Test: MAML
Reference: Observation and Reanalysis
| Variables | Unit | Test_mean | Ref._mean | Mean_Bias | Test_STD | Ref._STD | RMSE | Correlation |
|---|---|---|---|---|---|---|---|---|
| PRECT global GPCP_v2.2 | mm/day | 2.832 | 2.648 | 0.184 | 2.784 | 2.04 | 1.845 | 0.752 |
| PRECT global GPCP_v2.3 | mm/day | 2.832 | 2.664 | 0.168 | 2.784 | 2.066 | 1.794 | 0.768 |
| SST global HadISST_CL | degC | 19.854 | 19.896 | -0.042 | 8.986 | 8.938 | 0.216 | 1.0 |
| SST global HadISST_PI | degC | 19.857 | 19.502 | 0.355 | 8.983 | 8.895 | 0.517 | 0.999 |
| SST global HadISST_PD | degC | 19.854 | 19.969 | -0.115 | 8.986 | 8.963 | 0.277 | 1.0 |
| SOLIN global ceres_ebaf_toa_v2.8 | W/m2 | 338.356 | 338.272 | 0.084 | 100.547 | 101.463 | 1.853 | 1.0 |
| ALBEDO global ceres_ebaf_toa_v2.8 | dimensionless | 0.327 | 0.321 | 0.006 | 0.126 | 0.134 | 0.04 | 0.954 |
| ALBEDOC global ceres_ebaf_toa_v2.8 | dimensionless | 0.176 | 0.185 | -0.01 | 0.143 | 0.142 | 0.032 | 0.977 |
| RESTOM global ceres_ebaf_toa_v2.8 | W/m2 | 2.906 | 1.335 | 1.571 | 69.975 | 72.162 | 12.363 | 0.986 |
| FLUT global ceres_ebaf_toa_v2.8 | W/m2 | 234.08 | 238.85 | -4.77 | 29.991 | 30.823 | 11.104 | 0.946 |
| FLUTC global ceres_ebaf_toa_v2.8 | W/m2 | 261.58 | 265.264 | -3.684 | 33.225 | 31.826 | 6.148 | 0.989 |
| FSNTOA global ceres_ebaf_toa_v2.8 | W/m2 | 236.865 | 240.184 | -3.32 | 91.636 | 94.677 | 14.882 | 0.988 |
| FSNTOAC global ceres_ebaf_toa_v2.8 | W/m2 | 286.913 | 284.114 | 2.799 | 101.852 | 102.109 | 9.772 | 0.996 |
| SWCF global ceres_ebaf_toa_v2.8 | W/m2 | -50.049 | -43.93 | -6.119 | 26.74 | 22.557 | 15.623 | 0.843 |
| LWCF global ceres_ebaf_toa_v2.8 | W/m2 | 27.5 | 26.415 | 1.085 | 14.127 | 11.918 | 8.95 | 0.78 |
| NETCF global ceres_ebaf_toa_v2.8 | W/m2 | -22.549 | -17.515 | -5.034 | 18.867 | 16.995 | 13.121 | 0.777 |
| SOLIN global ceres_ebaf_toa_v4.0 | W/m2 | 338.356 | 338.191 | 0.164 | 100.547 | 101.321 | 1.871 | 1.0 |
| ALBEDO global ceres_ebaf_toa_v4.0 | dimensionless | 0.327 | 0.32 | 0.008 | 0.126 | 0.134 | 0.041 | 0.954 |
| ALBEDOC global ceres_ebaf_toa_v4.0 | dimensionless | 0.176 | 0.185 | -0.009 | 0.143 | 0.14 | 0.031 | 0.979 |
| RESTOM global ceres_ebaf_toa_v4.0 | W/m2 | 2.906 | 1.42 | 1.486 | 69.975 | 71.906 | 12.231 | 0.986 |
| FLUT global ceres_ebaf_toa_v4.0 | W/m2 | 234.08 | 239.196 | -5.116 | 29.991 | 30.948 | 11.378 | 0.945 |
| FLUTC global ceres_ebaf_toa_v4.0 | W/m2 | 261.58 | 267.591 | -6.011 | 33.225 | 32.979 | 7.249 | 0.993 |
