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 [-] 0.720
ACCESS-CM2_BARPA [-] 1.14 1.18 0.720 2.70 0.462 0.622 2.01 0.496 0.563 0.830 0.929 0.676
ACCESS-CM2_CCAM [-] 1.51 1.54 0.720 2.73 0.818 0.950 1.87 0.368 0.507 0.836 0.934 0.630
ACCESS-CM2_CMIP6 [-] 1.62 1.62 0.730 0.886 0.996 1.89 0.313 0.460 0.804 0.925 0.593
ACCESS-ESM1-5_BARPA [-] 1.06 1.10 0.720 2.59 0.379 0.598 2.26 0.539 0.504 0.806 0.952 0.661
ACCESS-ESM1-5_CCAM [-] 1.51 1.54 0.720 2.73 0.818 0.950 1.87 0.368 0.507 0.836 0.934 0.630
ACCESS-ESM1-5_CMIP6 [-] 1.62 1.62 0.722 0.893 1.04 2.03 0.280 0.394 0.768 0.887 0.544
CESM2_BARPA [-] 0.988 1.03 0.720 2.80 0.308 0.544 2.45 0.565 0.524 0.804 0.949 0.673
CESM2_CCAM [-] 1.01 1.04 0.720 2.62 0.321 0.446 1.61 0.579 0.600 0.836 0.935 0.710
CESM2_CMIP6 [-] 1.36 1.36 0.717 0.648 0.839 2.33 0.433 0.480 0.784 0.925 0.621
CMCC-ESM2_BARPA [-] 0.888 0.927 0.720 2.74 0.207 0.548 2.34 0.572 0.496 0.808 0.930 0.660
CMCC-ESM2_CCAM [-] 1.69 1.72 0.720 2.80 0.998 1.18 2.18 0.335 0.426 0.790 0.930 0.581
CMCC-ESM2_CMIP6 [-] 1.80 1.80 0.717 1.09 1.37 2.18 0.320 0.383 0.780 0.916 0.557
CNRM-ESM2-1_CCAM [-] 1.41 1.45 0.720 2.46 0.727 0.907 2.22 0.392 0.460 0.790 0.941 0.609
CNRM-ESM2-1_CMIP6 [-] 1.05 1.05 0.719 0.330 0.535 1.37 0.530 0.553 0.866 0.934 0.687
EC-Earth3_BARPA [-] 0.842 0.879 0.720 2.59 0.159 0.432 2.59 0.640 0.548 0.787 0.964 0.698
EC-Earth3_CCAM [-] 1.32 1.34 0.720 2.54 0.625 0.822 2.07 0.402 0.450 0.777 0.942 0.604
EC-Earth3_CMIP6 [-] 1.16 1.16 0.722 5.94 0.433 0.763 1.86 0.508 0.382 0.806 0.933 0.602
ERA5_BARPA [-] 1.11 1.14 0.720 2.58 0.423 0.644 2.47 0.514 0.490 0.795 0.949 0.648
ERA5_CCAM [-] 1.53 1.56 0.720 2.54 0.835 1.00 2.20 0.321 0.441 0.781 0.931 0.583
MPI-ESM1-2-HR_BARPA [-] 0.789 0.831 0.720 2.68 0.111 0.439 2.01 0.591 0.575 0.829 0.941 0.702
MPI-ESM1-2-HR_CMIP6 [-] 0.612 0.612 0.726 -0.114 0.487 1.72 0.518 0.541 0.825 0.886 0.662
NorESM2-MM_BARPA [-] 1.29 1.33 0.720 2.97 0.608 0.779 2.49 0.449 0.476 0.780 0.945 0.625
NorESM2-MM_CCAM [-] 1.84 1.86 0.720 2.07 1.14 1.25 2.03 0.298 0.485 0.795 0.910 0.595
NorESM2-MM_CMIP6 [-] 1.68 1.68 0.717 0.966 1.15 2.34 0.311 0.419 0.785 0.932 0.573
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 [-] 0.916
ACCESS-CM2_BARPA [-] 1.42 1.41 0.916 0.489 0.624 2.23 0.391 0.454 0.708 0.990 0.616
ACCESS-CM2_CCAM [-] 2.09 2.06 0.916 1.14 1.28 2.06 0.122 0.310 0.747 0.972 0.512
ACCESS-CM2_CMIP6 [-] 2.04 2.04 0.923 1.11 1.24 2.77 0.106 0.296 0.616 0.917 0.463
ACCESS-ESM1-5_BARPA [-] 1.43 1.41 0.916 0.493 0.700 2.42 0.390 0.367 0.679 0.987 0.579
ACCESS-ESM1-5_CCAM [-] 2.09 2.06 0.916 1.14 1.28 2.06 0.122 0.310 0.747 0.972 0.512
ACCESS-ESM1-5_CMIP6 [-] 2.26 2.26 0.999 1.26 1.53 1.93 0.148 0.225 0.748 0.765 0.444
CESM2_BARPA [-] 1.39 1.37 0.916 0.459 0.647 2.32 0.419 0.402 0.702 0.987 0.602
CESM2_CCAM [-] 1.36 1.35 0.916 0.434 0.576 1.84 0.441 0.500 0.702 0.967 0.636
CESM2_CMIP6 [-] 1.86 1.86 0.949 0.915 1.19 1.98 0.217 0.274 0.769 0.883 0.507
CMCC-ESM2_BARPA [-] 1.21 1.19 0.916 0.273 0.554 1.98 0.572 0.383 0.778 0.989 0.647
CMCC-ESM2_CCAM [-] 2.30 2.28 0.916 1.36 1.61 2.26 0.0897 0.200 0.696 0.981 0.459
CMCC-ESM2_CMIP6 [-] 2.07 2.07 0.949 1.13 1.42 2.10 0.148 0.216 0.733 0.566 0.394
CNRM-ESM2-1_CCAM [-] 1.77 1.75 0.916 0.837 1.03 2.06 0.206 0.303 0.735 0.989 0.530
CNRM-ESM2-1_CMIP6 [-] 1.37 1.37 0.965 0.409 0.503 1.67 0.423 0.530 0.797 0.983 0.666
EC-Earth3_BARPA [-] 0.916 0.904 0.916 -0.0116 0.317 2.31 0.788 0.545 0.703 0.907 0.715
EC-Earth3_CCAM [-] 1.60 1.58 0.916 0.666 0.985 2.45 0.273 0.243 0.669 0.990 0.510
EC-Earth3_CMIP6 [-] 1.08 1.08 0.940 0.135 0.467 2.25 0.721 0.423 0.700 0.838 0.643
ERA5_BARPA [-] 1.33 1.32 0.916 0.399 0.623 2.29 0.462 0.380 0.710 0.992 0.608
ERA5_CCAM [-] 2.12 2.10 0.916 1.18 1.37 2.41 0.111 0.253 0.689 0.978 0.479
MPI-ESM1-2-HR_BARPA [-] 0.780 0.769 0.916 -0.147 0.317 1.69 0.701 0.605 0.730 0.836 0.705
MPI-ESM1-2-HR_CMIP6 [-] 0.666 0.666 0.985 -0.318 0.403 2.00 0.515 0.634 0.725 0.538 0.606
NorESM2-MM_BARPA [-] 1.71 1.69 0.916 0.778 1.00 2.24 0.234 0.276 0.717 0.984 0.522
NorESM2-MM_CCAM [-] 2.43 2.43 0.916 1.51 1.67 1.68 0.0777 0.250 0.810 0.896 0.480
NorESM2-MM_CMIP6 [-] 1.94 1.94 0.949 0.995 1.31 1.98 0.188 0.231 0.761 0.944 0.497
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 [-] 1.83
ACCESS-CM2_BARPA [-] 1.78 1.84 1.83 0.0102 0.467 1.07 0.704 0.686 0.884 0.950 0.789
ACCESS-CM2_CCAM [-] 2.14 2.19 1.83 0.361 0.599 0.475 0.636 0.670 0.942 0.912 0.771
ACCESS-CM2_CMIP6 [-] 2.54 2.54 1.86 0.675 0.915 0.711 0.460 0.484 0.908 0.975 0.689
ACCESS-ESM1-5_BARPA [-] 1.91 1.96 1.83 0.136 0.438 0.971 0.743 0.695 0.908 0.968 0.814
ACCESS-ESM1-5_CCAM [-] 2.14 2.19 1.83 0.361 0.599 0.475 0.636 0.670 0.942 0.912 0.771
ACCESS-ESM1-5_CMIP6 [-] 2.51 2.51 1.64 0.871 1.07 0.973 0.347 0.458 0.856 0.993 0.642
CESM2_BARPA [-] 1.84 1.91 1.83 0.0817 0.461 1.04 0.731 0.701 0.907 0.987 0.817
CESM2_CCAM [-] 2.12 2.18 1.83 0.357 0.548 0.415 0.672 0.698 0.941 0.980 0.809
CESM2_CMIP6 [-] 2.25 2.25 1.77 0.480 0.680 0.901 0.625 0.630 0.901 0.981 0.762
CMCC-ESM2_BARPA [-] 1.59 1.65 1.83 -0.175 0.483 0.931 0.699 0.705 0.932 0.984 0.819
CMCC-ESM2_CCAM [-] 2.32 2.37 1.83 0.543 0.732 0.764 0.582 0.637 0.928 0.988 0.747
CMCC-ESM2_CMIP6 [-] 2.40 2.40 1.77 0.636 0.791 0.488 0.502 0.621 0.963 0.986 0.755
CNRM-ESM2-1_CCAM [-] 2.17 2.21 1.83 0.377 0.650 1.07 0.647 0.620 0.907 0.899 0.767
CNRM-ESM2-1_CMIP6 [-] 2.12 2.12 1.74 0.386 0.510 0.678 0.624 0.674 0.961 0.953 0.789
EC-Earth3_BARPA [-] 1.48 1.55 1.83 -0.283 0.516 1.24 0.634 0.679 0.879 0.987 0.787
EC-Earth3_CCAM [-] 2.09 2.13 1.83 0.304 0.625 1.33 0.679 0.598 0.867 0.989 0.769
EC-Earth3_CMIP6 [-] 1.69 1.69 1.80 -0.109 0.547 0.752 0.704 0.593 0.952 0.988 0.773
ERA5_BARPA [-] 1.82 1.87 1.83 0.0389 0.432 1.32 0.765 0.699 0.864 0.973 0.812
ERA5_CCAM [-] 2.49 2.53 1.83 0.704 0.842 0.583 0.507 0.637 0.925 0.914 0.739
MPI-ESM1-2-HR_BARPA [-] 1.14 1.21 1.83 -0.615 0.746 0.369 0.452 0.683 0.953 0.973 0.753
MPI-ESM1-2-HR_CMIP6 [-] 0.834 0.834 1.83 -0.995 1.21 0.554 0.248 0.585 0.923 0.836 0.567
NorESM2-MM_BARPA [-] 2.12 2.19 1.83 0.363 0.654 1.41 0.676 0.626 0.874 0.985 0.774
NorESM2-MM_CCAM [-] 2.56 2.60 1.83 0.772 0.941 0.752 0.503 0.664 0.917 0.561 0.682
NorESM2-MM_CMIP6 [-] 2.43 2.43 1.77 0.658 0.830 1.08 0.521 0.598 0.917 0.932 0.742
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 [-] 1.28
ACCESS-CM2_BARPA [-] 1.59 1.69 1.28 4.87 0.404 0.667 0.303 0.657 0.689 0.960 0.895 0.803
ACCESS-CM2_CCAM [-] 2.08 2.17 1.28 5.01 0.883 1.03 0.520 0.466 0.665 0.945 0.891 0.751
ACCESS-CM2_CMIP6 [-] 2.26 2.26 1.29 0.970 1.08 0.337 0.445 0.647 0.950 0.721 0.702
ACCESS-ESM1-5_BARPA [-] 1.56 1.66 1.28 4.79 0.378 0.733 0.483 0.667 0.617 0.958 0.941 0.788
ACCESS-ESM1-5_CCAM [-] 2.08 2.17 1.28 5.01 0.883 1.03 0.520 0.466 0.665 0.945 0.891 0.751
ACCESS-ESM1-5_CMIP6 [-] 2.33 2.33 1.28 1.06 1.19 0.259 0.394 0.602 0.966 0.873 0.701
CESM2_BARPA [-] 1.34 1.45 1.28 4.86 0.168 0.643 0.347 0.731 0.629 0.961 0.896 0.797
