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 [-] 0.718
ACCESS-CM2_BARPA [-] 1.15 1.19 0.718 2.72 0.472 0.627 2.04 0.493 0.563 0.829 0.931 0.676
ACCESS-CM2_CCAM [-] 1.50 1.53 0.718 2.73 0.808 0.938 1.88 0.372 0.509 0.838 0.935 0.632
ACCESS-CM2_CMIP6 [-] 1.61 1.61 0.728 0.878 0.985 1.99 0.315 0.466 0.791 0.923 0.592
ACCESS-ESM1-5_BARPA [-] 1.06 1.10 0.718 2.59 0.384 0.603 2.20 0.537 0.502 0.811 0.951 0.661
ACCESS-ESM1-5_CCAM [-] 1.50 1.53 0.718 2.73 0.808 0.938 1.88 0.372 0.509 0.838 0.935 0.632
ACCESS-ESM1-5_CMIP6 [-] 1.61 1.61 0.720 0.894 1.04 1.98 0.278 0.400 0.776 0.885 0.548
CESM2_BARPA [-] 0.980 1.02 0.718 2.80 0.301 0.546 2.44 0.568 0.519 0.804 0.949 0.672
CESM2_CCAM [-] 1.00 1.04 0.718 2.62 0.319 0.444 1.57 0.581 0.602 0.838 0.935 0.711
CESM2_CMIP6 [-] 1.36 1.36 0.715 0.647 0.841 2.26 0.433 0.478 0.784 0.924 0.620
CMCC-ESM2_BARPA [-] 0.899 0.938 0.718 2.75 0.220 0.548 2.32 0.574 0.499 0.812 0.933 0.663
CMCC-ESM2_CCAM [-] 1.70 1.73 0.718 2.80 1.01 1.19 2.20 0.332 0.424 0.786 0.930 0.579
CMCC-ESM2_CMIP6 [-] 1.81 1.81 0.715 1.09 1.37 2.14 0.317 0.381 0.783 0.915 0.555
CNRM-ESM2-1_CCAM [-] 1.43 1.46 0.718 2.46 0.740 0.924 2.15 0.387 0.453 0.792 0.942 0.605
CNRM-ESM2-1_CMIP6 [-] 1.05 1.05 0.717 0.335 0.534 1.47 0.524 0.555 0.855 0.933 0.684
EC-Earth3_BARPA [-] 0.850 0.888 0.718 2.60 0.169 0.434 2.54 0.638 0.549 0.792 0.965 0.699
EC-Earth3_CCAM [-] 1.33 1.36 0.718 2.55 0.637 0.834 1.99 0.397 0.449 0.781 0.942 0.604
EC-Earth3_CMIP6 [-] 1.18 1.18 0.720 5.92 0.456 0.786 1.86 0.500 0.378 0.804 0.933 0.598
ERA5_BARPA [-] 1.12 1.15 0.718 2.58 0.431 0.653 2.53 0.511 0.487 0.791 0.948 0.645
ERA5_CCAM [-] 1.52 1.55 0.718 2.53 0.833 1.00 2.24 0.322 0.441 0.777 0.930 0.582
MPI-ESM1-2-HR_BARPA [-] 0.790 0.832 0.718 2.68 0.114 0.431 1.94 0.597 0.578 0.836 0.942 0.706
MPI-ESM1-2-HR_CMIP6 [-] 0.612 0.612 0.724 -0.112 0.486 1.68 0.517 0.543 0.830 0.886 0.664
NorESM2-MM_BARPA [-] 1.27 1.31 0.718 2.96 0.592 0.760 2.36 0.456 0.484 0.797 0.945 0.633
NorESM2-MM_CCAM [-] 1.81 1.83 0.718 2.06 1.11 1.22 2.00 0.304 0.490 0.797 0.907 0.598
NorESM2-MM_CMIP6 [-] 1.66 1.66 0.715 0.948 1.13 2.29 0.317 0.426 0.790 0.934 0.579
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 [-] 0.909
ACCESS-CM2_BARPA [-] 1.43 1.41 0.909 0.504 0.643 2.29 0.378 0.439 0.695 0.990 0.604
ACCESS-CM2_CCAM [-] 2.10 2.07 0.909 1.16 1.31 2.19 0.116 0.294 0.725 0.971 0.501
ACCESS-CM2_CMIP6 [-] 2.04 2.04 0.916 1.12 1.25 2.78 0.102 0.286 0.620 0.902 0.456
ACCESS-ESM1-5_BARPA [-] 1.44 1.42 0.909 0.512 0.721 2.41 0.374 0.355 0.680 0.986 0.572
ACCESS-ESM1-5_CCAM [-] 2.10 2.07 0.909 1.16 1.31 2.19 0.116 0.294 0.725 0.971 0.501
ACCESS-ESM1-5_CMIP6 [-] 2.25 2.25 0.992 1.26 1.53 1.93 0.147 0.220 0.748 0.767 0.442
CESM2_BARPA [-] 1.37 1.36 0.909 0.450 0.653 2.37 0.422 0.385 0.687 0.987 0.594
CESM2_CCAM [-] 1.37 1.36 0.909 0.450 0.594 1.85 0.426 0.488 0.700 0.967 0.628
CESM2_CMIP6 [-] 1.86 1.86 0.941 0.918 1.20 1.98 0.215 0.266 0.767 0.870 0.500
CMCC-ESM2_BARPA [-] 1.20 1.18 0.909 0.273 0.558 1.96 0.570 0.376 0.774 0.988 0.644
CMCC-ESM2_CCAM [-] 2.28 2.26 0.909 1.35 1.59 2.25 0.0890 0.195 0.699 0.982 0.458
CMCC-ESM2_CMIP6 [-] 2.06 2.06 0.941 1.12 1.42 2.24 0.146 0.209 0.714 0.590 0.392
CNRM-ESM2-1_CCAM [-] 1.79 1.77 0.909 0.862 1.06 2.09 0.194 0.285 0.728 0.989 0.520
CNRM-ESM2-1_CMIP6 [-] 1.40 1.40 0.957 0.440 0.541 1.67 0.390 0.500 0.797 0.976 0.647
EC-Earth3_BARPA [-] 0.920 0.909 0.909 0.000409 0.331 2.31 0.792 0.525 0.701 0.915 0.710
EC-Earth3_CCAM [-] 1.61 1.59 0.909 0.686 1.01 2.50 0.259 0.235 0.662 0.990 0.503
EC-Earth3_CMIP6 [-] 1.09 1.09 0.933 0.157 0.485 2.43 0.700 0.409 0.666 0.833 0.625
ERA5_BARPA [-] 1.33 1.32 0.909 0.408 0.628 2.30 0.453 0.376 0.704 0.992 0.603
ERA5_CCAM [-] 2.11 2.09 0.909 1.18 1.37 2.40 0.109 0.248 0.688 0.976 0.477
MPI-ESM1-2-HR_BARPA [-] 0.802 0.791 0.909 -0.118 0.308 1.71 0.731 0.593 0.736 0.858 0.714
MPI-ESM1-2-HR_CMIP6 [-] 0.690 0.690 0.977 -0.287 0.382 1.94 0.549 0.624 0.731 0.568 0.619
NorESM2-MM_BARPA [-] 1.66 1.65 0.909 0.739 0.961 2.21 0.247 0.279 0.716 0.985 0.526
NorESM2-MM_CCAM [-] 2.37 2.36 0.909 1.45 1.60 1.72 0.0829 0.262 0.801 0.886 0.480
NorESM2-MM_CMIP6 [-] 1.93 1.93 0.941 0.985 1.29 1.85 0.191 0.233 0.789 0.935 0.503
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 [-] 1.82
ACCESS-CM2_BARPA [-] 1.80 1.86 1.82 0.0429 0.455 1.01 0.706 0.698 0.895 0.947 0.797
ACCESS-CM2_CCAM [-] 2.17 2.21 1.82 0.394 0.607 0.460 0.632 0.674 0.944 0.908 0.773
ACCESS-CM2_CMIP6 [-] 2.57 2.57 1.85 0.718 0.945 0.711 0.434 0.485 0.908 0.975 0.682
ACCESS-ESM1-5_BARPA [-] 1.91 1.96 1.82 0.145 0.448 1.01 0.737 0.689 0.904 0.966 0.810
ACCESS-ESM1-5_CCAM [-] 2.17 2.21 1.82 0.394 0.607 0.460 0.632 0.674 0.944 0.908 0.773
ACCESS-ESM1-5_CMIP6 [-] 2.52 2.51 1.63 0.889 1.08 0.819 0.336 0.452 0.868 0.992 0.640
CESM2_BARPA [-] 1.83 1.90 1.82 0.0828 0.462 1.07 0.734 0.697 0.903 0.989 0.816
CESM2_CCAM [-] 2.11 2.17 1.82 0.352 0.539 0.455 0.674 0.702 0.933 0.982 0.809
CESM2_CMIP6 [-] 2.24 2.24 1.76 0.486 0.690 1.06 0.620 0.622 0.872 0.981 0.751
CMCC-ESM2_BARPA [-] 1.58 1.65 1.82 -0.167 0.478 0.870 0.701 0.707 0.939 0.983 0.822
CMCC-ESM2_CCAM [-] 2.31 2.37 1.82 0.548 0.736 0.863 0.579 0.634 0.923 0.988 0.744
CMCC-ESM2_CMIP6 [-] 2.40 2.40 1.76 0.646 0.806 0.601 0.493 0.612 0.948 0.986 0.747
CNRM-ESM2-1_CCAM [-] 2.19 2.23 1.82 0.409 0.672 1.06 0.635 0.615 0.910 0.891 0.762
CNRM-ESM2-1_CMIP6 [-] 2.15 2.15 1.73 0.427 0.539 0.744 0.589 0.676 0.956 0.956 0.781
EC-Earth3_BARPA [-] 1.50 1.56 1.82 -0.256 0.493 1.26 0.648 0.688 0.877 0.987 0.792
EC-Earth3_CCAM [-] 2.11 2.15 1.82 0.331 0.636 1.42 0.670 0.596 0.864 0.989 0.766
EC-Earth3_CMIP6 [-] 1.71 1.71 1.79 -0.0790 0.553 0.864 0.709 0.582 0.934 0.989 0.767
ERA5_BARPA [-] 1.81 1.86 1.82 0.0438 0.436 1.44 0.760 0.695 0.849 0.970 0.806
ERA5_CCAM [-] 2.48 2.52 1.82 0.703 0.842 0.802 0.506 0.635 0.902 0.908 0.733
MPI-ESM1-2-HR_BARPA [-] 1.17 1.24 1.82 -0.577 0.710 0.408 0.469 0.688 0.949 0.974 0.757
MPI-ESM1-2-HR_CMIP6 [-] 0.840 0.840 1.82 -0.979 1.20 0.469 0.251 0.584 0.927 0.842 0.572
NorESM2-MM_BARPA [-] 2.08 2.15 1.82 0.332 0.626 1.35 0.684 0.634 0.880 0.985 0.779
NorESM2-MM_CCAM [-] 2.49 2.53 1.82 0.714 0.890 0.670 0.517 0.676 0.923 0.575 0.693
NorESM2-MM_CMIP6 [-] 2.40 2.40 1.76 0.643 0.809 0.916 0.529 0.606 0.933 0.929 0.750
Download Data
Period Mean (original grids) [mm d-1]
Model Period Mean (intersection) [mm d-1]
Benchmark Period Mean (intersection) [mm d-1]
Model Period Mean (complement) [mm d-1]
Benchmark Period Mean (complement) [mm d-1]
Bias [mm d-1]
RMSE [mm d-1]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 1.28
ACCESS-CM2_BARPA [-] 1.61 1.71 1.28 4.91 0.429 0.677 0.288 0.650 0.690 0.962 0.895 0.803
ACCESS-CM2_CCAM [-] 2.07 2.16 1.28 5.01 0.876 1.02 0.462 0.470 0.666 0.952 0.900 0.754
ACCESS-CM2_CMIP6 [-] 2.25 2.25 1.29 0.960 1.07 0.420 0.451 0.654 0.930 0.724 0.701
ACCESS-ESM1-5_BARPA [-] 1.57 1.66 1.28 4.80 0.382 0.739 0.424 0.667 0.613 0.962 0.940 0.788
ACCESS-ESM1-5_CCAM [-] 2.07 2.16 1.28 5.01 0.876 1.02 0.462 0.470 0.666 0.952 0.900 0.754
