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 | 5.0 | 2.677 | 2.323 | 3.434 | 2.156 | 3.992 | 0.399 |
| PRECT global GPCP_v2.3 | mm/day | 5.0 | 2.699 | 2.301 | 3.434 | 2.191 | 3.976 | 0.404 |
| SST global HadISST_CL | degC | -273.15 | 19.946 | -293.096 | 0.0 | 8.303 | 293.214 | nan |
| SST global HadISST_PI | degC | -273.15 | 19.577 | -292.727 | 0.0 | 8.271 | 292.844 | nan |
| SST global HadISST_PD | degC | -273.15 | 20.008 | -293.158 | 0.0 | 8.328 | 293.277 | nan |
| SOLIN global ceres_ebaf_toa_v4.1 | W/m2 | 351.405 | 350.419 | 0.986 | 155.683 | 146.482 | 14.207 | 0.997 |
| ALBEDO global ceres_ebaf_toa_v4.1 | dimensionless | 0.519 | 0.348 | 0.171 | 0.066 | 0.215 | 0.231 | 0.308 |
| ALBEDOC global ceres_ebaf_toa_v4.1 | dimensionless | 0.233 | 0.212 | 0.021 | 0.182 | 0.218 | 0.114 | 0.806 |
| RESTOM global ceres_ebaf_toa_v4.1 | W/m2 | -28.955 | 7.88 | -36.835 | 65.476 | 95.378 | 75.178 | 0.728 |
| FLUT global ceres_ebaf_toa_v4.1 | W/m2 | 200.529 | 237.444 | -36.915 | 42.249 | 32.018 | 46.501 | 0.743 |
| FLUTC global ceres_ebaf_toa_v4.1 | W/m2 | 172.11 | 263.273 | -91.163 | 42.949 | 32.25 | 93.056 | 0.915 |
| FSNTOA global ceres_ebaf_toa_v4.1 | W/m2 | 171.448 | 245.324 | -73.876 | 82.348 | 116.45 | 93.324 | 0.891 |
| FSNTOAC global ceres_ebaf_toa_v4.1 | W/m2 | 283.948 | 294.552 | -10.604 | 148.962 | 137.328 | 34.267 | 0.977 |
| SWCF global ceres_ebaf_toa_v4.1 | W/m2 | -112.5 | -49.228 | -63.272 | 75.749 | 35.542 | 88.643 | 0.584 |
| LWCF global ceres_ebaf_toa_v4.1 | W/m2 | -28.419 | 25.829 | -54.249 | 23.723 | 13.599 | 60.427 | 0.061 |
| NETCF global ceres_ebaf_toa_v4.1 | W/m2 | -140.92 | -23.399 | -117.521 | 73.69 | 32.087 | 131.858 | 0.61 |
| SOLIN global ceres_ebaf_toa_v4.0 | W/m2 | 351.405 | 350.432 | 0.973 | 155.683 | 146.504 | 14.181 | 0.997 |
| ALBEDO global ceres_ebaf_toa_v4.0 | dimensionless | 0.519 | 0.35 | 0.169 | 0.066 | 0.222 | 0.231 | 0.307 |
| ALBEDOC global ceres_ebaf_toa_v4.0 | dimensionless | 0.233 | 0.211 | 0.021 | 0.182 | 0.218 | 0.115 | 0.805 |
| RESTOM global ceres_ebaf_toa_v4.0 | W/m2 | -28.955 | 7.819 | -36.774 | 65.476 | 95.336 | 75.187 | 0.727 |
| FLUT global ceres_ebaf_toa_v4.0 | W/m2 | 200.529 | 237.365 | -36.836 | 42.249 | 32.106 | 46.431 | 0.743 |
| FLUTC global ceres_ebaf_toa_v4.0 | W/m2 | 172.11 | 265.24 | -93.13 | 42.949 | 34.294 | 94.8 | 0.919 |
| FSNTOA global ceres_ebaf_toa_v4.0 | W/m2 | 171.448 | 245.184 | -73.736 | 82.348 | 116.497 | 93.301 | 0.89 |
| FSNTOAC global ceres_ebaf_toa_v4.0 | W/m2 | 283.948 | 294.852 | -10.904 | 148.962 | 137.626 | 34.338 | 0.977 |
| SWCF global ceres_ebaf_toa_v4.0 | W/m2 | -112.5 | -49.668 | -62.832 | 75.749 | 35.891 | 88.226 | 0.587 |
| LWCF global ceres_ebaf_toa_v4.0 | W/m2 | -28.419 | 27.875 | -56.295 | 23.723 | 15.289 | 62.553 | 0.073 |
| NETCF global ceres_ebaf_toa_v4.0 | W/m2 | -140.92 | -21.792 | -119.127 | 73.69 | 32.025 | 133.857 | 0.578 |
| ALBEDO_SRF global ceres_ebaf_surface_v4.1 | dimensionless | 0.251 | 0.161 | 0.089 | 0.26 | 0.195 | 0.179 | 0.806 |
| SWCFSRF global ceres_ebaf_surface_v4.1 | W/m2 | -133.922 | -52.806 | -81.116 | 86.971 | 39.336 | 107.595 | 0.601 |
| LWCFSRF global ceres_ebaf_surface_v4.1 | W/m2 | -34.378 | 28.227 | -62.605 | 56.519 | 14.378 | 79.41 | 0.624 |
| NETCF_SRF global ceres_ebaf_surface_v4.1 | W/m2 | -168.3 | -24.579 | -143.721 | 136.051 | 37.678 | 183.676 | 0.668 |
| FLDS global ceres_ebaf_surface_v4.1 | W/m2 | 168.671 | 336.518 | -167.846 | 33.562 | 75.265 | 180.011 | 0.507 |
