Download Data |
Period Mean (original grids) [1] |
Model Period Mean (intersection) [1] |
Benchmark Period Mean (intersection) [1] |
Model Period Mean (complement) [1] |
Benchmark Period Mean (complement) [1] |
Bias [1] |
RMSE [1] |
Phase Shift [months] |
Bias Score [1] |
RMSE Score [1] |
Seasonal Cycle Score [1] |
Spatial Distribution Score [1] |
Overall Score [1] |
|||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Benchmark | [-] | 2.24 | ||||||||||||||
| CanESM5 | [-] | 2.06 | 3.31 | 2.24 | 0.555 | 2.24 | 1.07 | 1.53 | 2.20 | 0.124 | 0.233 | 0.581 | 0.814 | 0.397 | ||
| E3SMv3 default 0051 | [-] | 2.88 | 2.89 | 2.24 | 2.53 | 0.652 | 1.60 | 3.06 | 0.151 | 0.320 | 0.481 | 0.560 | 0.367 | |||
| E3SMv3 default 0111 | [-] | 2.86 | 2.87 | 2.24 | 2.50 | 0.630 | 1.59 | 3.01 | 0.151 | 0.323 | 0.491 | 0.568 | 0.371 | |||
| E3SMv3 default 0161 | [-] | 2.93 | 2.94 | 2.24 | 2.56 | 0.700 | 1.63 | 3.12 | 0.153 | 0.328 | 0.464 | 0.552 | 0.365 | |||
| E3SMv3 default 0281 | [-] | 2.93 | 2.94 | 2.24 | 2.66 | 0.697 | 1.63 | 2.84 | 0.150 | 0.332 | 0.501 | 0.555 | 0.374 | |||
| E3SMv3 default 0311 | [-] | 2.87 | 2.88 | 2.24 | 2.56 | 0.639 | 1.62 | 2.94 | 0.148 | 0.324 | 0.496 | 0.554 | 0.369 | |||
| E3SMv3 highECS 0051 | [-] | 3.00 | 3.01 | 2.24 | 2.71 | 0.768 | 1.72 | 3.04 | 0.137 | 0.314 | 0.460 | 0.574 | 0.360 | |||
| E3SMv3 highECS 0111 | [-] | 2.99 | 3.00 | 2.24 | 2.72 | 0.761 | 1.70 | 3.10 | 0.142 | 0.319 | 0.455 | 0.573 | 0.362 | |||
| E3SMv3 highECS 0161 | [-] | 3.08 | 3.09 | 2.24 | 2.77 | 0.851 | 1.77 | 3.05 | 0.138 | 0.318 | 0.449 | 0.569 | 0.358 | |||
| E3SMv3 highECS 0281 | [-] | 2.93 | 2.94 | 2.24 | 2.69 | 0.699 | 1.68 | 3.00 | 0.136 | 0.315 | 0.469 | 0.583 | 0.364 | |||
| E3SMv3 highECS 0311 | [-] | 3.02 | 3.03 | 2.24 | 2.77 | 0.787 | 1.72 | 2.97 | 0.141 | 0.319 | 0.500 | 0.575 | 0.371 | |||
| E3SMv3 lowECS 0051 | [-] | 3.08 | 3.10 | 2.24 | 2.44 | 0.859 | 1.51 | 2.97 | 0.190 | 0.341 | 0.496 | 0.651 | 0.404 | |||
| E3SMv3 lowECS 0111 | [-] | 3.09 | 3.11 | 2.24 | 2.45 | 0.869 | 1.53 | 3.08 | 0.190 | 0.344 | 0.455 | 0.644 | 0.396 | |||
| E3SMv3 lowECS 0161 | [-] | 3.04 | 3.06 | 2.24 | 2.39 | 0.821 | 1.51 | 2.94 | 0.188 | 0.331 | 0.506 | 0.655 | 0.402 | |||
| E3SMv3 lowECS 0281 | [-] | 3.07 | 3.10 | 2.24 | 2.42 | 0.859 | 1.52 | 3.01 | 0.192 | 0.336 | 0.490 | 0.653 | 0.402 | |||
| E3SMv3 lowECS 0311 | [-] | 2.99 | 3.01 | 2.24 | 2.40 | 0.773 | 1.49 | 3.05 | 0.186 | 0.333 | 0.469 | 0.652 | 0.395 | |||
| IPSL-CM6A-LR | [-] | 2.97 | 2.93 | 2.24 | 1.70 | 2.26 | 0.695 | 1.04 | 2.29 | 0.231 | 0.332 | 0.626 | 0.966 | 0.498 | ||
| MIROC-ES2L | [-] | 2.96 | 2.84 | 2.26 | 4.12 | 1.84 | 0.573 | 0.969 | 3.09 | 0.303 | 0.364 | 0.425 | 0.969 | 0.485 | ||
| NorESM2-LM | [-] | 1.19 | 1.89 | 2.24 | 0.326 | 2.24 | -0.353 | 1.01 | 3.10 | 0.209 | 0.341 | 0.444 | 0.892 | 0.445 | ||
| UKESM1-0-LL | [-] | 3.26 | 3.20 | 2.26 | 2.70 | 1.81 | 0.940 | 1.39 | 2.38 | 0.148 | 0.377 | 0.517 | 0.853 | 0.454 |
Download Data |
Period Mean (original grids) [1] |
Model Period Mean (intersection) [1] |
Benchmark Period Mean (intersection) [1] |
Model Period Mean (complement) [1] |
Benchmark Period Mean (complement) [1] |
Bias [1] |
RMSE [1] |