ACCESS-ESM1-5_CMIP6 [-] 2.33 2.34 1.27 1.06 1.19 0.239 0.392 0.613 0.975 0.869 0.706
CESM2_BARPA [-] 1.33 1.44 1.28 4.89 0.158 0.645 0.302 0.735 0.627 0.965 0.894 0.797
CESM2_CCAM [-] 1.66 1.78 1.28 5.55 0.494 0.610 0.481 0.646 0.732 0.943 0.715 0.765
CESM2_CMIP6 [-] 1.92 1.92 1.27 0.645 0.800 0.577 0.558 0.686 0.938 0.916 0.760
CMCC-ESM2_BARPA [-] 1.19 1.29 1.28 4.48 0.00812 0.753 0.222 0.710 0.568 0.972 0.908 0.778
CMCC-ESM2_CCAM [-] 2.19 2.27 1.28 4.80 0.992 1.21 0.665 0.428 0.563 0.930 0.882 0.707
CMCC-ESM2_CMIP6 [-] 2.40 2.40 1.27 1.13 1.41 0.837 0.410 0.515 0.922 0.939 0.679
CNRM-ESM2-1_CCAM [-] 2.14 2.23 1.28 4.76 0.948 1.17 0.891 0.432 0.558 0.903 0.900 0.701
CNRM-ESM2-1_CMIP6 [-] 1.27 1.27 1.28 -0.0150 0.659 1.26 0.684 0.632 0.862 0.688 0.721
EC-Earth3_BARPA [-] 1.42 1.52 1.28 4.72 0.239 0.637 0.666 0.708 0.655 0.942 0.877 0.796
EC-Earth3_CCAM [-] 2.18 2.26 1.28 4.83 0.977 1.15 0.715 0.417 0.588 0.906 0.887 0.705
EC-Earth3_CMIP6 [-] 2.11 2.11 1.28 0.830 1.21 0.337 0.507 0.452 0.949 0.925 0.701
ERA5_BARPA [-] 1.62 1.71 1.28 4.66 0.432 0.811 0.392 0.639 0.576 0.967 0.938 0.770
ERA5_CCAM [-] 2.42 2.49 1.28 4.82 1.21 1.38 0.659 0.334 0.547 0.915 0.957 0.684
MPI-ESM1-2-HR_BARPA [-] 1.21 1.32 1.28 5.10 0.0426 0.599 0.185 0.698 0.695 0.976 0.808 0.799
MPI-ESM1-2-HR_CMIP6 [-] 0.978 0.978 1.27 -0.293 0.736 0.214 0.591 0.661 0.974 0.687 0.725
NorESM2-MM_BARPA [-] 1.73 1.83 1.28 4.98 0.549 0.874 0.393 0.595 0.564 0.955 0.898 0.748
NorESM2-MM_CCAM [-] 2.47 2.52 1.28 3.84 1.24 1.34 0.840 0.330 0.629 0.904 0.973 0.704
NorESM2-MM_CMIP6 [-] 2.36 2.36 1.27 1.09 1.23 0.742 0.380 0.589 0.925 0.941 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 [-] 0.852
ACCESS-CM2_BARPA [-] 1.25 1.25 0.852 0.400 0.508 1.10 0.467 0.540 0.898 0.983 0.702
ACCESS-CM2_CCAM [-] 1.58 1.57 0.852 0.723 0.817 1.90 0.267 0.468 0.801 0.969 0.608
ACCESS-CM2_CMIP6 [-] 1.59 1.59 0.883 0.704 0.786 1.59 0.304 0.505 0.854 0.923 0.631
ACCESS-ESM1-5_BARPA [-] 1.15 1.15 0.852 0.294 0.463 1.24 0.561 0.496 0.861 0.990 0.701
ACCESS-ESM1-5_CCAM [-] 1.58 1.57 0.852 0.723 0.817 1.90 0.267 0.468 0.801 0.969 0.608
ACCESS-ESM1-5_CMIP6 [-] 1.58 1.58 0.913 0.668 0.928 3.41 0.366 0.314 0.539 0.891 0.504
CESM2_BARPA [-] 1.18 1.18 0.852 0.331 0.511 2.60 0.517 0.467 0.717 0.990 0.650
CESM2_CCAM [-] 0.984 0.979 0.852 0.127 0.364 2.99 0.738 0.519 0.574 0.992 0.685
CESM2_CMIP6 [-] 1.47 1.47 0.891 0.575 1.06 2.68 0.396 0.256 0.701 0.882 0.525
CMCC-ESM2_BARPA [-] 1.14 1.14 0.852 0.286 0.466 1.68 0.558 0.485 0.843 0.990 0.693
CMCC-ESM2_CCAM [-] 1.71 1.70 0.852 0.850 1.04 2.87 0.242 0.331 0.631 0.950 0.516
CMCC-ESM2_CMIP6 [-] 1.62 1.62 0.891 0.725 0.998 2.76 0.311 0.322 0.655 0.937 0.530
CNRM-ESM2-1_CCAM [-] 1.20 1.19 0.852 0.343 0.535 2.46 0.536 0.471 0.692 0.978 0.647
CNRM-ESM2-1_CMIP6 [-] 1.19 1.19 0.882 0.312 0.400 0.755 0.537 0.603 0.937 0.983 0.747
EC-Earth3_BARPA [-] 0.934 0.931 0.852 0.0790 0.336 2.08 0.771 0.530 0.791 0.981 0.742
EC-Earth3_CCAM [-] 1.29 1.29 0.852 0.433 0.683 3.55 0.450 0.388 0.485 0.969 0.552
EC-Earth3_CMIP6 [-] 1.01 1.01 0.885 0.128 0.470 3.24 0.709 0.417 0.583 0.931 0.633
ERA5_BARPA [-] 1.25 1.25 0.852 0.400 0.553 2.01 0.460 0.473 0.789 0.985 0.654
ERA5_CCAM [-] 1.47 1.48 0.852 0.623 0.800 3.04 0.341 0.395 0.629 0.935 0.555
MPI-ESM1-2-HR_BARPA [-] 0.988 0.986 0.852 0.134 0.323 1.88 0.714 0.568 0.805 0.990 0.747
MPI-ESM1-2-HR_CMIP6 [-] 0.750 0.750 0.861 -0.111 0.372 1.67 0.705 0.464 0.781 0.989 0.705
NorESM2-MM_BARPA [-] 1.33 1.34 0.852 0.483 0.636 1.53 0.420 0.450 0.861 0.965 0.649
NorESM2-MM_CCAM [-] 1.66 1.66 0.852 0.804 0.959 1.64 0.274 0.379 0.823 0.974 0.587
NorESM2-MM_CMIP6 [-] 1.51 1.51 0.891 0.618 1.12 2.40 0.390 0.240 0.743 0.702 0.488
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 [-] 0.315
ACCESS-CM2_BARPA [-] 0.875 0.893 0.315 1.54 0.578 0.649 2.85 0.201 0.371 0.616 0.688 0.434
ACCESS-CM2_CCAM [-] 1.19 1.21 0.315 1.61 0.896 0.982 2.41 0.0922 0.268 0.691 0.525 0.382
ACCESS-CM2_CMIP6 [-] 1.19 1.19 0.316 0.874 0.940 2.45 0.0868 0.318 0.678 0.579 0.398
ACCESS-ESM1-5_BARPA [-] 0.761 0.778 0.315 1.41 0.463 0.596 3.03 0.272 0.284 0.577 0.672 0.414
ACCESS-ESM1-5_CCAM [-] 1.19 1.21 0.315 1.61 0.896 0.982 2.41 0.0922 0.268 0.691 0.525 0.382
ACCESS-ESM1-5_CMIP6 [-] 1.16 1.16 0.318 0.839 0.939 2.30 0.0959 0.232 0.661 0.433 0.333
CESM2_BARPA [-] 0.684 0.703 0.315 1.57 0.388 0.523 3.37 0.333 0.316 0.553 0.658 0.424
CESM2_CCAM [-] 0.580 0.597 0.315 1.33 0.282 0.362 1.88 0.467 0.483 0.751 0.607 0.548
CESM2_CMIP6 [-] 1.03 1.03 0.318 0.709 0.830 2.89 0.170 0.289 0.589 0.322 0.338
CMCC-ESM2_BARPA [-] 0.637 0.655 0.315 1.52 0.339 0.504 3.33 0.366 0.301 0.507 0.706 0.425
CMCC-ESM2_CCAM [-] 1.42 1.43 0.315 1.76 1.12 1.28 2.70 0.0752 0.150 0.616 0.622 0.328
CMCC-ESM2_CMIP6 [-] 1.54 1.54 0.318 1.22 1.51 2.55 0.0524 0.0972 0.646 0.301 0.261
CNRM-ESM2-1_CCAM [-] 1.10 1.12 0.315 1.35 0.808 0.947 2.59 0.106 0.207 0.643 0.487 0.335
CNRM-ESM2-1_CMIP6 [-] 0.719 0.719 0.316 0.403 0.479 1.71 0.352 0.459 0.803 0.524 0.504
EC-Earth3_BARPA [-] 0.515 0.533 0.315 1.29 0.217 0.371 3.47 0.515 0.370 0.542 0.701 0.490
EC-Earth3_CCAM [-] 0.918 0.935 0.315 1.34 0.620 0.795 2.27 0.171 0.208 0.680 0.540 0.378
EC-Earth3_CMIP6 [-] 0.800 0.794 0.315 5.92 0.479 0.731 2.17 0.253 0.174 0.697 0.461 0.370
ERA5_BARPA [-] 0.804 0.820 0.315 1.36 0.505 0.651 3.54 0.229 0.249 0.498 0.746 0.387
ERA5_CCAM [-] 1.11 1.13 0.315 1.35 0.810 0.963 2.74 0.0932 0.191 0.618 0.475 0.334
MPI-ESM1-2-HR_BARPA [-] 0.519 0.537 0.315 1.30 0.221 0.363 2.71 0.500 0.406 0.616 0.705 0.511
MPI-ESM1-2-HR_CMIP6 [-] 0.377 0.377 0.316 0.0615 0.288 2.18 0.660 0.461 0.684 0.610 0.575
NorESM2-MM_BARPA [-] 0.968 0.988 0.315 1.66 0.672 0.760 3.32 0.162 0.304 0.493 0.637 0.364
NorESM2-MM_CCAM [-] 1.55 1.56 0.315 1.35 1.24 1.30 2.49 0.0516 0.284 0.641 0.623 0.391
NorESM2-MM_CMIP6 [-] 1.33 1.33 0.318 1.01 1.13 2.94 0.0777 0.226 0.578 0.444 0.307
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 [-] 1.86
ACCESS-CM2_BARPA [-] 1.85 1.88 1.86 0.0181 0.380 0.254 0.794 0.717 0.983 0.980 0.836
ACCESS-CM2_CCAM [-] 2.14 2.18 1.86 0.318 0.575 0.653 0.667 0.670 0.942 0.990 0.773
ACCESS-CM2_CMIP6 [-] 2.42 2.42 1.92 0.499 0.945 2.73 0.583 0.439 0.540 0.473 0.519
ACCESS-ESM1-5_BARPA [-] 1.76 1.79 1.86 -0.0644 0.463 0.672 0.764 0.666 0.915 0.993 0.801
ACCESS-ESM1-5_CCAM [-] 2.14 2.18 1.86 0.318 0.575 0.653 0.667 0.670 0.942 0.990 0.773
ACCESS-ESM1-5_CMIP6 [-] 2.48 2.48 1.81 0.673 1.08 2.16 0.492 0.402 0.667 0.533 0.548
CESM2_BARPA [-] 1.84 1.85 1.86 -0.00578 0.370 0.603 0.815 0.715 0.948 0.974 0.828
CESM2_CCAM [-] 1.83 1.85 1.86 -0.00648 0.578 0.966 0.698 0.613 0.902 0.982 0.773
CESM2_CMIP6 [-] 2.16 2.16 1.90 0.263 0.825 1.78 0.666 0.460 0.697 0.823 0.654
CMCC-ESM2_BARPA [-] 1.85 1.89 1.86 0.0322 0.370 0.492 0.792 0.734 0.963 0.972 0.820
CMCC-ESM2_CCAM [-] 2.41 2.45 1.86 0.592 0.728 0.971 0.564 0.676 0.906 0.915 0.714
CMCC-ESM2_CMIP6 [-] 2.74 2.74 1.90 0.837 1.21 2.46 0.456 0.425 0.583 0.402 0.478
CNRM-ESM2-1_CCAM [-] 1.96 2.01 1.86 0.154 0.520 0.919 0.721 0.668 0.918 0.931 0.784
