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 | 2.789 | 2.677 | 0.111 | 2.923 | 2.326 | 1.778 | 0.794 |
| PRECT global GPCP_v2.3 | mm/day | 2.789 | 2.699 | 0.09 | 2.923 | 2.369 | 1.787 | 0.792 |
| TREFHT land_60S90N CRU | DegC | 4.848 | 4.755 | 0.094 | 20.807 | 18.594 | 4.073 | 0.982 |
| SST global HadISST_CL | degC | 19.73 | 19.768 | -0.038 | 8.703 | 8.639 | 0.218 | 1.0 |
| SST global HadISST_PI | degC | 19.732 | 19.376 | 0.356 | 8.702 | 8.602 | 0.499 | 0.999 |
| SST global HadISST_PD | degC | 19.73 | 19.841 | -0.11 | 8.703 | 8.662 | 0.288 | 1.0 |
| SOLIN global ceres_ebaf_toa_v2.8 | W/m2 | 350.601 | 350.03 | 0.571 | 147.331 | 146.528 | 1.358 | 1.0 |
| ALBEDO global ceres_ebaf_toa_v2.8 | dimensionless | 0.337 | 0.353 | -0.016 | 0.126 | 0.384 | 0.352 | 0.407 |
| ALBEDOC global ceres_ebaf_toa_v2.8 | dimensionless | 0.186 | 0.2 | -0.013 | 0.153 | 0.19 | 0.095 | 0.869 |
| RESTOM global ceres_ebaf_toa_v2.8 | W/m2 | 9.869 | 7.517 | 2.352 | 96.358 | 95.379 | 13.248 | 0.991 |
| FLUT global ceres_ebaf_toa_v2.8 | W/m2 | 232.785 | 236.831 | -4.046 | 30.265 | 32.66 | 10.591 | 0.954 |
| FLUTC global ceres_ebaf_toa_v2.8 | W/m2 | 259.09 | 262.585 | -3.495 | 33.715 | 33.259 | 5.802 | 0.991 |
| FSNTOA global ceres_ebaf_toa_v2.8 | W/m2 | 242.537 | 244.348 | -1.811 | 115.353 | 116.594 | 15.227 | 0.992 |
| FSNTOAC global ceres_ebaf_toa_v2.8 | W/m2 | 298.292 | 295.888 | 2.404 | 140.784 | 138.928 | 8.341 | 0.998 |
| SWCF global ceres_ebaf_toa_v2.8 | W/m2 | -55.755 | -51.54 | -4.215 | 39.228 | 37.612 | 15.482 | 0.926 |
| LWCF global ceres_ebaf_toa_v2.8 | W/m2 | 26.305 | 25.754 | 0.551 | 16.379 | 14.574 | 8.552 | 0.854 |
| NETCF global ceres_ebaf_toa_v2.8 | W/m2 | -29.45 | -25.786 | -3.664 | 32.608 | 34.19 | 13.237 | 0.929 |
| SOLIN global ceres_ebaf_toa_v4.0 | W/m2 | 350.601 | 350.512 | 0.089 | 147.331 | 146.715 | 0.928 | 1.0 |
| ALBEDO global ceres_ebaf_toa_v4.0 | dimensionless | 0.337 | 0.351 | -0.014 | 0.126 | 0.38 | 0.348 | 0.412 |
| ALBEDOC global ceres_ebaf_toa_v4.0 | dimensionless | 0.186 | 0.212 | -0.026 | 0.153 | 0.269 | 0.201 | 0.683 |
| RESTOM global ceres_ebaf_toa_v4.0 | W/m2 | 9.869 | 7.884 | 1.986 | 96.358 | 95.826 | 12.964 | 0.991 |
| FLUT global ceres_ebaf_toa_v4.0 | W/m2 | 232.785 | 237.395 | -4.61 | 30.265 | 32.782 | 10.949 | 0.953 |
| FLUTC global ceres_ebaf_toa_v4.0 | W/m2 | 259.09 | 265.278 | -6.187 | 33.715 | 34.665 | 7.624 | 0.992 |
| FSNTOA global ceres_ebaf_toa_v4.0 | W/m2 | 242.537 | 245.279 | -2.742 | 115.353 | 117.15 | 15.205 | 0.992 |
