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 [-] 0.117
ACCESS-CM2_BARPA [-] 0.450 0.430 0.117 1.06 0.313 0.473 1.26 0.534 0.440 0.891 0.737 0.608
ACCESS-CM2_CCAM [-] 0.0602 0.0499 0.117 0.448 -0.0671 0.123 1.61 0.657 0.634 0.873 0.697 0.699
ACCESS-CM2_CMIP6 [-] 0.103 0.103 0.135 -0.0324 0.153 1.58 0.659 0.597 0.857 0.646 0.671
ACCESS-ESM1-5_BARPA [-] 0.431 0.413 0.117 0.960 0.296 0.467 1.28 0.537 0.432 0.889 0.738 0.605
ACCESS-ESM1-5_CCAM [-] 0.0602 0.0499 0.117 0.448 -0.0671 0.123 1.61 0.657 0.634 0.873 0.697 0.699
ACCESS-ESM1-5_CMIP6 [-] 0.167 0.160 0.133 2.24 0.0270 0.174 1.92 0.670 0.551 0.804 0.858 0.687
CESM2_BARPA [-] 0.341 0.323 0.117 0.867 0.206 0.372 1.50 0.609 0.464 0.888 0.821 0.649
CESM2_CCAM [-] 0.0869 0.0671 0.117 0.850 -0.0499 0.123 1.60 0.703 0.616 0.874 0.911 0.744
CMCC-ESM2_BARPA [-] 0.278 0.263 0.117 0.730 0.146 0.304 1.79 0.621 0.491 0.873 0.863 0.668
CMCC-ESM2_CCAM [-] 0.123 0.105 0.117 0.804 -0.0122 0.139 1.57 0.701 0.623 0.884 0.865 0.739
CMCC-ESM2_CMIP6 [-] 0.561 0.560 0.127 1.10 0.433 0.665 1.26 0.328 0.305 0.887 0.271 0.419
CNRM-ESM2-1_CCAM [-] 0.0696 0.0600 0.117 0.421 -0.0570 0.133 1.57 0.645 0.640 0.856 0.714 0.699
CNRM-ESM2-1_CMIP6 [-] 0.153 0.153 0.139 0.0141 0.166 1.33 0.685 0.590 0.930 0.921 0.743
EC-Earth3_BARPA [-] 0.314 0.291 0.117 1.06 0.174 0.318 1.32 0.598 0.462 0.871 0.836 0.646
EC-Earth3_CCAM [-] 0.141 0.114 0.117 1.22 -0.00347 0.150 1.49 0.707 0.578 0.891 0.899 0.731
EC-Earth3_CMIP6 [-] 0.108 0.104 0.127 0.673 0.361 -0.0226 0.131 1.25 0.702 0.611 0.850 0.915 0.738
ERA5_BARPA [-] 0.402 0.384 0.117 0.953 0.267 0.424 1.49 0.577 0.439 0.861 0.812 0.626
ERA5_CCAM [-] 0.125 0.106 0.117 0.844 -0.0115 0.122 1.51 0.737 0.658 0.908 0.915 0.775
MPI-ESM1-2-HR_BARPA [-] 0.295 0.273 0.117 0.979 0.156 0.319 1.26 0.623 0.477 0.887 0.823 0.658
MPI-ESM1-2-HR_CMIP6 [-] 0.0253 0.0249 0.126 0.112 0.598 -0.101 0.146 1.48 0.548 0.603 0.898 0.107 0.552
NorESM2-MM_BARPA [-] 0.455 0.432 0.117 1.15 0.315 0.441 1.83 0.516 0.429 0.875 0.731 0.596
NorESM2-MM_CCAM [-] 0.185 0.163 0.117 0.984 0.0457 0.167 2.11 0.711 0.586 0.883 0.857 0.724
NorESM2-MM_CMIP6 [-] 0.594 0.594 0.127 0.655 0.467 0.530 1.45 0.429 0.572 0.885 0.653 0.622
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 [-] 0.0441
ACCESS-CM2_BARPA [-] 0.523 0.522 0.0441 0.478 0.614 1.86 0.157 0.171 0.585 0.176 0.261
ACCESS-CM2_CCAM [-] 0.0509 0.0478 0.0441 0.00371 0.0524 1.70 0.775 0.717 0.634 0.867 0.745
ACCESS-CM2_CMIP6 [-] 0.0819 0.0819 0.0471 0.0348 0.0748 2.26 0.713 0.632 0.602 0.863 0.695
ACCESS-ESM1-5_BARPA [-] 0.552 0.555 0.0441 0.511 0.655 1.93 0.174 0.157 0.563 0.144 0.248
ACCESS-ESM1-5_CCAM [-] 0.0509 0.0478 0.0441 0.00371 0.0524 1.70 0.775 0.717 0.634 0.867 0.745
ACCESS-ESM1-5_CMIP6 [-] 0.0493 0.0494 0.0604 -0.0110 0.0740 1.60 0.620 0.776 0.701 0.500 0.664
CESM2_BARPA [-] 0.462 0.464 0.0441 0.420 0.541 2.05 0.216 0.199 0.590 0.220 0.294
CESM2_CCAM [-] 0.0177 0.0177 0.0441 -0.0263 0.0499 2.04 0.701 0.741 0.572 0.313 0.599
CMCC-ESM2_BARPA [-] 0.409 0.408 0.0441 0.364 0.480 1.85 0.247 0.205 0.612 0.248 0.314
CMCC-ESM2_CCAM [-] 0.0944 0.0862 0.0441 0.0421 0.0816 2.13 0.700 0.593 0.549 0.610 0.611
CMCC-ESM2_CMIP6 [-] 0.210 0.210 0.0545 0.155 0.188 2.03 0.438 0.502 0.524 0.212 0.428
CNRM-ESM2-1_CCAM [-] 0.0338 0.0316 0.0441 -0.0125 0.0500 1.96 0.731 0.747 0.574 0.720 0.699
CNRM-ESM2-1_CMIP6 [-] 0.136 0.136 0.0488 0.0874 0.125 2.41 0.529 0.543 0.707 0.291 0.520
EC-Earth3_BARPA [-] 0.289 0.291 0.0441 0.247 0.325 1.97 0.416 0.337 0.583 0.327 0.407
EC-Earth3_CCAM [-] 0.0263 0.0250 0.0441 -0.0191 0.0556 2.08 0.712 0.723 0.579 0.594 0.660
EC-Earth3_CMIP6 [-] 0.0371 0.0371 0.0478 -0.0107 0.0502 2.05 0.789 0.688 0.538 0.667 0.672
ERA5_BARPA [-] 0.451 0.452 0.0441 0.408 0.503 2.24 0.234 0.221 0.580 0.212 0.302
ERA5_CCAM [-] 0.0545 0.0516 0.0441 0.00754 0.0543 1.70 0.745 0.730 0.681 0.829 0.745
MPI-ESM1-2-HR_BARPA [-] 0.250 0.251 0.0441 0.207 0.297 2.05 0.448 0.328 0.568 0.461 0.437
MPI-ESM1-2-HR_CMIP6 [-] 0.0255 0.0255 0.0515 -0.0260 0.0370 2.30 0.764 0.819 0.589 0.351 0.652
NorESM2-MM_BARPA [-] 0.547 0.540 0.0441 0.496 0.585 1.85 0.113 0.191 0.615 0.191 0.268
NorESM2-MM_CCAM [-] 0.117 0.110 0.0441 0.0661 0.0944 1.72 0.634 0.613 0.684 0.686 0.650
NorESM2-MM_CMIP6 [-] 0.894 0.894 0.0545 0.839 0.855 2.46 0.0396 0.344 0.583 0.172 0.291
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 [-] 0.222
ACCESS-CM2_BARPA [-] 0.633 0.630 0.222 0.544 0.408 0.614 1.62 0.559 0.446 0.652 0.865 0.614
ACCESS-CM2_CCAM [-] 0.0830 0.0826 0.222 0.0357 -0.139 0.197 1.43 0.665 0.792 0.736 0.449 0.649
ACCESS-CM2_CMIP6 [-] 0.0549 0.0549 0.227 -0.172 0.218 2.19 0.630 0.762 0.574 0.0860 0.526
ACCESS-ESM1-5_BARPA [-] 0.701 0.692 0.222 0.786 0.470 0.694 1.66 0.530 0.418 0.669 0.796 0.586
ACCESS-ESM1-5_CCAM [-] 0.0830 0.0826 0.222 0.0357 -0.139 0.197 1.43 0.665 0.792 0.736 0.449 0.649
ACCESS-ESM1-5_CMIP6 [-] 0.0628 0.0628 0.177 -0.114 0.159 2.26 0.638 0.776 0.543 0.214 0.558
CESM2_BARPA [-] 0.710 0.698 0.222 0.826 0.476 0.738 1.73 0.486 0.361 0.669 0.748 0.544
CESM2_CCAM [-] 0.164 0.153 0.222 0.445 -0.0692 0.197 1.76 0.756 0.721 0.742 0.868 0.769
CMCC-ESM2_BARPA [-] 0.518 0.513 0.222 0.397 0.291 0.512 2.01 0.622 0.460 0.565 0.878 0.616
CMCC-ESM2_CCAM [-] 0.239 0.233 0.222 0.131 0.0109 0.238 1.62 0.680 0.719 0.751 0.722 0.699
CMCC-ESM2_CMIP6 [-] 0.494 0.494 0.204 0.290 0.377 2.10 0.456 0.663 0.583 0.373 0.570
CNRM-ESM2-1_CCAM [-] 0.105 0.101 0.222 0.172 -0.120 0.192 1.74 0.690 0.783 0.741 0.668 0.699
CNRM-ESM2-1_CMIP6 [-] 0.342 0.342 0.219 0.123 0.224 1.20 0.761 0.689 0.874 0.893 0.783
EC-Earth3_BARPA [-] 0.509 0.499 0.222 0.607 0.277 0.497 1.76 0.623 0.469 0.656 0.837 0.630
EC-Earth3_CCAM [-] 0.102 0.0937 0.222 0.169 -0.128 0.185 1.73 0.694 0.796 0.789 0.677 0.715
EC-Earth3_CMIP6 [-] 0.0895 0.0895 0.228 -0.139 0.192 1.77 0.674 0.749 0.632 0.347 0.610
ERA5_BARPA [-] 0.578 0.572 0.222 0.535 0.351 0.539 2.01 0.598 0.496 0.552 0.890 0.623
ERA5_CCAM [-] 0.191 0.183 0.222 0.209 -0.0384 0.169 1.39 0.756 0.794 0.826 0.916 0.804
MPI-ESM1-2-HR_BARPA [-] 0.314 0.310 0.222 0.278 0.0878 0.342 1.70 0.735 0.568 0.652 0.717 0.666
MPI-ESM1-2-HR_CMIP6 [-] 0.0313 0.0313 0.213 0.863 -0.182 0.218 2.06 0.609 0.771 0.568 0.108 0.518
NorESM2-MM_BARPA [-] 0.731 0.725 0.222 0.724 0.503 0.681 1.83 0.462 0.439 0.630 0.780 0.564
NorESM2-MM_CCAM [-] 0.182 0.180 0.222 0.255 -0.0416 0.190 1.57 0.721 0.780 0.771 0.751 0.748
NorESM2-MM_CMIP6 [-] 0.833 0.833 0.204 0.630 0.664 2.08 0.385 0.659 0.501 0.872 0.592
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 [-] 0.355
ACCESS-CM2_BARPA [-] 0.824 0.806 0.355 1.18 0.451 0.803 0.587 0.593 0.468 0.966 0.908 0.692
ACCESS-CM2_CCAM [-] 0.145 0.131 0.355 0.463 -0.225 0.376 0.880 0.677 0.618 0.910 0.652 0.682
ACCESS-CM2_CMIP6 [-] 0.265 0.265 0.378 -0.113 0.367 0.908 0.787 0.567 0.908 0.899 0.762
ACCESS-ESM1-5_BARPA [-] 0.810 0.802 0.355 1.02 0.447 0.852 0.532 0.598 0.455 0.966 0.901 0.672
ACCESS-ESM1-5_CCAM [-] 0.145 0.131 0.355 0.463 -0.225 0.376 0.880 0.677 0.618 0.910 0.652 0.682
ACCESS-ESM1-5_CMIP6 [-] 0.452 0.452 0.377 0.0758 0.387 1.15 0.807 0.542 0.896 0.942 0.776
CESM2_BARPA [-] 0.564 0.550 0.355 0.825 0.195 0.598 0.622 0.716 0.509 0.957 0.918 0.743
CESM2_CCAM [-] 0.237 0.204 0.355 0.949 -0.151 0.364 0.833 0.744 0.609 0.924 0.933 0.784
CMCC-ESM2_BARPA [-] 0.452 0.434 0.355 0.756 0.0791 0.531 0.738 0.702 0.518 0.946 0.857 0.741
CMCC-ESM2_CCAM [-] 0.263 0.227 0.355 0.990 -0.128 0.369 0.806 0.723 0.610 0.933 0.869 0.775
CMCC-ESM2_CMIP6 [-] 1.85 1.85 0.369 1.48 2.36 0.703 0.205 0.140 0.955 0.219 0.374
CNRM-ESM2-1_CCAM [-] 0.153 0.140 0.355 0.429 -0.215 0.373 0.919 0.673 0.625 0.910 0.663 0.713
CNRM-ESM2-1_CMIP6 [-] 0.314 0.314 0.382 -0.0686 0.374 0.456 0.754 0.595 0.971 0.941 0.794
EC-Earth3_BARPA [-] 0.699 0.671 0.355 1.25 0.316 0.692 0.785 0.641 0.473 0.938 0.818 0.673
EC-Earth3_CCAM [-] 0.460 0.400 0.355 1.73 0.0451 0.485 0.800 0.724 0.513 0.928 0.729 0.718
EC-Earth3_CMIP6 [-] 0.391 0.386 0.370 0.961 0.698 0.0161 0.437 0.783 0.746 0.539 0.911 0.801 0.755
ERA5_BARPA [-] 0.747 0.731 0.355 1.07 0.376 0.774 0.786 0.636 0.452 0.938 0.911 0.682