Phase Shift [months] |
Bias Score [1] |
RMSE Score [1] |
Seasonal Cycle Score [1] |
Spatial Distribution Score [1] |
Overall Score [1] |
|||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Benchmark | [-] | 3.93 | ||||||||||||||
| CanESM5 | [-] | 3.39 | 5.42 | 3.93 | 2.74 | 1.49 | 1.68 | 2.50 | 0.0662 | 0.339 | 0.597 | 0.817 | 0.432 | |||
| E3SMv3 default 0051 | [-] | 5.36 | 6.38 | 3.93 | 3.21 | 2.46 | 2.86 | 3.06 | 0.0201 | 0.314 | 0.472 | 0.437 | 0.312 | |||
| E3SMv3 default 0111 | [-] | 4.99 | 5.94 | 3.93 | 3.01 | 2.01 | 2.52 | 2.64 | 0.0239 | 0.227 | 0.552 | 0.490 | 0.304 | |||
| E3SMv3 default 0161 | [-] | 5.27 | 6.28 | 3.93 | 3.15 | 2.35 | 2.79 | 2.93 | 0.0259 | 0.296 | 0.500 | 0.446 | 0.313 | |||
| E3SMv3 default 0281 | [-] | 5.22 | 6.22 | 3.93 | 3.13 | 2.29 | 2.74 | 2.95 | 0.0257 | 0.300 | 0.486 | 0.447 | 0.312 | |||
| E3SMv3 default 0311 | [-] | 5.26 | 6.28 | 3.93 | 3.13 | 2.35 | 2.78 | 3.20 | 0.0229 | 0.302 | 0.445 | 0.446 | 0.304 | |||
| E3SMv3 highECS 0051 | [-] | 5.19 | 6.17 | 3.93 | 3.14 | 2.25 | 2.70 | 2.82 | 0.0242 | 0.310 | 0.523 | 0.463 | 0.326 | |||
| E3SMv3 highECS 0111 | [-] | 5.14 | 6.13 | 3.93 | 3.07 | 2.21 | 2.70 | 3.16 | 0.0210 | 0.299 | 0.452 | 0.446 | 0.303 | |||
| E3SMv3 highECS 0161 | [-] | 5.18 | 6.17 | 3.93 | 3.12 | 2.24 | 2.71 | 3.10 | 0.0246 | 0.317 | 0.478 | 0.444 | 0.316 | |||
| E3SMv3 highECS 0281 | [-] | 5.20 | 6.18 | 3.93 | 3.14 | 2.26 | 2.71 | 3.05 | 0.0238 | 0.316 | 0.485 | 0.451 | 0.319 | |||
| E3SMv3 highECS 0311 | [-] | 5.30 | 6.31 | 3.93 | 3.19 | 2.38 | 2.82 | 2.90 | 0.0252 | 0.325 | 0.513 | 0.442 | 0.326 | |||
| E3SMv3 lowECS 0051 | [-] | 5.10 | 6.01 | 3.93 | 3.21 | 2.08 | 2.43 | 3.19 | 0.0218 | 0.319 | 0.440 | 0.546 | 0.329 | |||
| E3SMv3 lowECS 0111 | [-] | 4.90 | 5.79 | 3.93 | 3.04 | 1.86 | 2.27 | 3.34 | 0.0252 | 0.311 | 0.414 | 0.561 | 0.324 | |||
| E3SMv3 lowECS 0161 | [-] | 4.92 | 5.82 | 3.93 | 3.03 | 1.90 | 2.29 | 3.34 | 0.0229 | 0.296 | 0.415 | 0.564 | 0.319 | |||
| E3SMv3 lowECS 0281 | [-] | 5.02 | 5.92 | 3.93 | 3.14 | 2.00 | 2.38 | 3.24 | 0.0255 | 0.325 | 0.432 | 0.536 | 0.329 | |||
| E3SMv3 lowECS 0311 | [-] | 4.96 | 5.86 | 3.93 | 3.08 | 1.93 | 2.32 | 3.17 | 0.0242 | 0.314 | 0.444 | 0.551 | 0.329 | |||
| IPSL-CM6A-LR | [-] | 4.67 | 4.72 | 3.99 | 4.55 | 3.68 | 0.732 | 0.944 | 2.32 | 0.133 | 0.379 | 0.643 | 0.977 | 0.502 | ||
| MIROC-ES2L | [-] | 4.11 | 3.94 | 3.93 | 4.23 | 3.91 | 0.0133 | 0.934 | 2.88 | 0.106 | 0.309 | 0.552 | 0.847 | 0.424 | ||
| NorESM2-LM | [-] | 2.65 | 4.69 | 3.93 | 2.03 | 0.767 | 1.11 | 3.86 | 0.125 | 0.287 | 0.335 | 0.976 | 0.402 | |||
| UKESM1-0-LL | [-] | 5.48 | 5.52 | 4.02 | 5.38 | 3.65 | 1.50 | 1.54 | 2.82 | 0.0734 | 0.379 | 0.518 | 0.947 | 0.459 |
Download Data |
Period Mean (original grids) [1] |
Model Period Mean (intersection) [1] |
Benchmark Period Mean (intersection) [1] |
Model Period Mean (complement) [1] |
Benchmark Period Mean (complement) [1] |
Bias [1] |
RMSE [1] |
Phase Shift [months] |
Bias Score [1] |
RMSE Score [1] |
Seasonal Cycle Score [1] |
Spatial Distribution Score [1] |
Overall Score [1] |
|||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Benchmark | [-] | 1.36 | ||||||||||||||