CNRM-ESM2-1_CMIP6 [-] 2.40 2.40 1.97 0.423 0.705 1.04 0.661 0.591 0.899 0.925 0.700
EC-Earth3_BARPA [-] 1.76 1.81 1.86 -0.0530 0.425 0.773 0.767 0.696 0.918 0.953 0.809
EC-Earth3_CCAM [-] 2.25 2.29 1.86 0.432 0.652 1.00 0.633 0.653 0.890 0.894 0.746
EC-Earth3_CMIP6 [-] 1.98 1.98 1.89 0.0938 0.752 1.53 0.649 0.527 0.798 0.659 0.672
ERA5_BARPA [-] 1.89 1.91 1.86 0.0559 0.342 0.336 0.808 0.750 0.978 0.985 0.833
ERA5_CCAM [-] 2.20 2.23 1.86 0.369 0.553 0.729 0.662 0.698 0.941 0.991 0.783
MPI-ESM1-2-HR_BARPA [-] 1.72 1.76 1.86 -0.0945 0.450 0.414 0.744 0.687 0.957 0.989 0.806
MPI-ESM1-2-HR_CMIP6 [-] 1.59 1.59 1.85 -0.255 1.05 1.51 0.455 0.455 0.761 0.364 0.540
NorESM2-MM_BARPA [-] 1.91 1.94 1.86 0.0797 0.342 0.506 0.798 0.750 0.966 0.996 0.832
NorESM2-MM_CCAM [-] 2.04 2.05 1.86 0.193 0.467 0.555 0.740 0.696 0.957 0.916 0.814
NorESM2-MM_CMIP6 [-] 2.19 2.19 1.90 0.292 0.752 1.21 0.674 0.512 0.808 0.734 0.704
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 [-] 0.828
ACCESS-CM2_BARPA [-] 1.10 1.20 0.828 3.63 0.372 0.533 1.94 0.391 0.445 0.737 0.966 0.602
ACCESS-CM2_CCAM [-] 1.12 1.19 0.828 3.19 0.358 0.579 2.46 0.398 0.330 0.660 0.972 0.554
ACCESS-CM2_CMIP6 [-] 1.65 1.65 0.800 0.847 1.05 3.11 0.219 0.258 0.541 0.437 0.348
ACCESS-ESM1-5_BARPA [-] 0.888 0.991 0.828 3.37 0.163 0.429 1.92 0.521 0.439 0.729 0.955 0.625
ACCESS-ESM1-5_CCAM [-] 1.12 1.19 0.828 3.19 0.358 0.579 2.46 0.398 0.330 0.660 0.972 0.554
ACCESS-ESM1-5_CMIP6 [-] 1.42 1.42 0.789 0.630 0.851 4.06 0.263 0.217 0.384 0.615 0.398
CESM2_BARPA [-] 0.989 1.08 0.828 3.73 0.255 0.441 1.61 0.474 0.468 0.799 0.967 0.643
CESM2_CCAM [-] 1.08 1.15 0.828 3.38 0.324 0.487 1.19 0.462 0.432 0.839 0.907 0.623
CESM2_CMIP6 [-] 1.09 1.09 0.837 0.255 0.752 2.22 0.448 0.292 0.738 0.634 0.509
CMCC-ESM2_BARPA [-] 0.912 1.02 0.828 3.63 0.188 0.414 1.62 0.524 0.460 0.785 0.961 0.645
CMCC-ESM2_CCAM [-] 1.37 1.44 0.828 3.10 0.612 0.779 2.89 0.302 0.361 0.630 0.962 0.534
CMCC-ESM2_CMIP6 [-] 1.54 1.54 0.837 0.708 0.846 2.93 0.273 0.390 0.557 0.694 0.419
CNRM-ESM2-1_CCAM [-] 1.22 1.31 0.828 3.12 0.479 0.672 2.99 0.361 0.368 0.590 0.964 0.526
CNRM-ESM2-1_CMIP6 [-] 1.32 1.32 0.798 0.523 0.639 1.34 0.326 0.370 0.745 0.748 0.515
EC-Earth3_BARPA [-] 0.951 1.06 0.828 3.62 0.233 0.458 1.68 0.498 0.437 0.772 0.957 0.642
EC-Earth3_CCAM [-] 1.14 1.22 0.828 3.48 0.392 0.572 2.03 0.407 0.382 0.743 0.946 0.566
EC-Earth3_CMIP6 [-] 1.10 1.10 0.847 0.249 0.626 2.76 0.459 0.293 0.628 0.836 0.515
ERA5_BARPA [-] 1.11 1.22 0.828 3.63 0.388 0.552 1.92 0.366 0.445 0.756 0.965 0.587
ERA5_CCAM [-] 1.08 1.17 0.828 3.39 0.343 0.556 2.84 0.421 0.394 0.610 0.950 0.536
MPI-ESM1-2-HR_BARPA [-] 0.913 1.02 0.828 3.22 0.188 0.405 1.80 0.540 0.461 0.771 0.967 0.622
MPI-ESM1-2-HR_CMIP6 [-] 0.480 0.480 0.810 -0.330 0.467 2.16 0.382 0.382 0.650 0.315 0.438
NorESM2-MM_BARPA [-] 1.23 1.34 0.828 3.87 0.512 0.648 1.73 0.307 0.458 0.787 0.961 0.585
NorESM2-MM_CCAM [-] 1.21 1.26 0.828 1.55 0.427 0.668 2.76 0.356 0.355 0.605 0.800 0.503
NorESM2-MM_CMIP6 [-] 1.48 1.48 0.837 0.639 1.01 2.37 0.284 0.251 0.689 0.678 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 [-] 2.02 2.28 2.69 -0.409 0.765 0.597 0.490 0.604 0.930 0.974 0.734
ACCESS-CM2_CCAM [-] 2.37 2.56 2.69 -0.123 0.625 0.853 0.566 0.684 0.916 0.985 0.776
ACCESS-CM2_CMIP6 [-] 3.80 3.80 2.53 1.27 1.58 1.01 0.344 0.451 0.917 0.352 0.509
ACCESS-ESM1-5_BARPA [-] 2.13 2.39 2.69 -0.299 0.765 0.911 0.540 0.555 0.915 0.982 0.727
ACCESS-ESM1-5_CCAM [-] 2.37 2.56 2.69 -0.123 0.625 0.853 0.566 0.684 0.916 0.985 0.776
ACCESS-ESM1-5_CMIP6 [-] 3.63 3.63 2.73 0.901 1.09 0.508 0.309 0.446 0.967 0.964 0.647
CESM2_BARPA [-] 1.88 2.21 2.69 -0.480 0.908 0.638 0.463 0.542 0.928 0.941 0.699
CESM2_CCAM [-] 2.85 3.07 2.69 0.379 0.725 1.28 0.568 0.641 0.863 0.920 0.736
CESM2_CMIP6 [-] 2.75 2.75 2.57 0.180 0.638 0.776 0.601 0.627 0.935 0.731 0.713
CMCC-ESM2_BARPA [-] 1.72 2.01 2.69 -0.677 1.02 0.893 0.407 0.519 0.915 0.970 0.682
CMCC-ESM2_CCAM [-] 2.83 3.00 2.69 0.318 0.752 1.33 0.573 0.595 0.836 0.987 0.731
CMCC-ESM2_CMIP6 [-] 2.81 2.81 2.57 0.239 0.517 0.334 0.720 0.610 0.975 0.991 0.800
CNRM-ESM2-1_CCAM [-] 2.47 2.66 2.69 -0.0262 0.669 0.772 0.570 0.643 0.907 0.978 0.760
CNRM-ESM2-1_CMIP6 [-] 2.39 2.39 2.51 -0.123 0.731 1.02 0.635 0.578 0.905 0.588 0.665
EC-Earth3_BARPA [-] 2.17 2.41 2.69 -0.280 0.778 0.936 0.545 0.543 0.911 0.984 0.723
EC-Earth3_CCAM [-] 2.78 2.92 2.69 0.238 0.689 1.47 0.562 0.603 0.824 0.930 0.716
EC-Earth3_CMIP6 [-] 2.66 2.66 2.64 0.0235 0.995 1.04 0.623 0.374 0.894 0.317 0.532
ERA5_BARPA [-] 2.25 2.45 2.69 -0.236 0.768 0.495 0.568 0.550 0.948 0.978 0.738
ERA5_CCAM [-] 2.93 3.07 2.69 0.386 0.755 1.57 0.573 0.596 0.799 0.917 0.707
MPI-ESM1-2-HR_BARPA [-] 1.79 2.12 2.69 -0.564 0.960 0.742 0.431 0.540 0.927 0.896 0.681
MPI-ESM1-2-HR_CMIP6 [-] 1.62 1.62 2.68 -1.06 2.06 0.867 0.146 0.522 0.931 0.284 0.476
NorESM2-MM_BARPA [-] 2.42 2.69 2.69 -0.000271 0.791 0.619 0.609 0.535 0.938 0.982 0.740
NorESM2-MM_CCAM [-] 2.96 3.07 2.69 0.382 0.775 1.89 0.532 0.585 0.745 0.717 0.638
NorESM2-MM_CMIP6 [-] 3.41 3.41 2.57 0.843 1.00 1.11 0.367 0.577 0.897 0.840 0.660
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 4.84 3.80 0.300 0.615 2.19 0.453 0.510 0.650 0.947 0.614
ACCESS-CM2_CCAM [-] 4.31 2.04 1.60 4.81 3.80 0.432 0.887 2.05 0.298 0.504 0.675 0.819 0.560
ACCESS-CM2_CMIP6 [-] 4.28 2.95 2.16 4.76 0.787 1.07 2.55 0.396 0.386 0.535 0.960 0.532
ACCESS-ESM1-5_BARPA [-] 4.09 1.80 1.60 4.60 3.80 0.200 0.625 2.32 0.435 0.477 0.638 0.948 0.595
ACCESS-ESM1-5_CCAM [-] 4.31 2.04 1.60 4.81 3.80 0.432 0.887 2.05 0.298 0.504 0.675 0.819 0.560
ACCESS-ESM1-5_CMIP6 [-] 4.30 3.19 2.20 4.72 0.984 1.23 2.45 0.268 0.320 0.580 0.967 0.491
CESM2_BARPA [-] 4.72 1.74 1.60 5.39 3.80 0.136 0.592 2.53 0.439 0.472 0.610 0.955 0.590
CESM2_CCAM [-] 4.63 1.65 1.60 5.29 3.80 0.0460 0.646 1.87 0.348 0.462 0.650 0.941 0.573
CESM2_CMIP6 [-] 3.87 2.61 2.09 4.28 0.523 0.962 2.53 0.404 0.367 0.590 0.960 0.538
CMCC-ESM2_BARPA [-] 4.47 1.68 1.60 5.09 3.80 0.0726 0.594 2.45 0.442 0.459 0.613 0.959 0.586
CMCC-ESM2_CCAM [-] 4.46 2.22 1.60 4.96 3.80 0.619 1.02 2.30 0.357 0.483 0.643 0.816 0.557
CMCC-ESM2_CMIP6 [-] 4.08 2.90 2.09 4.46 0.812 1.22 2.66 0.423 0.349 0.518 0.938 0.515
CNRM-ESM2-1_CCAM [-] 3.53 1.90 1.60 3.89 3.80 0.294 0.935 2.13 0.244 0.469 0.715 0.770 0.533
CNRM-ESM2-1_CMIP6 [-] 3.83 2.52 2.15 4.28 0.363 0.853 2.08 0.397 0.399 0.623 0.959 0.555
EC-Earth3_BARPA [-] 4.51 1.63 1.60 5.15 3.80 0.0268 0.515 2.56 0.475 0.473 0.626 0.967 0.603
EC-Earth3_CCAM [-] 4.26 1.91 1.60 4.79 3.80 0.306 0.813 2.17 0.316 0.467 0.644 0.890 0.557
EC-Earth3_CMIP6 [-] 3.81 2.48 1.95 4.20 0.530 0.939 2.40 0.383 0.325 0.556 0.971 0.512
ERA5_BARPA [-] 4.16 1.84 1.60 4.68 3.80 0.233 0.637 2.48 0.438 0.519 0.649 0.940 0.613
ERA5_CCAM [-] 4.01 2.07 1.60 4.45 3.80 0.463 0.891 2.28 0.328 0.541 0.651 0.864 0.585
MPI-ESM1-2-HR_BARPA [-] 4.21 1.61 1.60 4.80 3.80 0.00562 0.527 2.21 0.454 0.454 0.611 0.972 0.589
MPI-ESM1-2-HR_CMIP6 [-] 3.86 2.31 2.02 4.33 0.285 0.956 2.34 0.305 0.287 0.552 0.906 0.467