CESM2_CCAM [-] 1.66 1.78 1.28 5.54 0.492 0.612 0.495 0.646 0.728 0.943 0.715 0.764
CESM2_CMIP6 [-] 1.92 1.92 1.28 0.641 0.794 0.660 0.557 0.689 0.937 0.914 0.761
CMCC-ESM2_BARPA [-] 1.16 1.26 1.28 4.45 -0.0245 0.770 0.279 0.696 0.561 0.967 0.906 0.770
CMCC-ESM2_CCAM [-] 2.17 2.26 1.28 4.79 0.973 1.19 0.667 0.434 0.566 0.932 0.884 0.710
CMCC-ESM2_CMIP6 [-] 2.39 2.39 1.28 1.11 1.40 0.848 0.414 0.520 0.926 0.936 0.682
CNRM-ESM2-1_CCAM [-] 2.13 2.22 1.28 4.76 0.936 1.15 0.941 0.435 0.567 0.898 0.892 0.703
CNRM-ESM2-1_CMIP6 [-] 1.26 1.26 1.28 -0.0234 0.675 1.24 0.682 0.620 0.868 0.685 0.717
EC-Earth3_BARPA [-] 1.40 1.50 1.28 4.70 0.213 0.633 0.812 0.716 0.652 0.931 0.873 0.793
EC-Earth3_CCAM [-] 2.17 2.25 1.28 4.83 0.962 1.14 0.802 0.420 0.587 0.894 0.881 0.702
EC-Earth3_CMIP6 [-] 2.09 2.09 1.28 0.814 1.20 0.375 0.513 0.451 0.945 0.919 0.701
ERA5_BARPA [-] 1.61 1.71 1.28 4.65 0.422 0.799 0.347 0.642 0.579 0.965 0.941 0.773
ERA5_CCAM [-] 2.42 2.49 1.28 4.81 1.20 1.37 0.718 0.333 0.548 0.909 0.956 0.682
MPI-ESM1-2-HR_BARPA [-] 1.21 1.33 1.28 5.11 0.0432 0.605 0.253 0.694 0.694 0.971 0.805 0.797
MPI-ESM1-2-HR_CMIP6 [-] 0.992 0.992 1.27 -0.281 0.733 0.229 0.594 0.659 0.973 0.689 0.726
NorESM2-MM_BARPA [-] 1.74 1.85 1.28 5.00 0.563 0.897 0.551 0.586 0.552 0.937 0.896 0.737
NorESM2-MM_CCAM [-] 2.51 2.56 1.28 3.83 1.27 1.37 0.855 0.319 0.622 0.898 0.971 0.698
NorESM2-MM_CMIP6 [-] 2.40 2.40 1.28 1.12 1.27 0.742 0.367 0.578 0.926 0.943 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 [-] 0.852
ACCESS-CM2_BARPA [-] 1.26 1.25 0.852 0.403 0.502 1.00 0.466 0.556 0.909 0.985 0.710
ACCESS-CM2_CCAM [-] 1.59 1.58 0.852 0.732 0.825 1.80 0.265 0.469 0.802 0.973 0.610
ACCESS-CM2_CMIP6 [-] 1.60 1.60 0.882 0.720 0.800 1.39 0.294 0.504 0.866 0.925 0.631
ACCESS-ESM1-5_BARPA [-] 1.15 1.15 0.852 0.294 0.464 1.34 0.563 0.497 0.847 0.990 0.699
ACCESS-ESM1-5_CCAM [-] 1.59 1.58 0.852 0.732 0.825 1.80 0.265 0.469 0.802 0.973 0.610
ACCESS-ESM1-5_CMIP6 [-] 1.60 1.60 0.912 0.687 0.944 3.74 0.365 0.314 0.486 0.887 0.491
CESM2_BARPA [-] 1.19 1.19 0.852 0.336 0.502 2.37 0.516 0.483 0.748 0.990 0.662
CESM2_CCAM [-] 0.983 0.978 0.852 0.126 0.365 3.02 0.741 0.520 0.564 0.993 0.684
CESM2_CMIP6 [-] 1.47 1.47 0.890 0.579 1.05 2.50 0.397 0.260 0.727 0.883 0.533
CMCC-ESM2_BARPA [-] 1.13 1.13 0.852 0.275 0.461 1.64 0.570 0.484 0.854 0.991 0.698
CMCC-ESM2_CCAM [-] 1.70 1.69 0.852 0.842 1.03 2.75 0.247 0.335 0.650 0.947 0.521
CMCC-ESM2_CMIP6 [-] 1.61 1.61 0.890 0.722 1.00 3.25 0.314 0.321 0.538 0.943 0.506
CNRM-ESM2-1_CCAM [-] 1.18 1.18 0.852 0.324 0.517 2.63 0.554 0.482 0.685 0.977 0.653
CNRM-ESM2-1_CMIP6 [-] 1.18 1.18 0.882 0.302 0.386 0.676 0.550 0.617 0.944 0.984 0.756
EC-Earth3_BARPA [-] 0.933 0.930 0.852 0.0784 0.329 1.89 0.770 0.541 0.816 0.980 0.750
EC-Earth3_CCAM [-] 1.28 1.28 0.852 0.427 0.677 3.49 0.457 0.391 0.506 0.970 0.560
EC-Earth3_CMIP6 [-] 1.00 1.00 0.885 0.116 0.467 3.34 0.725 0.416 0.558 0.939 0.632
ERA5_BARPA [-] 1.25 1.25 0.852 0.398 0.559 1.98 0.461 0.467 0.793 0.986 0.654
ERA5_CCAM [-] 1.47 1.48 0.852 0.625 0.803 3.07 0.342 0.396 0.632 0.935 0.556
MPI-ESM1-2-HR_BARPA [-] 0.984 0.983 0.852 0.131 0.324 2.00 0.716 0.570 0.787 0.990 0.744
MPI-ESM1-2-HR_CMIP6 [-] 0.746 0.746 0.861 -0.115 0.380 1.98 0.703 0.461 0.736 0.989 0.693
NorESM2-MM_BARPA [-] 1.35 1.35 0.852 0.495 0.654 1.54 0.418 0.443 0.862 0.960 0.645
NorESM2-MM_CCAM [-] 1.66 1.66 0.852 0.807 0.969 1.60 0.276 0.372 0.829 0.975 0.586
NorESM2-MM_CMIP6 [-] 1.51 1.51 0.890 0.619 1.13 2.29 0.392 0.241 0.758 0.705 0.493
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 [-] 0.317
ACCESS-CM2_BARPA [-] 0.868 0.886 0.317 1.53 0.569 0.642 2.78 0.206 0.375 0.628 0.690 0.438
ACCESS-CM2_CCAM [-] 1.21 1.23 0.317 1.62 0.912 1.00 2.39 0.0882 0.264 0.691 0.526 0.378
ACCESS-CM2_CMIP6 [-] 1.20 1.20 0.318 0.886 0.956 2.32 0.0832 0.306 0.699 0.580 0.398
ACCESS-ESM1-5_BARPA [-] 0.756 0.773 0.317 1.41 0.457 0.593 3.11 0.276 0.284 0.562 0.669 0.410
ACCESS-ESM1-5_CCAM [-] 1.21 1.23 0.317 1.62 0.912 1.00 2.39 0.0882 0.264 0.691 0.526 0.378
ACCESS-ESM1-5_CMIP6 [-] 1.16 1.16 0.319 0.838 0.947 2.33 0.0955 0.221 0.663 0.422 0.328
CESM2_BARPA [-] 0.692 0.711 0.317 1.58 0.395 0.524 3.42 0.328 0.323 0.546 0.648 0.421
CESM2_CCAM [-] 0.586 0.603 0.317 1.33 0.286 0.366 1.93 0.459 0.480 0.751 0.600 0.544
CESM2_CMIP6 [-] 1.03 1.03 0.320 0.711 0.832 3.01 0.169 0.286 0.575 0.321 0.333
CMCC-ESM2_BARPA [-] 0.629 0.647 0.317 1.53 0.330 0.500 3.34 0.375 0.302 0.501 0.694 0.424
CMCC-ESM2_CCAM [-] 1.41 1.42 0.317 1.75 1.11 1.27 2.68 0.0763 0.151 0.621 0.620 0.330
CMCC-ESM2_CMIP6 [-] 1.54 1.54 0.320 1.22 1.51 2.59 0.0526 0.0960 0.644 0.299 0.261
CNRM-ESM2-1_CCAM [-] 1.09 1.11 0.317 1.34 0.797 0.931 2.71 0.109 0.216 0.630 0.479 0.333
CNRM-ESM2-1_CMIP6 [-] 0.723 0.723 0.317 0.406 0.485 1.56 0.347 0.454 0.821 0.519 0.505
EC-Earth3_BARPA [-] 0.509 0.527 0.317 1.29 0.210 0.369 3.51 0.526 0.370 0.535 0.704 0.491
EC-Earth3_CCAM [-] 0.907 0.924 0.317 1.33 0.608 0.782 2.40 0.175 0.211 0.667 0.543 0.377
EC-Earth3_CMIP6 [-] 0.774 0.768 0.317 5.94 0.451 0.698 2.17 0.271 0.183 0.695 0.457 0.376
ERA5_BARPA [-] 0.794 0.810 0.317 1.37 0.494 0.641 3.44 0.235 0.254 0.511 0.750 0.393
ERA5_CCAM [-] 1.11 1.13 0.317 1.37 0.812 0.966 2.67 0.0938 0.189 0.624 0.476 0.334
MPI-ESM1-2-HR_BARPA [-] 0.520 0.538 0.317 1.30 0.221 0.369 2.78 0.500 0.398 0.606 0.696 0.504
MPI-ESM1-2-HR_CMIP6 [-] 0.375 0.375 0.317 0.0579 0.288 2.20 0.670 0.459 0.690 0.603 0.578
NorESM2-MM_BARPA [-] 0.985 1.00 0.317 1.68 0.688 0.779 3.48 0.157 0.295 0.457 0.628 0.351
NorESM2-MM_CCAM [-] 1.58 1.59 0.317 1.37 1.28 1.34 2.55 0.0477 0.281 0.632 0.591 0.382
NorESM2-MM_CMIP6 [-] 1.35 1.35 0.320 1.03 1.16 3.01 0.0737 0.218 0.571 0.433 0.300
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 [-] 1.85
ACCESS-CM2_BARPA [-] 1.86 1.88 1.85 0.0289 0.379 0.223 0.795 0.718 0.986 0.981 0.837
ACCESS-CM2_CCAM [-] 2.15 2.19 1.85 0.331 0.581 0.614 0.664 0.669 0.948 0.990 0.773
ACCESS-CM2_CMIP6 [-] 2.43 2.43 1.92 0.506 0.939 2.73 0.584 0.442 0.540 0.472 0.520
ACCESS-ESM1-5_BARPA [-] 1.76 1.79 1.85 -0.0604 0.462 0.771 0.765 0.666 0.907 0.993 0.800
ACCESS-ESM1-5_CCAM [-] 2.15 2.19 1.85 0.331 0.581 0.614 0.664 0.669 0.948 0.990 0.773
ACCESS-ESM1-5_CMIP6 [-] 2.48 2.48 1.80 0.681 1.08 2.30 0.493 0.405 0.643 0.530 0.543
CESM2_BARPA [-] 1.85 1.86 1.85 0.00323 0.364 0.661 0.818 0.719 0.944 0.978 0.829
CESM2_CCAM [-] 1.82 1.85 1.85 -0.00753 0.578 1.03 0.698 0.612 0.887 0.981 0.771
CESM2_CMIP6 [-] 2.17 2.17 1.90 0.272 0.822 1.84 0.662 0.463 0.693 0.809 0.652
CMCC-ESM2_BARPA [-] 1.85 1.89 1.85 0.0386 0.374 0.534 0.791 0.732 0.958 0.962 0.816
CMCC-ESM2_CCAM [-] 2.41 2.45 1.85 0.597 0.735 0.917 0.561 0.674 0.915 0.905 0.713
CMCC-ESM2_CMIP6 [-] 2.74 2.74 1.90 0.839 1.20 2.40 0.457 0.426 0.596 0.391 0.480
CNRM-ESM2-1_CCAM [-] 1.95 2.00 1.85 0.147 0.526 0.905 0.716 0.665 0.919 0.916 0.782
CNRM-ESM2-1_CMIP6 [-] 2.39 2.39 1.97 0.422 0.705 1.04 0.661 0.590 0.899 0.924 0.701