| CanESM5 | [-] | 1.41 | 1.49 | 1.36 | 1.09 | 0.684 | 0.130 | 0.803 | 1.93 | 0.242 | 0.327 | 0.731 | 0.906 | 0.507 | ||
| E3SMv3 default 0051 | [-] | 1.42 | 1.58 | 1.36 | 0.450 | 0.418 | 0.227 | 0.914 | 1.96 | 0.245 | 0.327 | 0.607 | 0.810 | 0.463 | ||
| E3SMv3 default 0111 | [-] | 1.41 | 1.58 | 1.36 | 0.436 | 0.418 | 0.223 | 0.916 | 1.96 | 0.245 | 0.315 | 0.615 | 0.820 | 0.462 | ||
| E3SMv3 default 0161 | [-] | 1.42 | 1.59 | 1.36 | 0.448 | 0.418 | 0.232 | 0.919 | 1.96 | 0.245 | 0.325 | 0.605 | 0.806 | 0.461 | ||
| E3SMv3 default 0281 | [-] | 1.42 | 1.59 | 1.36 | 0.447 | 0.418 | 0.228 | 0.918 | 1.93 | 0.246 | 0.324 | 0.613 | 0.814 | 0.464 | ||
| E3SMv3 default 0311 | [-] | 1.42 | 1.59 | 1.36 | 0.445 | 0.418 | 0.229 | 0.918 | 1.96 | 0.245 | 0.322 | 0.609 | 0.818 | 0.464 | ||
| E3SMv3 highECS 0051 | [-] | 1.46 | 1.63 | 1.36 | 0.466 | 0.418 | 0.268 | 0.936 | 1.94 | 0.245 | 0.329 | 0.610 | 0.807 | 0.464 | ||
| E3SMv3 highECS 0111 | [-] | 1.44 | 1.60 | 1.36 | 0.461 | 0.418 | 0.244 | 0.923 | 1.98 | 0.247 | 0.325 | 0.599 | 0.811 | 0.461 | ||
| E3SMv3 highECS 0161 | [-] | 1.44 | 1.60 | 1.36 | 0.462 | 0.418 | 0.244 | 0.934 | 1.98 | 0.244 | 0.327 | 0.600 | 0.811 | 0.462 | ||
| E3SMv3 highECS 0281 | [-] | 1.44 | 1.60 | 1.36 | 0.461 | 0.418 | 0.244 | 0.926 | 1.97 | 0.243 | 0.325 | 0.603 | 0.815 | 0.462 | ||
| E3SMv3 highECS 0311 | [-] | 1.46 | 1.62 | 1.36 | 0.468 | 0.418 | 0.266 | 0.935 | 2.00 | 0.245 | 0.326 | 0.609 | 0.811 | 0.463 | ||
| E3SMv3 lowECS 0051 | [-] | 1.48 | 1.65 | 1.36 | 0.459 | 0.418 | 0.294 | 0.903 | 1.92 | 0.269 | 0.321 | 0.614 | 0.847 | 0.475 | ||
| E3SMv3 lowECS 0111 | [-] | 1.45 | 1.63 | 1.36 | 0.446 | 0.418 | 0.269 | 0.889 | 1.94 | 0.266 | 0.323 | 0.610 | 0.851 | 0.475 | ||
| E3SMv3 lowECS 0161 | [-] | 1.46 | 1.63 | 1.36 | 0.445 | 0.418 | 0.270 | 0.893 | 1.94 | 0.262 | 0.323 | 0.615 | 0.845 | 0.474 | ||
| E3SMv3 lowECS 0281 | [-] | 1.48 | 1.65 | 1.36 | 0.455 | 0.418 | 0.293 | 0.902 | 1.95 | 0.263 | 0.325 | 0.615 | 0.839 | 0.473 | ||
| E3SMv3 lowECS 0311 | [-] | 1.47 | 1.64 | 1.36 | 0.452 | 0.418 | 0.285 | 0.909 | 1.94 | 0.262 | 0.321 | 0.615 | 0.842 | 0.472 | ||
| IPSL-CM6A-LR | [-] | 1.55 | 1.54 | 1.36 | 1.71 | 1.33 | 0.183 | 0.704 | 1.71 | 0.285 | 0.391 | 0.750 | 0.939 | 0.552 | ||
| MIROC-ES2L | [-] | 1.26 | 1.34 | 1.35 | 0.868 | 1.58 | -0.00633 | 0.703 | 1.82 | 0.276 | 0.397 | 0.645 | 0.936 | 0.530 | ||
| NorESM2-LM | [-] | 1.43 | 1.53 | 1.36 | 1.05 | 0.684 | 0.164 | 0.845 | 2.25 | 0.298 | 0.342 | 0.628 | 0.916 | 0.505 | ||
| UKESM1-0-LL | [-] | 2.49 | 2.46 | 1.37 | 2.97 | 1.23 | 1.10 | 1.29 | 1.85 | 0.185 | 0.424 | 0.734 | 0.877 | 0.529 |
Download Data |
Period Mean (original grids) [1] |
Model Period Mean (intersection) [1] |
Benchmark Period Mean (intersection) [1] |
Model Period Mean (complement) [1] |
Benchmark Period Mean (complement) [1] |
Bias [1] |
RMSE [1] |
Phase Shift [months] |
Bias Score [1] |
RMSE Score [1] |
Seasonal Cycle Score [1] |
Spatial Distribution Score [1] |
Overall Score [1] |
|||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Benchmark | [-] | 1.17 | ||||||||||||||
| CanESM5 | [-] | 0.613 | 0.961 | 1.17 | 0.193 | 0.899 | -0.212 | 0.788 | 1.27 | 0.327 | 0.417 | 0.893 | 0.893 | 0.589 | ||