NorESM2-MM_BARPA [-] 4.84 1.97 1.60 5.46 3.80 0.366 0.709 2.45 0.434 0.497 0.618 0.925 0.594
NorESM2-MM_CCAM [-] 3.29 2.13 1.60 3.55 3.80 0.528 1.14 2.20 0.211 0.503 0.627 0.576 0.484
NorESM2-MM_CMIP6 [-] 3.90 2.77 2.09 4.27 0.683 1.04 2.61 0.430 0.380 0.559 0.938 0.537
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 [-] 5.11 3.50 3.58 5.44 3.80 -0.0804 0.571 2.49 0.433 0.490 0.570 0.992 0.595
ACCESS-CM2_CCAM [-] 4.97 3.18 3.58 5.35 3.80 -0.408 0.776 2.42 0.256 0.509 0.601 0.934 0.562
ACCESS-CM2_CMIP6 [-] 4.94 4.11 3.66 5.45 0.444 0.857 2.90 0.422 0.390 0.507 0.955 0.533
ACCESS-ESM1-5_BARPA [-] 4.68 3.37 3.58 4.96 3.80 -0.210 0.665 2.54 0.384 0.466 0.564 0.985 0.573
ACCESS-ESM1-5_CCAM [-] 4.97 3.18 3.58 5.35 3.80 -0.408 0.776 2.42 0.256 0.509 0.601 0.934 0.562
ACCESS-ESM1-5_CMIP6 [-] 5.05 4.49 3.71 5.41 0.784 1.07 2.44 0.277 0.326 0.602 0.970 0.500
CESM2_BARPA [-] 5.72 3.32 3.58 6.22 3.80 -0.262 0.676 2.67 0.380 0.454 0.534 0.976 0.560
CESM2_CCAM [-] 5.59 3.00 3.58 6.14 3.80 -0.584 1.09 2.53 0.237 0.405 0.571 0.813 0.486
CESM2_CMIP6 [-] 4.42 3.76 3.65 4.73 0.111 0.807 2.55 0.411 0.374 0.587 0.971 0.543
CMCC-ESM2_BARPA [-] 5.26 3.29 3.58 5.67 3.80 -0.294 0.694 2.72 0.376 0.439 0.524 0.969 0.549
CMCC-ESM2_CCAM [-] 5.07 3.36 3.58 5.43 3.80 -0.222 0.660 2.56 0.359 0.514 0.579 0.941 0.582
CMCC-ESM2_CMIP6 [-] 4.58 3.88 3.65 4.92 0.229 0.750 2.90 0.481 0.372 0.500 0.985 0.542
CNRM-ESM2-1_CCAM [-] 3.77 2.92 3.58 3.95 3.80 -0.659 0.996 2.15 0.166 0.474 0.675 0.809 0.519
CNRM-ESM2-1_CMIP6 [-] 4.36 3.62 3.64 4.76 -0.0158 0.840 2.53 0.379 0.392 0.592 0.927 0.536
EC-Earth3_BARPA [-] 5.18 3.28 3.58 5.57 3.80 -0.299 0.680 2.63 0.399 0.441 0.549 0.992 0.564
EC-Earth3_CCAM [-] 4.75 3.17 3.58 5.09 3.80 -0.411 0.789 2.64 0.264 0.476 0.575 0.877 0.534
EC-Earth3_CMIP6 [-] 4.35 4.06 3.66 4.46 0.397 0.916 3.00 0.354 0.322 0.498 0.977 0.495
ERA5_BARPA [-] 4.63 3.40 3.58 4.89 3.80 -0.184 0.603 2.37 0.402 0.530 0.584 0.993 0.608
ERA5_CCAM [-] 4.49 3.28 3.58 4.75 3.80 -0.300 0.694 2.49 0.311 0.586 0.587 0.838 0.582
MPI-ESM1-2-HR_BARPA [-] 5.03 3.34 3.58 5.39 3.80 -0.244 0.722 2.79 0.388 0.401 0.512 0.964 0.533
MPI-ESM1-2-HR_CMIP6 [-] 4.60 4.03 3.65 4.85 0.388 1.26 2.87 0.260 0.235 0.513 0.657 0.380
NorESM2-MM_BARPA [-] 5.80 3.47 3.58 6.29 3.80 -0.115 0.602 2.66 0.416 0.497 0.537 0.987 0.587
NorESM2-MM_CCAM [-] 3.43 2.88 3.58 3.55 3.80 -0.706 1.02 2.70 0.152 0.510 0.548 0.710 0.486
NorESM2-MM_CMIP6 [-] 4.49 3.84 3.65 4.80 0.187 0.723 2.76 0.460 0.390 0.539 0.988 0.554
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 [-] 0.909
ACCESS-CM2_BARPA [-] 1.43 1.41 0.909 0.504 0.643 2.29 0.378 0.439 0.695 0.990 0.588
ACCESS-CM2_CCAM [-] 2.10 2.07 0.909 1.16 1.31 2.19 0.116 0.294 0.725 0.971 0.480
ACCESS-CM2_CMIP6 [-] 2.04 2.04 0.916 1.12 1.25 2.78 0.102 0.286 0.620 0.902 0.439
ACCESS-ESM1-5_BARPA [-] 1.44 1.42 0.909 0.512 0.721 2.41 0.374 0.355 0.680 0.986 0.550
ACCESS-ESM1-5_CCAM [-] 2.10 2.07 0.909 1.16 1.31 2.19 0.116 0.294 0.725 0.971 0.480
ACCESS-ESM1-5_CMIP6 [-] 2.25 2.25 0.992 1.26 1.53 1.93 0.147 0.220 0.748 0.767 0.420
CESM2_BARPA [-] 1.37 1.36 0.909 0.450 0.653 2.37 0.422 0.385 0.687 0.987 0.573
CESM2_CCAM [-] 1.37 1.36 0.909 0.450 0.594 1.85 0.426 0.488 0.700 0.967 0.614
CESM2_CMIP6 [-] 1.86 1.86 0.941 0.918 1.20 1.98 0.215 0.266 0.767 0.870 0.477
CMCC-ESM2_BARPA [-] 1.20 1.18 0.909 0.273 0.558 1.96 0.570 0.376 0.774 0.988 0.617
CMCC-ESM2_CCAM [-] 2.28 2.26 0.909 1.35 1.59 2.25 0.0890 0.195 0.699 0.982 0.432
CMCC-ESM2_CMIP6 [-] 2.06 2.06 0.941 1.12 1.42 2.24 0.146 0.209 0.714 0.590 0.374
CNRM-ESM2-1_CCAM [-] 1.79 1.77 0.909 0.862 1.06 2.09 0.194 0.285 0.728 0.989 0.496
CNRM-ESM2-1_CMIP6 [-] 1.40 1.40 0.957 0.440 0.541 1.67 0.390 0.500 0.797 0.976 0.632
EC-Earth3_BARPA [-] 0.920 0.909 0.909 0.000409 0.331 2.31 0.792 0.525 0.701 0.915 0.692
EC-Earth3_CCAM [-] 1.61 1.59 0.909 0.686 1.01 2.50 0.259 0.235 0.662 0.990 0.476
EC-Earth3_CMIP6 [-] 1.09 1.09 0.933 0.157 0.485 2.43 0.700 0.409 0.666 0.833 0.604
ERA5_BARPA [-] 1.33 1.32 0.909 0.408 0.628 2.30 0.453 0.376 0.704 0.992 0.580
ERA5_CCAM [-] 2.11 2.09 0.909 1.18 1.37 2.40 0.109 0.248 0.688 0.976 0.454
MPI-ESM1-2-HR_BARPA [-] 0.802 0.791 0.909 -0.118 0.308 1.71 0.731 0.593 0.736 0.858 0.702
MPI-ESM1-2-HR_CMIP6 [-] 0.690 0.690 0.977 -0.287 0.382 1.94 0.549 0.624 0.731 0.568 0.619
NorESM2-MM_BARPA [-] 1.66 1.65 0.909 0.739 0.961 2.21 0.247 0.279 0.716 0.985 0.501
NorESM2-MM_CCAM [-] 2.37 2.36 0.909 1.45 1.60 1.72 0.0829 0.262 0.801 0.886 0.459
NorESM2-MM_CMIP6 [-] 1.93 1.93 0.941 0.985 1.29 1.85 0.191 0.233 0.789 0.935 0.476
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 [-] 1.56
ACCESS-CM2_BARPA [-] 1.60 1.68 1.56 0.125 0.480 1.01 0.676 0.646 0.883 0.986 0.768
ACCESS-CM2_CCAM [-] 1.95 2.00 1.56 0.441 0.620 0.147 0.565 0.663 0.984 0.902 0.755
ACCESS-CM2_CMIP6 [-] 2.45 2.45 1.66 0.797 0.956 0.601 0.358 0.507 0.902 0.917 0.638
ACCESS-ESM1-5_BARPA [-] 1.72 1.79 1.56 0.235 0.483 1.01 0.697 0.638 0.904 0.990 0.774
ACCESS-ESM1-5_CCAM [-] 1.95 2.00 1.56 0.441 0.620 0.147 0.565 0.663 0.984 0.902 0.755
ACCESS-ESM1-5_CMIP6 [-] 2.36 2.36 1.42 0.938 1.09 0.436 0.278 0.464 0.970 0.950 0.625
CESM2_BARPA [-] 1.58 1.68 1.56 0.127 0.516 1.28 0.680 0.628 0.861 0.967 0.753
CESM2_CCAM [-] 1.97 2.06 1.56 0.508 0.580 0.0976 0.567 0.724 0.982 0.894 0.778
CESM2_CMIP6 [-] 2.07 2.07 1.50 0.576 0.738 0.812 0.554 0.592 0.928 0.970 0.727
CMCC-ESM2_BARPA [-] 1.26 1.36 1.56 -0.198 0.537 0.900 0.634 0.648 0.940 0.958 0.765
CMCC-ESM2_CCAM [-] 2.02 2.10 1.56 0.542 0.738 0.744 0.558 0.590 0.934 0.966 0.728
CMCC-ESM2_CMIP6 [-] 2.19 2.19 1.50 0.693 0.855 0.350 0.430 0.582 0.978 0.965 0.707
CNRM-ESM2-1_CCAM [-] 2.02 2.08 1.56 0.520 0.761 1.06 0.545 0.559 0.910 0.933 0.701
CNRM-ESM2-1_CMIP6 [-] 1.90 1.90 1.48 0.416 0.514 0.713 0.546 0.671 0.961 0.905 0.751
EC-Earth3_BARPA [-] 1.22 1.31 1.56 -0.242 0.500 1.40 0.604 0.670 0.849 0.956 0.750
EC-Earth3_CCAM [-] 1.83 1.89 1.56 0.338 0.671 1.56 0.635 0.538 0.835 0.988 0.707
EC-Earth3_CMIP6 [-] 1.50 1.50 1.50 4.70e-05 0.474 0.891 0.791 0.564 0.932 0.985 0.767
ERA5_BARPA [-] 1.59 1.66 1.56 0.0995 0.481 1.60 0.727 0.627 0.818 0.990 0.758
ERA5_CCAM [-] 2.32 2.37 1.56 0.815 0.945 0.639 0.400 0.585 0.915 0.974 0.692
MPI-ESM1-2-HR_BARPA [-] 0.945 1.04 1.56 -0.515 0.644 0.0849 0.459 0.718 0.992 0.968 0.771
MPI-ESM1-2-HR_CMIP6 [-] 0.550 0.550 1.56 -1.01 1.05 0.170 0.252 0.649 0.990 0.334 0.575
NorESM2-MM_BARPA [-] 1.89 1.99 1.56 0.430 0.738 1.59 0.604 0.531 0.847 0.955 0.694
NorESM2-MM_CCAM [-] 2.48 2.53 1.56 0.976 1.06 0.435 0.360 0.650 0.954 0.779 0.679
NorESM2-MM_CMIP6 [-] 2.29 2.29 1.50 0.790 0.954 0.985 0.404 0.553 0.932 0.963 0.681
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 [-] 2.21 2.24 2.37 -0.130 0.401 0.987 0.746 0.770 0.911 0.793 0.798
ACCESS-CM2_CCAM [-] 2.64 2.66 2.37 0.297 0.581 1.12 0.724 0.689 0.889 0.804 0.759
ACCESS-CM2_CMIP6 [-] 2.87 2.87 2.36 0.510 0.915 1.00 0.577 0.445 0.919 0.959 0.669
ACCESS-ESM1-5_BARPA [-] 2.31 2.32 2.37 -0.0442 0.373 1.01 0.794 0.758 0.904 0.854 0.814
