly_1985.nc agcd_v2_precip_total_r005_monthly_1986.nc agcd_v2_precip_total_r005_monthly_1987.nc agcd_v2_precip_total_r005_monthly_1988.nc agcd_v2_precip_total_r005_monthly_1989.nc agcd_v2_precip_total_r005_monthly_1990.nc agcd_v2_precip_total_r005_monthly_1991.nc agcd_v2_precip_total_r005_monthly_1992.nc agcd_v2_precip_total_r005_monthly_1993.nc agcd_v2_precip_total_r005_monthly_1994.nc agcd_v2_precip_total_r005_monthly_1995.nc agcd_v2_precip_total_r005_monthly_1996.nc agcd_v2_precip_total_r005_monthly_1997.nc agcd_v2_precip_total_r005_monthly_1998.nc agcd_v2_precip_total_r005_monthly_1999.nc agcd_v2_precip_total_r005_monthly_2000.nc agcd_v2_precip_total_r005_monthly_2001.nc agcd_v2_precip_total_r005_monthly_2002.nc agcd_v2_precip_total_r005_monthly_2003.nc agcd_v2_precip_total_r005_monthly_2004.nc agcd_v2_precip_total_r005_monthly_2005.nc agcd_v2_precip_total_r005_monthly_2006.nc agcd_v2_precip_total_r005_monthly_2007.nc agcd_v2_precip_total_r005_monthly_2008.nc agcd_v2_precip_total_r005_monthly_2009.nc agcd_v2_precip_total_r005_monthly_2010.nc agcd_v2_precip_total_r005_monthly_2011.nc agcd_v2_precip_total_r005_monthly_2012.nc agcd_v2_precip_total_r005_monthly_2013.nc agcd_v2_precip_total_r005_monthly_2014.nc agcd_v2_precip_total_r005_monthly_2015.nc agcd_v2_precip_total_r005_monthly_2016.nc agcd_v2_precip_total_r005_monthly_2017.nc agcd_v2_precip_total_r005_monthly_2018.nc agcd_v2_precip_total_r005_monthly_2019.nc agcd_v2_precip_total_r005_monthly_2020.nc agcd_v2_precip_total_r005_monthly_1951-2020.nc

  References:
http://www.bom.gov.au/research/publications/researchreports/BRR-041.pdf

  Conventions:
CF-1.6, ACDD-1.3

  Cdi:
Climate Data Interface version 2.0.5 (https://mpimet.mpg.de/cdi)

  Geospatial_lat_min:
-44.525

  Geospatial_lat_max:
-9.975

  Geospatial_lon_min:
111.975

  Geospatial_lon_max:
156.275

  Time_coverage_start:
1951-01-01T00:00:00

  Date_created:
2020-08-28T08:44:03.453218

  Uuid:
3c41315e-4c1c-4993-bd98-0a8c28074702

  Keywords_reference:
Global Change Master Directory (GCMD). 2015. GCMD Keywords, Version 8.1. Greenbelt, MD: Global Change Data Center, Science and Exploration Directorate, Goddard Space Flight Center (GSFC) National Aeronautics and Space Administration (NASA). URL:http://gcmd.nasa.gov/learn/keywords.html

  Acknowledgment:
The Australian Government, Bureau of Meteorology

  Keywords_vocabulary:
GCMD Science Keywords, Version 8.1

  Standard_name_vocabulary:
CF Standard Names, v28

  Keywords:
Earth Science, Atmosphere, Precipitation, Precipitation Amount, Liquid Water Equivalent

  Data_format:
netCDF4 with zlib compression

  Cdm_data_type:
Grid

  Analysis_components:
total: the gridded accumulation of rainfall.

  Url:
http://www.bom.gov.au/climate/

  Id:
Australian Gridded Climate Data (AGCD)

  Summary:
The monthly rainfall data represents the amount of precipitation of any type (including the liquid equivalent of frozen hydrometeors such as hail and snow) observed by means of rain gauges stationed across Australia. These gauges measure millimetres of liquid water depth over a 24-hour period running from 9am local clock time the previous day to 9am on the observed day. Monthly rainfall totals are calculated from the accumulation of the contributing daily rainfall totals at stations, and may incorporate multi-day rainfall totals if observations were missing on any one day. Rainfall data from up to 8000 sites across the country are analysed, with limited quality control, onto 0.01x0.01 degree grids using the statistical interpolation technique described in Evans et al. (2020). Multi-month rainfall totals are calculated from the sum of monthly grids.

  Naming_authority:
au.gov.bom

  Nco_openmp_thread_number:
1

  Time_coverage_end:
1951-12-31T00:00:00

  Agcd_version:
AGCD v2.0.0 Snapshot (1900-01-01 to 2020-05-31)

  Licence:
Data Licence: The grid data files in this AGCD Snapshot are available under the CC-BY-NC 4.0 International Licence. The CC-BY-NC 4.0 International ( Creative Commons Attribution Non-Commercial CC-BY-NC v.4.0 international ) license summary may be found here: [ https://creativecommons.org/licenses/by-nc/4.0/ ]. The full license text may be found here: [ https://creativecommons.org/licenses/by-nc/4.0/legalcode ]. This AGCD snapshot will be available for registered researchers, from NCI

  Description:
This AGCD data is a snapshot of the operational monthly gridded rainfall dataset, updated every 6 months. It covers the most recent version of the complete historical archive, excluding gridscovering the most recent 6 months. If you require data covering the most recent 6 months or wish to use this data for commercial purposes please contact Bureau of Meteorology Climate Data Services

  Date_issued:
2020-12-14 00:36:44

  Attribution:
Data should be cited as : Australian Bureau of Meteorology (2020), "Australian Gridded Climate Data ( AGCD )
v2.0.0 Snapshot (1900-01-01 to 2020-05-31)". Downloaded from NCI on [date]. The metadata repository for this dataset is

  Copyright:
(C) Copyright Commonwealth of Australia 2020, Bureau of Meteorology (ABN 92637 533532)

  Cdo:
Climate Data Operators version 2.0.5 (https://mpimet.mpg.de/cdo)