| E3SMv3 default 0051 | [-] | 0.927 | 0.963 | 1.17 | 0.446 | 0.337 | -0.210 | 0.590 | 1.40 | 0.474 | 0.452 | 0.811 | 0.931 | 0.624 | ||
| E3SMv3 default 0111 | [-] | 0.927 | 0.964 | 1.17 | 0.437 | 0.337 | -0.209 | 0.606 | 1.46 | 0.474 | 0.440 | 0.801 | 0.930 | 0.617 | ||
| E3SMv3 default 0161 | [-] | 0.922 | 0.958 | 1.17 | 0.438 | 0.337 | -0.215 | 0.596 | 1.42 | 0.477 | 0.449 | 0.808 | 0.929 | 0.622 | ||
| E3SMv3 default 0281 | [-] | 0.932 | 0.968 | 1.17 | 0.446 | 0.337 | -0.205 | 0.598 | 1.43 | 0.480 | 0.449 | 0.810 | 0.933 | 0.624 | ||
| E3SMv3 default 0311 | [-] | 0.940 | 0.977 | 1.17 | 0.452 | 0.337 | -0.196 | 0.599 | 1.43 | 0.476 | 0.448 | 0.806 | 0.932 | 0.622 | ||
| E3SMv3 highECS 0051 | [-] | 1.01 | 1.05 | 1.17 | 0.494 | 0.337 | -0.125 | 0.630 | 1.37 | 0.481 | 0.438 | 0.811 | 0.937 | 0.621 | ||
| E3SMv3 highECS 0111 | [-] | 0.996 | 1.03 | 1.17 | 0.492 | 0.337 | -0.139 | 0.620 | 1.42 | 0.485 | 0.442 | 0.808 | 0.937 | 0.623 | ||
| E3SMv3 highECS 0161 | [-] | 0.984 | 1.02 | 1.17 | 0.487 | 0.337 | -0.152 | 0.629 | 1.36 | 0.469 | 0.442 | 0.818 | 0.931 | 0.620 | ||
| E3SMv3 highECS 0281 | [-] | 0.979 | 1.02 | 1.17 | 0.483 | 0.337 | -0.156 | 0.627 | 1.45 | 0.475 | 0.437 | 0.801 | 0.930 | 0.616 | ||
| E3SMv3 highECS 0311 | [-] | 0.985 | 1.02 | 1.17 | 0.487 | 0.337 | -0.150 | 0.622 | 1.46 | 0.483 | 0.437 | 0.802 | 0.935 | 0.619 | ||
| E3SMv3 lowECS 0051 | [-] | 0.986 | 1.03 | 1.17 | 0.452 | 0.337 | -0.147 | 0.586 | 1.31 | 0.493 | 0.452 | 0.811 | 0.939 | 0.629 | ||
| E3SMv3 lowECS 0111 | [-] | 0.964 | 1.00 | 1.17 | 0.441 | 0.337 | -0.170 | 0.585 | 1.38 | 0.484 | 0.448 | 0.799 | 0.934 | 0.623 | ||
| E3SMv3 lowECS 0161 | [-] | 0.938 | 0.977 | 1.17 | 0.433 | 0.337 | -0.196 | 0.588 | 1.32 | 0.474 | 0.456 | 0.817 | 0.929 | 0.626 | ||
| E3SMv3 lowECS 0281 | [-] | 0.962 | 1.00 | 1.17 | 0.442 | 0.337 | -0.172 | 0.588 | 1.34 | 0.483 | 0.451 | 0.809 | 0.934 | 0.626 | ||
| E3SMv3 lowECS 0311 | [-] | 0.953 | 0.992 | 1.17 | 0.442 | 0.337 | -0.181 | 0.589 | 1.34 | 0.472 | 0.456 | 0.809 | 0.928 | 0.624 | ||
| IPSL-CM6A-LR | [-] | 0.941 | 0.962 | 1.27 | 0.660 | 0.338 | -0.311 | 0.703 | 1.06 | 0.386 | 0.461 | 0.911 | 0.846 | 0.613 | ||
| MIROC-ES2L | [-] | 0.729 | 0.774 | 1.19 | 0.415 | 0.643 | -0.416 | 0.746 | 0.860 | 0.323 | 0.482 | 0.906 | 0.852 | 0.609 | ||
| NorESM2-LM | [-] | 0.730 | 1.18 | 1.17 | 0.191 | 0.899 | 0.00694 | 0.830 | 1.88 | 0.407 | 0.360 | 0.777 | 0.918 | 0.565 | ||
| UKESM1-0-LL | [-] | 1.97 | 1.96 | 1.30 | 1.99 | 0.297 | 0.664 | 1.05 | 1.05 | 0.352 | 0.487 | 0.922 | 0.928 | 0.635 |
Download Data |
Period Mean (original grids) [1] |
Model Period Mean (intersection) [1] |
Benchmark Period Mean (intersection) [1] |
Model Period Mean (complement) [1] |
Benchmark Period Mean (complement) [1] |
Bias [1] |
RMSE [1] |
Phase Shift [months] |
Bias Score [1] |
RMSE Score [1] |
Seasonal Cycle Score [1] |
Spatial Distribution Score [1] |
Overall Score [1] |
|||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Benchmark | [-] | 3.88 | ||||||||||||||
| CanESM5 | [-] | 2.81 | 2.87 | 3.88 | 1.95 | -1.00 | 1.47 | 2.76 | 0.0725 | 0.212 | 0.527 | 0.931 | 0.391 | |||
| E3SMv3 default 0051 | [-] | 5.25 | 5.32 | 3.88 | 2.92 | 1.45 | 2.06 | 3.61 | 0.0602 | 0.184 | 0.358 | 0.575 | 0.272 | |||