ERA5_CCAM [-] 0.342 0.307 0.355 1.10 -0.0483 0.346 0.709 0.787 0.612 0.940 0.925 0.804
MPI-ESM1-2-HR_BARPA [-] 0.612 0.589 0.355 1.07 0.234 0.612 0.702 0.702 0.499 0.954 0.937 0.731
MPI-ESM1-2-HR_CMIP6 [-] 0.0539 0.0540 0.366 0.0385 0.438 -0.312 0.443 0.480 0.566 0.588 0.972 0.228 0.579
NorESM2-MM_BARPA [-] 0.820 0.800 0.355 1.24 0.444 0.795 0.768 0.578 0.445 0.936 0.868 0.650
NorESM2-MM_CCAM [-] 0.481 0.454 0.355 1.04 0.0984 0.483 0.830 0.754 0.555 0.919 0.836 0.712
NorESM2-MM_CMIP6 [-] 1.12 1.12 0.369 0.752 0.913 0.632 0.401 0.564 0.951 0.757 0.636
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 [-] 0.0400
ACCESS-CM2_BARPA [-] 0.341 0.333 0.0400 0.221 0.293 0.346 2.60 0.112 0.133 0.741 0.0796 0.251
ACCESS-CM2_CCAM [-] 0.0725 0.0717 0.0400 0.00892 0.0317 0.0713 2.11 0.464 0.452 0.803 0.271 0.492
ACCESS-CM2_CMIP6 [-] 0.130 0.130 0.0694 0.0601 0.157 2.64 0.333 0.450 0.474 0.666 0.477
ACCESS-ESM1-5_BARPA [-] 0.270 0.266 0.0400 0.168 0.226 0.280 2.45 0.136 0.147 0.708 0.141 0.268
ACCESS-ESM1-5_CCAM [-] 0.0725 0.0717 0.0400 0.00892 0.0317 0.0713 2.11 0.464 0.452 0.803 0.271 0.492
ACCESS-ESM1-5_CMIP6 [-] 0.0218 0.0218 0.0644 -0.0426 0.0808 2.80 0.325 0.498 0.253 0.0805 0.312
CESM2_BARPA [-] 0.300 0.293 0.0400 0.188 0.253 0.311 2.24 0.121 0.115 0.737 0.0962 0.251
CESM2_CCAM [-] 0.0271 0.0274 0.0400 0.00628 -0.0126 0.0487 1.90 0.486 0.591 0.771 0.551 0.599
CMCC-ESM2_BARPA [-] 0.244 0.238 0.0400 0.170 0.198 0.244 2.45 0.157 0.160 0.740 0.144 0.285
CMCC-ESM2_CCAM [-] 0.247 0.249 0.0400 0.0334 0.208 0.233 2.32 0.251 0.323 0.728 0.119 0.352
CMCC-ESM2_CMIP6 [-] 0.145 0.145 0.0671 0.0780 0.115 2.61 0.328 0.538 0.630 0.657 0.538
CNRM-ESM2-1_CCAM [-] 0.112 0.114 0.0400 0.0235 0.0744 0.116 2.35 0.433 0.547 0.747 0.360 0.525
CNRM-ESM2-1_CMIP6 [-] 0.0994 0.0994 0.0634 0.0360 0.0896 2.76 0.569 0.394 0.860 0.883 0.645
EC-Earth3_BARPA [-] 0.164 0.162 0.0400 0.134 0.122 0.163 2.65 0.323 0.288 0.654 0.446 0.412
EC-Earth3_CCAM [-] 0.105 0.107 0.0400 0.0223 0.0666 0.115 2.34 0.441 0.528 0.732 0.405 0.527
EC-Earth3_CMIP6 [-] 0.0274 0.0274 0.0574 -0.0300 0.0551 2.68 0.516 0.542 0.500 0.383 0.492
ERA5_BARPA [-] 0.309 0.303 0.0400 0.183 0.263 0.307 2.19 0.118 0.151 0.747 0.122 0.270
ERA5_CCAM [-] 0.174 0.176 0.0400 0.0322 0.136 0.159 2.38 0.470 0.502 0.789 0.216 0.495
MPI-ESM1-2-HR_BARPA [-] 0.203 0.196 0.0400 0.193 0.156 0.206 2.34 0.209 0.205 0.743 0.145 0.312
MPI-ESM1-2-HR_CMIP6 [-] 0.0319 0.0319 0.0538 0.0603 -0.0220 0.0430 3.41 0.558 0.584 0.668 0.456 0.568
NorESM2-MM_BARPA [-] 0.366 0.357 0.0400 0.253 0.317 0.370 1.92 0.104 0.122 0.807 0.0679 0.258
NorESM2-MM_CCAM [-] 0.237 0.238 0.0400 0.0547 0.198 0.237 2.25 0.251 0.266 0.778 0.132 0.347
NorESM2-MM_CMIP6 [-] 0.484 0.484 0.0671 0.417 0.431 2.49 0.481 0.503 0.854 0.410 0.556
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 [-] 0.0231
ACCESS-CM2_BARPA [-] 0.312 0.312 0.0231 0.456 0.289 0.392 0.988 0.161 0.129 0.901 0.134 0.300
ACCESS-CM2_CCAM [-] 0.0109 0.0109 0.0231 0.0300 -0.0123 0.0305 1.68 0.759 0.732 0.829 0.537 0.673
ACCESS-CM2_CMIP6 [-] 0.0531 0.0531 0.0239 0.0291 0.0559 1.43 0.664 0.616 0.857 0.701 0.665
ACCESS-ESM1-5_BARPA [-] 0.288 0.290 0.0231 0.257 0.267 0.371 1.08 0.180 0.129 0.895 0.121 0.310
ACCESS-ESM1-5_CCAM [-] 0.0109 0.0109 0.0231 0.0300 -0.0123 0.0305 1.68 0.759 0.732 0.829 0.537 0.673
ACCESS-ESM1-5_CMIP6 [-] 0.0780 0.0781 0.0218 0.0562 0.0766 1.87 0.506 0.555 0.788 0.391 0.560
CESM2_BARPA [-] 0.220 0.220 0.0231 0.258 0.197 0.288 1.48 0.285 0.191 0.854 0.217 0.357
CESM2_CCAM [-] 0.00432 0.00436 0.0231 0.0182 -0.0188 0.0302 1.65 0.726 0.744 0.818 0.252 0.620
CMCC-ESM2_BARPA [-] 0.183 0.183 0.0231 0.255 0.160 0.222 1.90 0.320 0.245 0.809 0.326 0.385
CMCC-ESM2_CCAM [-] 0.0236 0.0233 0.0231 0.128 0.000200 0.0386 1.57 0.743 0.706 0.877 0.473 0.688
CMCC-ESM2_CMIP6 [-] 0.263 0.263 0.0230 0.240 0.304 0.962 0.232 0.262 0.926 0.0156 0.382
CNRM-ESM2-1_CCAM [-] 0.0157 0.0157 0.0231 0.0638 -0.00743 0.0371 1.57 0.717 0.715 0.841 0.531 0.680
CNRM-ESM2-1_CMIP6 [-] 0.0566 0.0566 0.0250 0.0316 0.0798 1.28 0.663 0.462 0.876 0.795 0.649
EC-Earth3_BARPA [-] 0.166 0.166 0.0231 0.308 0.143 0.214 1.10 0.332 0.234 0.875 0.287 0.393
EC-Earth3_CCAM [-] 0.0144 0.0145 0.0231 0.0592 -0.00865 0.0376 1.41 0.715 0.714 0.861 0.569 0.674
EC-Earth3_CMIP6 [-] 0.0172 0.0172 0.0232 0.0228 0.0130 -0.00601 0.0281 0.904 0.782 0.732 0.932 0.775 0.791
ERA5_BARPA [-] 0.270 0.271 0.0231 0.339 0.248 0.339 1.37 0.211 0.155 0.850 0.158 0.316
ERA5_CCAM [-] 0.0188 0.0193 0.0231 0.0256 -0.00381 0.0393 1.52 0.724 0.714 0.862 0.447 0.654
MPI-ESM1-2-HR_BARPA [-] 0.177 0.176 0.0231 0.299 0.153 0.249 1.01 0.306 0.184 0.902 0.286 0.382
MPI-ESM1-2-HR_CMIP6 [-] 0.0125 0.0125 0.0232 0.0496 -0.0107 0.0291 1.33 0.756 0.732 0.905 0.641 0.738
NorESM2-MM_BARPA [-] 0.298 0.297 0.0231 0.552 0.274 0.332 2.07 0.177 0.191 0.752 0.137 0.291
NorESM2-MM_CCAM [-] 0.0438 0.0442 0.0231 0.0708 0.0211 0.0517 2.58 0.704 0.654 0.733 0.353 0.636
NorESM2-MM_CMIP6 [-] 0.431 0.431 0.0230 0.408 0.425 1.39 0.0943 0.487 0.871 0.0310 0.364
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 [-] 0.621
ACCESS-CM2_BARPA [-] 1.10 0.803 0.621 3.59 0.182 0.557 2.77 0.505 0.513 0.717 0.729 0.595
ACCESS-CM2_CCAM [-] 0.450 0.300 0.621 1.86 -0.321 0.477 1.68 0.542 0.563 0.855 0.937 0.626
ACCESS-CM2_CMIP6 [-] 0.209 0.209 0.710 -0.502 0.545 0.914 0.340 0.632 0.954 0.579 0.618
ACCESS-ESM1-5_BARPA [-] 0.939 0.626 0.621 3.54 0.00536 0.510 2.88 0.511 0.512 0.676 0.730 0.575
ACCESS-ESM1-5_CCAM [-] 0.450 0.300 0.621 1.86 -0.321 0.477 1.68 0.542 0.563 0.855 0.937 0.626
ACCESS-ESM1-5_CMIP6 [-] 0.00947 0.00946 0.653 -0.643 0.700 3.98 0.219 0.519 0.658 0.00215 0.383
CESM2_BARPA [-] 1.09 0.790 0.621 3.55 0.169 0.555 2.25 0.504 0.502 0.740 0.738 0.602
CESM2_CCAM [-] 0.582 0.359 0.621 2.65 -0.262 0.561 1.76 0.466 0.514 0.789 0.827 0.548
CMCC-ESM2_BARPA [-] 0.892 0.670 0.621 2.70 0.0491 0.440 2.03 0.565 0.587 0.797 0.864 0.665
CMCC-ESM2_CCAM [-] 0.607 0.482 0.621 1.78 -0.139 0.412 2.05 0.624 0.606 0.797 0.948 0.674
CMCC-ESM2_CMIP6 [-] 0.558 0.558 0.594 -0.0357 0.542 1.99 0.449 0.558 0.802 0.799 0.569
CNRM-ESM2-1_CCAM [-] 0.434 0.291 0.621 1.80 -0.330 0.469 1.19 0.481 0.632 0.853 0.920 0.631
CNRM-ESM2-1_CMIP6 [-] 0.946 0.946 0.955 -0.00932 0.573 0.794 0.515 0.583 0.910 0.921 0.639
EC-Earth3_BARPA [-] 0.760 0.529 0.621 2.56 -0.0917 0.396 2.71 0.562 0.621 0.693 0.903 0.624
EC-Earth3_CCAM [-] 0.458 0.313 0.621 1.74 -0.308 0.448 1.26 0.527 0.639 0.871 0.915 0.661
EC-Earth3_CMIP6 [-] 0.273 0.237 0.662 0.716 -0.425 0.482 3.23 0.408 0.645 0.687 0.724 0.542
ERA5_BARPA [-] 0.953 0.753 0.621 2.61 0.132 0.453 2.34 0.577 0.606 0.756 0.890 0.668
ERA5_CCAM [-] 0.410 0.320 0.621 1.26 -0.301 0.432 1.28 0.483 0.662 0.890 0.830 0.668
MPI-ESM1-2-HR_BARPA [-] 1.01 0.681 0.621 3.74 0.0601 0.552 2.50 0.458 0.525 0.721 0.635 0.582
MPI-ESM1-2-HR_CMIP6 [-] 0.142 0.132 0.728 0.334 1.37 -0.596 0.664 2.49 0.285 0.546 0.776 0.106 0.445
NorESM2-MM_BARPA [-] 1.17 0.928 0.621 3.24 0.307 0.574 1.54 0.486 0.564 0.855 0.798 0.651
NorESM2-MM_CCAM [-] 0.564 0.413 0.621 2.07 -0.207 0.468 1.01 0.568 0.576 0.926 0.939 0.663
NorESM2-MM_CMIP6 [-] 0.606 0.606 0.594 0.0125 0.410 1.82 0.555 0.600 0.848 0.546 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 [-] 0.0227
ACCESS-CM2_BARPA [-] 0.103 0.102 0.0227 0.151 0.0791 0.122 3.48 0.470 0.370 0.521 0.623 0.363
ACCESS-CM2_CCAM [-] 0.00945 0.00854 0.0227 0.0553 -0.0141 0.0270 2.71 0.590 0.602 0.712 0.577 0.585
ACCESS-CM2_CMIP6 [-] 0.00560 0.00560 0.0149 -0.00926 0.0191 3.57 0.498 0.541 0.233 0.299 0.426
ACCESS-ESM1-5_BARPA [-] 0.0828 0.0823 0.0227 0.102 0.0596 0.101 3.05 0.428 0.396 0.664 0.468 0.378
ACCESS-ESM1-5_CCAM [-] 0.00945 0.00854 0.0227 0.0553 -0.0141 0.0270 2.71 0.590 0.602 0.712 0.577 0.585
ACCESS-ESM1-5_CMIP6 [-] 0.00346 0.00346 0.0253 -0.0219 0.0278 3.53 0.461 0.568 0.195 0.0209 0.429
CESM2_BARPA [-] 0.0741 0.0724 0.0227 0.126 0.0497 0.0792 2.89 0.539 0.448 0.748 0.710 0.482
CESM2_CCAM [-] 0.0494 0.0480 0.0227 0.200 0.0253 0.0715 2.62 0.502 0.389 0.763 0.353 0.486