ACCESS-ESM1-5_CCAM [-] 2.64 2.66 2.37 0.297 0.581 1.12 0.724 0.689 0.889 0.804 0.759
ACCESS-ESM1-5_CMIP6 [-] 2.88 2.88 2.11 0.772 1.08 1.74 0.431 0.431 0.702 0.994 0.598
CESM2_BARPA [-] 2.35 2.36 2.37 -0.0109 0.347 0.632 0.808 0.791 0.962 0.895 0.849
CESM2_CCAM [-] 2.41 2.39 2.37 0.0256 0.452 1.21 0.821 0.672 0.865 0.994 0.805
CESM2_CMIP6 [-] 2.59 2.59 2.28 0.305 0.592 1.55 0.707 0.662 0.799 0.838 0.733
CMCC-ESM2_BARPA [-] 2.26 2.27 2.37 -0.101 0.355 0.808 0.794 0.789 0.937 0.947 0.851
CMCC-ESM2_CCAM [-] 2.92 2.93 2.37 0.559 0.731 1.11 0.609 0.696 0.906 0.651 0.712
CMCC-ESM2_CMIP6 [-] 2.83 2.83 2.28 0.551 0.706 1.11 0.577 0.652 0.908 0.961 0.750
CNRM-ESM2-1_CCAM [-] 2.54 2.54 2.37 0.176 0.486 1.07 0.759 0.691 0.911 0.933 0.797
CNRM-ESM2-1_CMIP6 [-] 2.76 2.76 2.31 0.452 0.598 0.816 0.653 0.683 0.947 0.932 0.779
EC-Earth3_BARPA [-] 2.10 2.08 2.37 -0.285 0.479 0.976 0.709 0.714 0.916 0.988 0.808
EC-Earth3_CCAM [-] 2.70 2.68 2.37 0.317 0.562 1.14 0.720 0.676 0.903 0.946 0.784
EC-Earth3_CMIP6 [-] 2.15 2.15 2.40 -0.247 0.721 0.806 0.600 0.605 0.936 0.764 0.702
ERA5_BARPA [-] 2.29 2.29 2.37 -0.0735 0.342 1.09 0.806 0.790 0.891 0.859 0.827
ERA5_CCAM [-] 2.83 2.84 2.37 0.469 0.625 1.14 0.654 0.705 0.884 0.825 0.754
MPI-ESM1-2-HR_BARPA [-] 1.65 1.66 2.37 -0.707 0.847 1.09 0.482 0.645 0.890 0.924 0.717
MPI-ESM1-2-HR_CMIP6 [-] 1.43 1.43 2.36 -0.924 1.49 1.08 0.249 0.496 0.842 0.432 0.503
NorESM2-MM_BARPA [-] 2.48 2.49 2.37 0.125 0.390 0.862 0.795 0.776 0.926 0.870 0.829
NorESM2-MM_CCAM [-] 2.51 2.53 2.37 0.162 0.523 1.17 0.733 0.712 0.881 0.575 0.723
NorESM2-MM_CMIP6 [-] 2.63 2.63 2.28 0.346 0.517 0.778 0.694 0.675 0.935 0.992 0.794
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 [-] 1.17
ACCESS-CM2_BARPA [-] 1.23 1.29 1.17 0.119 0.460 0.194 0.697 0.735 0.975 0.965 0.822
ACCESS-CM2_CCAM [-] 1.64 1.70 1.17 0.526 0.732 0.165 0.563 0.670 0.987 0.962 0.770
ACCESS-CM2_CMIP6 [-] 1.90 1.90 1.20 0.696 0.783 0.214 0.537 0.697 0.964 0.900 0.759
ACCESS-ESM1-5_BARPA [-] 1.25 1.31 1.17 0.137 0.577 0.563 0.687 0.640 0.963 0.968 0.780
ACCESS-ESM1-5_CCAM [-] 1.64 1.70 1.17 0.526 0.732 0.165 0.563 0.670 0.987 0.962 0.770
ACCESS-ESM1-5_CMIP6 [-] 2.21 2.21 1.24 0.976 1.09 0.198 0.402 0.606 0.973 0.894 0.696
CESM2_BARPA [-] 0.995 1.06 1.17 -0.107 0.580 0.405 0.704 0.616 0.961 0.956 0.771
CESM2_CCAM [-] 1.49 1.56 1.17 0.393 0.504 0.117 0.668 0.751 0.986 0.864 0.804
CESM2_CMIP6 [-] 1.86 1.86 1.16 0.691 0.866 0.306 0.527 0.650 0.970 0.958 0.751
CMCC-ESM2_BARPA [-] 0.848 0.910 1.17 -0.262 0.628 0.191 0.657 0.611 0.984 0.951 0.763
CMCC-ESM2_CCAM [-] 1.76 1.81 1.17 0.642 0.903 0.243 0.528 0.560 0.976 0.967 0.718
CMCC-ESM2_CMIP6 [-] 2.19 2.19 1.16 1.02 1.31 0.709 0.403 0.505 0.948 0.945 0.661
CNRM-ESM2-1_CCAM [-] 1.79 1.84 1.17 0.669 0.887 0.670 0.504 0.598 0.958 0.978 0.727
CNRM-ESM2-1_CMIP6 [-] 1.20 1.20 1.25 -0.0550 0.525 0.894 0.698 0.647 0.938 0.967 0.779
EC-Earth3_BARPA [-] 1.06 1.12 1.17 -0.0569 0.517 0.329 0.700 0.680 0.974 0.963 0.800
EC-Earth3_CCAM [-] 1.82 1.87 1.17 0.700 0.901 0.329 0.499 0.589 0.975 0.954 0.721
EC-Earth3_CMIP6 [-] 1.69 1.69 1.17 0.520 0.897 0.108 0.618 0.467 0.993 0.979 0.705
ERA5_BARPA [-] 1.29 1.34 1.17 0.170 0.657 0.486 0.671 0.583 0.961 0.970 0.753
ERA5_CCAM [-] 2.15 2.19 1.17 1.02 1.21 0.144 0.370 0.529 0.984 0.982 0.679
MPI-ESM1-2-HR_BARPA [-] 0.801 0.872 1.17 -0.300 0.507 0.0944 0.617 0.755 0.990 0.942 0.812
MPI-ESM1-2-HR_CMIP6 [-] 0.653 0.653 1.19 -0.535 0.755 0.113 0.464 0.699 0.987 0.752 0.720
NorESM2-MM_BARPA [-] 1.38 1.45 1.17 0.277 0.697 0.571 0.657 0.562 0.942 0.965 0.737
NorESM2-MM_CCAM [-] 2.37 2.41 1.17 1.24 1.31 0.335 0.301 0.651 0.956 0.963 0.704
NorESM2-MM_CMIP6 [-] 2.34 2.34 1.16 1.18 1.31 0.609 0.328 0.543 0.946 0.941 0.660
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 [-] 1.86 1.99 1.35 4.91 0.632 0.820 0.349 0.623 0.664 0.955 0.931 0.768
ACCESS-CM2_CCAM [-] 2.35 2.46 1.35 5.01 1.11 1.22 0.657 0.417 0.663 0.933 0.952 0.725
ACCESS-CM2_CMIP6 [-] 2.48 2.48 1.35 1.13 1.25 0.553 0.402 0.630 0.911 0.656 0.646
ACCESS-ESM1-5_BARPA [-] 1.78 1.90 1.35 4.80 0.543 0.845 0.332 0.656 0.597 0.962 0.969 0.756
ACCESS-ESM1-5_CCAM [-] 2.35 2.46 1.35 5.01 1.11 1.22 0.657 0.417 0.663 0.933 0.952 0.725
ACCESS-ESM1-5_CMIP6 [-] 2.41 2.41 1.29 1.12 1.25 0.265 0.386 0.616 0.976 0.857 0.690
CESM2_BARPA [-] 1.55 1.69 1.35 4.89 0.332 0.688 0.235 0.752 0.633 0.967 0.926 0.782
CESM2_CCAM [-] 1.78 1.91 1.35 5.55 0.560 0.681 0.720 0.633 0.722 0.919 0.634 0.726
CESM2_CMIP6 [-] 1.96 1.96 1.35 0.613 0.755 0.763 0.577 0.707 0.919 0.790 0.740
CMCC-ESM2_BARPA [-] 1.41 1.54 1.35 4.48 0.186 0.835 0.242 0.740 0.544 0.966 0.935 0.746
CMCC-ESM2_CCAM [-] 2.48 2.58 1.35 4.80 1.22 1.40 0.943 0.370 0.565 0.903 0.958 0.672
CMCC-ESM2_CMIP6 [-] 2.54 2.54 1.35 1.20 1.48 0.924 0.414 0.521 0.907 0.884 0.649
CNRM-ESM2-1_CCAM [-] 2.38 2.49 1.35 4.76 1.13 1.36 1.04 0.391 0.535 0.872 0.922 0.651
CNRM-ESM2-1_CMIP6 [-] 1.31 1.31 1.30 0.0100 0.743 1.48 0.675 0.623 0.815 0.512 0.650
EC-Earth3_BARPA [-] 1.67 1.79 1.35 4.72 0.433 0.716 0.887 0.713 0.641 0.924 0.914 0.766
EC-Earth3_CCAM [-] 2.42 2.51 1.35 4.83 1.16 1.31 0.968 0.370 0.587 0.866 0.936 0.669
EC-Earth3_CMIP6 [-] 2.37 2.37 1.35 1.03 1.41 0.480 0.447 0.444 0.925 0.959 0.644
ERA5_BARPA [-] 1.85 1.96 1.35 4.66 0.604 0.912 0.331 0.620 0.572 0.970 0.972 0.741
ERA5_CCAM [-] 2.60 2.68 1.35 4.82 1.33 1.49 0.998 0.313 0.558 0.876 0.976 0.656
MPI-ESM1-2-HR_BARPA [-] 1.48 1.62 1.35 5.10 0.268 0.659 0.245 0.744 0.662 0.968 0.840 0.775
MPI-ESM1-2-HR_CMIP6 [-] 1.19 1.19 1.33 -0.131 0.722 0.281 0.666 0.638 0.967 0.678 0.717
NorESM2-MM_BARPA [-] 1.96 2.08 1.35 4.98 0.728 0.990 0.276 0.559 0.566 0.963 0.936 0.718
NorESM2-MM_CCAM [-] 2.54 2.60 1.35 3.84 1.24 1.36 1.17 0.347 0.616 0.874 0.977 0.686
NorESM2-MM_CMIP6 [-] 2.38 2.38 1.35 1.03 1.18 0.833 0.411 0.616 0.913 0.815 0.674
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 [-] 1.25 1.25 0.852 0.400 0.508 1.10 0.467 0.540 0.898 0.983 0.686
ACCESS-CM2_CCAM [-] 1.58 1.57 0.852 0.723 0.817 1.90 0.267 0.468 0.801 0.969 0.594
ACCESS-CM2_CMIP6 [-] 1.59 1.59 0.883 0.704 0.786 1.59 0.304 0.505 0.854 0.923 0.618
ACCESS-ESM1-5_BARPA [-] 1.15 1.15 0.852 0.294 0.463 1.24 0.561 0.496 0.861 0.990 0.681
ACCESS-ESM1-5_CCAM [-] 1.58 1.57 0.852 0.723 0.817 1.90 0.267 0.468 0.801 0.969 0.594
ACCESS-ESM1-5_CMIP6 [-] 1.58 1.58 0.913 0.668 0.928 3.41 0.366 0.314 0.539 0.891 0.485
CESM2_BARPA [-] 1.18 1.18 0.852 0.331 0.511 2.60 0.517 0.467 0.717 0.990 0.632
CESM2_CCAM [-] 0.984 0.979 0.852 0.127 0.364 2.99 0.738 0.519 0.574 0.992 0.669
CESM2_CMIP6 [-] 1.47 1.47 0.891 0.575 1.06 2.68 0.396 0.256 0.701 0.882 0.498
CMCC-ESM2_BARPA [-] 1.14 1.14 0.852 0.286 0.466 1.68 0.558 0.485 0.843 0.990 0.672
CMCC-ESM2_CCAM [-] 1.71 1.70 0.852 0.850 1.04 2.87 0.242 0.331 0.631 0.950 0.497
CMCC-ESM2_CMIP6 [-] 1.62 1.62 0.891 0.725 0.998 2.76 0.311 0.322 0.655 0.937 0.509
CNRM-ESM2-1_CCAM [-] 1.20 1.19 0.852 0.343 0.535 2.46 0.536 0.471 0.692 0.978 0.630
CNRM-ESM2-1_CMIP6 [-] 1.19 1.19 0.882 0.312 0.400 0.755 0.537 0.603 0.937 0.983 0.732