| FSNTOAC global ceres_ebaf_toa_v4.0 | W/m2 | 298.292 | 294.946 | 3.346 | 140.784 | 138.348 | 8.335 | 0.999 |
| SWCF global ceres_ebaf_toa_v4.0 | W/m2 | -55.755 | -49.667 | -6.088 | 39.228 | 37.173 | 16.187 | 0.924 |
| LWCF global ceres_ebaf_toa_v4.0 | W/m2 | 26.305 | 27.883 | -1.578 | 16.379 | 15.96 | 8.317 | 0.873 |
| NETCF global ceres_ebaf_toa_v4.0 | W/m2 | -29.45 | -21.784 | -7.665 | 32.608 | 33.043 | 15.203 | 0.92 |
| ALBEDO_SRF global ceres_ebaf_surface_v2.8 | dimensionless | 0.168 | 0.162 | 0.006 | 0.218 | 0.215 | 0.112 | 0.867 |
| SWCFSRF global ceres_ebaf_surface_v2.8 | W/m2 | -62.285 | -57.106 | -5.178 | 44.303 | 41.356 | 16.975 | 0.931 |
| LWCFSRF global ceres_ebaf_surface_v2.8 | W/m2 | 28.433 | 29.522 | -1.089 | 17.1 | 17.423 | 10.248 | 0.826 |
| NETCF_SRF global ceres_ebaf_surface_v2.8 | W/m2 | -33.852 | -27.584 | -6.267 | 40.803 | 40.347 | 16.458 | 0.93 |
| FLDS global ceres_ebaf_surface_v2.8 | W/m2 | 339.004 | 336.359 | 2.645 | 76.409 | 75.048 | 10.471 | 0.991 |
| FLDSC global ceres_ebaf_surface_v2.8 | W/m2 | 310.101 | 307.181 | 2.919 | 84.794 | 84.606 | 7.535 | 0.997 |
| FLNS global ceres_ebaf_surface_v2.8 | W/m2 | 50.21 | 52.51 | -2.3 | 19.705 | 18.668 | 9.138 | 0.895 |
| FLNSC global ceres_ebaf_surface_v2.8 | W/m2 | 78.643 | 82.031 | -3.389 | 17.573 | 18.632 | 9.667 | 0.877 |
| FSDS global ceres_ebaf_surface_v2.8 | W/m2 | 187.606 | 192.102 | -4.496 | 89.259 | 90.323 | 17.364 | 0.983 |
| FSDSC global ceres_ebaf_surface_v2.8 | W/m2 | 256.177 | 254.774 | 1.402 | 111.786 | 110.733 | 5.986 | 0.999 |
| FSNS global ceres_ebaf_surface_v2.8 | W/m2 | 162.627 | 166.084 | -3.456 | 84.815 | 85.474 | 16.204 | 0.983 |
| FSNSC global ceres_ebaf_surface_v2.8 | W/m2 | 224.912 | 223.19 | 1.722 | 111.976 | 109.681 | 9.566 | 0.997 |
| ALBEDO_SRF global ceres_ebaf_surface_v4.0 | dimensionless | 0.168 | 0.163 | 0.005 | 0.218 | 0.206 | 0.052 | 0.972 |
| SWCFSRF global ceres_ebaf_surface_v4.0 | W/m2 | -62.285 | -54.88 | -7.405 | 44.303 | 41.689 | 17.348 | 0.935 |
| LWCFSRF global ceres_ebaf_surface_v4.0 | W/m2 | 28.433 | 30.933 | -2.5 | 17.1 | 15.327 | 8.232 | 0.889 |
| NETCF_SRF global ceres_ebaf_surface_v4.0 | W/m2 | -33.852 | -23.947 | -9.905 | 40.803 | 38.375 | 17.828 | 0.932 |
| FLDS global ceres_ebaf_surface_v4.0 | W/m2 | 339.004 | 336.353 | 2.651 | 76.409 | 76.354 | 10.907 | 0.99 |
| FLDSC global ceres_ebaf_surface_v4.0 | W/m2 | 310.101 | 304.904 | 5.196 | 84.794 | 86.346 | 9.263 | 0.996 |