CMCC-ESM2_BARPA [-] 0.0641 0.0629 0.0227 0.0947 0.0402 0.0779 3.01 0.446 0.425 0.658 0.340 0.404
CMCC-ESM2_CCAM [-] 0.0863 0.0784 0.0227 0.234 0.0557 0.0895 2.53 0.564 0.551 0.766 0.323 0.521
CMCC-ESM2_CMIP6 [-] 0.0392 0.0392 0.0228 0.0164 0.0374 3.41 0.527 0.556 0.669 0.565 0.581
CNRM-ESM2-1_CCAM [-] 0.0661 0.0613 0.0227 0.169 0.0387 0.0722 2.27 0.600 0.583 0.812 0.448 0.563
CNRM-ESM2-1_CMIP6 [-] 0.0939 0.0939 0.0221 0.0718 0.127 2.28 0.172 0.0965 0.815 0.165 0.389
EC-Earth3_BARPA [-] 0.0856 0.0857 0.0227 0.139 0.0630 0.0876 2.63 0.583 0.454 0.729 0.799 0.511
EC-Earth3_CCAM [-] 0.0835 0.0794 0.0227 0.228 0.0567 0.0945 2.86 0.565 0.449 0.782 0.405 0.487
EC-Earth3_CMIP6 [-] 0.00834 0.00841 0.0239 0.00228 0.000413 -0.0155 0.0284 3.12 0.550 0.550 0.683 0.0612 0.510
ERA5_BARPA [-] 0.0909 0.0908 0.0227 0.121 0.0682 0.101 2.95 0.452 0.420 0.626 0.559 0.401
ERA5_CCAM [-] 0.0638 0.0579 0.0227 0.173 0.0352 0.0727 2.92 0.568 0.570 0.744 0.418 0.532
MPI-ESM1-2-HR_BARPA [-] 0.0656 0.0641 0.0227 0.106 0.0414 0.0753 3.08 0.530 0.420 0.614 0.628 0.426
MPI-ESM1-2-HR_CMIP6 [-] 0.0140 0.0140 0.0235 -0.00952 0.0247 3.11 0.532 0.596 0.707 0.0357 0.513
NorESM2-MM_BARPA [-] 0.102 0.0989 0.0227 0.178 0.0762 0.104 2.79 0.554 0.433 0.685 0.765 0.485
NorESM2-MM_CCAM [-] 0.0712 0.0633 0.0227 0.198 0.0406 0.0817 2.21 0.530 0.556 0.827 0.309 0.539
NorESM2-MM_CMIP6 [-] 0.176 0.176 0.0228 0.153 0.180 2.45 0.298 0.283 0.706 0.623 0.394
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 [-] 1.40 1.32 1.17 1.22 0.147 1.05 0.253 0.751 0.622 0.984 0.472 0.698
ACCESS-CM2_CCAM [-] 0.421 0.369 1.17 0.606 -0.805 1.18 0.963 0.604 0.587 0.927 0.651 0.681
ACCESS-CM2_CMIP6 [-] 0.388 0.388 1.06 -0.671 1.02 0.601 0.626 0.584 0.928 0.584 0.670
ACCESS-ESM1-5_BARPA [-] 1.50 1.41 1.17 1.31 0.238 1.00 0.197 0.751 0.625 0.985 0.507 0.707
ACCESS-ESM1-5_CCAM [-] 0.421 0.369 1.17 0.606 -0.805 1.18 0.963 0.604 0.587 0.927 0.651 0.681
ACCESS-ESM1-5_CMIP6 [-] 1.01 1.01 1.24 -0.234 0.874 1.24 0.851 0.577 0.881 0.848 0.766
CESM2_BARPA [-] 0.999 0.899 1.17 1.15 -0.274 0.864 0.197 0.777 0.647 0.982 0.959 0.820
CESM2_CCAM [-] 0.874 0.818 1.17 1.16 -0.356 1.14 0.873 0.737 0.555 0.944 0.936 0.767
CMCC-ESM2_BARPA [-] 0.840 0.750 1.17 0.976 -0.423 0.890 0.306 0.753 0.634 0.977 0.961 0.809
CMCC-ESM2_CCAM [-] 0.836 0.714 1.17 1.40 -0.460 0.985 0.879 0.735 0.605 0.935 0.929 0.779
CMCC-ESM2_CMIP6 [-] 1.39 1.43 1.01 1.10 0.422 1.35 0.983 0.669 0.469 0.937 0.893 0.712
CNRM-ESM2-1_CCAM [-] 0.402 0.371 1.17 0.454 -0.802 1.24 1.68 0.610 0.556 0.803 0.911 0.702
CNRM-ESM2-1_CMIP6 [-] 0.563 0.563 1.11 -0.544 0.696 0.493 0.682 0.738 0.963 0.876 0.806
EC-Earth3_BARPA [-] 1.65 1.50 1.17 1.87 0.332 1.23 0.393 0.741 0.529 0.967 0.798 0.733
EC-Earth3_CCAM [-] 1.34 1.15 1.17 2.09 -0.0195 1.14 0.962 0.838 0.518 0.926 0.888 0.762
EC-Earth3_CMIP6 [-] 0.850 0.822 1.09 1.13 -0.270 0.725 0.739 0.766 0.697 0.946 0.937 0.821
ERA5_BARPA [-] 1.46 1.34 1.17 1.54 0.170 1.14 0.341 0.774 0.538 0.929 0.818 0.739
ERA5_CCAM [-] 1.05 0.895 1.17 1.60 -0.278 0.679 0.817 0.804 0.712 0.951 0.946 0.838
MPI-ESM1-2-HR_BARPA [-] 1.30 1.20 1.17 1.20 0.0277 1.00 0.169 0.757 0.618 0.987 0.504 0.705
MPI-ESM1-2-HR_CMIP6 [-] 0.0313 0.0325 1.10 0.0169 1.15 -1.07 1.45 0.247 0.471 0.500 0.981 0.0153 0.493
NorESM2-MM_BARPA [-] 1.68 1.56 1.17 1.74 0.385 1.22 0.224 0.737 0.537 0.980 0.804 0.739
NorESM2-MM_CCAM [-] 1.79 1.60 1.17 2.47 0.422 1.09 0.732 0.760 0.574 0.957 0.832 0.758
NorESM2-MM_CMIP6 [-] 1.23 1.31 1.01 0.655 0.300 0.914 0.618 0.686 0.628 0.955 0.914 0.777
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 [-] 0.774
ACCESS-CM2_BARPA [-] 1.81 1.66 0.771 3.03 2.37 0.892 1.18 1.41 0.335 0.381 0.753 0.651 0.500
ACCESS-CM2_CCAM [-] 1.15 1.04 0.771 2.23 2.37 0.268 0.795 1.66 0.459 0.426 0.749 0.668 0.546
ACCESS-CM2_CMIP6 [-] 1.57 1.44 1.02 2.37 1.63 0.411 1.16 1.60 0.332 0.338 0.776 0.752 0.507
ACCESS-ESM1-5_BARPA [-] 1.64 1.54 0.771 2.53 2.37 0.771 1.11 1.45 0.362 0.361 0.746 0.682 0.502
ACCESS-ESM1-5_CCAM [-] 1.15 1.04 0.771 2.23 2.37 0.268 0.795 1.66 0.459 0.426 0.749 0.668 0.546
ACCESS-ESM1-5_CMIP6 [-] 1.86 1.71 1.03 2.87 1.47 0.676 1.50 1.95 0.301 0.262 0.706 0.645 0.435
CESM2_BARPA [-] 1.52 1.37 0.771 2.65 2.37 0.602 0.953 1.60 0.408 0.409 0.729 0.750 0.541
CESM2_CCAM [-] 0.825 0.724 0.771 2.03 2.37 -0.0471 0.912 1.73 0.291 0.476 0.694 0.590 0.505
CMCC-ESM2_BARPA [-] 1.53 1.40 0.771 2.54 2.37 0.631 0.984 1.83 0.387 0.380 0.722 0.707 0.515
CMCC-ESM2_CCAM [-] 1.21 1.11 0.771 2.16 2.37 0.336 0.840 1.70 0.437 0.424 0.699 0.603 0.517
CMCC-ESM2_CMIP6 [-] 3.18 3.00 0.963 4.53 1.56 2.04 2.54 1.32 0.175 0.229 0.823 0.348 0.361
CNRM-ESM2-1_CCAM [-] 1.47 1.38 0.771 2.08 2.37 0.613 1.01 1.65 0.389 0.356 0.751 0.511 0.473
CNRM-ESM2-1_CMIP6 [-] 1.71 1.54 1.07 2.19 1.28 0.469 1.25 1.43 0.385 0.430 0.797 0.600 0.529
EC-Earth3_BARPA [-] 1.41 1.28 0.771 2.41 2.37 0.511 0.905 1.47 0.435 0.375 0.749 0.793 0.545
EC-Earth3_CCAM [-] 1.24 1.15 0.771 2.10 2.37 0.378 0.885 1.64 0.443 0.408 0.712 0.564 0.507
EC-Earth3_CMIP6 [-] 0.980 0.962 0.824 1.50 1.69 0.138 0.711 1.37 0.409 0.441 0.770 0.854 0.583
ERA5_BARPA [-] 1.74 1.63 0.771 2.63 2.37 0.863 1.14 1.60 0.349 0.417 0.740 0.647 0.514
ERA5_CCAM [-] 1.39 1.31 0.771 1.99 2.37 0.539 0.895 1.60 0.445 0.487 0.733 0.474 0.525
MPI-ESM1-2-HR_BARPA [-] 1.52 1.39 0.771 2.53 2.37 0.622 1.01 1.42 0.383 0.345 0.743 0.711 0.505
MPI-ESM1-2-HR_CMIP6 [-] 0.369 0.369 0.820 0.350 1.71 -0.451 0.597 1.59 0.343 0.530 0.715 0.621 0.548
NorESM2-MM_BARPA [-] 1.79 1.59 0.771 3.16 2.37 0.822 1.09 1.87 0.352 0.422 0.726 0.708 0.526
NorESM2-MM_CCAM [-] 1.63 1.53 0.771 2.50 2.37 0.759 1.13 2.19 0.342 0.363 0.605 0.509 0.436
NorESM2-MM_CMIP6 [-] 0.528 2.13 0.994 0.116 1.13 1.57 1.64 0.244 0.401 0.712 0.673 0.486
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 [-] 2.44
ACCESS-CM2_BARPA [-] 4.73 4.99 2.44 3.43 2.37 2.55 3.20 1.80 0.300 0.344 0.728 0.550 0.453
ACCESS-CM2_CCAM [-] 3.52 3.72 2.44 2.60 2.37 1.28 2.75 1.83 0.415 0.367 0.717 0.403 0.454
ACCESS-CM2_CMIP6 [-] 3.36 3.54 2.17 2.72 1.81 1.37 2.68 1.49 0.310 0.267 0.799 0.467 0.422
ACCESS-ESM1-5_BARPA [-] 4.22 4.58 2.44 2.67 2.37 2.13 2.88 1.86 0.338 0.332 0.719 0.588 0.462
ACCESS-ESM1-5_CCAM [-] 3.52 3.72 2.44 2.60 2.37 1.28 2.75 1.83 0.415 0.367 0.717 0.403 0.454
ACCESS-ESM1-5_CMIP6 [-] 4.13 4.42 2.22 3.21 1.89 2.20 3.54 1.92 0.296 0.172 0.714 0.401 0.351
CESM2_BARPA [-] 4.03 4.17 2.44 2.97 2.37 1.73 2.61 1.83 0.373 0.380 0.705 0.637 0.495
CESM2_CCAM [-] 2.29 2.38 2.44 1.97 2.37 -0.0585 3.19 2.13 0.213 0.442 0.656 0.261 0.403
CMCC-ESM2_BARPA [-] 4.21 4.46 2.44 2.84 2.37 2.02 2.94 1.82 0.340 0.340 0.700 0.584 0.461
CMCC-ESM2_CCAM [-] 3.58 3.82 2.44 2.31 2.37 1.38 2.87 2.07 0.378 0.375 0.661 0.318 0.422
CMCC-ESM2_CMIP6 [-] 6.81 7.56 2.24 4.68 1.66 5.32 6.24 1.27 0.104 0.155 0.817 0.221 0.290
CNRM-ESM2-1_CCAM [-] 4.59 5.02 2.44 2.50 2.37 2.57 3.55 1.87 0.335 0.293 0.724 0.287 0.386
CNRM-ESM2-1_CMIP6 [-] 3.21 3.55 2.22 2.58 1.51 1.33 2.87 1.51 0.347 0.378 0.772 0.263 0.428
EC-Earth3_BARPA [-] 3.80 4.01 2.44 2.59 2.37 1.57 2.61 1.78 0.399 0.340 0.732 0.696 0.502
EC-Earth3_CCAM [-] 3.78 4.07 2.44 2.35 2.37 1.63 3.07 2.08 0.395 0.351 0.670 0.288 0.411
EC-Earth3_CMIP6 [-] 3.22 3.30 2.45 2.15 1.83 0.856 2.19 1.58 0.401 0.389 0.779 0.663 0.524
ERA5_BARPA [-] 4.70 5.10 2.44 2.86 2.37 2.66 3.23 1.84 0.294 0.383 0.716 0.504 0.456
ERA5_CCAM [-] 4.29 4.71 2.44 2.26 2.37 2.26 3.14 1.85 0.401 0.439 0.696 0.226 0.440
MPI-ESM1-2-HR_BARPA [-] 4.14 4.39 2.44 2.80 2.37 1.95 2.99 1.85 0.347 0.296 0.720 0.623 0.456
MPI-ESM1-2-HR_CMIP6 [-] 1.13 1.16 2.41 0.386 1.86 -1.25 1.66 1.76 0.335 0.518 0.704 0.818 0.579
NorESM2-MM_BARPA [-] 4.71 4.78 2.44 3.64 2.37 2.34 3.00 1.93 0.302 0.395 0.692 0.597 0.476
NorESM2-MM_CCAM [-] 4.95 5.43 2.44 2.91 2.37 2.98 3.96 2.41 0.269 0.304 0.544 0.309 0.346
NorESM2-MM_CMIP6 [-] 1.46 4.95 2.20 0.366 2.75 3.32 1.68 0.225 0.353 0.720 0.494 0.429
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 [-] 0.0441
ACCESS-CM2_BARPA [-] 0.523 0.522 0.0441 0.478 0.614 1.86 0.157 0.171 0.585 0.176 0.252
ACCESS-CM2_CCAM [-] 0.0509 0.0478 0.0441 0.00371 0.0524 1.70 0.775 0.717 0.634 0.867 0.742