EC-Earth3_BARPA [-] 0.934 0.931 0.852 0.0790 0.336 2.08 0.771 0.530 0.791 0.981 0.721
EC-Earth3_CCAM [-] 1.29 1.29 0.852 0.433 0.683 3.55 0.450 0.388 0.485 0.969 0.536
EC-Earth3_CMIP6 [-] 1.01 1.01 0.885 0.128 0.470 3.24 0.709 0.417 0.583 0.931 0.611
ERA5_BARPA [-] 1.25 1.25 0.852 0.400 0.553 2.01 0.460 0.473 0.789 0.985 0.636
ERA5_CCAM [-] 1.47 1.48 0.852 0.623 0.800 3.04 0.341 0.395 0.629 0.935 0.539
MPI-ESM1-2-HR_BARPA [-] 0.988 0.986 0.852 0.134 0.323 1.88 0.714 0.568 0.805 0.990 0.729
MPI-ESM1-2-HR_CMIP6 [-] 0.750 0.750 0.861 -0.111 0.372 1.67 0.705 0.464 0.781 0.989 0.680
NorESM2-MM_BARPA [-] 1.33 1.34 0.852 0.483 0.636 1.53 0.420 0.450 0.861 0.965 0.629
NorESM2-MM_CCAM [-] 1.66 1.66 0.852 0.804 0.959 1.64 0.274 0.379 0.823 0.974 0.566
NorESM2-MM_CMIP6 [-] 1.51 1.51 0.891 0.618 1.12 2.40 0.390 0.240 0.743 0.702 0.463
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 [-] 0.325
ACCESS-CM2_BARPA [-] 0.931 0.948 0.325 1.22 0.623 0.697 2.06 0.264 0.444 0.782 0.802 0.547
ACCESS-CM2_CCAM [-] 1.35 1.37 0.325 1.30 1.04 1.14 1.92 0.117 0.299 0.799 0.735 0.450
ACCESS-CM2_CMIP6 [-] 1.28 1.28 0.325 0.955 1.02 1.74 0.126 0.398 0.814 0.632 0.473
ACCESS-ESM1-5_BARPA [-] 0.829 0.845 0.325 1.08 0.520 0.669 2.29 0.308 0.331 0.763 0.802 0.507
ACCESS-ESM1-5_CCAM [-] 1.35 1.37 0.325 1.30 1.04 1.14 1.92 0.117 0.299 0.799 0.735 0.450
ACCESS-ESM1-5_CMIP6 [-] 1.26 1.26 0.323 0.939 1.05 1.53 0.132 0.297 0.836 0.546 0.422
CESM2_BARPA [-] 0.726 0.742 0.325 1.24 0.417 0.571 2.52 0.398 0.367 0.742 0.813 0.538
CESM2_CCAM [-] 0.625 0.641 0.325 0.968 0.316 0.392 1.45 0.490 0.561 0.850 0.758 0.644
CESM2_CMIP6 [-] 1.09 1.09 0.324 0.770 0.887 1.77 0.207 0.375 0.813 0.772 0.508
CMCC-ESM2_BARPA [-] 0.650 0.665 0.325 1.18 0.339 0.545 2.68 0.458 0.343 0.675 0.843 0.532
CMCC-ESM2_CCAM [-] 1.49 1.50 0.325 1.42 1.18 1.38 1.87 0.115 0.187 0.799 0.716 0.401
CMCC-ESM2_CMIP6 [-] 1.69 1.69 0.324 1.36 1.72 1.62 0.0692 0.101 0.828 0.626 0.345
CNRM-ESM2-1_CCAM [-] 1.21 1.23 0.325 1.08 0.906 1.07 1.90 0.138 0.228 0.808 0.593 0.399
CNRM-ESM2-1_CMIP6 [-] 0.732 0.732 0.328 0.404 0.488 1.47 0.426 0.545 0.862 0.773 0.630
EC-Earth3_BARPA [-] 0.541 0.557 0.325 0.979 0.232 0.396 2.66 0.562 0.432 0.714 0.833 0.595
EC-Earth3_CCAM [-] 1.05 1.06 0.325 1.04 0.739 0.935 1.65 0.175 0.238 0.818 0.685 0.431
EC-Earth3_CMIP6 [-] 0.913 0.903 0.322 5.92 0.581 0.864 1.49 0.231 0.198 0.844 0.561 0.406
ERA5_BARPA [-] 0.836 0.851 0.325 1.07 0.525 0.694 2.90 0.305 0.304 0.661 0.835 0.482
ERA5_CCAM [-] 1.28 1.30 0.325 1.06 0.973 1.15 1.99 0.104 0.208 0.793 0.639 0.390
MPI-ESM1-2-HR_BARPA [-] 0.524 0.540 0.325 1.02 0.215 0.373 1.74 0.569 0.485 0.821 0.808 0.634
MPI-ESM1-2-HR_CMIP6 [-] 0.405 0.405 0.322 0.0832 0.304 1.38 0.712 0.536 0.859 0.618 0.652
NorESM2-MM_BARPA [-] 1.01 1.03 0.325 1.30 0.702 0.803 2.74 0.228 0.365 0.639 0.774 0.474
NorESM2-MM_CCAM [-] 1.69 1.70 0.325 1.27 1.38 1.45 1.72 0.0776 0.339 0.807 0.795 0.472
NorESM2-MM_CMIP6 [-] 1.40 1.40 0.324 1.08 1.20 2.01 0.115 0.313 0.787 0.715 0.449
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 [-] 0.299
ACCESS-CM2_BARPA [-] 0.782 0.803 0.299 2.40 0.504 0.569 4.14 0.0900 0.243 0.321 0.450 0.269
ACCESS-CM2_CCAM [-] 0.936 0.957 0.299 2.46 0.658 0.725 3.23 0.0479 0.213 0.497 0.414 0.277
ACCESS-CM2_CMIP6 [-] 1.04 1.04 0.302 0.741 0.811 3.61 0.0186 0.177 0.439 0.590 0.281
ACCESS-ESM1-5_BARPA [-] 0.647 0.669 0.299 2.29 0.370 0.478 4.25 0.208 0.199 0.246 0.436 0.258
ACCESS-ESM1-5_CCAM [-] 0.936 0.957 0.299 2.46 0.658 0.725 3.23 0.0479 0.213 0.497 0.414 0.277
ACCESS-ESM1-5_CMIP6 [-] 0.995 0.995 0.310 0.685 0.773 3.49 0.0376 0.129 0.380 0.317 0.199
CESM2_BARPA [-] 0.615 0.640 0.299 2.47 0.340 0.445 4.77 0.216 0.226 0.216 0.354 0.248
CESM2_CCAM [-] 0.506 0.526 0.299 2.32 0.226 0.314 2.60 0.425 0.345 0.576 0.329 0.404
CESM2_CMIP6 [-] 0.921 0.921 0.308 0.612 0.740 4.68 0.107 0.145 0.215 0.0974 0.142
CMCC-ESM2_BARPA [-] 0.615 0.638 0.299 2.44 0.339 0.437 4.39 0.201 0.227 0.208 0.387 0.250
CMCC-ESM2_CCAM [-] 1.29 1.31 0.299 2.68 1.01 1.12 4.05 0.00498 0.0839 0.290 0.460 0.185
CMCC-ESM2_CMIP6 [-] 1.30 1.30 0.308 0.994 1.19 4.03 0.0242 0.0912 0.341 0.118 0.133
CNRM-ESM2-1_CCAM [-] 0.926 0.946 0.299 2.09 0.646 0.744 3.74 0.0498 0.168 0.348 0.367 0.220
CNRM-ESM2-1_CMIP6 [-] 0.696 0.696 0.295 0.402 0.464 2.12 0.206 0.292 0.687 0.164 0.328
EC-Earth3_BARPA [-] 0.472 0.493 0.299 2.14 0.194 0.329 4.80 0.432 0.259 0.236 0.399 0.317
EC-Earth3_CCAM [-] 0.706 0.725 0.299 2.14 0.425 0.566 3.28 0.163 0.155 0.435 0.442 0.270
EC-Earth3_CMIP6 [-] 0.616 0.616 0.304 0.312 0.514 3.27 0.291 0.131 0.444 0.355 0.270
ERA5_BARPA [-] 0.752 0.770 0.299 2.16 0.471 0.581 4.58 0.0937 0.152 0.209 0.502 0.222
ERA5_CCAM [-] 0.822 0.841 0.299 2.14 0.542 0.651 3.97 0.0746 0.160 0.307 0.485 0.237
MPI-ESM1-2-HR_BARPA [-] 0.511 0.531 0.299 2.05 0.232 0.347 4.30 0.379 0.265 0.252 0.434 0.319
MPI-ESM1-2-HR_CMIP6 [-] 0.331 0.331 0.305 0.0260 0.262 3.47 0.570 0.331 0.381 0.599 0.442
NorESM2-MM_BARPA [-] 0.898 0.922 0.299 2.64 0.623 0.689 4.27 0.0459 0.195 0.233 0.360 0.206
NorESM2-MM_CCAM [-] 1.31 1.32 0.299 1.57 1.02 1.07 3.75 0.00551 0.186 0.345 0.652 0.275
NorESM2-MM_CMIP6 [-] 1.22 1.22 0.308 0.909 1.03 4.40 0.0147 0.0793 0.229 0.188 0.118
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 [-] 1.79
ACCESS-CM2_BARPA [-] 1.70 1.74 1.79 -0.0515 0.377 0.255 0.796 0.700 0.982 0.962 0.828
ACCESS-CM2_CCAM [-] 2.09 2.21 1.79 0.419 0.582 0.930 0.622 0.680 0.868 0.860 0.742
ACCESS-CM2_CMIP6 [-] 2.36 2.36 1.73 0.630 0.891 2.02 0.519 0.486 0.718 0.00134 0.442
ACCESS-ESM1-5_BARPA [-] 1.62 1.68 1.79 -0.108 0.489 0.337 0.759 0.625 0.977 0.894 0.776
ACCESS-ESM1-5_CCAM [-] 2.09 2.21 1.79 0.419 0.582 0.930 0.622 0.680 0.868 0.860 0.742
ACCESS-ESM1-5_CMIP6 [-] 3.20 3.20 2.01 1.19 1.97 5.03 0.287 0.193 0.0717 1.00 0.349
CESM2_BARPA [-] 1.66 1.68 1.79 -0.109 0.379 0.510 0.797 0.707 0.968 0.976 0.831
CESM2_CCAM [-] 1.86 1.95 1.79 0.162 0.482 0.760 0.765 0.643 0.899 0.970 0.784
CESM2_CMIP6 [-] 2.38 2.38 1.91 0.470 0.991 3.55 0.590 0.406 0.356 0.927 0.537
CMCC-ESM2_BARPA [-] 1.73 1.80 1.79 0.0102 0.396 0.588 0.745 0.735 0.955 0.764 0.787
CMCC-ESM2_CCAM [-] 2.45 2.59 1.79 0.798 0.898 0.846 0.455 0.695 0.883 0.495 0.645
CMCC-ESM2_CMIP6 [-] 2.90 2.90 1.91 0.990 1.40 3.04 0.355 0.429 0.464 0.420 0.419
CNRM-ESM2-1_CCAM [-] 1.92 2.02 1.79 0.235 0.444 0.768 0.736 0.695 0.910 0.907 0.789
CNRM-ESM2-1_CMIP6 [-] 2.59 2.59 1.78 0.804 0.979 1.03 0.389 0.525 0.930 0.297 0.533
EC-Earth3_BARPA [-] 1.68 1.74 1.79 -0.0514 0.373 0.422 0.779 0.715 0.972 0.912 0.818
EC-Earth3_CCAM [-] 2.26 2.38 1.79 0.588 0.702 0.676 0.520 0.691 0.905 0.872 0.736
EC-Earth3_CMIP6 [-] 1.99 1.99 1.82 0.163 0.759 1.87 0.680 0.486 0.665 0.868 0.637
ERA5_BARPA [-] 1.72 1.73 1.79 -0.0532 0.301 0.342 0.831 0.765 0.976 0.994 0.866
ERA5_CCAM [-] 2.04 2.10 1.79 0.317 0.474 0.427 0.669 0.718 0.972 0.948 0.805
MPI-ESM1-2-HR_BARPA [-] 1.62 1.70 1.79 -0.0833 0.456 0.669 0.724 0.681 0.935 0.841 0.772
MPI-ESM1-2-HR_CMIP6 [-] 1.41 1.41 1.79 -0.375 0.825 0.00 0.602 0.463 1.00 0.685 0.642