| FSNTOA global ceres_ebaf_toa_v4.0 | W/m2 | 236.865 | 240.616 | -3.751 | 91.636 | 94.518 | 14.858 | 0.989 |
| FSNTOAC global ceres_ebaf_toa_v4.0 | W/m2 | 286.913 | 283.524 | 3.389 | 101.852 | 100.378 | 9.962 | 0.996 |
| SWCF global ceres_ebaf_toa_v4.0 | W/m2 | -50.049 | -42.909 | -7.14 | 26.74 | 22.408 | 16.577 | 0.829 |
| LWCF global ceres_ebaf_toa_v4.0 | W/m2 | 27.5 | 28.396 | -0.896 | 14.127 | 12.999 | 8.66 | 0.801 |
| NETCF global ceres_ebaf_toa_v4.0 | W/m2 | -22.549 | -14.513 | -8.036 | 18.867 | 16.532 | 14.892 | 0.757 |
| ALBEDO_SRF global ceres_ebaf_surface_v2.8 | dimensionless | 0.153 | 0.154 | -0.002 | 0.202 | 0.195 | 0.039 | 0.981 |
| SWCFSRF global ceres_ebaf_surface_v2.8 | W/m2 | -55.655 | -48.445 | -7.21 | 29.065 | 24.74 | 17.472 | 0.837 |
| LWCFSRF global ceres_ebaf_surface_v2.8 | W/m2 | 27.404 | 28.927 | -1.522 | 16.688 | 17.131 | 9.343 | 0.852 |
| NETCF_SRF global ceres_ebaf_surface_v2.8 | W/m2 | -28.25 | -19.518 | -8.732 | 29.314 | 27.089 | 16.16 | 0.887 |
| FLDS global ceres_ebaf_surface_v2.8 | W/m2 | 344.891 | 344.648 | 0.243 | 71.634 | 66.963 | 11.24 | 0.989 |
| FLDSC global ceres_ebaf_surface_v2.8 | W/m2 | 316.795 | 315.871 | 0.925 | 81.352 | 79.345 | 7.723 | 0.996 |
| FLNS global ceres_ebaf_surface_v2.8 | W/m2 | 52.128 | 53.914 | -1.786 | 20.016 | 19.668 | 9.197 | 0.897 |
| FLNSC global ceres_ebaf_surface_v2.8 | W/m2 | 79.532 | 82.841 | -3.309 | 18.92 | 19.969 | 9.807 | 0.889 |
| FSDS global ceres_ebaf_surface_v2.8 | W/m2 | 183.552 | 188.033 | -4.481 | 71.109 | 71.353 | 18.092 | 0.97 |
| FSDSC global ceres_ebaf_surface_v2.8 | W/m2 | 245.673 | 242.405 | 3.268 | 74.224 | 73.807 | 7.443 | 0.996 |
| FSNS global ceres_ebaf_surface_v2.8 | W/m2 | 158.99 | 162.706 | -3.716 | 71.078 | 71.531 | 16.471 | 0.975 |
| FSNSC global ceres_ebaf_surface_v2.8 | W/m2 | 214.644 | 211.151 | 3.494 | 80.615 | 79.958 | 11.269 | 0.991 |
| ALBEDO_SRF global ceres_ebaf_surface_v4.0 | dimensionless | 0.153 | 0.151 | 0.002 | 0.202 | 0.195 | 0.038 | 0.982 |
| SWCFSRF global ceres_ebaf_surface_v4.0 | W/m2 | -55.655 | -47.206 | -8.448 | 29.065 | 24.31 | 18.001 | 0.837 |
| LWCFSRF global ceres_ebaf_surface_v4.0 | W/m2 | 27.404 | 29.718 | -2.314 | 16.688 | 15.23 | 7.54 | 0.903 |
| NETCF_SRF global ceres_ebaf_surface_v4.0 | W/m2 | -28.25 | -17.488 | -10.762 | 29.314 | 24.168 | 17.537 | 0.883 |
| FLDS global ceres_ebaf_surface_v4.0 | W/m2 | 344.891 | 344.33 | 0.561 | 71.634 | 69.374 | 10.466 | 0.99 |