ACCESS-CM2_CMIP6 [-] 0.0819 0.0819 0.0471 0.0348 0.0748 2.26 0.713 0.632 0.602 0.863 0.688
ACCESS-ESM1-5_BARPA [-] 0.552 0.555 0.0441 0.511 0.655 1.93 0.174 0.157 0.563 0.144 0.239
ACCESS-ESM1-5_CCAM [-] 0.0509 0.0478 0.0441 0.00371 0.0524 1.70 0.775 0.717 0.634 0.867 0.742
ACCESS-ESM1-5_CMIP6 [-] 0.0493 0.0494 0.0604 -0.0110 0.0740 1.60 0.620 0.776 0.701 0.500 0.675
CESM2_BARPA [-] 0.462 0.464 0.0441 0.420 0.541 2.05 0.216 0.199 0.590 0.220 0.285
CESM2_CCAM [-] 0.0177 0.0177 0.0441 -0.0263 0.0499 2.04 0.701 0.741 0.572 0.313 0.614
CMCC-ESM2_BARPA [-] 0.409 0.408 0.0441 0.364 0.480 1.85 0.247 0.205 0.612 0.248 0.303
CMCC-ESM2_CCAM [-] 0.0944 0.0862 0.0441 0.0421 0.0816 2.13 0.700 0.593 0.549 0.610 0.609
CMCC-ESM2_CMIP6 [-] 0.210 0.210 0.0545 0.155 0.188 2.03 0.438 0.502 0.524 0.212 0.436
CNRM-ESM2-1_CCAM [-] 0.0338 0.0316 0.0441 -0.0125 0.0500 1.96 0.731 0.747 0.574 0.720 0.704
CNRM-ESM2-1_CMIP6 [-] 0.136 0.136 0.0488 0.0874 0.125 2.41 0.529 0.543 0.707 0.291 0.522
EC-Earth3_BARPA [-] 0.289 0.291 0.0441 0.247 0.325 1.97 0.416 0.337 0.583 0.327 0.400
EC-Earth3_CCAM [-] 0.0263 0.0250 0.0441 -0.0191 0.0556 2.08 0.712 0.723 0.579 0.594 0.666
EC-Earth3_CMIP6 [-] 0.0371 0.0371 0.0478 -0.0107 0.0502 2.05 0.789 0.688 0.538 0.667 0.674
ERA5_BARPA [-] 0.451 0.452 0.0441 0.408 0.503 2.24 0.234 0.221 0.580 0.212 0.294
ERA5_CCAM [-] 0.0545 0.0516 0.0441 0.00754 0.0543 1.70 0.745 0.730 0.681 0.829 0.743
MPI-ESM1-2-HR_BARPA [-] 0.250 0.251 0.0441 0.207 0.297 2.05 0.448 0.328 0.568 0.461 0.426
MPI-ESM1-2-HR_CMIP6 [-] 0.0255 0.0255 0.0515 -0.0260 0.0370 2.30 0.764 0.819 0.589 0.351 0.668
NorESM2-MM_BARPA [-] 0.547 0.540 0.0441 0.496 0.585 1.85 0.113 0.191 0.615 0.191 0.260
NorESM2-MM_CCAM [-] 0.117 0.110 0.0441 0.0661 0.0944 1.72 0.634 0.613 0.684 0.686 0.646
NorESM2-MM_CMIP6 [-] 0.894 0.894 0.0545 0.839 0.855 2.46 0.0396 0.344 0.583 0.172 0.296
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 [-] 0.165
ACCESS-CM2_BARPA [-] 0.626 0.624 0.165 0.544 0.459 0.625 0.591 0.482 0.458 0.922 0.871 0.638
ACCESS-CM2_CCAM [-] 0.0478 0.0462 0.165 0.0357 -0.119 0.169 1.19 0.691 0.793 0.795 0.115 0.638
ACCESS-CM2_CMIP6 [-] 0.0551 0.0551 0.185 -0.130 0.186 1.68 0.704 0.749 0.706 0.135 0.608
ACCESS-ESM1-5_BARPA [-] 0.725 0.717 0.165 0.786 0.552 0.746 0.671 0.425 0.392 0.932 0.767 0.581
ACCESS-ESM1-5_CCAM [-] 0.0478 0.0462 0.165 0.0357 -0.119 0.169 1.19 0.691 0.793 0.795 0.115 0.638
ACCESS-ESM1-5_CMIP6 [-] 0.0651 0.0651 0.138 -0.0729 0.129 1.09 0.756 0.786 0.890 0.407 0.725
CESM2_BARPA [-] 0.672 0.663 0.165 0.826 0.498 0.731 0.941 0.436 0.378 0.876 0.711 0.556
CESM2_CCAM [-] 0.126 0.114 0.165 0.445 -0.0509 0.170 1.24 0.795 0.706 0.877 0.871 0.791
CMCC-ESM2_BARPA [-] 0.472 0.468 0.165 0.397 0.303 0.488 1.10 0.582 0.486 0.824 0.881 0.652
CMCC-ESM2_CCAM [-] 0.0738 0.0653 0.165 0.131 -0.0999 0.153 0.931 0.726 0.812 0.913 0.395 0.732
CMCC-ESM2_CMIP6 [-] 0.221 0.221 0.145 0.0755 0.177 0.813 0.724 0.775 0.921 0.573 0.754
CNRM-ESM2-1_CCAM [-] 0.0640 0.0586 0.165 0.172 -0.107 0.164 1.59 0.723 0.786 0.764 0.243 0.660
CNRM-ESM2-1_CMIP6 [-] 0.289 0.289 0.170 0.119 0.199 1.18 0.795 0.700 0.917 0.951 0.813
EC-Earth3_BARPA [-] 0.474 0.466 0.165 0.607 0.300 0.490 0.791 0.564 0.464 0.911 0.878 0.656
EC-Earth3_CCAM [-] 0.0515 0.0457 0.165 0.169 -0.119 0.166 1.44 0.708 0.785 0.856 0.250 0.677
EC-Earth3_CMIP6 [-] 0.0651 0.0651 0.163 -0.0975 0.135 0.802 0.741 0.818 0.915 0.240 0.706
ERA5_BARPA [-] 0.579 0.575 0.165 0.535 0.410 0.573 1.00 0.499 0.464 0.828 0.887 0.628
ERA5_CCAM [-] 0.110 0.103 0.165 0.209 -0.0621 0.147 1.23 0.773 0.789 0.860 0.685 0.779
MPI-ESM1-2-HR_BARPA [-] 0.320 0.318 0.165 0.278 0.153 0.337 0.690 0.735 0.564 0.919 0.661 0.689
MPI-ESM1-2-HR_CMIP6 [-] 0.0157 0.0157 0.166 -0.150 0.190 0.728 0.668 0.767 0.925 0.00382 0.626
NorESM2-MM_BARPA [-] 0.682 0.674 0.165 0.724 0.509 0.679 0.931 0.418 0.420 0.870 0.781 0.582
NorESM2-MM_CCAM [-] 0.144 0.136 0.165 0.255 -0.0288 0.154 1.06 0.782 0.784 0.900 0.588 0.768
NorESM2-MM_CMIP6 [-] 0.819 0.819 0.145 0.673 0.698 1.05 0.304 0.691 0.864 0.586 0.627
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 [-] 0.338
ACCESS-CM2_BARPA [-] 0.647 0.641 0.338 0.303 0.592 3.73 0.637 0.433 0.382 0.834 0.544
ACCESS-CM2_CCAM [-] 0.158 0.157 0.338 -0.181 0.255 1.93 0.639 0.792 0.676 0.496 0.679
ACCESS-CM2_CMIP6 [-] 0.0543 0.0543 0.337 -0.282 0.303 3.53 0.522 0.783 0.381 0.0455 0.503
ACCESS-ESM1-5_BARPA [-] 0.649 0.640 0.338 0.302 0.587 3.68 0.635 0.445 0.406 0.785 0.543
ACCESS-ESM1-5_CCAM [-] 0.158 0.157 0.338 -0.181 0.255 1.93 0.639 0.792 0.676 0.496 0.679
ACCESS-ESM1-5_CMIP6 [-] 0.0571 0.0571 0.270 -0.213 0.233 5.05 0.492 0.763 0.118 0.0998 0.447
CESM2_BARPA [-] 0.791 0.769 0.338 0.431 0.753 3.35 0.536 0.344 0.460 0.711 0.479
CESM2_CCAM [-] 0.245 0.231 0.338 -0.107 0.251 2.83 0.717 0.737 0.606 0.879 0.735
CMCC-ESM2_BARPA [-] 0.617 0.604 0.338 0.265 0.562 3.88 0.663 0.435 0.306 0.843 0.536
CMCC-ESM2_CCAM [-] 0.592 0.576 0.338 0.238 0.411 3.02 0.633 0.625 0.588 0.810 0.656
CMCC-ESM2_CMIP6 [-] 1.04 1.04 0.321 0.723 0.779 4.69 0.212 0.561 0.274 0.632 0.448
CNRM-ESM2-1_CCAM [-] 0.194 0.189 0.338 -0.149 0.252 2.05 0.657 0.780 0.718 0.751 0.737
CNRM-ESM2-1_CMIP6 [-] 0.466 0.466 0.333 0.133 0.283 1.24 0.721 0.675 0.823 0.689 0.717
EC-Earth3_BARPA [-] 0.584 0.566 0.338 0.228 0.514 3.74 0.683 0.474 0.401 0.758 0.558
EC-Earth3_CCAM [-] 0.211 0.192 0.338 -0.146 0.225 2.32 0.680 0.807 0.721 0.734 0.750
EC-Earth3_CMIP6 [-] 0.142 0.142 0.368 -0.226 0.314 3.83 0.610 0.684 0.365 0.407 0.550
ERA5_BARPA [-] 0.576 0.566 0.338 0.228 0.467 4.08 0.696 0.527 0.275 0.892 0.584
ERA5_CCAM [-] 0.364 0.348 0.338 0.0102 0.215 1.71 0.739 0.798 0.793 0.933 0.812
MPI-ESM1-2-HR_BARPA [-] 0.300 0.292 0.338 -0.0459 0.351 3.78 0.735 0.572 0.385 0.843 0.622
MPI-ESM1-2-HR_CMIP6 [-] 0.0660 0.0660 0.319 0.863 -0.253 0.280 5.04 0.541 0.775 0.155 0.0743 0.464
NorESM2-MM_BARPA [-] 0.836 0.829 0.338 0.491 0.687 3.68 0.506 0.459 0.389 0.738 0.510
NorESM2-MM_CCAM [-] 0.262 0.270 0.338 -0.0679 0.265 2.61 0.659 0.776 0.642 0.787 0.728
NorESM2-MM_CMIP6 [-] 0.862 0.862 0.321 0.541 0.595 4.17 0.459 0.630 0.170 0.917 0.561
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 [-] 0.214
ACCESS-CM2_BARPA [-] 0.666 0.668 0.214 1.03 0.454 0.744 0.614 0.482 0.357 0.968 0.762 0.585
ACCESS-CM2_CCAM [-] 0.0515 0.0508 0.214 0.138 -0.163 0.247 0.853 0.676 0.674 0.935 0.231 0.638
ACCESS-CM2_CMIP6 [-] 0.151 0.151 0.245 -0.0945 0.241 0.983 0.770 0.637 0.930 0.672 0.729
ACCESS-ESM1-5_BARPA [-] 0.785 0.789 0.214 1.13 0.576 0.941 0.533 0.386 0.269 0.961 0.675 0.512
ACCESS-ESM1-5_CCAM [-] 0.0515 0.0508 0.214 0.138 -0.163 0.247 0.853 0.676 0.674 0.935 0.231 0.638
ACCESS-ESM1-5_CMIP6 [-] 0.322 0.322 0.255 0.0673 0.296 0.984 0.759 0.574 0.936 0.904 0.749
CESM2_BARPA [-] 0.532 0.529 0.214 0.904 0.315 0.586 0.559 0.597 0.411 0.973 0.887 0.656
CESM2_CCAM [-] 0.0985 0.0956 0.214 0.455 -0.118 0.216 0.967 0.759 0.682 0.929 0.825 0.775
CMCC-ESM2_BARPA [-] 0.436 0.434 0.214 0.739 0.221 0.464 0.644 0.671 0.467 0.953 0.932 0.698
CMCC-ESM2_CCAM [-] 0.143 0.140 0.214 0.484 -0.0741 0.242 0.958 0.754 0.650 0.931 0.868 0.771
CMCC-ESM2_CMIP6 [-] 1.05 1.05 0.235 0.812 1.31 0.859 0.285 0.222 0.939 0.199 0.374
CNRM-ESM2-1_CCAM [-] 0.0897 0.0910 0.214 0.167 -0.123 0.248 1.24 0.700 0.667 0.878 0.622 0.707
CNRM-ESM2-1_CMIP6 [-] 0.280 0.280 0.251 0.0296 0.267 0.469 0.743 0.629 0.976 0.858 0.767
EC-Earth3_BARPA [-] 0.578 0.576 0.214 1.05 0.362 0.663 0.617 0.521 0.369 0.951 0.632 0.568
EC-Earth3_CCAM [-] 0.188 0.184 0.214 0.732 -0.0295 0.265 0.953 0.745 0.624 0.927 0.808 0.745
EC-Earth3_CMIP6 [-] 0.161 0.161 0.226 -0.0651 0.173 0.638 0.807 0.735 0.961 0.907 0.829
ERA5_BARPA [-] 0.730 0.728 0.214 1.20 0.515 0.850 0.605 0.440 0.300 0.956 0.715 0.542
ERA5_CCAM [-] 0.191 0.186 0.214 0.697 -0.0275 0.208 0.717 0.809 0.682 0.947 0.926 0.809
MPI-ESM1-2-HR_BARPA [-] 0.483 0.482 0.214 0.994 0.268 0.592 0.514 0.605 0.380 0.977 0.788 0.626
MPI-ESM1-2-HR_CMIP6 [-] 0.0188 0.0188 0.233 0.605 -0.215 0.306 0.491 0.601 0.615 0.978 0.00477 0.563