EC-Earth3_BARPA [-] 1.76 1.80 1.85 -0.0526 0.426 0.773 0.765 0.696 0.925 0.950 0.810
EC-Earth3_CCAM [-] 2.24 2.29 1.85 0.432 0.653 0.947 0.634 0.652 0.895 0.883 0.745
EC-Earth3_CMIP6 [-] 1.97 1.97 1.88 0.0930 0.756 1.53 0.647 0.525 0.807 0.642 0.672
ERA5_BARPA [-] 1.89 1.92 1.85 0.0624 0.342 0.377 0.809 0.751 0.976 0.988 0.833
ERA5_CCAM [-] 2.20 2.22 1.85 0.370 0.553 0.714 0.662 0.698 0.946 0.990 0.784
MPI-ESM1-2-HR_BARPA [-] 1.71 1.76 1.85 -0.0997 0.457 0.484 0.739 0.685 0.949 0.987 0.803
MPI-ESM1-2-HR_CMIP6 [-] 1.59 1.59 1.85 -0.259 1.06 1.56 0.448 0.452 0.749 0.347 0.536
NorESM2-MM_BARPA [-] 1.91 1.94 1.85 0.0827 0.341 0.506 0.798 0.750 0.965 0.996 0.832
NorESM2-MM_CCAM [-] 2.04 2.05 1.85 0.194 0.460 0.528 0.743 0.699 0.960 0.922 0.817
NorESM2-MM_CMIP6 [-] 2.20 2.20 1.90 0.298 0.748 1.34 0.673 0.516 0.794 0.720 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 [-] 0.827
ACCESS-CM2_BARPA [-] 1.11 1.21 0.827 3.62 0.385 0.546 2.07 0.381 0.436 0.716 0.966 0.597
ACCESS-CM2_CCAM [-] 1.15 1.21 0.827 3.18 0.383 0.597 2.46 0.379 0.326 0.663 0.972 0.550
ACCESS-CM2_CMIP6 [-] 1.66 1.66 0.798 0.864 1.06 3.17 0.202 0.252 0.532 0.444 0.343
ACCESS-ESM1-5_BARPA [-] 0.892 0.996 0.827 3.37 0.169 0.430 1.89 0.515 0.439 0.747 0.955 0.627
ACCESS-ESM1-5_CCAM [-] 1.15 1.21 0.827 3.18 0.383 0.597 2.46 0.379 0.326 0.663 0.972 0.550
ACCESS-ESM1-5_CMIP6 [-] 1.43 1.43 0.787 0.640 0.858 4.06 0.256 0.215 0.384 0.614 0.394
CESM2_BARPA [-] 0.986 1.08 0.827 3.73 0.253 0.436 1.52 0.475 0.471 0.805 0.967 0.645
CESM2_CCAM [-] 1.08 1.16 0.827 3.38 0.332 0.489 1.24 0.455 0.434 0.838 0.905 0.623
CESM2_CMIP6 [-] 1.10 1.10 0.835 0.264 0.753 2.19 0.450 0.291 0.742 0.632 0.509
CMCC-ESM2_BARPA [-] 0.902 1.01 0.827 3.63 0.180 0.411 1.63 0.534 0.454 0.786 0.961 0.645
CMCC-ESM2_CCAM [-] 1.36 1.43 0.827 3.08 0.605 0.775 2.94 0.304 0.357 0.628 0.963 0.533
CMCC-ESM2_CMIP6 [-] 1.53 1.53 0.835 0.692 0.832 2.81 0.284 0.392 0.581 0.688 0.432
CNRM-ESM2-1_CCAM [-] 1.21 1.29 0.827 3.11 0.465 0.659 2.78 0.367 0.371 0.630 0.964 0.533
CNRM-ESM2-1_CMIP6 [-] 1.31 1.31 0.796 0.512 0.628 1.30 0.335 0.373 0.758 0.741 0.519
EC-Earth3_BARPA [-] 0.947 1.06 0.827 3.59 0.230 0.456 1.76 0.497 0.436 0.764 0.958 0.642
EC-Earth3_CCAM [-] 1.13 1.21 0.827 3.45 0.381 0.558 2.02 0.413 0.387 0.753 0.946 0.570
EC-Earth3_CMIP6 [-] 1.08 1.08 0.845 0.235 0.603 2.69 0.468 0.304 0.644 0.832 0.521
ERA5_BARPA [-] 1.11 1.21 0.827 3.64 0.387 0.549 1.91 0.364 0.449 0.757 0.965 0.588
ERA5_CCAM [-] 1.09 1.18 0.827 3.42 0.353 0.561 2.85 0.417 0.391 0.617 0.947 0.535
MPI-ESM1-2-HR_BARPA [-] 0.917 1.02 0.827 3.24 0.194 0.411 1.99 0.534 0.456 0.741 0.967 0.613
MPI-ESM1-2-HR_CMIP6 [-] 0.479 0.479 0.808 -0.329 0.463 2.18 0.382 0.385 0.641 0.330 0.438
NorESM2-MM_BARPA [-] 1.24 1.35 0.827 3.90 0.520 0.653 1.64 0.302 0.462 0.793 0.960 0.585
NorESM2-MM_CCAM [-] 1.21 1.25 0.827 1.56 0.427 0.659 2.62 0.357 0.366 0.625 0.801 0.512
NorESM2-MM_CMIP6 [-] 1.48 1.48 0.835 0.646 1.02 2.31 0.285 0.250 0.700 0.668 0.410
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 [-] 1.99 2.25 2.69 -0.436 0.784 0.682 0.479 0.599 0.918 0.971 0.726
ACCESS-CM2_CCAM [-] 2.36 2.55 2.69 -0.138 0.636 0.893 0.559 0.678 0.907 0.984 0.770
ACCESS-CM2_CMIP6 [-] 3.79 3.79 2.53 1.26 1.58 1.01 0.339 0.442 0.917 0.350 0.504
ACCESS-ESM1-5_BARPA [-] 2.14 2.40 2.69 -0.291 0.757 0.974 0.542 0.556 0.906 0.983 0.725
ACCESS-ESM1-5_CCAM [-] 2.36 2.55 2.69 -0.138 0.636 0.893 0.559 0.678 0.907 0.984 0.770
ACCESS-ESM1-5_CMIP6 [-] 3.61 3.61 2.73 0.877 1.08 0.510 0.315 0.433 0.964 0.969 0.644
CESM2_BARPA [-] 1.90 2.22 2.69 -0.472 0.895 0.661 0.465 0.544 0.924 0.944 0.700
CESM2_CCAM [-] 2.85 3.07 2.69 0.381 0.728 1.34 0.565 0.638 0.850 0.918 0.731
CESM2_CMIP6 [-] 2.76 2.76 2.57 0.185 0.628 0.890 0.599 0.631 0.909 0.731 0.708
CMCC-ESM2_BARPA [-] 1.68 1.96 2.69 -0.725 1.05 0.956 0.395 0.514 0.909 0.969 0.676
CMCC-ESM2_CCAM [-] 2.81 2.99 2.69 0.301 0.744 1.38 0.575 0.596 0.826 0.987 0.729
CMCC-ESM2_CMIP6 [-] 2.80 2.80 2.57 0.224 0.507 0.219 0.721 0.609 0.985 0.986 0.801
CNRM-ESM2-1_CCAM [-] 2.46 2.66 2.69 -0.0324 0.661 0.709 0.568 0.648 0.918 0.975 0.763
CNRM-ESM2-1_CMIP6 [-] 2.38 2.38 2.51 -0.131 0.742 0.848 0.632 0.567 0.944 0.584 0.669
EC-Earth3_BARPA [-] 2.16 2.39 2.69 -0.294 0.786 1.10 0.541 0.538 0.886 0.984 0.715
EC-Earth3_CCAM [-] 2.78 2.93 2.69 0.238 0.694 1.57 0.560 0.598 0.810 0.932 0.711
EC-Earth3_CMIP6 [-] 2.66 2.66 2.64 0.0149 0.999 1.17 0.622 0.370 0.889 0.323 0.531
ERA5_BARPA [-] 2.25 2.45 2.69 -0.239 0.764 0.663 0.566 0.551 0.938 0.978 0.735
ERA5_CCAM [-] 2.93 3.07 2.69 0.387 0.752 1.62 0.572 0.596 0.798 0.918 0.707
MPI-ESM1-2-HR_BARPA [-] 1.79 2.12 2.69 -0.566 0.960 0.744 0.429 0.538 0.930 0.895 0.680
MPI-ESM1-2-HR_CMIP6 [-] 1.63 1.63 2.68 -1.05 2.05 1.00 0.147 0.514 0.916 0.286 0.471
NorESM2-MM_BARPA [-] 2.44 2.70 2.69 0.0164 0.792 0.789 0.606 0.532 0.922 0.982 0.735
NorESM2-MM_CCAM [-] 2.99 3.09 2.69 0.406 0.793 1.91 0.523 0.580 0.745 0.693 0.629
NorESM2-MM_CMIP6 [-] 3.43 3.43 2.57 0.856 1.02 1.22 0.358 0.562 0.871 0.848 0.649
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 [-] 1.61
ACCESS-CM2_BARPA [-] 4.30 1.90 1.60 4.83 3.79 0.294 0.611 2.18 0.452 0.510 0.644 0.948 0.613
ACCESS-CM2_CCAM [-] 4.31 2.05 1.60 4.81 3.79 0.441 0.894 2.04 0.297 0.503 0.671 0.815 0.558
ACCESS-CM2_CMIP6 [-] 4.28 2.96 2.16 4.76 0.792 1.07 2.45 0.394 0.385 0.555 0.960 0.536
ACCESS-ESM1-5_BARPA [-] 4.09 1.80 1.60 4.60 3.79 0.197 0.622 2.35 0.434 0.477 0.641 0.949 0.596
ACCESS-ESM1-5_CCAM [-] 4.31 2.05 1.60 4.81 3.79 0.441 0.894 2.04 0.297 0.503 0.671 0.815 0.558
ACCESS-ESM1-5_CMIP6 [-] 4.29 3.19 2.20 4.72 0.984 1.23 2.48 0.266 0.317 0.576 0.967 0.489
CESM2_BARPA [-] 4.72 1.75 1.60 5.38 3.79 0.142 0.590 2.56 0.437 0.472 0.601 0.955 0.588
CESM2_CCAM [-] 4.64 1.65 1.60 5.29 3.79 0.0481 0.648 1.92 0.347 0.460 0.638 0.941 0.569
CESM2_CMIP6 [-] 3.87 2.61 2.09 4.28 0.527 0.961 2.59 0.403 0.364 0.583 0.960 0.535
CMCC-ESM2_BARPA [-] 4.45 1.67 1.60 5.07 3.79 0.0641 0.596 2.47 0.439 0.454 0.607 0.960 0.583
CMCC-ESM2_CCAM [-] 4.46 2.22 1.60 4.95 3.79 0.615 1.02 2.30 0.358 0.485 0.639 0.819 0.557
CMCC-ESM2_CMIP6 [-] 4.08 2.90 2.09 4.46 0.811 1.22 2.68 0.420 0.345 0.518 0.939 0.513
CNRM-ESM2-1_CCAM [-] 3.53 1.89 1.60 3.89 3.79 0.288 0.921 2.19 0.247 0.470 0.707 0.777 0.534
CNRM-ESM2-1_CMIP6 [-] 3.83 2.52 2.15 4.29 0.364 0.855 2.04 0.397 0.392 0.623 0.959 0.552
EC-Earth3_BARPA [-] 4.51 1.62 1.60 5.14 3.79 0.0204 0.514 2.60 0.473 0.471 0.624 0.968 0.601
EC-Earth3_CCAM [-] 4.26 1.90 1.60 4.79 3.79 0.300 0.803 2.23 0.318 0.468 0.637 0.893 0.557
EC-Earth3_CMIP6 [-] 3.81 2.46 1.95 4.20 0.517 0.926 2.38 0.382 0.325 0.564 0.971 0.514
ERA5_BARPA [-] 4.16 1.83 1.60 4.68 3.79 0.229 0.630 2.44 0.440 0.519 0.649 0.942 0.614
ERA5_CCAM [-] 4.01 2.07 1.60 4.45 3.79 0.466 0.890 2.26 0.329 0.540 0.649 0.864 0.585
MPI-ESM1-2-HR_BARPA [-] 4.22 1.61 1.60 4.81 3.79 0.00437 0.532 2.27 0.452 0.449 0.603 0.972 0.585
MPI-ESM1-2-HR_CMIP6 [-] 3.86 2.31 2.02 4.34 0.288 0.958 2.37 0.303 0.285 0.550 0.904 0.465