| E3SMv3 default 0111 | [-] | 5.20 | 5.28 | 3.88 | 2.87 | 1.40 | 2.04 | 3.54 | 0.0692 | 0.176 | 0.373 | 0.571 | 0.273 | |||
| E3SMv3 default 0161 | [-] | 5.27 | 5.35 | 3.88 | 2.86 | 1.47 | 2.09 | 3.65 | 0.0602 | 0.177 | 0.347 | 0.569 | 0.266 | |||
| E3SMv3 default 0281 | [-] | 5.20 | 5.27 | 3.88 | 2.92 | 1.40 | 2.03 | 3.54 | 0.0688 | 0.169 | 0.371 | 0.577 | 0.271 | |||
| E3SMv3 default 0311 | [-] | 5.17 | 5.24 | 3.88 | 2.86 | 1.37 | 2.01 | 3.53 | 0.0676 | 0.175 | 0.373 | 0.579 | 0.274 | |||
| E3SMv3 highECS 0051 | [-] | 5.23 | 5.30 | 3.88 | 3.01 | 1.43 | 2.07 | 3.60 | 0.0700 | 0.201 | 0.360 | 0.547 | 0.276 | |||
| E3SMv3 highECS 0111 | [-] | 5.25 | 5.32 | 3.88 | 3.07 | 1.45 | 2.08 | 3.65 | 0.0691 | 0.190 | 0.355 | 0.564 | 0.273 | |||
| E3SMv3 highECS 0161 | [-] | 5.07 | 5.14 | 3.88 | 3.00 | 1.26 | 1.94 | 3.56 | 0.0842 | 0.190 | 0.363 | 0.574 | 0.280 | |||
| E3SMv3 highECS 0281 | [-] | 5.15 | 5.23 | 3.88 | 2.96 | 1.35 | 2.00 | 3.59 | 0.0752 | 0.187 | 0.361 | 0.569 | 0.276 | |||
| E3SMv3 highECS 0311 | [-] | 5.19 | 5.27 | 3.88 | 2.97 | 1.39 | 2.02 | 3.57 | 0.0722 | 0.183 | 0.368 | 0.578 | 0.277 | |||
| E3SMv3 lowECS 0051 | [-] | 4.45 | 4.52 | 3.88 | 2.43 | 0.642 | 1.51 | 3.28 | 0.155 | 0.175 | 0.428 | 0.669 | 0.321 | |||
| E3SMv3 lowECS 0111 | [-] | 4.50 | 4.57 | 3.88 | 2.47 | 0.687 | 1.52 | 3.23 | 0.143 | 0.185 | 0.438 | 0.661 | 0.323 | |||
| E3SMv3 lowECS 0161 | [-] | 4.53 | 4.60 | 3.88 | 2.50 | 0.726 | 1.52 | 3.37 | 0.137 | 0.189 | 0.415 | 0.665 | 0.319 | |||
| E3SMv3 lowECS 0281 | [-] | 4.56 | 4.63 | 3.88 | 2.48 | 0.756 | 1.53 | 3.25 | 0.132 | 0.193 | 0.439 | 0.662 | 0.324 | |||
| E3SMv3 lowECS 0311 | [-] | 4.48 | 4.54 | 3.88 | 2.51 | 0.665 | 1.51 | 3.29 | 0.138 | 0.179 | 0.424 | 0.666 | 0.317 | |||
| IPSL-CM6A-LR | [-] | 5.23 | 5.24 | 3.90 | 4.19 | 2.85 | 1.34 | 1.52 | 2.39 | 0.0969 | 0.322 | 0.630 | 0.908 | 0.456 | ||
| MIROC-ES2L | [-] | 4.31 | 4.32 | 3.89 | 4.03 | 3.38 | 0.433 | 0.839 | 3.17 | 0.222 | 0.353 | 0.495 | 0.976 | 0.480 | ||
| NorESM2-LM | [-] | 4.20 | 4.29 | 3.88 | 3.03 | 0.411 | 0.863 | 2.61 | 0.271 | 0.332 | 0.606 | 0.955 | 0.499 | |||
| UKESM1-0-LL | [-] | 5.45 | 5.47 | 3.90 | 4.44 | 3.02 | 1.57 | 1.65 | 2.96 | 0.0440 | 0.366 | 0.494 | 0.986 | 0.451 |
Download Data |
Period Mean (original grids) [1] |
Model Period Mean (intersection) [1] |
Benchmark Period Mean (intersection) [1] |
Model Period Mean (complement) [1] |
Benchmark Period Mean (complement) [1] |
Bias [1] |
RMSE [1] |
Phase Shift [months] |
Bias Score [1] |
RMSE Score [1] |
Seasonal Cycle Score [1] |
Spatial Distribution Score [1] |
Overall Score [1] |
|||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Benchmark | [-] | 1.20 | ||||||||||||||
| CanESM5 | [-] | 0.722 | 1.05 | 1.20 | 0.330 | 1.09 | -0.154 | 0.746 | 1.57 | 0.380 | 0.423 | 0.884 | 0.909 | 0.604 | ||
| E3SMv3 default 0051 | [-] | 1.02 | 1.06 | 1.20 | 0.541 | 1.10 | -0.143 | 0.674 | 1.44 | 0.451 | 0.437 | 0.818 | 0.939 | 0.616 | ||
| E3SMv3 default 0111 | [-] | 1.04 | 1.07 | 1.20 | 0.539 | 1.10 | -0.125 | 0.698 | 1.48 | 0.448 | 0.426 | 0.807 | 0.939 | 0.609 | ||