NorESM2-MM_BARPA [-] 1.78 1.81 1.79 0.0272 0.328 0.340 0.780 0.766 0.979 0.908 0.840
NorESM2-MM_CCAM [-] 1.91 1.96 1.79 0.169 0.397 0.342 0.759 0.713 0.976 0.952 0.823
NorESM2-MM_CMIP6 [-] 2.10 2.10 1.91 0.189 0.490 0.505 0.809 0.634 0.972 0.985 0.807
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 0.171 0.506 0.196 0.799 0.663 0.985 0.737 0.770
ACCESS-CM2_CCAM [-] 2.48 2.55 1.90 0.644 0.736 0.646 0.563 0.751 0.956 0.781 0.760
ACCESS-CM2_CMIP6 [-] 2.26 2.26 1.91 0.351 1.04 0.00 0.713 0.390 1.00 1.00 0.698
ACCESS-ESM1-5_BARPA [-] 2.07 2.15 1.90 0.243 0.599 0.892 0.770 0.624 0.851 0.769 0.727
ACCESS-ESM1-5_CCAM [-] 2.48 2.55 1.90 0.644 0.736 0.646 0.563 0.751 0.956 0.781 0.760
ACCESS-ESM1-5_CMIP6 [-] 2.42 2.42 1.84 0.577 0.983 0.513 0.580 0.451 0.964 0.890 0.667
CESM2_BARPA [-] 1.85 1.95 1.90 0.0449 0.484 0.766 0.838 0.658 0.908 0.779 0.768
CESM2_CCAM [-] 2.23 2.33 1.90 0.429 0.616 0.835 0.667 0.694 0.934 0.697 0.737
CESM2_CMIP6 [-] 2.15 2.15 1.88 0.275 0.786 0.677 0.767 0.488 0.954 0.883 0.716
CMCC-ESM2_BARPA [-] 1.91 2.07 1.90 0.162 0.510 0.388 0.778 0.669 0.972 0.552 0.728
CMCC-ESM2_CCAM [-] 2.53 2.67 1.90 0.772 0.863 0.705 0.498 0.723 0.933 0.527 0.681
CMCC-ESM2_CMIP6 [-] 2.54 2.54 1.88 0.663 1.20 2.66 0.513 0.434 0.534 0.277 0.438
CNRM-ESM2-1_CCAM [-] 2.36 2.51 1.90 0.611 0.684 0.647 0.584 0.778 0.955 0.522 0.723
CNRM-ESM2-1_CMIP6 [-] 2.15 2.15 1.92 0.229 0.591 0.347 0.802 0.592 0.976 0.860 0.764
EC-Earth3_BARPA [-] 2.04 2.20 1.90 0.293 0.517 0.893 0.748 0.700 0.859 0.574 0.716
EC-Earth3_CCAM [-] 2.60 2.78 1.90 0.880 0.956 0.574 0.447 0.719 0.936 0.495 0.663
EC-Earth3_CMIP6 [-] 2.57 2.57 1.88 0.692 0.907 1.03 0.524 0.594 0.894 0.994 0.720
ERA5_BARPA [-] 1.91 2.06 1.90 0.160 0.458 0.258 0.793 0.705 0.982 0.573 0.752
ERA5_CCAM [-] 2.42 2.54 1.90 0.637 0.729 0.709 0.554 0.740 0.942 0.731 0.741
MPI-ESM1-2-HR_BARPA [-] 1.92 2.06 1.90 0.153 0.533 0.385 0.781 0.652 0.944 0.581 0.722
MPI-ESM1-2-HR_CMIP6 [-] 2.76 2.76 1.84 0.923 1.30 1.82 0.448 0.474 0.717 0.124 0.447
NorESM2-MM_BARPA [-] 1.87 2.01 1.90 0.110 0.446 0.446 0.804 0.698 0.963 0.597 0.752
NorESM2-MM_CCAM [-] 2.21 2.24 1.90 0.336 0.516 0.826 0.725 0.747 0.926 0.939 0.817
NorESM2-MM_CMIP6 [-] 2.15 2.15 1.88 0.269 0.626 1.00 0.768 0.586 0.888 0.659 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 [-] 2.10
ACCESS-CM2_BARPA [-] 2.00 2.00 2.10 -0.0955 0.382 0.299 0.807 0.739 0.980 0.876 0.828
ACCESS-CM2_CCAM [-] 2.19 2.21 2.10 0.116 0.565 0.298 0.738 0.647 0.979 0.937 0.789
ACCESS-CM2_CMIP6 [-] 2.56 2.56 2.11 0.446 0.920 3.39 0.610 0.485 0.403 0.0708 0.411
ACCESS-ESM1-5_BARPA [-] 1.85 1.87 2.10 -0.221 0.478 0.981 0.754 0.698 0.887 0.893 0.786
ACCESS-ESM1-5_CCAM [-] 2.19 2.21 2.10 0.116 0.565 0.298 0.738 0.647 0.979 0.937 0.789
ACCESS-ESM1-5_CMIP6 [-] 2.84 2.84 2.02 0.821 1.26 2.71 0.460 0.397 0.609 0.183 0.409
CESM2_BARPA [-] 2.06 2.06 2.10 -0.0342 0.346 0.733 0.834 0.758 0.946 0.820 0.823
CESM2_CCAM [-] 1.74 1.73 2.10 -0.370 0.733 1.27 0.641 0.569 0.869 0.920 0.714
CESM2_CMIP6 [-] 2.47 2.47 2.15 0.322 0.907 2.19 0.542 0.516 0.605 0.555 0.547
CMCC-ESM2_BARPA [-] 2.10 2.11 2.10 0.0110 0.344 0.687 0.829 0.769 0.948 0.994 0.861
CMCC-ESM2_CCAM [-] 2.66 2.66 2.10 0.565 0.687 1.15 0.613 0.716 0.898 0.829 0.755
CMCC-ESM2_CMIP6 [-] 3.39 3.39 2.15 1.24 1.59 3.03 0.388 0.408 0.523 0.228 0.391
CNRM-ESM2-1_CCAM [-] 2.07 2.08 2.10 -0.0129 0.530 1.03 0.748 0.651 0.915 0.915 0.776
CNRM-ESM2-1_CMIP6 [-] 2.50 2.50 2.17 0.331 0.616 1.37 0.737 0.664 0.864 0.711 0.728
EC-Earth3_BARPA [-] 1.95 1.95 2.10 -0.145 0.419 1.15 0.811 0.709 0.895 0.994 0.824
EC-Earth3_CCAM [-] 2.43 2.41 2.10 0.316 0.616 1.28 0.703 0.645 0.869 0.976 0.767
EC-Earth3_CMIP6 [-] 2.02 2.02 2.14 -0.124 0.875 1.70 0.615 0.528 0.798 0.284 0.551
ERA5_BARPA [-] 2.12 2.10 2.10 0.00674 0.286 0.212 0.853 0.804 0.987 0.765 0.843
ERA5_CCAM [-] 2.45 2.45 2.10 0.353 0.563 0.255 0.681 0.724 0.984 0.667 0.756
MPI-ESM1-2-HR_BARPA [-] 1.76 1.76 2.10 -0.337 0.539 0.336 0.699 0.688 0.964 0.994 0.807
MPI-ESM1-2-HR_CMIP6 [-] 1.18 1.18 2.07 -0.895 1.21 2.03 0.382 0.450 0.660 0.795 0.547
NorESM2-MM_BARPA [-] 2.18 2.17 2.10 0.0708 0.308 0.556 0.833 0.792 0.965 0.933 0.863
NorESM2-MM_CCAM [-] 2.15 2.16 2.10 0.0607 0.448 0.212 0.759 0.726 0.987 0.797 0.799
NorESM2-MM_CMIP6 [-] 2.60 2.60 2.15 0.451 0.951 1.85 0.514 0.521 0.642 0.432 0.526
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 [-] 1.59
ACCESS-CM2_BARPA [-] 1.66 1.67 1.59 0.0777 0.290 0.241 0.769 0.742 0.984 0.852 0.818
ACCESS-CM2_CCAM [-] 1.85 1.85 1.59 0.264 0.469 0.919 0.676 0.630 0.917 0.698 0.710
ACCESS-CM2_CMIP6 [-] 2.37 2.37 1.85 0.517 0.976 3.37 0.544 0.373 0.445 0.664 0.480
ACCESS-ESM1-5_BARPA [-] 1.50 1.51 1.59 -0.0800 0.335 0.338 0.777 0.679 0.973 0.889 0.799
ACCESS-ESM1-5_CCAM [-] 1.85 1.85 1.59 0.264 0.469 0.919 0.676 0.630 0.917 0.698 0.710
ACCESS-ESM1-5_CMIP6 [-] 1.65 1.65 1.36 0.292 0.489 1.52 0.597 0.500 0.839 0.987 0.685
CESM2_BARPA [-] 1.65 1.64 1.59 0.0461 0.313 0.386 0.777 0.705 0.975 0.764 0.785
CESM2_CCAM [-] 1.64 1.60 1.59 0.0111 0.423 0.822 0.771 0.593 0.928 0.869 0.751
CESM2_CMIP6 [-] 1.72 1.72 1.61 0.107 0.684 1.22 0.835 0.374 0.832 0.988 0.681
CMCC-ESM2_BARPA [-] 1.57 1.57 1.59 -0.0244 0.286 0.290 0.775 0.737 0.983 0.819 0.810
CMCC-ESM2_CCAM [-] 1.99 1.97 1.59 0.383 0.589 1.02 0.610 0.563 0.910 0.910 0.711
CMCC-ESM2_CMIP6 [-] 2.00 2.00 1.61 0.387 0.671 1.42 0.576 0.446 0.764 0.989 0.644
CNRM-ESM2-1_CCAM [-] 1.57 1.57 1.59 -0.0226 0.430 1.07 0.789 0.584 0.896 0.972 0.765
CNRM-ESM2-1_CMIP6 [-] 2.44 2.44 1.91 0.533 0.783 2.05 0.481 0.454 0.745 1.00 0.627
EC-Earth3_BARPA [-] 1.38 1.39 1.59 -0.195 0.395 0.436 0.711 0.662 0.970 0.947 0.791
EC-Earth3_CCAM [-] 1.76 1.75 1.59 0.160 0.449 1.16 0.755 0.587 0.874 0.942 0.749
EC-Earth3_CMIP6 [-] 1.57 1.57 1.66 -0.0930 0.528 1.52 0.765 0.498 0.799 0.957 0.703
ERA5_BARPA [-] 1.68 1.69 1.59 0.0969 0.346 0.532 0.739 0.698 0.961 0.794 0.778
ERA5_CCAM [-] 1.83 1.81 1.59 0.222 0.459 1.45 0.720 0.611 0.857 0.939 0.748
MPI-ESM1-2-HR_BARPA [-] 1.59 1.59 1.59 0.00232 0.286 0.386 0.792 0.721 0.970 0.901 0.821
MPI-ESM1-2-HR_CMIP6 [-] 1.12 1.12 1.63 -0.512 0.763 1.42 0.484 0.439 0.813 0.319 0.499
NorESM2-MM_BARPA [-] 1.69 1.69 1.59 0.0968 0.315 0.582 0.752 0.720 0.962 0.764 0.784
NorESM2-MM_CCAM [-] 1.85 1.85 1.59 0.257 0.491 0.871 0.714 0.594 0.925 0.849 0.735
NorESM2-MM_CMIP6 [-] 1.76 1.76 1.61 0.150 0.681 0.814 0.812 0.392 0.950 0.972 0.704
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 [-] 0.709
ACCESS-CM2_BARPA [-] 1.10 1.21 0.709 0.501 0.583 1.59 0.337 0.498 0.795 0.694 0.564
ACCESS-CM2_CCAM [-] 1.14 1.22 0.709 0.510 0.632 2.43 0.338 0.422 0.648 0.753 0.517
ACCESS-CM2_CMIP6 [-] 1.95 1.95 0.803 1.15 1.24 2.80 0.0805 0.322 0.474 0.415 0.323
ACCESS-ESM1-5_BARPA [-] 0.942 1.07 0.709 0.356 0.487 1.48 0.466 0.475 0.829 0.664 0.582
ACCESS-ESM1-5_CCAM [-] 1.14 1.22 0.709 0.510 0.632 2.43 0.338 0.422 0.648 0.753 0.517
ACCESS-ESM1-5_CMIP6 [-] 1.19 1.19 0.732 0.460 0.718 3.74 0.341 0.280 0.455 0.986 0.468
CESM2_BARPA [-] 0.947 1.03 0.709 0.324 0.466 2.07 0.492 0.460 0.783 0.741 0.587