NorESM2-MM_BARPA [-] 4.84 1.99 1.60 5.46 3.79 0.382 0.720 2.53 0.431 0.497 0.615 0.925 0.593
NorESM2-MM_CCAM [-] 3.29 2.15 1.60 3.54 3.79 0.550 1.16 2.23 0.209 0.500 0.621 0.573 0.481
NorESM2-MM_CMIP6 [-] 3.90 2.78 2.09 4.26 0.693 1.05 2.68 0.434 0.376 0.540 0.936 0.532
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 [-] 3.58
ACCESS-CM2_BARPA [-] 5.10 3.50 3.58 5.44 3.79 -0.0783 0.569 2.52 0.431 0.489 0.562 0.991 0.592
ACCESS-CM2_CCAM [-] 4.97 3.18 3.58 5.35 3.79 -0.400 0.771 2.44 0.256 0.508 0.597 0.934 0.561
ACCESS-CM2_CMIP6 [-] 4.94 4.11 3.66 5.45 0.450 0.856 2.79 0.420 0.389 0.527 0.956 0.536
ACCESS-ESM1-5_BARPA [-] 4.68 3.37 3.58 4.96 3.79 -0.207 0.663 2.49 0.381 0.465 0.571 0.984 0.573
ACCESS-ESM1-5_CCAM [-] 4.97 3.18 3.58 5.35 3.79 -0.400 0.771 2.44 0.256 0.508 0.597 0.934 0.561
ACCESS-ESM1-5_CMIP6 [-] 5.05 4.49 3.70 5.41 0.787 1.07 2.46 0.273 0.322 0.597 0.968 0.496
CESM2_BARPA [-] 5.71 3.32 3.58 6.21 3.79 -0.256 0.672 2.74 0.378 0.452 0.520 0.977 0.556
CESM2_CCAM [-] 5.59 2.99 3.58 6.15 3.79 -0.583 1.09 2.62 0.236 0.403 0.553 0.808 0.480
CESM2_CMIP6 [-] 4.42 3.77 3.65 4.74 0.119 0.805 2.60 0.410 0.369 0.576 0.970 0.539
CMCC-ESM2_BARPA [-] 5.23 3.28 3.58 5.63 3.79 -0.297 0.702 2.78 0.372 0.432 0.516 0.963 0.543
CMCC-ESM2_CCAM [-] 5.07 3.36 3.58 5.43 3.79 -0.220 0.653 2.58 0.360 0.517 0.572 0.945 0.582
CMCC-ESM2_CMIP6 [-] 4.59 3.88 3.65 4.93 0.232 0.755 2.89 0.476 0.365 0.502 0.984 0.539
CNRM-ESM2-1_CCAM [-] 3.77 2.93 3.58 3.95 3.79 -0.651 0.986 2.21 0.167 0.472 0.663 0.812 0.517
CNRM-ESM2-1_CMIP6 [-] 4.36 3.62 3.63 4.76 -0.00937 0.841 2.51 0.377 0.383 0.599 0.925 0.534
EC-Earth3_BARPA [-] 5.17 3.28 3.58 5.56 3.79 -0.297 0.681 2.65 0.396 0.438 0.545 0.992 0.562
EC-Earth3_CCAM [-] 4.75 3.17 3.58 5.09 3.79 -0.403 0.782 2.68 0.265 0.477 0.567 0.878 0.533
EC-Earth3_CMIP6 [-] 4.35 4.05 3.65 4.46 0.399 0.916 2.96 0.349 0.320 0.509 0.977 0.495
ERA5_BARPA [-] 4.64 3.40 3.58 4.90 3.79 -0.178 0.598 2.41 0.403 0.529 0.581 0.993 0.607
ERA5_CCAM [-] 4.49 3.29 3.58 4.75 3.79 -0.293 0.688 2.51 0.313 0.585 0.581 0.839 0.581
MPI-ESM1-2-HR_BARPA [-] 5.03 3.34 3.58 5.40 3.79 -0.240 0.722 2.84 0.386 0.395 0.503 0.965 0.529
MPI-ESM1-2-HR_CMIP6 [-] 4.60 4.03 3.64 4.86 0.394 1.26 2.89 0.257 0.231 0.512 0.659 0.378
NorESM2-MM_BARPA [-] 5.80 3.48 3.58 6.28 3.79 -0.0991 0.597 2.65 0.414 0.501 0.538 0.986 0.588
NorESM2-MM_CCAM [-] 3.42 2.88 3.58 3.54 3.79 -0.698 1.02 2.74 0.151 0.509 0.540 0.716 0.485
NorESM2-MM_CMIP6 [-] 4.48 3.84 3.65 4.79 0.190 0.720 2.86 0.464 0.386 0.513 0.987 0.547
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 [-] 0.916
ACCESS-CM2_BARPA [-] 1.42 1.41 0.916 0.489 0.624 2.23 0.391 0.454 0.708 0.990 0.600
ACCESS-CM2_CCAM [-] 2.09 2.06 0.916 1.14 1.28 2.06 0.122 0.310 0.747 0.972 0.492
ACCESS-CM2_CMIP6 [-] 2.04 2.04 0.923 1.11 1.24 2.77 0.106 0.296 0.616 0.917 0.446
ACCESS-ESM1-5_BARPA [-] 1.43 1.41 0.916 0.493 0.700 2.42 0.390 0.367 0.679 0.987 0.558
ACCESS-ESM1-5_CCAM [-] 2.09 2.06 0.916 1.14 1.28 2.06 0.122 0.310 0.747 0.972 0.492
ACCESS-ESM1-5_CMIP6 [-] 2.26 2.26 0.999 1.26 1.53 1.93 0.148 0.225 0.748 0.765 0.422
CESM2_BARPA [-] 1.39 1.37 0.916 0.459 0.647 2.32 0.419 0.402 0.702 0.987 0.582
CESM2_CCAM [-] 1.36 1.35 0.916 0.434 0.576 1.84 0.441 0.500 0.702 0.967 0.622
CESM2_CMIP6 [-] 1.86 1.86 0.949 0.915 1.19 1.98 0.217 0.274 0.769 0.883 0.483
CMCC-ESM2_BARPA [-] 1.21 1.19 0.916 0.273 0.554 1.98 0.572 0.383 0.778 0.989 0.621
CMCC-ESM2_CCAM [-] 2.30 2.28 0.916 1.36 1.61 2.26 0.0897 0.200 0.696 0.981 0.433
CMCC-ESM2_CMIP6 [-] 2.07 2.07 0.949 1.13 1.42 2.10 0.148 0.216 0.733 0.566 0.376
CNRM-ESM2-1_CCAM [-] 1.77 1.75 0.916 0.837 1.03 2.06 0.206 0.303 0.735 0.989 0.507
CNRM-ESM2-1_CMIP6 [-] 1.37 1.37 0.965 0.409 0.503 1.67 0.423 0.530 0.797 0.983 0.653
EC-Earth3_BARPA [-] 0.916 0.904 0.916 -0.0116 0.317 2.31 0.788 0.545 0.703 0.907 0.698
EC-Earth3_CCAM [-] 1.60 1.58 0.916 0.666 0.985 2.45 0.273 0.243 0.669 0.990 0.484
EC-Earth3_CMIP6 [-] 1.08 1.08 0.940 0.135 0.467 2.25 0.721 0.423 0.700 0.838 0.621
ERA5_BARPA [-] 1.33 1.32 0.916 0.399 0.623 2.29 0.462 0.380 0.710 0.992 0.585
ERA5_CCAM [-] 2.12 2.10 0.916 1.18 1.37 2.41 0.111 0.253 0.689 0.978 0.457
MPI-ESM1-2-HR_BARPA [-] 0.780 0.769 0.916 -0.147 0.317 1.69 0.701 0.605 0.730 0.836 0.695
MPI-ESM1-2-HR_CMIP6 [-] 0.666 0.666 0.985 -0.318 0.403 2.00 0.515 0.634 0.725 0.538 0.609
NorESM2-MM_BARPA [-] 1.71 1.69 0.916 0.778 1.00 2.24 0.234 0.276 0.717 0.984 0.497
NorESM2-MM_CCAM [-] 2.43 2.43 0.916 1.51 1.67 1.68 0.0777 0.250 0.810 0.896 0.457
NorESM2-MM_CMIP6 [-] 1.94 1.94 0.949 0.995 1.31 1.98 0.188 0.231 0.761 0.944 0.471
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 [-] 1.57
ACCESS-CM2_BARPA [-] 1.58 1.65 1.57 0.0834 0.494 1.04 0.677 0.629 0.881 0.985 0.760
ACCESS-CM2_CCAM [-] 1.91 1.97 1.57 0.398 0.606 0.158 0.574 0.658 0.981 0.899 0.754
ACCESS-CM2_CMIP6 [-] 2.42 2.42 1.67 0.746 0.919 0.601 0.388 0.504 0.903 0.919 0.644
ACCESS-ESM1-5_BARPA [-] 1.73 1.80 1.57 0.229 0.469 0.893 0.705 0.649 0.919 0.990 0.783
ACCESS-ESM1-5_CCAM [-] 1.91 1.97 1.57 0.398 0.606 0.158 0.574 0.658 0.981 0.899 0.754
ACCESS-ESM1-5_CMIP6 [-] 2.35 2.35 1.44 0.913 1.07 0.544 0.294 0.469 0.961 0.957 0.630
CESM2_BARPA [-] 1.60 1.70 1.57 0.127 0.515 1.24 0.679 0.634 0.868 0.971 0.757
CESM2_CCAM [-] 1.99 2.09 1.57 0.518 0.595 0.110 0.565 0.716 0.981 0.891 0.774
CESM2_CMIP6 [-] 2.07 2.07 1.51 0.564 0.724 0.635 0.565 0.603 0.961 0.970 0.740
CMCC-ESM2_BARPA [-] 1.26 1.36 1.57 -0.210 0.543 0.989 0.633 0.644 0.928 0.963 0.763
CMCC-ESM2_CCAM [-] 2.02 2.11 1.57 0.535 0.732 0.622 0.563 0.595 0.944 0.966 0.733
CMCC-ESM2_CMIP6 [-] 2.19 2.19 1.51 0.679 0.835 0.350 0.444 0.595 0.978 0.961 0.715
CNRM-ESM2-1_CCAM [-] 2.00 2.05 1.57 0.484 0.732 1.10 0.563 0.567 0.905 0.935 0.708
CNRM-ESM2-1_CMIP6 [-] 1.86 1.86 1.49 0.370 0.478 0.713 0.588 0.671 0.961 0.903 0.759
EC-Earth3_BARPA [-] 1.20 1.30 1.57 -0.272 0.525 1.38 0.588 0.657 0.851 0.961 0.743
EC-Earth3_CCAM [-] 1.81 1.88 1.57 0.309 0.659 1.41 0.640 0.542 0.847 0.988 0.712
EC-Earth3_CMIP6 [-] 1.49 1.49 1.52 -0.0310 0.455 0.818 0.789 0.585 0.949 0.983 0.778
ERA5_BARPA [-] 1.59 1.66 1.57 0.0901 0.475 1.38 0.733 0.634 0.850 0.991 0.768
ERA5_CCAM [-] 2.33 2.38 1.57 0.813 0.944 0.293 0.402 0.587 0.957 0.977 0.702
MPI-ESM1-2-HR_BARPA [-] 0.920 1.02 1.57 -0.552 0.677 0.0726 0.442 0.720 0.993 0.967 0.768
MPI-ESM1-2-HR_CMIP6 [-] 0.548 0.548 1.57 -1.02 1.07 0.257 0.251 0.655 0.986 0.307 0.571
NorESM2-MM_BARPA [-] 1.93 2.03 1.57 0.464 0.777 1.67 0.592 0.518 0.833 0.956 0.684
NorESM2-MM_CCAM [-] 2.57 2.62 1.57 1.05 1.14 0.532 0.341 0.632 0.946 0.757 0.661
NorESM2-MM_CMIP6 [-] 2.31 2.31 1.51 0.801 0.974 1.11 0.403 0.543 0.914 0.963 0.673
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 [-] 2.37
ACCESS-CM2_BARPA [-] 2.20 2.23 2.37 -0.144 0.410 1.14 0.741 0.766 0.890 0.784 0.789
ACCESS-CM2_CCAM [-] 2.63 2.65 2.37 0.283 0.584 1.14 0.722 0.686 0.888 0.782 0.753