| E3SMv3 default 0161 | [-] | 1.02 | 1.05 | 1.20 | 0.541 | 1.10 | -0.147 | 0.672 | 1.43 | 0.452 | 0.438 | 0.816 | 0.938 | 0.616 | ||
| E3SMv3 default 0281 | [-] | 1.03 | 1.06 | 1.20 | 0.547 | 1.10 | -0.137 | 0.672 | 1.44 | 0.454 | 0.440 | 0.815 | 0.939 | 0.617 | ||
| E3SMv3 default 0311 | [-] | 1.04 | 1.08 | 1.20 | 0.547 | 1.10 | -0.121 | 0.691 | 1.48 | 0.449 | 0.434 | 0.809 | 0.939 | 0.613 | ||
| E3SMv3 highECS 0051 | [-] | 1.08 | 1.12 | 1.20 | 0.582 | 1.10 | -0.0837 | 0.681 | 1.42 | 0.462 | 0.433 | 0.815 | 0.944 | 0.617 | ||
| E3SMv3 highECS 0111 | [-] | 1.06 | 1.10 | 1.20 | 0.579 | 1.10 | -0.0999 | 0.675 | 1.44 | 0.462 | 0.435 | 0.816 | 0.944 | 0.619 | ||
| E3SMv3 highECS 0161 | [-] | 1.06 | 1.09 | 1.20 | 0.569 | 1.10 | -0.106 | 0.690 | 1.40 | 0.450 | 0.434 | 0.820 | 0.938 | 0.615 | ||
| E3SMv3 highECS 0281 | [-] | 1.07 | 1.10 | 1.20 | 0.570 | 1.10 | -0.0970 | 0.695 | 1.47 | 0.453 | 0.428 | 0.809 | 0.941 | 0.612 | ||
| E3SMv3 highECS 0311 | [-] | 1.07 | 1.11 | 1.20 | 0.573 | 1.10 | -0.0902 | 0.684 | 1.50 | 0.457 | 0.433 | 0.804 | 0.943 | 0.614 | ||
| E3SMv3 lowECS 0051 | [-] | 1.09 | 1.12 | 1.20 | 0.554 | 1.10 | -0.0761 | 0.684 | 1.38 | 0.459 | 0.436 | 0.815 | 0.942 | 0.618 | ||
| E3SMv3 lowECS 0111 | [-] | 1.06 | 1.10 | 1.20 | 0.543 | 1.10 | -0.103 | 0.682 | 1.45 | 0.452 | 0.433 | 0.805 | 0.938 | 0.612 | ||
| E3SMv3 lowECS 0161 | [-] | 1.05 | 1.09 | 1.20 | 0.541 | 1.10 | -0.111 | 0.689 | 1.41 | 0.445 | 0.438 | 0.819 | 0.937 | 0.615 | ||
| E3SMv3 lowECS 0281 | [-] | 1.08 | 1.12 | 1.20 | 0.553 | 1.10 | -0.0780 | 0.695 | 1.43 | 0.449 | 0.434 | 0.812 | 0.941 | 0.614 | ||
| E3SMv3 lowECS 0311 | [-] | 1.07 | 1.10 | 1.20 | 0.549 | 1.10 | -0.0950 | 0.699 | 1.44 | 0.445 | 0.435 | 0.813 | 0.937 | 0.613 | ||
| IPSL-CM6A-LR | [-] | 1.02 | 1.02 | 1.20 | 1.10 | 1.23 | -0.180 | 0.729 | 1.32 | 0.379 | 0.450 | 0.893 | 0.840 | 0.602 | ||
| MIROC-ES2L | [-] | 0.937 | 0.924 | 1.20 | 1.06 | 1.24 | -0.274 | 0.802 | 1.24 | 0.323 | 0.468 | 0.871 | 0.866 | 0.599 | ||
| NorESM2-LM | [-] | 0.888 | 1.34 | 1.20 | 0.346 | 1.09 | 0.136 | 0.929 | 1.49 | 0.418 | 0.375 | 0.835 | 0.916 | 0.584 | ||
| UKESM1-0-LL | [-] | 2.12 | 2.09 | 1.20 | 2.71 | 1.23 | 0.888 | 1.16 | 1.22 | 0.342 | 0.494 | 0.920 | 0.922 | 0.635 |










Download Data |
Precipitation|GPCPv2.3 Hellinger Distance [1] |
Precipitation|GPCPv2.3 Score [1] |
Overall Score [1] |
||
|---|---|---|---|---|---|
| CanESM5 | [-] | 0.620 | 0.732 | 0.732 | |
| E3SMv3 default 0051 | [-] | 0.586 | 0.667 | 0.667 | |
| E3SMv3 default 0111 | [-] | 0.597 | 0.637 | 0.637 | |
| E3SMv3 default 0161 | [-] | 0.589 | 0.620 | 0.620 | |
| E3SMv3 default 0281 | [-] | 0.603 | 0.613 | 0.613 | |
| E3SMv3 default 0311 | [-] | 0.596 | 0.640 | 0.640 | |
| E3SMv3 highECS 0051 | [-] | 0.611 | 0.703 | 0.703 | |
| E3SMv3 highECS 0111 | [-] | 0.605 | 0.667 | 0.667 | |
| E3SMv3 highECS 0161 | [-] | 0.620 | 0.740 | 0.740 | |
| E3SMv3 highECS 0281 | [-] | 0.616 | 0.677 | 0.677 | |
| E3SMv3 highECS 0311 | [-] | 0.611 | 0.696 | 0.696 | |
| E3SMv3 lowECS 0051 | [-] | 0.621 | 0.692 | 0.692 | |
| E3SMv3 lowECS 0111 | [-] | 0.624 | 0.676 | 0.676 | |
| E3SMv3 lowECS 0161 | [-] | 0.616 | 0.679 | 0.679 | |
| E3SMv3 lowECS 0281 | [-] | 0.614 | 0.671 | 0.671 | |