NorESM2-MM_BARPA [-] 0.777 0.777 0.214 1.29 0.563 0.859 0.587 0.377 0.301 0.961 0.570 0.502
NorESM2-MM_CCAM [-] 0.488 0.478 0.214 1.50 0.265 0.560 0.922 0.591 0.457 0.937 0.401 0.569
NorESM2-MM_CMIP6 [-] 1.09 1.09 0.235 0.855 0.992 0.809 0.271 0.487 0.933 0.606 0.557
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 [-] 0.458
ACCESS-CM2_BARPA [-] 0.930 0.906 0.458 1.20 0.448 0.846 0.568 0.631 0.506 0.965 0.924 0.706
ACCESS-CM2_CCAM [-] 0.209 0.188 0.458 0.503 -0.269 0.469 0.900 0.677 0.599 0.902 0.699 0.695
ACCESS-CM2_CMIP6 [-] 0.338 0.338 0.463 -0.125 0.448 0.861 0.793 0.543 0.901 0.927 0.742
ACCESS-ESM1-5_BARPA [-] 0.827 0.812 0.458 1.01 0.354 0.788 0.532 0.669 0.517 0.968 0.922 0.719
ACCESS-ESM1-5_CCAM [-] 0.209 0.188 0.458 0.503 -0.269 0.469 0.900 0.677 0.599 0.902 0.699 0.695
ACCESS-ESM1-5_CMIP6 [-] 0.538 0.538 0.456 0.0814 0.447 1.26 0.824 0.530 0.882 0.945 0.742
CESM2_BARPA [-] 0.585 0.565 0.458 0.815 0.108 0.607 0.667 0.757 0.542 0.951 0.936 0.745
CESM2_CCAM [-] 0.332 0.283 0.458 1.01 -0.175 0.470 0.736 0.738 0.585 0.922 0.932 0.752
CMCC-ESM2_BARPA [-] 0.463 0.434 0.458 0.758 -0.0233 0.580 0.806 0.713 0.535 0.944 0.876 0.720
CMCC-ESM2_CCAM [-] 0.345 0.290 0.458 1.05 -0.167 0.460 0.696 0.713 0.596 0.934 0.884 0.745
CMCC-ESM2_CMIP6 [-] 2.40 2.40 0.462 1.94 3.08 0.597 0.176 0.111 0.960 0.317 0.335
CNRM-ESM2-1_CCAM [-] 0.197 0.176 0.458 0.461 -0.281 0.464 0.690 0.664 0.611 0.920 0.716 0.704
CNRM-ESM2-1_CMIP6 [-] 0.335 0.335 0.465 -0.130 0.441 0.447 0.757 0.584 0.970 0.947 0.768
EC-Earth3_BARPA [-] 0.780 0.740 0.458 1.27 0.282 0.713 0.906 0.681 0.508 0.934 0.811 0.688
EC-Earth3_CCAM [-] 0.646 0.557 0.458 1.85 0.0991 0.644 0.689 0.717 0.475 0.929 0.703 0.660
EC-Earth3_CMIP6 [-] 0.539 0.533 0.464 0.961 0.698 0.0690 0.609 0.877 0.727 0.477 0.895 0.767 0.669
ERA5_BARPA [-] 0.759 0.733 0.458 1.06 0.275 0.720 0.917 0.702 0.503 0.932 0.933 0.715
ERA5_CCAM [-] 0.446 0.394 0.458 1.15 -0.0634 0.446 0.704 0.780 0.589 0.938 0.906 0.760
MPI-ESM1-2-HR_BARPA [-] 0.699 0.666 0.458 1.08 0.209 0.628 0.838 0.735 0.539 0.946 0.947 0.741
MPI-ESM1-2-HR_CMIP6 [-] 0.0775 0.0780 0.457 0.0385 0.354 -0.379 0.536 0.473 0.554 0.578 0.971 0.291 0.594
NorESM2-MM_BARPA [-] 0.849 0.816 0.458 1.24 0.358 0.748 0.899 0.646 0.493 0.928 0.898 0.692
NorESM2-MM_CCAM [-] 0.476 0.436 0.458 0.987 -0.0220 0.427 0.764 0.809 0.588 0.913 0.939 0.767
NorESM2-MM_CMIP6 [-] 1.14 1.14 0.462 0.681 0.860 0.511 0.446 0.591 0.958 0.742 0.665
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 [-] 0.0400
ACCESS-CM2_BARPA [-] 0.341 0.333 0.0400 0.221 0.293 0.346 2.60 0.112 0.133 0.741 0.0796 0.240
ACCESS-CM2_CCAM [-] 0.0725 0.0717 0.0400 0.00892 0.0317 0.0713 2.11 0.464 0.452 0.803 0.271 0.488
ACCESS-CM2_CMIP6 [-] 0.130 0.130 0.0694 0.0601 0.157 2.64 0.333 0.450 0.474 0.666 0.475
ACCESS-ESM1-5_BARPA [-] 0.270 0.266 0.0400 0.168 0.226 0.280 2.45 0.136 0.147 0.708 0.141 0.256
ACCESS-ESM1-5_CCAM [-] 0.0725 0.0717 0.0400 0.00892 0.0317 0.0713 2.11 0.464 0.452 0.803 0.271 0.488
ACCESS-ESM1-5_CMIP6 [-] 0.0218 0.0218 0.0644 -0.0426 0.0808 2.80 0.325 0.498 0.253 0.0805 0.331
CESM2_BARPA [-] 0.300 0.293 0.0400 0.188 0.253 0.311 2.24 0.121 0.115 0.737 0.0962 0.237
CESM2_CCAM [-] 0.0271 0.0274 0.0400 0.00628 -0.0126 0.0487 1.90 0.486 0.591 0.771 0.551 0.598
CMCC-ESM2_BARPA [-] 0.244 0.238 0.0400 0.170 0.198 0.244 2.45 0.157 0.160 0.740 0.144 0.272
CMCC-ESM2_CCAM [-] 0.247 0.249 0.0400 0.0334 0.208 0.233 2.32 0.251 0.323 0.728 0.119 0.349
CMCC-ESM2_CMIP6 [-] 0.145 0.145 0.0671 0.0780 0.115 2.61 0.328 0.538 0.630 0.657 0.538
CNRM-ESM2-1_CCAM [-] 0.112 0.114 0.0400 0.0235 0.0744 0.116 2.35 0.433 0.547 0.747 0.360 0.527
CNRM-ESM2-1_CMIP6 [-] 0.0994 0.0994 0.0634 0.0360 0.0896 2.76 0.569 0.394 0.860 0.883 0.620
EC-Earth3_BARPA [-] 0.164 0.162 0.0400 0.134 0.122 0.163 2.65 0.323 0.288 0.654 0.446 0.400
EC-Earth3_CCAM [-] 0.105 0.107 0.0400 0.0223 0.0666 0.115 2.34 0.441 0.528 0.732 0.405 0.527
EC-Earth3_CMIP6 [-] 0.0274 0.0274 0.0574 -0.0300 0.0551 2.68 0.516 0.542 0.500 0.383 0.497
ERA5_BARPA [-] 0.309 0.303 0.0400 0.183 0.263 0.307 2.19 0.118 0.151 0.747 0.122 0.258
ERA5_CCAM [-] 0.174 0.176 0.0400 0.0322 0.136 0.159 2.38 0.470 0.502 0.789 0.216 0.496
MPI-ESM1-2-HR_BARPA [-] 0.203 0.196 0.0400 0.193 0.156 0.206 2.34 0.209 0.205 0.743 0.145 0.302
MPI-ESM1-2-HR_CMIP6 [-] 0.0319 0.0319 0.0538 0.0603 -0.0220 0.0430 3.41 0.558 0.584 0.668 0.456 0.570
NorESM2-MM_BARPA [-] 0.366 0.357 0.0400 0.253 0.317 0.370 1.92 0.104 0.122 0.807 0.0679 0.245
NorESM2-MM_CCAM [-] 0.237 0.238 0.0400 0.0547 0.198 0.237 2.25 0.251 0.266 0.778 0.132 0.339
NorESM2-MM_CMIP6 [-] 0.484 0.484 0.0671 0.417 0.431 2.49 0.481 0.503 0.854 0.410 0.550
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 [-] 0.0304
ACCESS-CM2_BARPA [-] 0.374 0.374 0.0304 0.584 0.344 0.472 0.682 0.181 0.139 0.923 0.171 0.311
ACCESS-CM2_CCAM [-] 0.0169 0.0168 0.0304 0.0438 -0.0136 0.0398 1.40 0.773 0.722 0.856 0.513 0.717
ACCESS-CM2_CMIP6 [-] 0.0705 0.0705 0.0316 0.0389 0.0683 1.24 0.663 0.626 0.878 0.781 0.715
ACCESS-ESM1-5_BARPA [-] 0.357 0.359 0.0304 0.330 0.329 0.469 0.989 0.194 0.129 0.907 0.155 0.303
ACCESS-ESM1-5_CCAM [-] 0.0169 0.0168 0.0304 0.0438 -0.0136 0.0398 1.40 0.773 0.722 0.856 0.513 0.717
ACCESS-ESM1-5_CMIP6 [-] 0.109 0.109 0.0288 0.0807 0.105 1.38 0.474 0.532 0.837 0.562 0.587
CESM2_BARPA [-] 0.266 0.266 0.0304 0.327 0.236 0.356 1.37 0.314 0.196 0.872 0.267 0.369
CESM2_CCAM [-] 0.00662 0.00672 0.0304 0.0234 -0.0237 0.0392 1.37 0.734 0.737 0.857 0.258 0.664
CMCC-ESM2_BARPA [-] 0.216 0.215 0.0304 0.322 0.185 0.265 1.72 0.353 0.259 0.833 0.384 0.418
CMCC-ESM2_CCAM [-] 0.0366 0.0361 0.0304 0.185 0.00568 0.0530 1.20 0.751 0.691 0.914 0.460 0.701
CMCC-ESM2_CMIP6 [-] 0.411 0.411 0.0304 0.380 0.459 0.618 0.165 0.194 0.951 0.0171 0.304
CNRM-ESM2-1_CCAM [-] 0.0247 0.0247 0.0304 0.0909 -0.00578 0.0504 1.36 0.723 0.700 0.863 0.515 0.700
CNRM-ESM2-1_CMIP6 [-] 0.0724 0.0724 0.0328 0.0396 0.104 0.625 0.659 0.450 0.941 0.845 0.669
EC-Earth3_BARPA [-] 0.198 0.197 0.0304 0.377 0.167 0.260 0.962 0.368 0.245 0.884 0.330 0.414
EC-Earth3_CCAM [-] 0.0228 0.0229 0.0304 0.0868 -0.00750 0.0509 1.29 0.720 0.701 0.883 0.553 0.712
EC-Earth3_CMIP6 [-] 0.0235 0.0235 0.0306 0.0228 -0.00707 0.0368 0.632 0.779 0.733 0.952 0.767 0.793
ERA5_BARPA [-] 0.319 0.320 0.0304 0.421 0.289 0.409 1.33 0.236 0.162 0.854 0.185 0.320
ERA5_CCAM [-] 0.0299 0.0308 0.0304 0.0379 0.000404 0.0539 1.39 0.732 0.700 0.879 0.430 0.688
MPI-ESM1-2-HR_BARPA [-] 0.210 0.210 0.0304 0.396 0.179 0.306 0.880 0.335 0.191 0.917 0.324 0.391
MPI-ESM1-2-HR_CMIP6 [-] 0.0152 0.0152 0.0305 0.0846 -0.0153 0.0392 0.712 0.743 0.724 0.954 0.659 0.760
NorESM2-MM_BARPA [-] 0.357 0.356 0.0304 0.709 0.325 0.392 2.14 0.199 0.205 0.760 0.173 0.308
NorESM2-MM_CCAM [-] 0.0661 0.0669 0.0304 0.0971 0.0365 0.0730 2.26 0.703 0.631 0.795 0.356 0.623
NorESM2-MM_CMIP6 [-] 0.587 0.587 0.0304 0.557 0.569 0.665 0.0759 0.506 0.938 0.0640 0.418
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 [-] 0.0112
ACCESS-CM2_BARPA [-] 0.210 0.211 0.0112 0.191 0.200 0.261 1.49 0.0740 0.0813 0.804 0.0754 0.223
ACCESS-CM2_CCAM [-] 0.000986 0.00107 0.0112 0.00129 -0.0101 0.0153 2.13 0.698 0.778 0.706 0.117 0.615
ACCESS-CM2_CMIP6 [-] 0.0245 0.0245 0.0113 0.0132 0.0358 1.73 0.667 0.569 0.760 0.252 0.563
ACCESS-ESM1-5_BARPA [-] 0.175 0.176 0.0112 0.106 0.165 0.211 1.24 0.116 0.125 0.840 0.108 0.263
ACCESS-ESM1-5_CCAM [-] 0.000986 0.00107 0.0112 0.00129 -0.0101 0.0153 2.13 0.698 0.778 0.706 0.117 0.615
ACCESS-ESM1-5_CMIP6 [-] 0.0297 0.0297 0.0112 0.0185 0.0333 2.61 0.631 0.645 0.593 0.211 0.545
CESM2_BARPA [-] 0.144 0.145 0.0112 0.115 0.133 0.176 1.67 0.158 0.166 0.777 0.150 0.283
CESM2_CCAM [-] 0.000510 0.000501 0.0112 0.00754 -0.0107 0.0156 2.09 0.690 0.776 0.645 0.0801 0.593
CMCC-ESM2_BARPA [-] 0.129 0.130 0.0112 0.117 0.118 0.152 2.20 0.169 0.184 0.705 0.175 0.284
CMCC-ESM2_CCAM [-] 0.00225 0.00242 0.0112 0.00918 -0.00877 0.0152 2.17 0.709 0.775 0.712 0.428 0.680
CMCC-ESM2_CMIP6 [-] 0.0273 0.0273 0.0112 0.0161 0.0583 1.51 0.522 0.556 0.819 0.0381 0.498
CNRM-ESM2-1_CCAM [-] 0.00100 0.00107 0.0112 0.00769 -0.0101 0.0153 1.91 0.694 0.779 0.743 0.309 0.661