ACCESS-CM2_CMIP6 [-] 2.85 2.85 2.37 0.487 0.905 1.00 0.593 0.447 0.919 0.968 0.675
ACCESS-ESM1-5_BARPA [-] 2.30 2.31 2.37 -0.0582 0.371 1.14 0.795 0.759 0.892 0.859 0.813
ACCESS-ESM1-5_CCAM [-] 2.63 2.65 2.37 0.283 0.584 1.14 0.722 0.686 0.888 0.782 0.753
ACCESS-ESM1-5_CMIP6 [-] 2.89 2.89 2.12 0.771 1.07 2.00 0.435 0.441 0.685 0.996 0.600
CESM2_BARPA [-] 2.35 2.36 2.37 -0.0144 0.347 0.632 0.802 0.794 0.962 0.885 0.847
CESM2_CCAM [-] 2.41 2.39 2.37 0.0169 0.451 1.06 0.822 0.674 0.885 0.992 0.809
CESM2_CMIP6 [-] 2.60 2.60 2.29 0.311 0.590 1.44 0.706 0.666 0.822 0.845 0.741
CMCC-ESM2_BARPA [-] 2.27 2.27 2.37 -0.103 0.358 0.808 0.791 0.789 0.937 0.939 0.849
CMCC-ESM2_CCAM [-] 2.93 2.93 2.37 0.560 0.733 1.06 0.609 0.696 0.906 0.658 0.713
CMCC-ESM2_CMIP6 [-] 2.83 2.83 2.29 0.549 0.702 0.767 0.580 0.656 0.944 0.963 0.760
CNRM-ESM2-1_CCAM [-] 2.52 2.52 2.37 0.152 0.478 1.02 0.765 0.692 0.911 0.945 0.801
CNRM-ESM2-1_CMIP6 [-] 2.73 2.73 2.31 0.422 0.584 0.597 0.678 0.680 0.961 0.930 0.786
EC-Earth3_BARPA [-] 2.08 2.07 2.37 -0.304 0.496 0.952 0.698 0.709 0.919 0.986 0.804
EC-Earth3_CCAM [-] 2.69 2.67 2.37 0.294 0.553 1.16 0.732 0.676 0.894 0.948 0.785
EC-Earth3_CMIP6 [-] 2.13 2.13 2.40 -0.275 0.742 0.613 0.588 0.603 0.956 0.759 0.702
ERA5_BARPA [-] 2.30 2.30 2.37 -0.0689 0.340 1.19 0.809 0.791 0.882 0.865 0.828
ERA5_CCAM [-] 2.84 2.85 2.37 0.474 0.627 1.19 0.651 0.707 0.880 0.832 0.755
MPI-ESM1-2-HR_BARPA [-] 1.61 1.62 2.37 -0.749 0.892 0.994 0.465 0.633 0.898 0.928 0.712
MPI-ESM1-2-HR_CMIP6 [-] 1.42 1.42 2.36 -0.942 1.52 1.16 0.244 0.491 0.837 0.423 0.497
NorESM2-MM_BARPA [-] 2.51 2.52 2.37 0.152 0.395 0.859 0.791 0.776 0.930 0.878 0.830
NorESM2-MM_CCAM [-] 2.55 2.57 2.37 0.193 0.533 1.21 0.729 0.710 0.878 0.564 0.718
NorESM2-MM_CMIP6 [-] 2.66 2.66 2.29 0.370 0.539 1.01 0.678 0.672 0.919 0.993 0.787
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 [-] 1.18
ACCESS-CM2_BARPA [-] 1.21 1.27 1.18 0.0902 0.453 0.183 0.698 0.737 0.977 0.964 0.823
ACCESS-CM2_CCAM [-] 1.63 1.69 1.18 0.504 0.717 0.231 0.570 0.675 0.981 0.962 0.772
ACCESS-CM2_CMIP6 [-] 1.90 1.90 1.21 0.689 0.784 0.107 0.540 0.690 0.992 0.899 0.762
ACCESS-ESM1-5_BARPA [-] 1.25 1.31 1.18 0.130 0.570 0.547 0.687 0.648 0.963 0.969 0.783
ACCESS-ESM1-5_CCAM [-] 1.63 1.69 1.18 0.504 0.717 0.231 0.570 0.675 0.981 0.962 0.772
ACCESS-ESM1-5_CMIP6 [-] 2.21 2.21 1.25 0.966 1.09 0.250 0.408 0.598 0.948 0.899 0.690
CESM2_BARPA [-] 1.01 1.08 1.18 -0.101 0.575 0.378 0.707 0.620 0.962 0.957 0.773
CESM2_CCAM [-] 1.50 1.58 1.18 0.397 0.515 0.156 0.666 0.741 0.982 0.866 0.799
CESM2_CMIP6 [-] 1.85 1.85 1.18 0.676 0.851 0.332 0.532 0.655 0.966 0.959 0.753
CMCC-ESM2_BARPA [-] 0.823 0.885 1.18 -0.298 0.646 0.235 0.638 0.605 0.980 0.945 0.755
CMCC-ESM2_CCAM [-] 1.76 1.81 1.18 0.630 0.889 0.211 0.535 0.567 0.979 0.969 0.723
CMCC-ESM2_CMIP6 [-] 2.18 2.18 1.18 1.00 1.29 0.709 0.411 0.516 0.946 0.944 0.667
CNRM-ESM2-1_CCAM [-] 1.77 1.82 1.18 0.638 0.848 0.714 0.517 0.615 0.954 0.978 0.736
CNRM-ESM2-1_CMIP6 [-] 1.19 1.19 1.26 -0.0748 0.549 0.894 0.697 0.630 0.930 0.966 0.771
EC-Earth3_BARPA [-] 1.04 1.10 1.18 -0.0842 0.521 0.525 0.702 0.679 0.963 0.963 0.797
EC-Earth3_CCAM [-] 1.81 1.87 1.18 0.684 0.887 0.389 0.508 0.593 0.973 0.953 0.724
EC-Earth3_CMIP6 [-] 1.67 1.67 1.18 0.498 0.875 0.151 0.633 0.475 0.990 0.979 0.710
ERA5_BARPA [-] 1.30 1.35 1.18 0.169 0.646 0.298 0.671 0.593 0.974 0.970 0.760
ERA5_CCAM [-] 2.15 2.20 1.18 1.01 1.20 0.166 0.373 0.530 0.983 0.981 0.680
MPI-ESM1-2-HR_BARPA [-] 0.797 0.868 1.18 -0.315 0.518 0.128 0.607 0.757 0.987 0.940 0.810
MPI-ESM1-2-HR_CMIP6 [-] 0.668 0.668 1.20 -0.532 0.753 0.152 0.469 0.701 0.984 0.755 0.722
NorESM2-MM_BARPA [-] 1.40 1.47 1.18 0.286 0.720 0.826 0.651 0.549 0.906 0.965 0.724
NorESM2-MM_CCAM [-] 2.42 2.46 1.18 1.27 1.34 0.346 0.289 0.646 0.954 0.961 0.699
NorESM2-MM_CMIP6 [-] 2.38 2.38 1.18 1.20 1.34 0.608 0.318 0.533 0.949 0.938 0.655
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 [-] 1.35
ACCESS-CM2_BARPA [-] 1.84 1.96 1.35 4.87 0.611 0.808 0.383 0.633 0.661 0.951 0.931 0.767
ACCESS-CM2_CCAM [-] 2.38 2.48 1.35 5.01 1.13 1.24 0.709 0.405 0.659 0.924 0.955 0.720
ACCESS-CM2_CMIP6 [-] 2.50 2.50 1.35 1.15 1.27 0.485 0.390 0.622 0.926 0.662 0.644
ACCESS-ESM1-5_BARPA [-] 1.77 1.89 1.35 4.79 0.540 0.839 0.441 0.655 0.598 0.956 0.970 0.756
ACCESS-ESM1-5_CCAM [-] 2.38 2.48 1.35 5.01 1.13 1.24 0.709 0.405 0.659 0.924 0.955 0.720
ACCESS-ESM1-5_CMIP6 [-] 2.41 2.41 1.29 1.12 1.25 0.265 0.385 0.605 0.977 0.861 0.687
CESM2_BARPA [-] 1.57 1.70 1.35 4.86 0.344 0.688 0.326 0.745 0.635 0.960 0.929 0.781
CESM2_CCAM [-] 1.77 1.91 1.35 5.54 0.555 0.676 0.719 0.634 0.721 0.921 0.633 0.726
CESM2_CMIP6 [-] 1.96 1.96 1.34 0.616 0.754 0.884 0.573 0.710 0.919 0.790 0.740
CMCC-ESM2_BARPA [-] 1.38 1.51 1.35 4.45 0.155 0.851 0.308 0.730 0.536 0.960 0.928 0.738
CMCC-ESM2_CCAM [-] 2.45 2.55 1.35 4.79 1.20 1.38 0.967 0.376 0.565 0.905 0.954 0.673
CMCC-ESM2_CMIP6 [-] 2.53 2.53 1.34 1.19 1.47 0.943 0.415 0.523 0.914 0.880 0.651
CNRM-ESM2-1_CCAM [-] 2.38 2.48 1.35 4.76 1.13 1.35 1.09 0.389 0.539 0.866 0.920 0.651
CNRM-ESM2-1_CMIP6 [-] 1.31 1.31 1.30 0.00875 0.754 1.45 0.673 0.614 0.830 0.510 0.648
EC-Earth3_BARPA [-] 1.64 1.76 1.35 4.70 0.409 0.707 1.00 0.724 0.637 0.913 0.906 0.763
EC-Earth3_CCAM [-] 2.40 2.50 1.35 4.83 1.14 1.30 1.07 0.370 0.583 0.849 0.926 0.662
EC-Earth3_CMIP6 [-] 2.36 2.36 1.34 1.01 1.41 0.515 0.447 0.438 0.920 0.951 0.639
ERA5_BARPA [-] 1.83 1.94 1.35 4.65 0.588 0.900 0.380 0.626 0.571 0.960 0.972 0.740
ERA5_CCAM [-] 2.60 2.68 1.35 4.81 1.33 1.49 1.08 0.310 0.557 0.867 0.975 0.653
MPI-ESM1-2-HR_BARPA [-] 1.49 1.63 1.35 5.11 0.278 0.663 0.336 0.744 0.657 0.962 0.845 0.773
MPI-ESM1-2-HR_CMIP6 [-] 1.21 1.21 1.32 -0.114 0.719 0.281 0.670 0.634 0.966 0.684 0.717
NorESM2-MM_BARPA [-] 1.97 2.10 1.35 5.00 0.745 1.01 0.371 0.548 0.554 0.954 0.934 0.709
NorESM2-MM_CCAM [-] 2.57 2.63 1.35 3.83 1.27 1.39 1.19 0.336 0.609 0.867 0.975 0.679
NorESM2-MM_CMIP6 [-] 2.41 2.41 1.34 1.07 1.22 0.833 0.396 0.605 0.912 0.821 0.668
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 [-] 0.852
ACCESS-CM2_BARPA [-] 1.26 1.25 0.852 0.403 0.502 1.00 0.466 0.556 0.909 0.985 0.694
ACCESS-CM2_CCAM [-] 1.59 1.58 0.852 0.732 0.825 1.80 0.265 0.469 0.802 0.973 0.596
ACCESS-CM2_CMIP6 [-] 1.60 1.60 0.882 0.720 0.800 1.39 0.294 0.504 0.866 0.925 0.619
ACCESS-ESM1-5_BARPA [-] 1.15 1.15 0.852 0.294 0.464 1.34 0.563 0.497 0.847 0.990 0.679
ACCESS-ESM1-5_CCAM [-] 1.59 1.58 0.852 0.732 0.825 1.80 0.265 0.469 0.802 0.973 0.596
ACCESS-ESM1-5_CMIP6 [-] 1.60 1.60 0.912 0.687 0.944 3.74 0.365 0.314 0.486 0.887 0.473
CESM2_BARPA [-] 1.19 1.19 0.852 0.336 0.502 2.37 0.516 0.483 0.748 0.990 0.644
CESM2_CCAM [-] 0.983 0.978 0.852 0.126 0.365 3.02 0.741 0.520 0.564 0.993 0.667
CESM2_CMIP6 [-] 1.47 1.47 0.890 0.579 1.05 2.50 0.397 0.260 0.727 0.883 0.506
CMCC-ESM2_BARPA [-] 1.13 1.13 0.852 0.275 0.461 1.64 0.570 0.484 0.854 0.991 0.676
CMCC-ESM2_CCAM [-] 1.70 1.69 0.852 0.842 1.03 2.75 0.247 0.335 0.650 0.947 0.503
