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 | [-] | 2.87 | 2.89 | 2.24 | 2.55 | 0.646 | 1.59 | 2.54 | 0.153 | 0.330 | 0.550 | 0.564 | 0.385 | |||
| E3SMv3 highECS | [-] | 2.98 | 2.99 | 2.24 | 2.72 | 0.751 | 1.69 | 2.56 | 0.141 | 0.326 | 0.534 | 0.578 | 0.381 | |||
| E3SMv3 lowECS | [-] | 3.05 | 3.07 | 2.24 | 2.42 | 0.830 | 1.49 | 2.60 | 0.191 | 0.344 | 0.553 | 0.660 | 0.418 | |||
| 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 | [-] | 5.19 | 6.19 | 3.93 | 3.09 | 2.27 | 2.71 | 2.81 | 0.0277 | 0.306 | 0.514 | 0.455 | 0.322 | |||
| E3SMv3 highECS | [-] | 5.13 | 6.12 | 3.93 | 3.08 | 2.19 | 2.66 | 2.64 | 0.0243 | 0.329 | 0.553 | 0.457 | 0.338 | |||
| E3SMv3 lowECS | [-] | 4.99 | 5.89 | 3.93 | 3.10 | 1.96 | 2.34 | 3.00 | 0.0238 | 0.329 | 0.472 | 0.553 | 0.341 | |||
| 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 | [-] | 1.42 | 1.58 | 1.36 | 0.444 | 0.418 | 0.224 | 0.902 | 1.78 | 0.246 | 0.331 | 0.645 | 0.819 | 0.474 | ||
| E3SMv3 highECS | [-] | 1.44 | 1.61 | 1.36 | 0.461 | 0.418 | 0.254 | 0.918 | 1.79 | 0.245 | 0.336 | 0.639 | 0.814 | 0.474 | ||
| E3SMv3 lowECS | [-] | 1.46 | 1.63 | 1.36 | 0.451 | 0.418 | 0.277 | 0.885 | 1.76 | 0.264 | 0.331 | 0.649 | 0.849 | 0.485 | ||
| 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 | [-] | 0.930 | 0.967 | 1.17 | 0.443 | 0.337 | -0.207 | 0.593 | 1.42 | 0.478 | 0.448 | 0.809 | 0.930 | 0.623 | ||
| E3SMv3 highECS | [-] | 0.995 | 1.03 | 1.17 | 0.491 | 0.337 | -0.140 | 0.618 | 1.36 | 0.480 | 0.442 | 0.816 | 0.935 | 0.623 | ||
| E3SMv3 lowECS | [-] | 0.953 | 0.992 | 1.17 | 0.440 | 0.337 | -0.181 | 0.582 | 1.33 | 0.478 | 0.455 | 0.810 | 0.930 | 0.626 | ||
| 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 | [-] | 5.21 | 5.29 | 3.88 | 2.87 | 1.41 | 2.03 | 3.48 | 0.0640 | 0.181 | 0.372 | 0.576 | 0.275 | |||
| E3SMv3 highECS | [-] | 5.20 | 5.27 | 3.88 | 3.02 | 1.39 | 2.02 | 3.52 | 0.0704 | 0.194 | 0.363 | 0.567 | 0.278 | |||
| E3SMv3 lowECS | [-] | 4.48 | 4.55 | 3.88 | 2.47 | 0.674 | 1.51 | 3.26 | 0.144 | 0.184 | 0.424 | 0.666 | 0.320 | |||
| 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 | [-] | 1.04 | 1.07 | 1.20 | 0.543 | 1.10 | -0.129 | 0.675 | 1.42 | 0.451 | 0.436 | 0.820 | 0.939 | 0.616 | ||
| E3SMv3 highECS | [-] | 1.07 | 1.11 | 1.20 | 0.577 | 1.10 | -0.0900 | 0.676 | 1.38 | 0.457 | 0.437 | 0.825 | 0.943 | 0.620 | ||
| E3SMv3 lowECS | [-] | 1.06 | 1.10 | 1.20 | 0.547 | 1.10 | -0.0993 | 0.679 | 1.38 | 0.449 | 0.439 | 0.821 | 0.938 | 0.617 | ||
| 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 | [-] | 0.633 | 0.745 | 0.745 | |
| E3SMv3 default | [-] | 0.607 | 0.557 | 0.557 | |
| E3SMv3 highECS | [-] | 0.610 | 0.639 | 0.639 | |
| E3SMv3 lowECS | [-] | 0.619 | 0.684 | 0.684 | |
| IPSL-CM6A-LR | [-] | 0.702 | 0.830 | 0.830 | |
| MIROC-ES2L | [-] | 0.606 | 0.798 | 0.798 | |