CNRM-ESM2-1_CMIP6 [-] 0.0288 0.0288 0.0114 0.0174 0.0366 2.42 0.681 0.521 0.544 0.536 0.561
EC-Earth3_BARPA [-] 0.115 0.115 0.0112 0.165 0.104 0.138 1.32 0.171 0.186 0.834 0.129 0.301
EC-Earth3_CCAM [-] 0.000631 0.000666 0.0112 0.00223 -0.0105 0.0158 1.61 0.690 0.775 0.767 0.101 0.622
EC-Earth3_CMIP6 [-] 0.00694 0.00694 0.0112 0.0130 -0.00427 0.0138 1.35 0.798 0.728 0.845 0.723 0.764
ERA5_BARPA [-] 0.190 0.190 0.0112 0.171 0.179 0.224 1.44 0.0957 0.123 0.829 0.0974 0.254
ERA5_CCAM [-] 0.000435 0.000472 0.0112 0.000282 -0.0107 0.0155 1.73 0.689 0.778 0.784 0.0450 0.615
MPI-ESM1-2-HR_BARPA [-] 0.121 0.122 0.0112 0.0985 0.111 0.157 1.24 0.174 0.156 0.837 0.174 0.300
MPI-ESM1-2-HR_CMIP6 [-] 0.00796 0.00796 0.0112 0.0107 -0.00323 0.0125 2.33 0.818 0.770 0.688 0.476 0.704
NorESM2-MM_BARPA [-] 0.201 0.202 0.0112 0.226 0.191 0.234 1.97 0.0808 0.126 0.718 0.0665 0.223
NorESM2-MM_CCAM [-] 0.00686 0.00703 0.0112 0.0163 -0.00416 0.0169 3.11 0.712 0.755 0.456 0.766 0.689
NorESM2-MM_CMIP6 [-] 0.181 0.181 0.0112 0.170 0.195 2.55 0.174 0.408 0.582 0.0111 0.317
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 [-] 0.586
ACCESS-CM2_BARPA [-] 0.786 0.647 0.586 1.52 0.0610 0.620 1.72 0.404 0.546 0.779 0.374 0.530
ACCESS-CM2_CCAM [-] 0.339 0.274 0.586 0.772 -0.312 0.534 0.712 0.402 0.547 0.947 0.722 0.633
ACCESS-CM2_CMIP6 [-] 0.0235 0.0235 0.956 -0.932 1.01 1.02 0.169 0.477 0.933 0.210 0.453
ACCESS-ESM1-5_BARPA [-] 0.618 0.499 0.586 1.32 -0.0871 0.558 2.34 0.381 0.560 0.672 0.471 0.529
ACCESS-ESM1-5_CCAM [-] 0.339 0.274 0.586 0.772 -0.312 0.534 0.712 0.402 0.547 0.947 0.722 0.633
ACCESS-ESM1-5_CMIP6 [-] 5.68e-05 5.68e-05 0.362 -0.362 0.382 4.08 0.190 0.571 0.244 1.00 0.515
CESM2_BARPA [-] 0.805 0.664 0.586 1.58 0.0773 0.655 1.62 0.390 0.541 0.781 0.343 0.519
CESM2_CCAM [-] 0.351 0.294 0.586 0.769 -0.292 0.561 0.712 0.372 0.540 0.947 0.637 0.607
CMCC-ESM2_BARPA [-] 0.661 0.582 0.586 1.08 -0.00476 0.533 2.43 0.427 0.559 0.694 0.512 0.550
CMCC-ESM2_CCAM [-] 0.521 0.457 0.586 0.952 -0.129 0.471 1.22 0.424 0.609 0.907 0.631 0.636
CMCC-ESM2_CMIP6 [-] 0.227 0.227 0.472 -0.244 0.298 2.05 0.495 0.586 0.746 0.480 0.579
CNRM-ESM2-1_CCAM [-] 0.209 0.171 0.586 0.458 -0.415 0.491 0.510 0.363 0.626 0.963 0.821 0.680
CNRM-ESM2-1_CMIP6 [-] 0.694 0.694 0.503 0.191 0.372 0.00 0.520 0.341 1.00 0.676 0.576
EC-Earth3_BARPA [-] 0.504 0.441 0.586 0.844 -0.146 0.452 3.04 0.438 0.579 0.574 0.748 0.584
EC-Earth3_CCAM [-] 0.254 0.205 0.586 0.578 -0.381 0.464 0.510 0.395 0.628 0.963 0.847 0.692
EC-Earth3_CMIP6 [-] 0.248 0.286 0.620 0.0638 -0.334 0.405 2.63 0.480 0.595 0.669 0.803 0.629
ERA5_BARPA [-] 0.779 0.683 0.586 1.22 0.0967 0.549 1.92 0.452 0.607 0.776 0.456 0.579
ERA5_CCAM [-] 0.254 0.227 0.586 0.461 -0.359 0.448 0.915 0.428 0.624 0.927 0.825 0.685
MPI-ESM1-2-HR_BARPA [-] 0.644 0.537 0.586 1.27 -0.0497 0.551 2.23 0.401 0.580 0.718 0.470 0.550
MPI-ESM1-2-HR_CMIP6 [-] 0.117 0.117 0.576 -0.458 0.506 1.37 0.275 0.548 0.895 0.300 0.513
NorESM2-MM_BARPA [-] 1.01 0.878 0.586 1.67 0.292 0.648 0.407 0.415 0.583 0.982 0.345 0.582
NorESM2-MM_CCAM [-] 0.399 0.320 0.586 0.910 -0.266 0.556 0.612 0.354 0.547 0.953 0.590 0.598
NorESM2-MM_CMIP6 [-] 0.499 0.499 0.472 0.0273 0.226 0.00 0.733 0.502 1.00 0.547 0.657
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 [-] 2.04
ACCESS-CM2_BARPA [-] 3.57 3.16 2.04 4.12 1.12 1.57 0.763 0.446 0.448 0.955 0.541 0.567
ACCESS-CM2_CCAM [-] 1.92 1.72 2.04 2.13 -0.325 1.04 0.634 0.765 0.474 0.962 0.936 0.722
ACCESS-CM2_CMIP6 [-] 1.17 1.17 2.58 -1.41 1.51 0.00 0.365 0.685 1.00 1.00 0.747
ACCESS-ESM1-5_BARPA [-] 3.46 2.97 2.04 4.10 0.929 1.56 0.890 0.534 0.416 0.915 0.488 0.554
ACCESS-ESM1-5_CCAM [-] 1.92 1.72 2.04 2.13 -0.325 1.04 0.634 0.765 0.474 0.962 0.936 0.722
ACCESS-ESM1-5_CMIP6 [-] 0.0285 0.0285 1.77 -1.74 1.92 1.02 0.171 0.446 0.933 0.0260 0.404
CESM2_BARPA [-] 3.52 3.12 2.04 4.04 1.08 1.64 1.02 0.455 0.394 0.909 0.570 0.544
CESM2_CCAM [-] 2.75 2.42 2.04 3.13 0.376 1.51 0.762 0.626 0.359 0.948 0.679 0.594
CMCC-ESM2_BARPA [-] 2.83 2.60 2.04 3.11 0.563 0.977 0.887 0.625 0.574 0.914 0.739 0.685
CMCC-ESM2_CCAM [-] 1.90 1.78 2.04 1.98 -0.257 0.798 1.27 0.826 0.551 0.885 0.991 0.761
CMCC-ESM2_CMIP6 [-] 1.12 1.12 1.98 -0.860 1.19 1.02 0.538 0.524 0.933 0.726 0.649
CNRM-ESM2-1_CCAM [-] 1.88 1.64 2.04 2.15 -0.398 0.866 1.14 0.644 0.622 0.880 0.875 0.729
CNRM-ESM2-1_CMIP6 [-] 1.87 1.87 2.14 -0.270 0.886 1.36 0.569 0.648 0.889 0.501 0.651
EC-Earth3_BARPA [-] 2.58 2.25 2.04 3.00 0.211 0.846 0.761 0.636 0.642 0.950 0.689 0.712
EC-Earth3_CCAM [-] 1.78 1.56 2.04 2.03 -0.485 0.787 0.633 0.717 0.654 0.957 0.951 0.787
EC-Earth3_CMIP6 [-] 0.998 0.982 2.10 1.05 -1.12 1.22 0.339 0.406 0.686 0.982 0.963 0.745
ERA5_BARPA [-] 2.75 2.58 2.04 2.96 0.544 0.868 1.14 0.641 0.630 0.900 0.826 0.725
ERA5_CCAM [-] 1.38 1.28 2.04 1.46 -0.761 0.907 0.887 0.542 0.670 0.915 0.987 0.757
MPI-ESM1-2-HR_BARPA [-] 3.82 3.39 2.04 4.36 1.35 1.84 1.02 0.432 0.414 0.909 0.425 0.519
MPI-ESM1-2-HR_CMIP6 [-] 0.367 0.378 2.26 0.334 1.37 -1.88 2.08 1.02 0.224 0.489 0.933 0.198 0.467
NorESM2-MM_BARPA [-] 3.27 3.02 2.04 3.63 0.977 1.28 0.631 0.464 0.531 0.960 0.695 0.636
NorESM2-MM_CCAM [-] 2.15 1.95 2.04 2.37 -0.0877 0.998 0.505 0.798 0.471 0.971 0.890 0.720
NorESM2-MM_CMIP6 [-] 1.15 1.15 1.98 -0.832 1.05 0.344 0.513 0.587 0.974 0.896 0.712
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 [-] 0.393
ACCESS-CM2_BARPA [-] 0.472 0.517 0.393 0.124 0.396 2.93 0.625 0.560 0.545 0.896 0.637
ACCESS-CM2_CCAM [-] 0.0794 0.0829 0.393 -0.310 0.361 1.91 0.428 0.673 0.778 0.233 0.557
ACCESS-CM2_CMIP6 [-] 0.0881 0.0881 0.279 -0.191 0.206 1.70 0.493 0.749 0.819 0.723 0.706
ACCESS-ESM1-5_BARPA [-] 0.240 0.274 0.393 -0.119 0.316 3.52 0.570 0.597 0.514 0.784 0.612
ACCESS-ESM1-5_CCAM [-] 0.0794 0.0829 0.393 -0.310 0.361 1.91 0.428 0.673 0.778 0.233 0.557
ACCESS-ESM1-5_CMIP6 [-] 0.00640 0.00640 0.313 -0.307 0.324 4.75 0.371 0.710 0.176 0.377 0.469
CESM2_BARPA [-] 0.488 0.526 0.393 0.133 0.376 2.73 0.640 0.576 0.567 0.907 0.653
CESM2_CCAM [-] 0.0353 0.0312 0.393 -0.362 0.396 2.59 0.383 0.666 0.621 0.0653 0.480
CMCC-ESM2_BARPA [-] 0.433 0.455 0.393 0.0621 0.343 2.72 0.616 0.612 0.618 0.880 0.668
CMCC-ESM2_CCAM [-] 0.277 0.269 0.393 -0.124 0.315 3.22 0.554 0.656 0.552 0.565 0.597
CMCC-ESM2_CMIP6 [-] 0.775 0.775 0.327 0.448 0.589 3.38 0.233 0.633 0.391 0.290 0.436
CNRM-ESM2-1_CCAM [-] 0.0370 0.0332 0.393 -0.360 0.393 1.40 0.386 0.672 0.796 0.0407 0.513
CNRM-ESM2-1_CMIP6 [-] 0.527 0.527 0.326 0.201 0.492 1.02 0.230 0.393 0.923 0.235 0.435
EC-Earth3_BARPA [-] 0.313 0.304 0.393 -0.0888 0.306 3.10 0.584 0.624 0.524 0.485 0.568
EC-Earth3_CCAM [-] 0.125 0.0977 0.393 -0.296 0.373 1.53 0.432 0.648 0.845 0.281 0.571
EC-Earth3_CMIP6 [-] 0.0867 0.0867 0.349 -0.263 0.307 4.48 0.453 0.638 0.232 0.194 0.431
ERA5_BARPA [-] 0.553 0.579 0.393 0.186 0.403 2.89 0.559 0.595 0.584 0.877 0.642
ERA5_CCAM [-] 0.158 0.149 0.393 -0.245 0.323 1.23 0.474 0.696 0.904 0.273 0.608
MPI-ESM1-2-HR_BARPA [-] 0.216 0.251 0.393 -0.142 0.336 3.34 0.528 0.603 0.456 0.850 0.608
MPI-ESM1-2-HR_CMIP6 [-] 0.101 0.101 0.365 -0.264 0.305 4.24 0.465 0.648 0.250 0.183 0.439
NorESM2-MM_BARPA [-] 0.711 0.753 0.393 0.359 0.516 2.69 0.510 0.580 0.607 0.878 0.631
NorESM2-MM_CCAM [-] 0.0977 0.104 0.393 -0.290 0.346 1.62 0.442 0.698 0.857 0.402 0.620
NorESM2-MM_CMIP6 [-] 0.537 0.537 0.327 0.210 0.271 2.56 0.592 0.682 0.475 0.939 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 [-] 0.392
ACCESS-CM2_BARPA [-] 0.320 0.362 0.392 -0.0298 0.352 3.76 0.543 0.560 0.431 0.870 0.593
ACCESS-CM2_CCAM [-] 0.0562 0.0575 0.392 -0.335 0.386 2.22 0.354 0.612 0.685 0.157 0.484
ACCESS-CM2_CMIP6 [-] 0.144 0.144 0.406 -0.262 0.298 0.339 0.434 0.671 0.988 0.127 0.578
ACCESS-ESM1-5_BARPA [-] 0.227 0.253 0.392 -0.139 0.338 3.11 0.485 0.559 0.419 0.773 0.559
ACCESS-ESM1-5_CCAM [-] 0.0562 0.0575 0.392 -0.335 0.386 2.22 0.354 0.612 0.685 0.157 0.484
ACCESS-ESM1-5_CMIP6 [-] 0.000730 0.000730 0.257 -0.257 0.280 5.56 0.265 0.602 0.0554 4.70e-05 0.305
CESM2_BARPA [-] 0.290 0.316 0.392 -0.0756 0.330 2.42 0.516 0.592 0.600 0.866 0.633