CMCC-ESM2_CMIP6 [-] 1.61 1.61 0.890 0.722 1.00 3.25 0.314 0.321 0.538 0.943 0.487
CNRM-ESM2-1_CCAM [-] 1.18 1.18 0.852 0.324 0.517 2.63 0.554 0.482 0.685 0.977 0.636
CNRM-ESM2-1_CMIP6 [-] 1.18 1.18 0.882 0.302 0.386 0.676 0.550 0.617 0.944 0.984 0.742
EC-Earth3_BARPA [-] 0.933 0.930 0.852 0.0784 0.329 1.89 0.770 0.541 0.816 0.980 0.729
EC-Earth3_CCAM [-] 1.28 1.28 0.852 0.427 0.677 3.49 0.457 0.391 0.506 0.970 0.543
EC-Earth3_CMIP6 [-] 1.00 1.00 0.885 0.116 0.467 3.34 0.725 0.416 0.558 0.939 0.611
ERA5_BARPA [-] 1.25 1.25 0.852 0.398 0.559 1.98 0.461 0.467 0.793 0.986 0.635
ERA5_CCAM [-] 1.47 1.48 0.852 0.625 0.803 3.07 0.342 0.396 0.632 0.935 0.540
MPI-ESM1-2-HR_BARPA [-] 0.984 0.983 0.852 0.131 0.324 2.00 0.716 0.570 0.787 0.990 0.726
MPI-ESM1-2-HR_CMIP6 [-] 0.746 0.746 0.861 -0.115 0.380 1.98 0.703 0.461 0.736 0.989 0.670
NorESM2-MM_BARPA [-] 1.35 1.35 0.852 0.495 0.654 1.54 0.418 0.443 0.862 0.960 0.625
NorESM2-MM_CCAM [-] 1.66 1.66 0.852 0.807 0.969 1.60 0.276 0.372 0.829 0.975 0.565
NorESM2-MM_CMIP6 [-] 1.51 1.51 0.890 0.619 1.13 2.29 0.392 0.241 0.758 0.705 0.468
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 [-] 0.327
ACCESS-CM2_BARPA [-] 0.921 0.937 0.327 1.21 0.610 0.687 1.97 0.272 0.448 0.790 0.803 0.552
ACCESS-CM2_CCAM [-] 1.36 1.38 0.327 1.30 1.05 1.15 1.87 0.115 0.301 0.803 0.728 0.450
ACCESS-CM2_CMIP6 [-] 1.29 1.29 0.327 0.962 1.03 1.63 0.121 0.385 0.830 0.629 0.470
ACCESS-ESM1-5_BARPA [-] 0.823 0.839 0.327 1.08 0.512 0.663 2.34 0.313 0.333 0.757 0.800 0.507
ACCESS-ESM1-5_CCAM [-] 1.36 1.38 0.327 1.30 1.05 1.15 1.87 0.115 0.301 0.803 0.728 0.450
ACCESS-ESM1-5_CMIP6 [-] 1.26 1.26 0.324 0.938 1.06 1.56 0.131 0.280 0.835 0.533 0.412
CESM2_BARPA [-] 0.735 0.752 0.327 1.25 0.425 0.573 2.52 0.392 0.373 0.742 0.805 0.537
CESM2_CCAM [-] 0.630 0.647 0.327 0.968 0.319 0.396 1.51 0.483 0.554 0.846 0.749 0.637
CESM2_CMIP6 [-] 1.09 1.09 0.326 0.767 0.884 1.96 0.207 0.372 0.789 0.771 0.502
CMCC-ESM2_BARPA [-] 0.644 0.659 0.327 1.19 0.332 0.543 2.76 0.463 0.343 0.661 0.834 0.529
CMCC-ESM2_CCAM [-] 1.49 1.50 0.327 1.42 1.17 1.37 1.91 0.116 0.189 0.797 0.723 0.403
CMCC-ESM2_CMIP6 [-] 1.69 1.69 0.326 1.36 1.72 1.76 0.0689 0.101 0.814 0.631 0.343
CNRM-ESM2-1_CCAM [-] 1.20 1.22 0.327 1.07 0.893 1.05 2.02 0.141 0.237 0.797 0.584 0.399
CNRM-ESM2-1_CMIP6 [-] 0.737 0.737 0.329 0.408 0.498 1.32 0.423 0.532 0.878 0.768 0.626
EC-Earth3_BARPA [-] 0.532 0.548 0.327 0.982 0.221 0.394 2.73 0.577 0.431 0.702 0.838 0.596
EC-Earth3_CCAM [-] 1.03 1.05 0.327 1.03 0.722 0.920 1.83 0.180 0.239 0.803 0.683 0.429
EC-Earth3_CMIP6 [-] 0.884 0.874 0.324 5.94 0.550 0.829 1.52 0.248 0.205 0.839 0.554 0.410
ERA5_BARPA [-] 0.826 0.841 0.327 1.07 0.514 0.684 2.77 0.312 0.308 0.679 0.842 0.490
ERA5_CCAM [-] 1.28 1.30 0.327 1.08 0.974 1.15 1.92 0.104 0.209 0.797 0.647 0.393
MPI-ESM1-2-HR_BARPA [-] 0.524 0.540 0.327 1.02 0.213 0.379 1.81 0.569 0.478 0.811 0.800 0.627
MPI-ESM1-2-HR_CMIP6 [-] 0.406 0.406 0.324 0.0818 0.308 1.45 0.720 0.527 0.855 0.613 0.649
NorESM2-MM_BARPA [-] 1.03 1.05 0.327 1.32 0.719 0.827 2.97 0.220 0.350 0.587 0.767 0.455
NorESM2-MM_CCAM [-] 1.73 1.74 0.327 1.30 1.42 1.49 1.83 0.0716 0.334 0.795 0.770 0.461
NorESM2-MM_CMIP6 [-] 1.42 1.42 0.326 1.10 1.22 2.18 0.109 0.303 0.770 0.696 0.436
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 [-] 0.300
ACCESS-CM2_BARPA [-] 0.781 0.802 0.300 2.39 0.502 0.569 4.10 0.0881 0.243 0.339 0.444 0.271
ACCESS-CM2_CCAM [-] 0.963 0.984 0.300 2.46 0.684 0.756 3.22 0.0400 0.197 0.491 0.410 0.267
ACCESS-CM2_CMIP6 [-] 1.06 1.06 0.303 0.760 0.834 3.45 0.0166 0.167 0.469 0.587 0.281
ACCESS-ESM1-5_BARPA [-] 0.644 0.666 0.300 2.30 0.366 0.478 4.37 0.209 0.197 0.213 0.428 0.249
ACCESS-ESM1-5_CCAM [-] 0.963 0.984 0.300 2.46 0.684 0.756 3.22 0.0400 0.197 0.491 0.410 0.267
ACCESS-ESM1-5_CMIP6 [-] 0.995 0.995 0.311 0.684 0.776 3.50 0.0377 0.126 0.387 0.307 0.197
CESM2_BARPA [-] 0.621 0.645 0.300 2.47 0.345 0.444 4.88 0.213 0.234 0.197 0.345 0.245
CESM2_CCAM [-] 0.512 0.532 0.300 2.32 0.232 0.316 2.63 0.417 0.349 0.583 0.322 0.404
CESM2_CMIP6 [-] 0.932 0.932 0.309 0.623 0.751 4.69 0.105 0.142 0.216 0.0957 0.140
CMCC-ESM2_BARPA [-] 0.604 0.628 0.300 2.44 0.328 0.430 4.30 0.217 0.229 0.216 0.374 0.253
CMCC-ESM2_CCAM [-] 1.28 1.30 0.300 2.65 0.998 1.11 3.94 0.00543 0.0823 0.306 0.449 0.185
CMCC-ESM2_CMIP6 [-] 1.30 1.30 0.309 0.990 1.19 3.92 0.0252 0.0876 0.357 0.115 0.134
CNRM-ESM2-1_CCAM [-] 0.919 0.939 0.300 2.08 0.639 0.732 3.83 0.0524 0.177 0.332 0.354 0.219
CNRM-ESM2-1_CMIP6 [-] 0.697 0.697 0.296 0.401 0.461 1.97 0.200 0.301 0.709 0.161 0.334
EC-Earth3_BARPA [-] 0.472 0.493 0.300 2.13 0.193 0.330 4.78 0.434 0.259 0.237 0.394 0.317
EC-Earth3_CCAM [-] 0.701 0.719 0.300 2.13 0.420 0.555 3.33 0.164 0.161 0.425 0.440 0.270
EC-Earth3_CMIP6 [-] 0.595 0.595 0.305 0.290 0.484 3.22 0.311 0.146 0.447 0.349 0.280
ERA5_BARPA [-] 0.741 0.760 0.300 2.17 0.460 0.570 4.54 0.0993 0.158 0.210 0.496 0.225
ERA5_CCAM [-] 0.829 0.847 0.300 2.16 0.547 0.659 3.91 0.0759 0.155 0.315 0.473 0.235
MPI-ESM1-2-HR_BARPA [-] 0.513 0.533 0.300 2.06 0.233 0.353 4.36 0.377 0.254 0.241 0.423 0.310
MPI-ESM1-2-HR_CMIP6 [-] 0.324 0.324 0.305 0.0188 0.255 3.41 0.583 0.340 0.402 0.588 0.451
NorESM2-MM_BARPA [-] 0.912 0.936 0.300 2.66 0.636 0.702 4.32 0.0434 0.196 0.225 0.350 0.202
NorESM2-MM_CCAM [-] 1.33 1.35 0.300 1.59 1.05 1.09 3.71 0.00513 0.185 0.343 0.625 0.269
NorESM2-MM_CMIP6 [-] 1.23 1.23 0.309 0.925 1.05 4.35 0.0136 0.0762 0.237 0.183 0.117
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 [-] 1.78
ACCESS-CM2_BARPA [-] 1.71 1.74 1.78 -0.0398 0.375 0.255 0.800 0.699 0.982 0.960 0.828
ACCESS-CM2_CCAM [-] 2.11 2.22 1.78 0.436 0.592 0.846 0.612 0.679 0.881 0.851 0.741
ACCESS-CM2_CMIP6 [-] 2.37 2.37 1.73 0.637 0.891 2.02 0.512 0.489 0.718 0.00135 0.442
ACCESS-ESM1-5_BARPA [-] 1.63 1.68 1.78 -0.100 0.482 0.337 0.761 0.628 0.976 0.890 0.776
ACCESS-ESM1-5_CCAM [-] 2.11 2.22 1.78 0.436 0.592 0.846 0.612 0.679 0.881 0.851 0.741
ACCESS-ESM1-5_CMIP6 [-] 3.19 3.19 2.00 1.19 1.96 5.03 0.286 0.195 0.0717 1.00 0.350
CESM2_BARPA [-] 1.66 1.68 1.78 -0.100 0.375 0.425 0.799 0.707 0.973 0.974 0.832
CESM2_CCAM [-] 1.85 1.95 1.78 0.162 0.484 0.760 0.764 0.641 0.899 0.966 0.782
CESM2_CMIP6 [-] 2.38 2.38 1.91 0.478 0.989 3.55 0.584 0.408 0.356 0.919 0.535
CMCC-ESM2_BARPA [-] 1.72 1.80 1.78 0.0152 0.400 0.673 0.741 0.734 0.950 0.742 0.780
CMCC-ESM2_CCAM [-] 2.45 2.59 1.78 0.808 0.908 0.932 0.453 0.690 0.878 0.476 0.637
CMCC-ESM2_CMIP6 [-] 2.89 2.89 1.91 0.988 1.39 3.04 0.356 0.429 0.464 0.411 0.418
CNRM-ESM2-1_CCAM [-] 1.91 2.02 1.78 0.234 0.447 0.768 0.740 0.691 0.911 0.895 0.786
CNRM-ESM2-1_CMIP6 [-] 2.58 2.58 1.78 0.798 0.976 1.03 0.390 0.522 0.930 0.319 0.537
EC-Earth3_BARPA [-] 1.68 1.74 1.78 -0.0470 0.371 0.503 0.778 0.717 0.958 0.904 0.815
EC-Earth3_CCAM [-] 2.25 2.37 1.78 0.586 0.702 0.676 0.522 0.688 0.905 0.852 0.731
EC-Earth3_CMIP6 [-] 1.98 1.98 1.82 0.164 0.762 2.03 0.677 0.483 0.682 0.858 0.636