| NorESM2-LM | [-] | 0.541 | 0.755 | 0.755 | |
| UKESM1-0-LL | [-] | 0.645 | 0.560 | 0.560 |
Download Data |
Precipitation|GPCPv2.3 Hellinger Distance [1] |
Precipitation|GPCPv2.3 Score [1] |
Overall Score [1] |
||
|---|---|---|---|---|---|
| CanESM5 | [-] | 0.731 | 0.679 | 0.679 | |
| E3SMv3 default | [-] | 0.661 | 0.725 | 0.725 | |
| E3SMv3 highECS | [-] | 0.690 | 0.721 | 0.721 | |
| E3SMv3 lowECS | [-] | 0.673 | 0.797 | 0.797 | |
| IPSL-CM6A-LR | [-] | 0.791 | 0.733 | 0.733 | |
| MIROC-ES2L | [-] | 0.728 | 0.919 | 0.919 | |
| NorESM2-LM | [-] | 0.696 | 0.689 | 0.689 | |
| UKESM1-0-LL | [-] | 0.737 | 0.666 | 0.666 |
Download Data |
Precipitation|GPCPv2.3 Hellinger Distance [1] |
Precipitation|GPCPv2.3 Score [1] |
Overall Score [1] |
||
|---|---|---|---|---|---|
| CanESM5 | [-] | 0.729 | 0.839 | 0.839 | |
| E3SMv3 default | [-] | 0.721 | 0.749 | 0.749 | |
| E3SMv3 highECS | [-] | 0.718 | 0.775 | 0.775 | |
| E3SMv3 lowECS | [-] | 0.729 | 0.830 | 0.830 | |
| IPSL-CM6A-LR | [-] | 0.759 | 0.876 | 0.876 | |
| MIROC-ES2L | [-] | 0.692 | 0.877 | 0.877 | |
| NorESM2-LM | [-] | 0.742 | 0.890 | 0.890 | |
| UKESM1-0-LL | [-] | 0.473 | 0.555 | 0.555 |
Download Data |
Precipitation|GPCPv2.3 Hellinger Distance [1] |
Precipitation|GPCPv2.3 Score [1] |
Overall Score [1] |
||
|---|---|---|---|---|---|
| CanESM5 | [-] | 0.570 | 0.617 | 0.617 | |
| E3SMv3 default | [-] | 0.719 | 0.784 | 0.784 | |
| E3SMv3 highECS | [-] | 0.704 | 0.771 | 0.771 | |
| E3SMv3 lowECS | [-] | 0.717 | 0.808 | 0.808 | |
| IPSL-CM6A-LR | [-] | 0.681 | 0.746 | 0.746 | |
| MIROC-ES2L | [-] | 0.651 | 0.506 | 0.506 | |
| NorESM2-LM | [-] | 0.555 | 0.613 | 0.613 | |
| UKESM1-0-LL | [-] | 0.534 | 0.255 | 0.255 |
Download Data |
Precipitation|GPCPv2.3 Hellinger Distance [1] |
Precipitation|GPCPv2.3 Score [1] |
Overall Score [1] |
||
|---|---|---|---|---|---|
| CanESM5 | [-] | 0.514 | 0.830 | 0.830 | |
| E3SMv3 default | [-] | 0.590 | 0.630 | 0.630 | |
| E3SMv3 highECS | [-] | 0.583 | 0.630 | 0.630 | |
| E3SMv3 lowECS | [-] | 0.575 | 0.704 | 0.704 | |
| IPSL-CM6A-LR | [-] | 0.702 | 0.670 | 0.670 | |
| MIROC-ES2L | [-] | 0.629 | 0.841 | 0.841 | |
| NorESM2-LM | [-] | 0.652 | 0.802 | 0.802 | |
| UKESM1-0-LL | [-] | 0.725 | 0.618 | 0.618 |
Download Data |
Precipitation|GPCPv2.3 Hellinger Distance [1] |
Precipitation|GPCPv2.3 Score [1] |
Overall Score [1] |
||
|---|---|---|---|---|---|
| CanESM5 | [-] | 0.578 | 0.563 | 0.563 | |
| E3SMv3 default | [-] | 0.726 | 0.808 | 0.808 | |
| E3SMv3 highECS | [-] | 0.730 | 0.818 | 0.818 | |
| E3SMv3 lowECS | [-] | 0.728 | 0.830 | 0.830 | |
| IPSL-CM6A-LR | [-] | 0.683 | 0.790 | 0.790 | |
| MIROC-ES2L | [-] | 0.645 | 0.735 | 0.735 | |
| NorESM2-LM | [-] | 0.578 | 0.542 | 0.542 | |
| UKESM1-0-LL | [-] | 0.612 | 0.460 | 0.460 |