CESM2_CCAM [-] 0.0393 0.0313 0.392 -0.361 0.411 1.64 0.326 0.607 0.581 0.0505 0.434
CMCC-ESM2_BARPA [-] 0.240 0.266 0.392 -0.126 0.319 1.45 0.487 0.601 0.855 0.858 0.680
CMCC-ESM2_CCAM [-] 0.260 0.274 0.392 -0.118 0.361 1.36 0.462 0.649 0.842 0.479 0.616
CMCC-ESM2_CMIP6 [-] 0.104 0.104 0.184 -0.0791 0.212 0.814 0.328 0.579 0.956 0.355 0.559
CNRM-ESM2-1_CCAM [-] 0.150 0.158 0.392 -0.234 0.404 1.26 0.370 0.607 0.795 0.273 0.530
CNRM-ESM2-1_CMIP6 [-] 0.0534 0.0534 0.336 -0.283 0.310 0.00 0.352 0.626 1.00 1.00 0.721
EC-Earth3_BARPA [-] 0.190 0.213 0.392 -0.179 0.314 2.82 0.485 0.607 0.487 0.653 0.568
EC-Earth3_CCAM [-] 0.160 0.167 0.392 -0.225 0.406 1.50 0.373 0.609 0.677 0.303 0.514
EC-Earth3_CMIP6 [-] 0.0196 0.0196 0.317 -0.298 0.342 3.55 0.310 0.562 0.289 0.00632 0.346
ERA5_BARPA [-] 0.298 0.330 0.392 -0.0622 0.321 2.32 0.562 0.574 0.676 0.888 0.655
ERA5_CCAM [-] 0.205 0.218 0.392 -0.174 0.380 1.65 0.419 0.633 0.801 0.392 0.575
MPI-ESM1-2-HR_BARPA [-] 0.249 0.273 0.392 -0.119 0.342 2.18 0.463 0.604 0.680 0.835 0.637
MPI-ESM1-2-HR_CMIP6 [-] 0.0376 0.0376 0.392 -0.354 0.390 1.85 0.286 0.612 0.767 0.0154 0.458
NorESM2-MM_BARPA [-] 0.365 0.405 0.392 0.0129 0.357 1.06 0.550 0.592 0.862 0.859 0.691
NorESM2-MM_CCAM [-] 0.253 0.263 0.392 -0.129 0.381 0.677 0.429 0.650 0.902 0.378 0.602
NorESM2-MM_CMIP6 [-] 0.427 0.427 0.184 0.244 0.290 2.45 0.553 0.595 0.742 0.677 0.633
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 [-] 0.00600
ACCESS-CM2_BARPA [-] 0.115 0.108 0.00600 0.174 0.102 0.120 4.10 0.0244 0.0659 0.271 0.0377 0.0931
ACCESS-CM2_CCAM [-] 0.00242 0.000295 0.00600 0.0150 -0.00571 0.00718 2.45 0.626 0.774 0.619 0.0217 0.563
ACCESS-CM2_CMIP6 [-] 0.00443 0.00443 0.00546 -0.00103 0.0132 3.02 0.658 0.310 0.221 0.647 0.429
ACCESS-ESM1-5_BARPA [-] 0.0924 0.0912 0.00600 0.119 0.0852 0.101 3.21 0.0408 0.101 0.463 0.0552 0.152
ACCESS-ESM1-5_CCAM [-] 0.00242 0.000295 0.00600 0.0150 -0.00571 0.00718 2.45 0.626 0.774 0.619 0.0217 0.563
ACCESS-ESM1-5_CMIP6 [-] 0.00464 0.00464 0.00911 -0.00447 0.0111 4.03 0.748 0.632 0.282 0.896 0.638
CESM2_BARPA [-] 0.0823 0.0760 0.00600 0.126 0.0700 0.0849 2.76 0.0592 0.122 0.630 0.0738 0.201
CESM2_CCAM [-] 0.00159 2.73e-05 0.00600 0.0112 -0.00597 0.00736 2.45 0.618 0.774 0.533 0.000583 0.540
CMCC-ESM2_BARPA [-] 0.0726 0.0681 0.00600 0.109 0.0621 0.0738 1.91 0.0884 0.165 0.791 0.0982 0.261
CMCC-ESM2_CCAM [-] 0.155 0.128 0.00600 0.295 0.122 0.136 1.91 0.401 0.564 0.632 0.00144 0.433
CMCC-ESM2_CMIP6 [-] 0.0236 0.0236 0.00661 0.0170 0.0202 2.17 0.717 0.657 0.857 0.176 0.613
CNRM-ESM2-1_CCAM [-] 0.108 0.0888 0.00600 0.214 0.0828 0.0954 1.85 0.404 0.598 0.685 0.00292 0.458
CNRM-ESM2-1_CMIP6 [-] 0.0139 0.0139 0.00696 0.00691 0.0155 1.83 0.461 0.409 0.769 0.857 0.581
EC-Earth3_BARPA [-] 0.0647 0.0618 0.00600 0.0899 0.0558 0.0632 2.29 0.0789 0.206 0.611 0.102 0.241
EC-Earth3_CCAM [-] 0.0956 0.0786 0.00600 0.186 0.0726 0.0875 2.80 0.411 0.571 0.398 0.00361 0.391
EC-Earth3_CMIP6 [-] 0.00630 0.00652 0.00639 0.00228 0.000413 0.000123 0.00900 4.16 0.777 0.539 0.168 0.894 0.583
ERA5_BARPA [-] 0.104 0.105 0.00600 0.124 0.0986 0.114 2.76 0.0264 0.0655 0.613 0.0418 0.163
ERA5_CCAM [-] 0.128 0.105 0.00600 0.252 0.0993 0.112 2.80 0.404 0.595 0.493 0.00202 0.418
MPI-ESM1-2-HR_BARPA [-] 0.0734 0.0668 0.00600 0.117 0.0608 0.0746 3.36 0.0751 0.124 0.409 0.0939 0.165
MPI-ESM1-2-HR_CMIP6 [-] 0.0106 0.0106 0.00702 0.00360 0.0100 4.07 0.668 0.619 0.202 0.822 0.586
NorESM2-MM_BARPA [-] 0.106 0.0922 0.00600 0.174 0.0862 0.0938 2.35 0.0464 0.186 0.671 0.0364 0.225
NorESM2-MM_CCAM [-] 0.173 0.142 0.00600 0.338 0.136 0.151 1.94 0.430 0.532 0.737 0.00124 0.447
NorESM2-MM_CMIP6 [-] 0.162 0.162 0.00661 0.155 0.160 2.61 0.0186 0.301 0.610 0.0217 0.250
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 [-] 0.0267
ACCESS-CM2_BARPA [-] 0.0999 0.100 0.0267 0.136 0.0736 0.123 3.33 0.494 0.386 0.535 0.554 0.471
ACCESS-CM2_CCAM [-] 0.0112 0.0105 0.0267 0.0813 -0.0161 0.0317 2.77 0.588 0.592 0.717 0.578 0.614
ACCESS-CM2_CMIP6 [-] 0.00595 0.00595 0.0177 -0.0117 0.0208 3.74 0.483 0.563 0.234 0.313 0.431
ACCESS-ESM1-5_BARPA [-] 0.0803 0.0802 0.0267 0.0908 0.0535 0.101 3.01 0.449 0.412 0.675 0.368 0.463
ACCESS-ESM1-5_CCAM [-] 0.0112 0.0105 0.0267 0.0813 -0.0161 0.0317 2.77 0.588 0.592 0.717 0.578 0.614
ACCESS-ESM1-5_CMIP6 [-] 0.00320 0.00320 0.0290 -0.0258 0.0316 3.42 0.440 0.564 0.189 0.0195 0.355
CESM2_BARPA [-] 0.0719 0.0715 0.0267 0.125 0.0449 0.0779 2.92 0.565 0.466 0.755 0.701 0.590
CESM2_CCAM [-] 0.0610 0.0594 0.0267 0.321 0.0328 0.0869 2.66 0.496 0.368 0.775 0.353 0.472
CMCC-ESM2_BARPA [-] 0.0619 0.0616 0.0267 0.0857 0.0350 0.0789 3.27 0.465 0.439 0.650 0.260 0.451
CMCC-ESM2_CCAM [-] 0.0696 0.0665 0.0267 0.195 0.0398 0.0783 2.68 0.573 0.550 0.773 0.528 0.595
CMCC-ESM2_CMIP6 [-] 0.0433 0.0433 0.0271 0.0162 0.0420 3.74 0.515 0.549 0.657 0.557 0.565
CNRM-ESM2-1_CCAM [-] 0.0559 0.0548 0.0267 0.139 0.0281 0.0666 2.37 0.611 0.582 0.819 0.594 0.638
CNRM-ESM2-1_CMIP6 [-] 0.114 0.114 0.0258 0.0879 0.154 2.39 0.153 0.0757 0.818 0.167 0.258
EC-Earth3_BARPA [-] 0.0910 0.0914 0.0267 0.171 0.0647 0.0935 2.71 0.610 0.468 0.735 0.807 0.618
EC-Earth3_CCAM [-] 0.0806 0.0795 0.0267 0.256 0.0529 0.0962 2.88 0.573 0.443 0.802 0.478 0.548
EC-Earth3_CMIP6 [-] 0.00891 0.00891 0.0285 -0.0196 0.0335 2.84 0.536 0.550 0.713 0.0575 0.482
ERA5_BARPA [-] 0.0875 0.0875 0.0267 0.119 0.0609 0.0977 3.00 0.475 0.439 0.627 0.450 0.486
ERA5_CCAM [-] 0.0482 0.0465 0.0267 0.123 0.0199 0.0632 2.95 0.577 0.569 0.758 0.647 0.624
MPI-ESM1-2-HR_BARPA [-] 0.0636 0.0634 0.0267 0.0993 0.0368 0.0755 3.02 0.555 0.436 0.625 0.604 0.531
MPI-ESM1-2-HR_CMIP6 [-] 0.0149 0.0149 0.0277 -0.0128 0.0284 2.87 0.524 0.595 0.739 0.0270 0.496
NorESM2-MM_BARPA [-] 0.100 0.101 0.0267 0.181 0.0739 0.107 2.89 0.581 0.446 0.686 0.782 0.588
NorESM2-MM_CCAM [-] 0.0466 0.0445 0.0267 0.107 0.0178 0.0652 2.28 0.535 0.557 0.832 0.606 0.618
NorESM2-MM_CMIP6 [-] 0.180 0.180 0.0271 0.153 0.186 2.41 0.316 0.282 0.712 0.670 0.452
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 [-] 1.40 1.32 1.17 1.22 0.147 1.05 0.253 0.751 0.622 0.984 0.472 0.690
ACCESS-CM2_CCAM [-] 0.421 0.369 1.17 0.606 -0.805 1.18 0.963 0.604 0.587 0.927 0.651 0.671
ACCESS-CM2_CMIP6 [-] 0.388 0.388 1.06 -0.671 1.02 0.601 0.626 0.584 0.928 0.584 0.661
ACCESS-ESM1-5_BARPA [-] 1.50 1.41 1.17 1.31 0.238 1.00 0.197 0.751 0.625 0.985 0.507 0.699
ACCESS-ESM1-5_CCAM [-] 0.421 0.369 1.17 0.606 -0.805 1.18 0.963 0.604 0.587 0.927 0.651 0.671
ACCESS-ESM1-5_CMIP6 [-] 1.01 1.01 1.24 -0.234 0.874 1.24 0.851 0.577 0.881 0.848 0.747
CESM2_BARPA [-] 0.999 0.899 1.17 1.15 -0.274 0.864 0.197 0.777 0.647 0.982 0.959 0.802
CESM2_CCAM [-] 0.874 0.818 1.17 1.16 -0.356 1.14 0.873 0.737 0.555 0.944 0.936 0.746
CMCC-ESM2_BARPA [-] 0.840 0.750 1.17 0.976 -0.423 0.890 0.306 0.753 0.634 0.977 0.961 0.792
CMCC-ESM2_CCAM [-] 0.836 0.714 1.17 1.40 -0.460 0.985 0.879 0.735 0.605 0.935 0.929 0.762
CMCC-ESM2_CMIP6 [-] 1.39 1.43 1.01 1.10 0.422 1.35 0.983 0.669 0.469 0.937 0.893 0.688
CNRM-ESM2-1_CCAM [-] 0.402 0.371 1.17 0.454 -0.802 1.24 1.68 0.610 0.556 0.803 0.911 0.687
CNRM-ESM2-1_CMIP6 [-] 0.563 0.563 1.11 -0.544 0.696 0.493 0.682 0.738 0.963 0.876 0.799
EC-Earth3_BARPA [-] 1.65 1.50 1.17 1.87 0.332 1.23 0.393 0.741 0.529 0.967 0.798 0.713
EC-Earth3_CCAM [-] 1.34 1.15 1.17 2.09 -0.0195 1.14 0.962 0.838 0.518 0.926 0.888 0.738
EC-Earth3_CMIP6 [-] 0.850 0.822 1.09 1.13 -0.270 0.725 0.739 0.766 0.697 0.946 0.937 0.808
ERA5_BARPA [-] 1.46 1.34 1.17 1.54 0.170 1.14 0.341 0.774 0.538 0.929 0.818 0.719
ERA5_CCAM [-] 1.05 0.895 1.17 1.60 -0.278 0.679 0.817 0.804 0.712 0.951 0.946 0.825
MPI-ESM1-2-HR_BARPA [-] 1.30 1.20 1.17 1.20 0.0277 1.00 0.169 0.757 0.618 0.987 0.504 0.697
MPI-ESM1-2-HR_CMIP6 [-] 0.0313 0.0325 1.10 0.0169 1.15 -1.07 1.45 0.247 0.471 0.500 0.981 0.0153 0.493
NorESM2-MM_BARPA [-] 1.68 1.56 1.17 1.74 0.385 1.22 0.224 0.737 0.537 0.980 0.804 0.719
NorESM2-MM_CCAM [-] 1.79 1.60 1.17 2.47 0.422 1.09 0.732 0.760 0.574 0.957 0.832 0.739
NorESM2-MM_CMIP6 [-] 1.23 1.31 1.01 0.655 0.300 0.914 0.618 0.686 0.628 0.955 0.914 0.762