| E3SMv3 lowECS 0311 | [-] | 0.610 | 0.678 | 0.678 | |
| IPSL-CM6A-LR | [-] | 0.700 | 0.846 | 0.846 | |
| MIROC-ES2L | [-] | 0.631 | 0.829 | 0.829 | |
| NorESM2-LM | [-] | 0.560 | 0.758 | 0.758 | |
| UKESM1-0-LL | [-] | 0.669 | 0.553 | 0.553 |
Download Data |
Precipitation|GPCPv2.3 Hellinger Distance [1] |
Precipitation|GPCPv2.3 Score [1] |
Overall Score [1] |
||
|---|---|---|---|---|---|
| CanESM5 | [-] | 0.735 | 0.691 | 0.691 | |
| E3SMv3 default 0051 | [-] | 0.639 | 0.705 | 0.705 | |
| E3SMv3 default 0111 | [-] | 0.662 | 0.787 | 0.787 | |
| E3SMv3 default 0161 | [-] | 0.646 | 0.718 | 0.718 | |
| E3SMv3 default 0281 | [-] | 0.648 | 0.730 | 0.730 | |
| E3SMv3 default 0311 | [-] | 0.646 | 0.718 | 0.718 | |
| E3SMv3 highECS 0051 | [-] | 0.666 | 0.733 | 0.733 | |
| E3SMv3 highECS 0111 | [-] | 0.689 | 0.755 | 0.755 | |
| E3SMv3 highECS 0161 | [-] | 0.685 | 0.753 | 0.753 | |
| E3SMv3 highECS 0281 | [-] | 0.695 | 0.726 | 0.726 | |
| E3SMv3 highECS 0311 | [-] | 0.697 | 0.718 | 0.718 | |
| E3SMv3 lowECS 0051 | [-] | 0.691 | 0.764 | 0.764 | |
| E3SMv3 lowECS 0111 | [-] | 0.665 | 0.771 | 0.771 | |
| E3SMv3 lowECS 0161 | [-] | 0.681 | 0.793 | 0.793 | |
| E3SMv3 lowECS 0281 | [-] | 0.695 | 0.765 | 0.765 | |
| E3SMv3 lowECS 0311 | [-] | 0.667 | 0.793 | 0.793 | |
| IPSL-CM6A-LR | [-] | 0.746 | 0.767 | 0.767 | |
| MIROC-ES2L | [-] | 0.686 | 0.893 | 0.893 | |
| NorESM2-LM | [-] | 0.701 | 0.700 | 0.700 | |
| UKESM1-0-LL | [-] | 0.742 | 0.655 | 0.655 |
Download Data |
Precipitation|GPCPv2.3 Hellinger Distance [1] |
Precipitation|GPCPv2.3 Score [1] |
Overall Score [1] |
||
|---|---|---|---|---|---|
| CanESM5 | [-] | 0.731 | 0.838 | 0.838 | |
| E3SMv3 default 0051 | [-] | 0.725 | 0.730 | 0.730 | |
| E3SMv3 default 0111 | [-] | 0.724 | 0.745 | 0.745 | |
| E3SMv3 default 0161 | [-] | 0.723 | 0.725 | 0.725 | |
| E3SMv3 default 0281 | [-] | 0.724 | 0.731 | 0.731 | |
| E3SMv3 default 0311 | [-] | 0.724 | 0.751 | 0.751 | |
| E3SMv3 highECS 0051 | [-] | 0.722 | 0.764 | 0.764 | |
| E3SMv3 highECS 0111 | [-] | 0.719 | 0.766 | 0.766 | |
| E3SMv3 highECS 0161 | [-] | 0.723 | 0.783 | 0.783 | |
| E3SMv3 highECS 0281 | [-] | 0.721 | 0.773 | 0.773 | |
| E3SMv3 highECS 0311 | [-] | 0.725 | 0.773 | 0.773 | |
| E3SMv3 lowECS 0051 | [-] | 0.739 | 0.818 | 0.818 | |
| E3SMv3 lowECS 0111 | [-] | 0.732 | 0.828 | 0.828 | |
| E3SMv3 lowECS 0161 | [-] | 0.734 | 0.827 | 0.827 | |
| E3SMv3 lowECS 0281 | [-] | 0.733 | 0.828 | 0.828 | |
| E3SMv3 lowECS 0311 | [-] | 0.732 | 0.830 | 0.830 | |
| IPSL-CM6A-LR | [-] | 0.764 | 0.876 | 0.876 | |
| MIROC-ES2L | [-] | 0.698 | 0.874 | 0.874 | |
| NorESM2-LM | [-] | 0.746 | 0.886 | 0.886 | |
| UKESM1-0-LL | [-] | 0.422 | 0.559 | 0.559 |
Download Data |
Precipitation|GPCPv2.3 Hellinger Distance [1] |
Precipitation|GPCPv2.3 Score [1] |
Overall Score [1] |
||
|---|---|---|---|---|---|
| CanESM5 | [-] | 0.580 | 0.630 | 0.630 | |
| E3SMv3 default 0051 | [-] | 0.722 | 0.765 | 0.765 | |
| E3SMv3 default 0111 | [-] | 0.712 | 0.770 | 0.770 | |
| E3SMv3 default 0161 | [-] | 0.716 | 0.770 | 0.770 | |
| E3SMv3 default 0281 | [-] | 0.725 | 0.770 | 0.770 | |
| E3SMv3 default 0311 | [-] | 0.718 | 0.770 | 0.770 | |