| FLNS global ceres_ebaf_surface_v4.0 | W/m2 | 50.21 | 53.293 | -3.083 | 19.705 | 17.766 | 9.556 | 0.889 |
| FLNSC global ceres_ebaf_surface_v4.0 | W/m2 | 78.643 | 84.226 | -5.583 | 17.573 | 18.336 | 10.006 | 0.894 |
| FSDS global ceres_ebaf_surface_v4.0 | W/m2 | 187.606 | 193.014 | -5.407 | 89.259 | 90.867 | 17.574 | 0.983 |
| FSDSC global ceres_ebaf_surface_v4.0 | W/m2 | 256.177 | 254.405 | 1.772 | 111.786 | 111.013 | 4.534 | 0.999 |
| FSNS global ceres_ebaf_surface_v4.0 | W/m2 | 162.627 | 167.643 | -5.015 | 84.815 | 86.417 | 16.241 | 0.984 |
| FSNSC global ceres_ebaf_surface_v4.0 | W/m2 | 224.912 | 222.523 | 2.389 | 111.976 | 109.67 | 8.642 | 0.997 |
| LHFLX global OAFlux | W/m2 | 80.89 | 89.093 | -8.204 | 61.668 | 47.03 | 25.102 | 0.927 |
| SHFLX global OAFlux | W/m2 | 19.485 | 11.45 | 8.035 | 23.333 | 18.031 | 14.133 | 0.727 |
| LHFLX global ERA-Interim | W/m2 | 80.89 | 81.794 | -0.904 | 61.668 | 57.798 | 17.226 | 0.961 |
| SHFLX global ERA-Interim | W/m2 | 19.485 | 15.815 | 3.67 | 23.333 | 22.29 | 11.657 | 0.883 |
| PSL global ERA-Interim | mbar | 1011.787 | 1011.442 | 0.345 | 12.892 | 8.707 | 5.603 | 0.939 |
| FSNS global ERA-Interim | W/m2 | 162.627 | 168.552 | -5.925 | 84.815 | 84.819 | 16.755 | 0.983 |
| FLNS global ERA-Interim | W/m2 | 50.21 | 55.504 | -5.295 | 19.705 | 19.429 | 10.313 | 0.898 |
| NET_FLUX_SRF global ERA-Interim | W/m2 | 12.043 | 15.438 | -3.396 | 83.268 | 88.76 | 23.319 | 0.966 |
| PRECT global ERA-Interim | mm/day | 2.789 | 2.895 | -0.106 | 3.02 | 2.715 | 1.799 | 0.809 |
| TMQ global ERA-Interim | kg/m2 | 24.971 | 23.315 | 1.656 | 15.802 | 15.449 | 2.746 | 0.99 |
| U-850mb global ERA-Interim | m/s | 1.501 | 1.068 | 0.433 | 6.421 | 5.79 | 2.398 | 0.929 |
| U-200mb global ERA-Interim | m/s | 18.067 | 16.982 | 1.085 | 14.005 | 14.754 | 5.327 | 0.936 |
| Z3-500mb global ERA-Interim | hectometer | 56.378 | 56.403 | -0.024 | 2.804 | 2.695 | 0.509 | 0.984 |
| OMEGA-200mb global ERA-Interim | mbar/day | 0.067 | 0.003 | 0.064 | 14.626 | 12.563 | 11.064 | 0.678 |
| OMEGA-500mb global ERA-Interim | mbar/day | -0.003 | 0.0 | -0.003 | 27.649 | 26.876 | 21.329 | 0.694 |
| OMEGA-850mb global ERA-Interim | mbar/day | -0.139 | 2.169 | -2.308 | 32.569 | 38.184 | 27.219 | 0.664 |
| T-850mb global ERA-Interim | K | 279.799 | 279.836 | -0.037 | 11.295 | 11.941 | 1.524 | 0.993 |
| T-200mb global ERA-Interim | K | 217.824 | 219.213 | -1.389 | 3.145 | 3.074 | 4.872 | -0.128 |