| FLDSC global ceres_ebaf_surface_v4.0 | W/m2 | 316.795 | 313.921 | 2.874 | 81.352 | 80.889 | 7.866 | 0.996 |
| FLNS global ceres_ebaf_surface_v4.0 | W/m2 | 52.128 | 54.205 | -2.077 | 20.016 | 18.477 | 9.001 | 0.899 |
| FLNSC global ceres_ebaf_surface_v4.0 | W/m2 | 79.532 | 83.923 | -4.391 | 18.92 | 19.612 | 8.89 | 0.92 |
| FSDS global ceres_ebaf_surface_v4.0 | W/m2 | 183.552 | 188.283 | -4.731 | 71.109 | 71.231 | 18.127 | 0.97 |
| FSDSC global ceres_ebaf_surface_v4.0 | W/m2 | 245.673 | 242.221 | 3.452 | 74.224 | 71.509 | 6.506 | 0.998 |
| FSNS global ceres_ebaf_surface_v4.0 | W/m2 | 158.99 | 163.742 | -4.752 | 71.078 | 71.568 | 16.511 | 0.975 |
| FSNSC global ceres_ebaf_surface_v4.0 | W/m2 | 214.644 | 210.948 | 3.697 | 80.615 | 77.382 | 11.016 | 0.992 |
| LHFLX global OAFlux | W/m2 | 82.385 | 87.097 | -4.712 | 55.271 | 43.517 | 24.17 | 0.926 |
| SHFLX global OAFlux | W/m2 | 22.041 | 8.943 | 13.098 | 20.986 | 7.463 | 15.183 | 0.169 |
| LHFLX global ERA-Interim | W/m2 | 82.385 | 82.825 | -0.44 | 55.271 | 50.298 | 14.453 | 0.967 |
| SHFLX global ERA-Interim | W/m2 | 22.041 | 18.646 | 3.395 | 20.986 | 19.149 | 11.16 | 0.864 |
| PSL global ERA-Interim | mbar | 1011.715 | 1011.337 | 0.379 | 9.989 | 8.024 | 2.926 | 0.972 |
| FSNS global ERA-Interim | W/m2 | 158.99 | 164.496 | -5.506 | 71.078 | 70.809 | 17.166 | 0.974 |
| FLNS global ERA-Interim | W/m2 | 52.128 | 57.37 | -5.241 | 20.016 | 19.759 | 10.466 | 0.896 |
| NET_FLUX_SRF global ERA-Interim | W/m2 | 2.436 | 5.657 | -3.22 | 42.462 | 43.121 | 17.635 | 0.918 |
| PRECT global ERA-Interim | mm/day | 2.832 | 2.899 | -0.067 | 2.893 | 2.408 | 1.807 | 0.783 |
| TMQ global ERA-Interim | kg/m2 | 25.687 | 24.248 | 1.439 | 15.772 | 15.24 | 2.517 | 0.992 |
| U-850mb global ERA-Interim | m/s | 1.431 | 1.009 | 0.421 | 6.138 | 5.412 | 1.81 | 0.96 |
| U-200mb global ERA-Interim | m/s | 18.471 | 17.09 | 1.381 | 13.012 | 12.055 | 3.894 | 0.961 |
| Z3-500mb global ERA-Interim | hectometer | 56.549 | 56.582 | -0.033 | 2.774 | 2.611 | 0.294 | 0.996 |
| OMEGA-200mb global ERA-Interim | mbar/day | 0.072 | 0.002 | 0.069 | 12.898 | 9.521 | 11.136 | 0.542 |
| OMEGA-500mb global ERA-Interim | mbar/day | -0.01 | 0.001 | -0.011 | 25.185 | 21.667 | 18.962 | 0.682 |
| OMEGA-850mb global ERA-Interim | mbar/day | -0.208 | 2.817 | -3.025 | 31.354 | 39.86 | 24.006 | 0.693 |
| T-850mb global ERA-Interim | K | 281.034 | 281.007 | 0.027 | 10.584 | 11.615 | 1.269 | 0.994 |