| E3SMv3 highECS 0051 | [-] | 0.702 | 0.768 | 0.768 | |
| E3SMv3 highECS 0111 | [-] | 0.696 | 0.767 | 0.767 | |
| E3SMv3 highECS 0161 | [-] | 0.701 | 0.762 | 0.762 | |
| E3SMv3 highECS 0281 | [-] | 0.700 | 0.757 | 0.757 | |
| E3SMv3 highECS 0311 | [-] | 0.708 | 0.779 | 0.779 | |
| E3SMv3 lowECS 0051 | [-] | 0.721 | 0.805 | 0.805 | |
| E3SMv3 lowECS 0111 | [-] | 0.706 | 0.781 | 0.781 | |
| E3SMv3 lowECS 0161 | [-] | 0.722 | 0.786 | 0.786 | |
| E3SMv3 lowECS 0281 | [-] | 0.722 | 0.781 | 0.781 | |
| E3SMv3 lowECS 0311 | [-] | 0.718 | 0.795 | 0.795 | |
| IPSL-CM6A-LR | [-] | 0.678 | 0.744 | 0.744 | |
| MIROC-ES2L | [-] | 0.646 | 0.515 | 0.515 | |
| NorESM2-LM | [-] | 0.559 | 0.632 | 0.632 | |
| UKESM1-0-LL | [-] | 0.516 | 0.282 | 0.282 |
Download Data |
Precipitation|GPCPv2.3 Hellinger Distance [1] |
Precipitation|GPCPv2.3 Score [1] |
Overall Score [1] |
||
|---|---|---|---|---|---|
| CanESM5 | [-] | 0.506 | 0.822 | 0.822 | |
| E3SMv3 default 0051 | [-] | 0.570 | 0.618 | 0.618 | |
| E3SMv3 default 0111 | [-] | 0.580 | 0.616 | 0.616 | |
| E3SMv3 default 0161 | [-] | 0.567 | 0.617 | 0.617 | |
| E3SMv3 default 0281 | [-] | 0.571 | 0.621 | 0.621 | |
| E3SMv3 default 0311 | [-] | 0.573 | 0.619 | 0.619 | |
| E3SMv3 highECS 0051 | [-] | 0.582 | 0.606 | 0.606 | |
| E3SMv3 highECS 0111 | [-] | 0.590 | 0.622 | 0.622 | |
| E3SMv3 highECS 0161 | [-] | 0.561 | 0.643 | 0.643 | |
| E3SMv3 highECS 0281 | [-] | 0.566 | 0.636 | 0.636 | |
| E3SMv3 highECS 0311 | [-] | 0.564 | 0.624 | 0.624 | |
| E3SMv3 lowECS 0051 | [-] | 0.598 | 0.684 | 0.684 | |
| E3SMv3 lowECS 0111 | [-] | 0.587 | 0.687 | 0.687 | |
| E3SMv3 lowECS 0161 | [-] | 0.569 | 0.687 | 0.687 | |
| E3SMv3 lowECS 0281 | [-] | 0.609 | 0.667 | 0.667 | |
| E3SMv3 lowECS 0311 | [-] | 0.594 | 0.682 | 0.682 | |
| IPSL-CM6A-LR | [-] | 0.674 | 0.659 | 0.659 | |
| MIROC-ES2L | [-] | 0.640 | 0.829 | 0.829 | |
| NorESM2-LM | [-] | 0.649 | 0.811 | 0.811 | |
| UKESM1-0-LL | [-] | 0.724 | 0.610 | 0.610 |
Download Data |
Precipitation|GPCPv2.3 Hellinger Distance [1] |
Precipitation|GPCPv2.3 Score [1] |
Overall Score [1] |
||
|---|---|---|---|---|---|
| CanESM5 | [-] | 0.573 | 0.564 | 0.564 | |
| E3SMv3 default 0051 | [-] | 0.729 | 0.807 | 0.807 | |
| E3SMv3 default 0111 | [-] | 0.723 | 0.825 | 0.825 | |
| E3SMv3 default 0161 | [-] | 0.731 | 0.830 | 0.830 | |
| E3SMv3 default 0281 | [-] | 0.736 | 0.825 | 0.825 | |
| E3SMv3 default 0311 | [-] | 0.731 | 0.831 | 0.831 | |
| E3SMv3 highECS 0051 | [-] | 0.735 | 0.819 | 0.819 | |
| E3SMv3 highECS 0111 | [-] | 0.724 | 0.825 | 0.825 | |
| E3SMv3 highECS 0161 | [-] | 0.731 | 0.811 | 0.811 | |
| E3SMv3 highECS 0281 | [-] | 0.726 | 0.798 | 0.798 | |
| E3SMv3 highECS 0311 | [-] | 0.743 | 0.817 | 0.817 | |
| E3SMv3 lowECS 0051 | [-] | 0.740 | 0.855 | 0.855 | |
| E3SMv3 lowECS 0111 | [-] | 0.723 | 0.828 | 0.828 | |
| E3SMv3 lowECS 0161 | [-] | 0.728 | 0.843 | 0.843 | |
| E3SMv3 lowECS 0281 | [-] | 0.732 | 0.852 | 0.852 | |
| E3SMv3 lowECS 0311 | [-] | 0.730 | 0.846 | 0.846 | |
| IPSL-CM6A-LR | [-] | 0.698 | 0.775 | 0.775 | |
| MIROC-ES2L | [-] | 0.643 | 0.705 | 0.705 | |
| NorESM2-LM | [-] | 0.576 | 0.559 | 0.559 | |
| UKESM1-0-LL | [-] | 0.619 | 0.474 | 0.474 |




