| TAUXY ocean ERA-Interim | N/m^2 | 0.085 | 0.071 | 0.014 | 0.066 | 0.05 | 0.049 | 0.696 |
| LHFLX global MERRA2 | W/m2 | 80.89 | 83.741 | -2.852 | 61.668 | 60.215 | 18.335 | 0.956 |
| SHFLX global MERRA2 | W/m2 | 19.485 | 17.32 | 2.165 | 23.333 | 25.013 | 10.877 | 0.905 |
| PSL global MERRA2 | mbar | 1011.787 | 1011.062 | 0.725 | 12.892 | 8.613 | 5.867 | 0.93 |
| FSNS global MERRA2 | W/m2 | 162.627 | 167.775 | -5.147 | 84.815 | 86.149 | 18.544 | 0.978 |
| FLNS global MERRA2 | W/m2 | 50.21 | 61.179 | -10.97 | 19.705 | 19.532 | 13.644 | 0.915 |
| NET_FLUX_SRF global MERRA2 | W/m2 | 12.043 | 5.534 | 6.509 | 83.268 | 80.747 | 25.715 | 0.954 |
| PRECT global MERRA2 | mm/day | 2.789 | 2.926 | -0.137 | 3.02 | 3.02 | 2.041 | 0.773 |
| TMQ global MERRA2 | kg/m2 | 24.971 | 23.701 | 1.27 | 15.802 | 15.936 | 2.685 | 0.989 |
| U-850mb global MERRA2 | m/s | 1.501 | 0.906 | 0.595 | 6.421 | 6.048 | 2.384 | 0.933 |
| U-200mb global MERRA2 | m/s | 18.067 | 17.331 | 0.736 | 14.005 | 14.558 | 5.229 | 0.935 |
| Z3-500mb global MERRA2 | hectometer | 56.378 | 56.371 | 0.007 | 2.804 | 2.69 | 0.516 | 0.983 |
| OMEGA-200mb global MERRA2 | mbar/day | 0.067 | -0.098 | 0.164 | 14.626 | 12.725 | 10.707 | 0.702 |
| OMEGA-500mb global MERRA2 | mbar/day | -0.003 | 0.056 | -0.059 | 27.649 | 28.136 | 22.221 | 0.683 |
| OMEGA-850mb global MERRA2 | mbar/day | -0.139 | 0.212 | -0.351 | 32.569 | 35.706 | 26.073 | 0.695 |
| T-850mb global MERRA2 | K | 279.799 | 275.644 | 4.155 | 11.295 | 30.504 | 15.257 | 0.614 |
| T-200mb global MERRA2 | K | 217.824 | 219.087 | -1.263 | 3.145 | 3.004 | 4.779 | -0.123 |
| TAUXY ocean MERRA2 | N/m^2 | 0.085 | 0.077 | 0.008 | 0.066 | 0.053 | 0.049 | 0.678 |
| TGCLDLWP_OCN global SSMI | g/m^2 | 81.644 | 93.988 | -12.345 | 42.313 | 28.235 | 24.171 | 0.802 |
| AODVIS global AOD_550 | dimensionless | 0.094 | 0.132 | -0.038 | 0.081 | 0.089 | 0.081 | 0.648 |
| TREFHT land ERA-Interim | DegC | 2.107 | 2.986 | -0.879 | 21.719 | 18.775 | 3.617 | 0.991 |
| TREFHT global ERA-Interim | DegC | 12.34 | 12.671 | -0.331 | 16.867 | 15.876 | 1.832 | 0.996 |
| TREFHT land MERRA2 | DegC | 2.107 | 2.434 | -0.327 | 21.719 | 19.309 | 3.324 | 0.99 |
| TREFHT global MERRA2 | DegC | 12.34 | 12.582 | -0.242 | 16.867 | 16.076 | 1.81 | 0.995 |
| PminusE global GPCP_OAFLux | mm/day | -0.003 | -0.183 | 0.18 | 3.014 | 2.551 | 2.0 | 0.809 |
| PminusE global COREv2_Flux | mm/day | -0.004 | -0.332 | 0.328 | 3.126 | 2.422 | 2.153 | 0.784 |