ERA5_BARPA [-] 1.72 1.73 1.78 -0.0487 0.298 0.342 0.831 0.768 0.976 0.995 0.868
ERA5_CCAM [-] 2.04 2.10 1.78 0.315 0.471 0.511 0.670 0.719 0.967 0.944 0.804
MPI-ESM1-2-HR_BARPA [-] 1.62 1.71 1.78 -0.0764 0.450 0.752 0.730 0.684 0.918 0.837 0.770
MPI-ESM1-2-HR_CMIP6 [-] 1.42 1.42 1.78 -0.365 0.811 0.00 0.603 0.470 1.00 0.673 0.643
NorESM2-MM_BARPA [-] 1.78 1.81 1.78 0.0313 0.326 0.340 0.780 0.767 0.979 0.903 0.839
NorESM2-MM_CCAM [-] 1.91 1.96 1.78 0.172 0.391 0.342 0.758 0.718 0.976 0.953 0.825
NorESM2-MM_CMIP6 [-] 2.10 2.10 1.91 0.191 0.490 0.505 0.807 0.634 0.972 0.984 0.806
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 [-] 1.90
ACCESS-CM2_BARPA [-] 1.98 2.07 1.90 0.177 0.502 0.255 0.796 0.666 0.983 0.731 0.768
ACCESS-CM2_CCAM [-] 2.48 2.54 1.90 0.646 0.736 0.453 0.560 0.752 0.969 0.782 0.763
ACCESS-CM2_CMIP6 [-] 2.26 2.26 1.90 0.354 1.03 0.00 0.709 0.391 1.00 1.00 0.698
ACCESS-ESM1-5_BARPA [-] 2.07 2.15 1.90 0.250 0.598 1.02 0.767 0.625 0.842 0.769 0.726
ACCESS-ESM1-5_CCAM [-] 2.48 2.54 1.90 0.646 0.736 0.453 0.560 0.752 0.969 0.782 0.763
ACCESS-ESM1-5_CMIP6 [-] 2.42 2.42 1.83 0.581 0.977 0.513 0.576 0.455 0.964 0.880 0.666
CESM2_BARPA [-] 1.86 1.95 1.90 0.0531 0.481 0.830 0.836 0.658 0.904 0.782 0.768
CESM2_CCAM [-] 2.23 2.33 1.90 0.430 0.617 0.772 0.665 0.693 0.938 0.697 0.737
CESM2_CMIP6 [-] 2.15 2.15 1.87 0.279 0.784 0.677 0.762 0.488 0.954 0.888 0.716
CMCC-ESM2_BARPA [-] 1.91 2.07 1.90 0.174 0.516 0.451 0.771 0.668 0.968 0.528 0.721
CMCC-ESM2_CCAM [-] 2.53 2.68 1.90 0.781 0.868 0.515 0.493 0.725 0.954 0.520 0.683
CMCC-ESM2_CMIP6 [-] 2.53 2.53 1.87 0.662 1.19 2.68 0.513 0.436 0.530 0.278 0.439
CNRM-ESM2-1_CCAM [-] 2.37 2.52 1.90 0.622 0.694 0.583 0.577 0.775 0.959 0.517 0.721
CNRM-ESM2-1_CMIP6 [-] 2.14 2.14 1.91 0.232 0.590 0.347 0.799 0.592 0.976 0.865 0.765
EC-Earth3_BARPA [-] 2.04 2.19 1.90 0.298 0.513 0.764 0.744 0.704 0.909 0.569 0.726
EC-Earth3_CCAM [-] 2.60 2.78 1.90 0.885 0.959 0.447 0.444 0.718 0.944 0.486 0.662
EC-Earth3_CMIP6 [-] 2.57 2.57 1.87 0.699 0.909 1.03 0.519 0.595 0.894 0.993 0.719
ERA5_BARPA [-] 1.91 2.06 1.90 0.166 0.457 0.452 0.791 0.707 0.969 0.567 0.748
ERA5_CCAM [-] 2.42 2.54 1.90 0.642 0.732 0.710 0.550 0.740 0.941 0.727 0.739
MPI-ESM1-2-HR_BARPA [-] 1.92 2.05 1.90 0.157 0.533 0.448 0.778 0.652 0.940 0.572 0.719
MPI-ESM1-2-HR_CMIP6 [-] 2.77 2.77 1.83 0.939 1.30 1.82 0.438 0.476 0.717 0.127 0.447
NorESM2-MM_BARPA [-] 1.87 2.01 1.90 0.117 0.443 0.444 0.800 0.701 0.964 0.585 0.750
NorESM2-MM_CCAM [-] 2.20 2.23 1.90 0.335 0.513 0.697 0.725 0.748 0.935 0.944 0.820
NorESM2-MM_CMIP6 [-] 2.16 2.16 1.87 0.283 0.626 1.00 0.756 0.589 0.888 0.653 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 [-] 2.09
ACCESS-CM2_BARPA [-] 2.01 2.01 2.09 -0.0800 0.379 0.213 0.808 0.738 0.988 0.872 0.829
ACCESS-CM2_CCAM [-] 2.19 2.21 2.09 0.126 0.565 0.427 0.740 0.647 0.970 0.931 0.787
ACCESS-CM2_CMIP6 [-] 2.57 2.57 2.11 0.460 0.909 3.39 0.611 0.489 0.403 0.0768 0.414
ACCESS-ESM1-5_BARPA [-] 1.85 1.87 2.09 -0.215 0.473 1.19 0.756 0.698 0.871 0.896 0.784
ACCESS-ESM1-5_CCAM [-] 2.19 2.21 2.09 0.126 0.565 0.427 0.740 0.647 0.970 0.931 0.787
ACCESS-ESM1-5_CMIP6 [-] 2.84 2.84 2.01 0.830 1.25 3.05 0.468 0.402 0.552 0.188 0.402
CESM2_BARPA [-] 2.07 2.07 2.09 -0.0131 0.338 0.861 0.838 0.762 0.935 0.821 0.824
CESM2_CCAM [-] 1.73 1.72 2.09 -0.369 0.733 1.57 0.640 0.567 0.823 0.926 0.705
CESM2_CMIP6 [-] 2.48 2.48 2.14 0.343 0.908 2.36 0.536 0.519 0.594 0.549 0.543
CMCC-ESM2_BARPA [-] 2.11 2.11 2.09 0.0276 0.345 0.774 0.827 0.768 0.938 0.992 0.858
CMCC-ESM2_CCAM [-] 2.65 2.66 2.09 0.571 0.693 1.15 0.609 0.714 0.900 0.830 0.753
CMCC-ESM2_CMIP6 [-] 3.39 3.39 2.14 1.25 1.59 2.87 0.383 0.409 0.555 0.224 0.396
CNRM-ESM2-1_CCAM [-] 2.06 2.07 2.09 -0.0174 0.535 1.16 0.745 0.648 0.898 0.930 0.774
CNRM-ESM2-1_CMIP6 [-] 2.49 2.49 2.16 0.333 0.617 1.37 0.736 0.665 0.864 0.712 0.728
EC-Earth3_BARPA [-] 1.94 1.94 2.09 -0.149 0.423 1.15 0.807 0.706 0.892 0.995 0.821
EC-Earth3_CCAM [-] 2.43 2.41 2.09 0.323 0.620 1.24 0.699 0.643 0.871 0.978 0.767
EC-Earth3_CMIP6 [-] 2.01 2.01 2.13 -0.121 0.884 1.94 0.613 0.521 0.761 0.282 0.539
ERA5_BARPA [-] 2.12 2.11 2.09 0.0206 0.285 0.298 0.854 0.805 0.983 0.765 0.843
ERA5_CCAM [-] 2.44 2.44 2.09 0.354 0.562 0.255 0.681 0.722 0.985 0.660 0.754
MPI-ESM1-2-HR_BARPA [-] 1.73 1.73 2.09 -0.360 0.560 0.465 0.682 0.680 0.952 0.993 0.798
MPI-ESM1-2-HR_CMIP6 [-] 1.14 1.14 2.06 -0.923 1.24 2.03 0.369 0.437 0.660 0.846 0.550
NorESM2-MM_BARPA [-] 2.17 2.16 2.09 0.0736 0.307 0.641 0.831 0.792 0.956 0.932 0.861
NorESM2-MM_CCAM [-] 2.15 2.16 2.09 0.0723 0.442 0.255 0.759 0.729 0.985 0.796 0.800
NorESM2-MM_CMIP6 [-] 2.61 2.61 2.14 0.466 0.948 2.02 0.511 0.525 0.627 0.429 0.524
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 [-] 1.60
ACCESS-CM2_BARPA [-] 1.67 1.68 1.60 0.0860 0.292 0.193 0.772 0.743 0.987 0.851 0.819
ACCESS-CM2_CCAM [-] 1.88 1.88 1.60 0.284 0.483 0.822 0.669 0.628 0.939 0.679 0.709
ACCESS-CM2_CMIP6 [-] 2.37 2.37 1.85 0.519 0.972 3.37 0.552 0.377 0.446 0.665 0.484
ACCESS-ESM1-5_BARPA [-] 1.50 1.51 1.60 -0.0821 0.341 0.338 0.780 0.674 0.973 0.890 0.798
ACCESS-ESM1-5_CCAM [-] 1.88 1.88 1.60 0.284 0.483 0.822 0.669 0.628 0.939 0.679 0.709
ACCESS-ESM1-5_CMIP6 [-] 1.67 1.67 1.37 0.305 0.507 1.52 0.588 0.494 0.839 0.976 0.678
CESM2_BARPA [-] 1.65 1.64 1.60 0.0423 0.305 0.436 0.783 0.714 0.973 0.770 0.791
CESM2_CCAM [-] 1.64 1.60 1.60 0.00580 0.423 0.726 0.776 0.595 0.934 0.873 0.754
CESM2_CMIP6 [-] 1.72 1.72 1.62 0.102 0.675 1.22 0.836 0.383 0.832 0.988 0.684
CMCC-ESM2_BARPA [-] 1.56 1.56 1.60 -0.0334 0.290 0.242 0.782 0.730 0.986 0.833 0.812
CMCC-ESM2_CCAM [-] 1.99 1.98 1.60 0.380 0.594 0.921 0.613 0.559 0.926 0.914 0.714
CMCC-ESM2_CMIP6 [-] 2.00 2.00 1.62 0.379 0.670 1.42 0.585 0.447 0.765 0.991 0.647
CNRM-ESM2-1_CCAM [-] 1.54 1.54 1.60 -0.0518 0.436 0.920 0.775 0.582 0.921 0.978 0.768
CNRM-ESM2-1_CMIP6 [-] 2.43 2.43 1.91 0.521 0.780 2.05 0.492 0.454 0.745 1.00 0.629
EC-Earth3_BARPA [-] 1.39 1.40 1.60 -0.195 0.398 0.484 0.713 0.661 0.967 0.951 0.791
EC-Earth3_CCAM [-] 1.76 1.75 1.60 0.150 0.447 1.12 0.765 0.587 0.883 0.947 0.754
EC-Earth3_CMIP6 [-] 1.56 1.56 1.66 -0.104 0.527 1.19 0.766 0.502 0.870 0.962 0.720
ERA5_BARPA [-] 1.68 1.69 1.60 0.0965 0.349 0.435 0.742 0.696 0.970 0.798 0.780
ERA5_CCAM [-] 1.83 1.82 1.60 0.222 0.459 1.36 0.723 0.613 0.880 0.939 0.754
MPI-ESM1-2-HR_BARPA [-] 1.60 1.60 1.60 0.00489 0.286 0.387 0.798 0.721 0.974 0.907 0.824
MPI-ESM1-2-HR_CMIP6 [-] 1.12 1.12 1.64 -0.513 0.767 1.63 0.487 0.440 0.765 0.292 0.485
NorESM2-MM_BARPA [-] 1.70 1.69 1.60 0.0961 0.316 0.485 0.757 0.717 0.970 0.773 0.787
NorESM2-MM_CCAM [-] 1.84 1.84 1.60 0.245 0.480 0.823 0.725 0.601 0.933 0.858 0.744
NorESM2-MM_CMIP6 [-] 1.76 1.76 1.62 0.143 0.672 1.02 0.819 0.401 0.923 0.980 0.705
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 [-] 0.705
ACCESS-CM2_BARPA [-] 1.10 1.22 0.705 0.512 0.587 1.51 0.328 0.516 0.809 0.699 0.574