| T-200mb global ERA-Interim | K | 217.686 | 219.008 | -1.322 | 3.425 | 2.07 | 2.906 | 0.657 |
| TAUXY ocean ERA-Interim | N/m^2 | 0.083 | 0.066 | 0.018 | 0.061 | 0.053 | 0.029 | 0.915 |
| LHFLX global MERRA2 | W/m2 | 82.385 | 83.467 | -1.082 | 55.271 | 52.572 | 16.06 | 0.957 |
| SHFLX global MERRA2 | W/m2 | 22.041 | 19.671 | 2.37 | 20.986 | 23.081 | 11.948 | 0.863 |
| PSL global MERRA2 | mbar | 1011.715 | 1010.968 | 0.748 | 9.989 | 8.265 | 3.405 | 0.951 |
| FSNS global MERRA2 | W/m2 | 158.99 | 163.776 | -4.786 | 71.078 | 72.765 | 17.517 | 0.973 |
| FLNS global MERRA2 | W/m2 | 52.128 | 62.67 | -10.542 | 20.016 | 19.227 | 13.227 | 0.918 |
| NET_FLUX_SRF global MERRA2 | W/m2 | 2.436 | -2.032 | 4.468 | 42.462 | 43.851 | 18.629 | 0.913 |
| PRECT global MERRA2 | mm/day | 2.832 | 2.902 | -0.071 | 2.893 | 2.711 | 2.053 | 0.734 |
| TMQ global MERRA2 | kg/m2 | 25.687 | 24.873 | 0.814 | 15.772 | 15.82 | 2.25 | 0.991 |
| U-850mb global MERRA2 | m/s | 1.431 | 0.822 | 0.608 | 6.138 | 5.668 | 1.827 | 0.96 |
| U-200mb global MERRA2 | m/s | 18.471 | 17.524 | 0.947 | 13.012 | 11.749 | 3.759 | 0.962 |
| Z3-500mb global MERRA2 | hectometer | 56.549 | 56.561 | -0.012 | 2.774 | 2.604 | 0.301 | 0.996 |
| OMEGA-200mb global MERRA2 | mbar/day | 0.072 | -0.103 | 0.175 | 12.898 | 9.823 | 10.807 | 0.576 |
| OMEGA-500mb global MERRA2 | mbar/day | -0.01 | 0.052 | -0.062 | 25.185 | 23.491 | 20.178 | 0.658 |
| OMEGA-850mb global MERRA2 | mbar/day | -0.208 | -0.042 | -0.166 | 31.354 | 30.679 | 23.455 | 0.705 |
| T-850mb global MERRA2 | K | 281.034 | 276.929 | 4.105 | 10.584 | 30.477 | 15.406 | 0.563 |
| T-200mb global MERRA2 | K | 217.686 | 218.869 | -1.184 | 3.425 | 2.018 | 2.777 | 0.687 |
| TAUXY ocean MERRA2 | N/m^2 | 0.083 | 0.07 | 0.013 | 0.061 | 0.055 | 0.027 | 0.916 |
| AODVIS global AOD_550 | dimensionless | 0.101 | 0.132 | -0.03 | 0.078 | 0.089 | 0.064 | 0.777 |
| TREFHT land ERA-Interim | DegC | 6.658 | 7.63 | -0.972 | 23.203 | 19.029 | 4.682 | 0.991 |
| TREFHT global ERA-Interim | DegC | 13.813 | 14.366 | -0.553 | 16.684 | 15.012 | 2.433 | 0.994 |
| TREFHT land MERRA2 | DegC | 6.658 | 7.149 | -0.491 | 23.203 | 19.679 | 3.889 | 0.993 |
| TREFHT global MERRA2 | DegC | 13.813 | 14.291 | -0.478 | 16.684 | 15.273 | 2.147 | 0.995 |
| PminusE global GPCP_OAFLux | mm/day | -0.011 | -0.111 | 0.1 | 2.987 | 2.261 | 2.049 | 0.8 |
| PminusE global COREv2_Flux | mm/day | -0.011 | -0.234 | 0.223 | 3.1 | 2.106 | 2.258 | 0.769 |