CESM2_CCAM [-] 0.842 0.924 0.709 0.215 0.439 2.14 0.664 0.459 0.698 0.568 0.570
CESM2_CMIP6 [-] 1.32 1.32 0.739 0.581 0.943 2.48 0.298 0.222 0.670 0.860 0.454
CMCC-ESM2_BARPA [-] 0.955 1.06 0.709 0.353 0.498 1.40 0.470 0.451 0.850 0.696 0.584
CMCC-ESM2_CCAM [-] 1.34 1.43 0.709 0.719 0.891 2.69 0.285 0.324 0.621 0.835 0.477
CMCC-ESM2_CMIP6 [-] 1.54 1.54 0.739 0.803 0.997 4.78 0.204 0.287 0.129 0.471 0.276
CNRM-ESM2-1_CCAM [-] 1.04 1.18 0.709 0.469 0.687 2.09 0.402 0.386 0.697 0.467 0.468
CNRM-ESM2-1_CMIP6 [-] 1.11 1.11 0.633 0.473 0.557 1.22 0.217 0.445 0.790 0.497 0.479
EC-Earth3_BARPA [-] 0.755 0.871 0.709 0.162 0.373 1.84 0.690 0.515 0.806 0.631 0.631
EC-Earth3_CCAM [-] 1.00 1.10 0.709 0.393 0.622 3.02 0.428 0.362 0.559 0.619 0.466
EC-Earth3_CMIP6 [-] 1.27 1.27 0.805 0.470 0.742 1.94 0.430 0.359 0.791 0.357 0.459
ERA5_BARPA [-] 1.06 1.20 0.709 0.487 0.615 2.24 0.360 0.422 0.684 0.634 0.505
ERA5_CCAM [-] 1.11 1.24 0.709 0.530 0.726 2.96 0.360 0.381 0.547 0.488 0.431
MPI-ESM1-2-HR_BARPA [-] 0.881 1.04 0.709 0.329 0.515 2.49 0.558 0.413 0.649 0.503 0.507
MPI-ESM1-2-HR_CMIP6 [-] 0.395 0.395 0.762 -0.367 0.511 2.04 0.366 0.412 0.673 0.450 0.463
NorESM2-MM_BARPA [-] 1.18 1.30 0.709 0.587 0.706 2.02 0.288 0.381 0.770 0.662 0.497
NorESM2-MM_CCAM [-] 1.39 1.47 0.709 0.756 0.916 2.28 0.259 0.355 0.649 0.813 0.486
NorESM2-MM_CMIP6 [-] 1.60 1.60 0.739 0.864 1.27 2.75 0.194 0.110 0.570 0.280 0.253
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 [-] 0.860
ACCESS-CM2_BARPA [-] 1.10 1.20 0.860 3.63 0.338 0.520 2.03 0.402 0.434 0.724 0.962 0.591
ACCESS-CM2_CCAM [-] 1.12 1.18 0.860 3.19 0.319 0.565 2.47 0.411 0.310 0.662 0.970 0.532
ACCESS-CM2_CMIP6 [-] 1.55 1.55 0.799 0.756 0.989 3.21 0.261 0.238 0.561 0.456 0.351
ACCESS-ESM1-5_BARPA [-] 0.874 0.972 0.860 3.37 0.112 0.414 2.04 0.533 0.432 0.708 0.942 0.609
ACCESS-ESM1-5_CCAM [-] 1.12 1.18 0.860 3.19 0.319 0.565 2.47 0.411 0.310 0.662 0.970 0.532
ACCESS-ESM1-5_CMIP6 [-] 1.47 1.47 0.801 0.669 0.881 4.14 0.247 0.204 0.369 0.594 0.324
CESM2_BARPA [-] 1.00 1.10 0.860 3.73 0.237 0.435 1.49 0.469 0.470 0.802 0.965 0.635
CESM2_CCAM [-] 1.14 1.21 0.860 3.38 0.353 0.499 0.945 0.418 0.426 0.869 0.932 0.614
CESM2_CMIP6 [-] 1.03 1.03 0.863 0.168 0.702 2.15 0.482 0.307 0.753 0.619 0.494
CMCC-ESM2_BARPA [-] 0.901 1.01 0.860 3.63 0.146 0.392 1.68 0.535 0.462 0.770 0.962 0.638
CMCC-ESM2_CCAM [-] 1.38 1.44 0.860 3.10 0.584 0.750 2.94 0.306 0.369 0.631 0.961 0.527
CMCC-ESM2_CMIP6 [-] 1.55 1.55 0.863 0.683 0.806 2.44 0.289 0.413 0.654 0.701 0.494
CNRM-ESM2-1_CCAM [-] 1.27 1.34 0.860 3.12 0.482 0.668 3.22 0.352 0.365 0.567 0.950 0.520
CNRM-ESM2-1_CMIP6 [-] 1.37 1.37 0.839 0.535 0.659 1.37 0.347 0.356 0.737 0.753 0.510
EC-Earth3_BARPA [-] 1.00 1.11 0.860 3.62 0.251 0.481 1.64 0.456 0.420 0.764 0.964 0.605
EC-Earth3_CCAM [-] 1.18 1.25 0.860 3.48 0.392 0.559 1.77 0.403 0.386 0.783 0.961 0.584
EC-Earth3_CMIP6 [-] 1.04 1.04 0.859 0.185 0.593 2.99 0.466 0.275 0.584 0.924 0.505
ERA5_BARPA [-] 1.12 1.22 0.860 3.63 0.362 0.536 1.83 0.367 0.450 0.771 0.962 0.600
ERA5_CCAM [-] 1.07 1.15 0.860 3.39 0.294 0.512 2.81 0.434 0.396 0.624 0.970 0.564
MPI-ESM1-2-HR_BARPA [-] 0.921 1.01 0.860 3.22 0.151 0.376 1.62 0.536 0.472 0.797 0.963 0.648
MPI-ESM1-2-HR_CMIP6 [-] 0.501 0.501 0.822 -0.321 0.455 2.19 0.386 0.375 0.644 0.272 0.410
NorESM2-MM_BARPA [-] 1.25 1.35 0.860 3.87 0.493 0.633 1.65 0.311 0.474 0.790 0.960 0.602
NorESM2-MM_CCAM [-] 1.17 1.20 0.860 1.55 0.341 0.603 2.89 0.376 0.355 0.595 0.665 0.469
NorESM2-MM_CMIP6 [-] 1.44 1.44 0.863 0.580 0.942 2.27 0.305 0.284 0.716 0.720 0.461
Download Data
Period Mean (original grids) [mm d-1]
Model Period Mean (intersection) [mm d-1]
Benchmark Period Mean (intersection) [mm d-1]
Model Period Mean (complement) [mm d-1]
Benchmark Period Mean (complement) [mm d-1]
Bias [mm d-1]
RMSE [mm d-1]
Phase Shift [months]
Bias Score [1]
RMSE Score [1]
Seasonal Cycle Score [1]
Spatial Distribution Score [1]
Overall Score [1]
Benchmark [-] 2.69
ACCESS-CM2_BARPA [-] 2.02 2.28 2.69 -0.409 0.765 0.597 0.490 0.604 0.930 0.974 0.721
ACCESS-CM2_CCAM [-] 2.37 2.56 2.69 -0.123 0.625 0.853 0.566 0.684 0.916 0.985 0.767
ACCESS-CM2_CMIP6 [-] 3.80 3.80 2.53 1.27 1.58 1.01 0.344 0.451 0.917 0.352 0.503
ACCESS-ESM1-5_BARPA [-] 2.13 2.39 2.69 -0.299 0.765 0.911 0.540 0.555 0.915 0.982 0.709
ACCESS-ESM1-5_CCAM [-] 2.37 2.56 2.69 -0.123 0.625 0.853 0.566 0.684 0.916 0.985 0.767
ACCESS-ESM1-5_CMIP6 [-] 3.63 3.63 2.73 0.901 1.09 0.508 0.309 0.446 0.967 0.964 0.627
CESM2_BARPA [-] 1.88 2.21 2.69 -0.480 0.908 0.638 0.463 0.542 0.928 0.941 0.683
CESM2_CCAM [-] 2.85 3.07 2.69 0.379 0.725 1.28 0.568 0.641 0.863 0.920 0.727
CESM2_CMIP6 [-] 2.75 2.75 2.57 0.180 0.638 0.776 0.601 0.627 0.935 0.731 0.704
CMCC-ESM2_BARPA [-] 1.72 2.01 2.69 -0.677 1.02 0.893 0.407 0.519 0.915 0.970 0.666
CMCC-ESM2_CCAM [-] 2.83 3.00 2.69 0.318 0.752 1.33 0.573 0.595 0.836 0.987 0.717
CMCC-ESM2_CMIP6 [-] 2.81 2.81 2.57 0.239 0.517 0.334 0.720 0.610 0.975 0.991 0.781
CNRM-ESM2-1_CCAM [-] 2.47 2.66 2.69 -0.0262 0.669 0.772 0.570 0.643 0.907 0.978 0.748
CNRM-ESM2-1_CMIP6 [-] 2.39 2.39 2.51 -0.123 0.731 1.02 0.635 0.578 0.905 0.588 0.657
EC-Earth3_BARPA [-] 2.17 2.41 2.69 -0.280 0.778 0.936 0.545 0.543 0.911 0.984 0.705
EC-Earth3_CCAM [-] 2.78 2.92 2.69 0.238 0.689 1.47 0.562 0.603 0.824 0.930 0.704
EC-Earth3_CMIP6 [-] 2.66 2.66 2.64 0.0235 0.995 1.04 0.623 0.374 0.894 0.317 0.516
ERA5_BARPA [-] 2.25 2.45 2.69 -0.236 0.768 0.495 0.568 0.550 0.948 0.978 0.719
ERA5_CCAM [-] 2.93 3.07 2.69 0.386 0.755 1.57 0.573 0.596 0.799 0.917 0.696
MPI-ESM1-2-HR_BARPA [-] 1.79 2.12 2.69 -0.564 0.960 0.742 0.431 0.540 0.927 0.896 0.667
MPI-ESM1-2-HR_CMIP6 [-] 1.62 1.62 2.68 -1.06 2.06 0.867 0.146 0.522 0.931 0.284 0.481
NorESM2-MM_BARPA [-] 2.42 2.69 2.69 -0.000271 0.791 0.619 0.609 0.535 0.938 0.982 0.720
NorESM2-MM_CCAM [-] 2.96 3.07 2.69 0.382 0.775 1.89 0.532 0.585 0.745 0.717 0.633
NorESM2-MM_CMIP6 [-] 3.41 3.41 2.57 0.843 1.00 1.11 0.367 0.577 0.897 0.840 0.652

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:
MODIS Global Terrestrial Evaportranspiration

  Version:
MOD16A2

  Institutions:
Numerical Terradynamic Simulation Group, University of Montana, USA

  Source:
MODIS (MOD16A2 level 4) global terrestrial evapotranspiration (ET) based on the Penman-Monteith (P-M) algorithm with MERRA meteorological forcings

  History:
2019-08-19: downloaded source from http://files.ntsg.umt.edu/data/NTSG_Products/MOD16/
2019-08-21: converted to netCDF with https://github.com/mmu2019/Datasets/blob/master/read-et-modisA2.py

  References:
Mu, Q.Z., M. Zhao, and S.W. Running (2011), Improvements to a MODIS global terrestrial evapotranspiration algorithm, Remote Sensing of Environment, 115, 1781-1800, doi:10.1016/j.rse.2011.02.019

  Comments:
time_period: 2000-01 through 2014-12
original_temporal_resolution: monthly
original_spatial_resolution: 0.5 degree
original_units: mm/month
final_temporal_resolution: monthly
final_spatial_resolution: 0.5 degree
final_units: kg/m2/s

  Convention:
CF-1.7