ACCESS-CM2_CCAM [-] 1.16 1.23 0.705 0.528 0.650 2.38 0.324 0.414 0.651 0.770 0.515
ACCESS-CM2_CMIP6 [-] 1.96 1.96 0.799 1.16 1.25 2.80 0.0769 0.319 0.474 0.426 0.323
ACCESS-ESM1-5_BARPA [-] 0.947 1.07 0.705 0.366 0.496 1.48 0.457 0.469 0.826 0.663 0.577
ACCESS-ESM1-5_CCAM [-] 1.16 1.23 0.705 0.528 0.650 2.38 0.324 0.414 0.651 0.770 0.515
ACCESS-ESM1-5_CMIP6 [-] 1.22 1.22 0.730 0.487 0.741 3.74 0.323 0.276 0.457 0.985 0.463
CESM2_BARPA [-] 0.949 1.03 0.705 0.329 0.465 2.10 0.486 0.467 0.776 0.745 0.588
CESM2_CCAM [-] 0.842 0.925 0.705 0.220 0.440 2.17 0.660 0.457 0.698 0.573 0.569
CESM2_CMIP6 [-] 1.33 1.33 0.735 0.599 0.956 2.48 0.286 0.222 0.670 0.867 0.453
CMCC-ESM2_BARPA [-] 0.942 1.05 0.705 0.343 0.496 1.51 0.480 0.444 0.844 0.693 0.581
CMCC-ESM2_CCAM [-] 1.32 1.42 0.705 0.711 0.886 2.80 0.289 0.320 0.612 0.834 0.475
CMCC-ESM2_CMIP6 [-] 1.53 1.53 0.735 0.794 0.994 4.21 0.209 0.282 0.257 0.462 0.298
CNRM-ESM2-1_CCAM [-] 1.03 1.17 0.705 0.464 0.684 2.29 0.406 0.386 0.676 0.462 0.463
CNRM-ESM2-1_CMIP6 [-] 1.10 1.10 0.629 0.467 0.548 1.22 0.225 0.449 0.790 0.485 0.480
EC-Earth3_BARPA [-] 0.760 0.877 0.705 0.172 0.372 1.73 0.690 0.521 0.823 0.634 0.638
EC-Earth3_CCAM [-] 1.01 1.11 0.705 0.403 0.628 3.08 0.421 0.361 0.562 0.620 0.465
EC-Earth3_CMIP6 [-] 1.27 1.27 0.802 0.466 0.737 2.09 0.434 0.363 0.776 0.356 0.459
ERA5_BARPA [-] 1.07 1.20 0.705 0.495 0.622 2.15 0.353 0.423 0.697 0.633 0.506
ERA5_CCAM [-] 1.11 1.24 0.705 0.537 0.731 3.05 0.357 0.383 0.540 0.485 0.430
MPI-ESM1-2-HR_BARPA [-] 0.888 1.04 0.705 0.339 0.524 2.58 0.544 0.407 0.639 0.504 0.500
MPI-ESM1-2-HR_CMIP6 [-] 0.396 0.396 0.759 -0.362 0.508 2.15 0.372 0.414 0.640 0.461 0.460
NorESM2-MM_BARPA [-] 1.18 1.30 0.705 0.592 0.710 2.04 0.287 0.381 0.758 0.661 0.494
NorESM2-MM_CCAM [-] 1.38 1.46 0.705 0.757 0.917 2.20 0.260 0.352 0.665 0.830 0.492
NorESM2-MM_CMIP6 [-] 1.61 1.61 0.735 0.877 1.28 2.75 0.191 0.110 0.570 0.278 0.252
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 [-] 0.858
ACCESS-CM2_BARPA [-] 1.12 1.21 0.858 3.62 0.352 0.536 2.21 0.393 0.419 0.696 0.962 0.578
ACCESS-CM2_CCAM [-] 1.14 1.20 0.858 3.18 0.345 0.583 2.48 0.391 0.307 0.665 0.968 0.528
ACCESS-CM2_CMIP6 [-] 1.57 1.57 0.798 0.774 1.00 3.29 0.240 0.232 0.549 0.461 0.343
ACCESS-ESM1-5_BARPA [-] 0.878 0.976 0.858 3.37 0.118 0.413 2.00 0.528 0.433 0.730 0.944 0.613
ACCESS-ESM1-5_CCAM [-] 1.14 1.20 0.858 3.18 0.345 0.583 2.48 0.391 0.307 0.665 0.968 0.528
ACCESS-ESM1-5_CMIP6 [-] 1.48 1.48 0.800 0.675 0.885 4.14 0.243 0.202 0.369 0.591 0.321
CESM2_BARPA [-] 0.995 1.09 0.858 3.73 0.234 0.428 1.37 0.473 0.472 0.812 0.966 0.639
CESM2_CCAM [-] 1.15 1.22 0.858 3.38 0.362 0.502 0.992 0.411 0.429 0.868 0.931 0.614
CESM2_CMIP6 [-] 1.04 1.04 0.862 0.175 0.699 2.11 0.488 0.306 0.759 0.618 0.495
CMCC-ESM2_BARPA [-] 0.892 0.996 0.858 3.63 0.138 0.388 1.66 0.546 0.457 0.774 0.962 0.639
CMCC-ESM2_CCAM [-] 1.37 1.44 0.858 3.08 0.577 0.747 2.97 0.307 0.364 0.631 0.961 0.526
CMCC-ESM2_CMIP6 [-] 1.53 1.53 0.862 0.665 0.789 2.44 0.301 0.417 0.654 0.695 0.497
CNRM-ESM2-1_CCAM [-] 1.25 1.32 0.858 3.11 0.466 0.652 2.91 0.359 0.368 0.620 0.954 0.534
CNRM-ESM2-1_CMIP6 [-] 1.36 1.36 0.837 0.523 0.647 1.32 0.355 0.359 0.752 0.746 0.514
EC-Earth3_BARPA [-] 0.995 1.10 0.858 3.59 0.245 0.478 1.76 0.456 0.418 0.751 0.965 0.602
EC-Earth3_CCAM [-] 1.16 1.23 0.858 3.45 0.375 0.540 1.74 0.412 0.392 0.794 0.961 0.590
EC-Earth3_CMIP6 [-] 1.02 1.02 0.857 0.168 0.564 2.86 0.477 0.287 0.609 0.923 0.517
ERA5_BARPA [-] 1.12 1.22 0.858 3.64 0.359 0.530 1.84 0.367 0.455 0.769 0.964 0.602
ERA5_CCAM [-] 1.08 1.16 0.858 3.42 0.304 0.516 2.79 0.430 0.393 0.633 0.969 0.563
MPI-ESM1-2-HR_BARPA [-] 0.925 1.01 0.858 3.24 0.156 0.381 1.84 0.532 0.466 0.763 0.964 0.638
MPI-ESM1-2-HR_CMIP6 [-] 0.499 0.499 0.820 -0.321 0.452 2.19 0.384 0.378 0.641 0.289 0.414
NorESM2-MM_BARPA [-] 1.25 1.36 0.858 3.90 0.501 0.638 1.53 0.306 0.479 0.800 0.960 0.605
NorESM2-MM_CCAM [-] 1.16 1.20 0.858 1.56 0.341 0.592 2.73 0.378 0.369 0.617 0.674 0.481
NorESM2-MM_CMIP6 [-] 1.45 1.45 0.862 0.585 0.946 2.19 0.306 0.282 0.729 0.710 0.462
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 [-] 1.99 2.25 2.69 -0.436 0.784 0.682 0.479 0.599 0.918 0.971 0.714
ACCESS-CM2_CCAM [-] 2.36 2.55 2.69 -0.138 0.636 0.893 0.559 0.678 0.907 0.984 0.761
ACCESS-CM2_CMIP6 [-] 3.79 3.79 2.53 1.26 1.58 1.01 0.339 0.442 0.917 0.350 0.498
ACCESS-ESM1-5_BARPA [-] 2.14 2.40 2.69 -0.291 0.757 0.974 0.542 0.556 0.906 0.983 0.708
ACCESS-ESM1-5_CCAM [-] 2.36 2.55 2.69 -0.138 0.636 0.893 0.559 0.678 0.907 0.984 0.761
ACCESS-ESM1-5_CMIP6 [-] 3.61 3.61 2.73 0.877 1.08 0.510 0.315 0.433 0.964 0.969 0.623
CESM2_BARPA [-] 1.90 2.22 2.69 -0.472 0.895 0.661 0.465 0.544 0.924 0.944 0.684
CESM2_CCAM [-] 2.85 3.07 2.69 0.381 0.728 1.34 0.565 0.638 0.850 0.918 0.722
CESM2_CMIP6 [-] 2.76 2.76 2.57 0.185 0.628 0.890 0.599 0.631 0.909 0.731 0.700
CMCC-ESM2_BARPA [-] 1.68 1.96 2.69 -0.725 1.05 0.956 0.395 0.514 0.909 0.969 0.660
CMCC-ESM2_CCAM [-] 2.81 2.99 2.69 0.301 0.744 1.38 0.575 0.596 0.826 0.987 0.716
CMCC-ESM2_CMIP6 [-] 2.80 2.80 2.57 0.224 0.507 0.219 0.721 0.609 0.985 0.986 0.782
CNRM-ESM2-1_CCAM [-] 2.46 2.66 2.69 -0.0324 0.661 0.709 0.568 0.648 0.918 0.975 0.751
CNRM-ESM2-1_CMIP6 [-] 2.38 2.38 2.51 -0.131 0.742 0.848 0.632 0.567 0.944 0.584 0.659
EC-Earth3_BARPA [-] 2.16 2.39 2.69 -0.294 0.786 1.10 0.541 0.538 0.886 0.984 0.697
EC-Earth3_CCAM [-] 2.78 2.93 2.69 0.238 0.694 1.57 0.560 0.598 0.810 0.932 0.699
EC-Earth3_CMIP6 [-] 2.66 2.66 2.64 0.0149 0.999 1.17 0.622 0.370 0.889 0.323 0.515
ERA5_BARPA [-] 2.25 2.45 2.69 -0.239 0.764 0.663 0.566 0.551 0.938 0.978 0.717
ERA5_CCAM [-] 2.93 3.07 2.69 0.387 0.752 1.62 0.572 0.596 0.798 0.918 0.696
MPI-ESM1-2-HR_BARPA [-] 1.79 2.12 2.69 -0.566 0.960 0.744 0.429 0.538 0.930 0.895 0.666
MPI-ESM1-2-HR_CMIP6 [-] 1.63 1.63 2.68 -1.05 2.05 1.00 0.147 0.514 0.916 0.286 0.476
NorESM2-MM_BARPA [-] 2.44 2.70 2.69 0.0164 0.792 0.789 0.606 0.532 0.922 0.982 0.715
NorESM2-MM_CCAM [-] 2.99 3.09 2.69 0.406 0.793 1.91 0.523 0.580 0.745 0.693 0.624
NorESM2-MM_CMIP6 [-] 3.43 3.43 2.57 0.856 1.02 1.22 0.358 0.562 0.871 0.848 0.640

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:
derived MODIS ET in 0.5x0.5

  Source_file:
This product is generated from monthly MODIS ET in 0.5x0.5 observations

  Conventions:
Please contact Prof. James Randerson (Email: jranders@uci.edu) or Dr. Mingquan Mu (mmu@uci.edu) for any question

  Creation_date:
Fri May 16 15:29:34 PDT 2014

  Approach:
I used gdal tool to convert the original tif file to netcdf file. Meanwhile I also converted the original unit to the standard one (Kg/m2/mon --> Kg/m2/s) and saved the final file in netcdf format. Derived Data Code: http://redwood.ess.uci.edu/mingquan/www/ILAMB/Download/CODES/CODES/subroutines/convert/convert-et-modis.ncl

  Temporal resolution:
monthly

  General information:
This product was derived from MODIS MOD16A2 monthly 0.5 degree CMG dataset.

  Spatial resolution:
0.5x0.5 degree