Temporally integrated period mean

BENCHMARK MEAN
Data not available
Data not available
MODEL MEAN
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BIAS
Data not available
BIAS SCORE
Data not available
Data not available
RMSE
Data not available
RMSE SCORE
Data not available
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BENCHMARK MAX MONTH
Data not available
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MODEL MAX MONTH
Data not available
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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
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All Models

Benchmark
Data not available
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ACCESS-CM2_BARPA
Data not available
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ACCESS-CM2_CCAM
Data not available
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ACCESS-CM2_CMIP6
Data not available
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ACCESS-ESM1-5_BARPA
Data not available
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ACCESS-ESM1-5_CCAM
Data not available
Data not available
ACCESS-ESM1-5_CMIP6
Data not available
Data not available
CESM2_BARPA
Data not available
Data not available
CESM2_CCAM
Data not available
Data not available
CMCC-ESM2_BARPA
Data not available
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CMCC-ESM2_CCAM
Data not available
Data not available
CMCC-ESM2_CMIP6
Data not available
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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:
Linear Optimal Runoff Aggregate v1.0

  Institution:
University of New South Wales

  Source:
total runoff outputs and seven streamflow outputs from tiers 1 and 2 of the eartH2Observe project (ftp://wci.earth2observe.eu/)

  History:
2018-07-12 13:38:28 v1.0

  References:
Hobeichi, Sanaa, 2018: Linear Optimal Runoff Aggregate v1.0 . NCI National Research Data Collection , doi:10.25914/5b612e993d8ea

  Conventions:
CF-1.6, ACDD-1.3

  Summary:
LORA monthly runoff estimates with associated uncertainties derived by optimally combining 11 state-of-the-art gridded runoff products from the eartH2Observe project

  License:
http://creativecommons.org/licenses/by-nc-sa/4.0/

  Id:
http://dx.doi.org/10.25914/5b612e993d8ea

  Product_version:
1.0

  Contact:
s.hobeichi@student.unsw.edu.au

  Organisation:
ARC Centre of Excellence for Climate System Science

  Keywords:
040608 Surfacewater Hydrology

  Date_created:
2018-07-01

  Creator_name:
Sanaa Hobeichi

  Creator_email:
s.hobeichi@student.unsw.edu.au

  Publisher_name:
ARCCSS data manager

  Publisher_email:
paola.petrelli@utas.edu.au

  Time_coverage_start:
1980-01-01

  Time_coverage_end:
1980-12-31

  Geospatial_lat_min:
-90.0

  Geospatial_lat_max:
90.0

  Geospatial_lon_min:
-180.0

  Geospatial_lon_max:
180.0