| FLDSC global ceres_ebaf_surface_v4.1 | W/m2 | 165.89 | 308.563 | -142.673 | 61.507 | 83.795 | 146.083 | 0.953 |
| FLNS global ceres_ebaf_surface_v4.1 | W/m2 | -131.512 | 53.333 | -184.845 | 33.562 | 16.567 | 189.039 | -0.15 |
| FLNSC global ceres_ebaf_surface_v4.1 | W/m2 | -165.89 | 81.56 | -247.45 | 61.507 | 16.06 | 253.807 | 0.433 |
| FSDS global ceres_ebaf_surface_v4.1 | W/m2 | 111.283 | 192.707 | -81.424 | 73.956 | 89.863 | 111.402 | 0.584 |
| FSDSC global ceres_ebaf_surface_v4.1 | W/m2 | 261.943 | 251.536 | 10.407 | 119.825 | 110.055 | 18.2 | 0.995 |
| FSNS global ceres_ebaf_surface_v4.1 | W/m2 | 78.956 | 167.483 | -88.527 | 46.16 | 85.489 | 110.398 | 0.645 |
| FSNSC global ceres_ebaf_surface_v4.1 | W/m2 | 212.878 | 220.289 | -7.411 | 120.234 | 107.96 | 32.503 | 0.967 |
| ALBEDO_SRF global ceres_ebaf_surface_v4.0 | dimensionless | 0.251 | 0.163 | 0.088 | 0.26 | 0.196 | 0.179 | 0.806 |
| SWCFSRF global ceres_ebaf_surface_v4.0 | W/m2 | -133.922 | -54.883 | -79.039 | 86.971 | 40.406 | 105.883 | 0.602 |
| LWCFSRF global ceres_ebaf_surface_v4.0 | W/m2 | -34.378 | 30.947 | -65.325 | 56.519 | 14.805 | 81.739 | 0.597 |
| NETCF_SRF global ceres_ebaf_surface_v4.0 | W/m2 | -168.3 | -23.936 | -144.365 | 136.051 | 37.291 | 184.155 | 0.673 |
| FLDS global ceres_ebaf_surface_v4.0 | W/m2 | 168.671 | 336.272 | -167.6 | 33.562 | 75.404 | 179.825 | 0.507 |
| FLDSC global ceres_ebaf_surface_v4.0 | W/m2 | 165.89 | 304.808 | -138.918 | 61.507 | 85.43 | 142.749 | 0.952 |
| FLNS global ceres_ebaf_surface_v4.0 | W/m2 | -131.512 | 53.286 | -184.798 | 33.562 | 16.48 | 188.995 | -0.154 |
| FLNSC global ceres_ebaf_surface_v4.0 | W/m2 | -165.89 | 84.233 | -250.123 | 61.507 | 17.018 | 256.652 | 0.365 |
| FSDS global ceres_ebaf_surface_v4.0 | W/m2 | 111.283 | 192.96 | -81.677 | 73.956 | 89.928 | 111.659 | 0.583 |
| FSDSC global ceres_ebaf_surface_v4.0 | W/m2 | 261.943 | 254.357 | 7.585 | 119.825 | 110.816 | 15.659 | 0.996 |
| FSNS global ceres_ebaf_surface_v4.0 | W/m2 | 78.956 | 167.572 | -88.616 | 46.16 | 85.63 | 110.632 | 0.642 |
| FSNSC global ceres_ebaf_surface_v4.0 | W/m2 | 212.878 | 222.455 | -9.577 | 120.234 | 108.889 | 33.012 | 0.967 |
| LHFLX global OAFlux | kg/m2/s | 70.095 | 78.061 | -7.967 | 54.814 | 47.937 | 44.227 | 0.606 |
| SHFLX global OAFlux | W/m2 | 34.379 | 10.113 | 24.266 | 30.28 | 15.033 | 39.556 | 0.501 |
| LHFLX global ERA-Interim | kg/m2/s | 70.095 | 81.745 | -11.65 | 54.814 | 55.365 | 44.231 | 0.7 |
| SHFLX global ERA-Interim | W/m2 | 34.379 | 15.808 | 18.571 | 30.28 | 19.67 | 38.183 | 0.16 |
| PSL global ERA-Interim | mbar | 1015.791 | 1011.439 | 4.353 | 14.021 | 8.575 | 12.312 | 0.572 |
| FSNS global ERA-Interim | W/m2 | 78.956 | 168.488 | -89.532 | 46.16 | 83.89 | 108.768 | 0.691 |
| FLNS global ERA-Interim | W/m2 | -131.512 | 55.498 | -187.01 | 33.562 | 18.358 | 191.408 | -0.163 |
| NET_FLUX_SRF global ERA-Interim | W/m2 | 105.997 | 15.437 | 90.56 | 80.66 | 85.505 | 123.813 | 0.485 |
| PRECT global ERA-Interim | mm/day | 5.0 | 2.893 | 2.106 | 3.434 | 2.531 | 3.749 | 0.494 |
| TMQ global ERA-Interim | kg/m2 | 19.177 | 23.299 | -4.122 | 14.104 | 15.224 | 7.843 | 0.899 |
| U-850mb global ERA-Interim | m/s | 1.579 | 1.072 | 0.507 | 5.751 | 5.616 | 4.271 | 0.724 |
| U-200mb global ERA-Interim | m/s | 21.953 | 16.984 | 4.969 | 12.839 | 14.419 | 9.886 | 0.809 |
| Z3-500mb global ERA-Interim | hectometer | 54.513 | 56.4 | -1.887 | 3.327 | 2.682 | 2.117 | 0.972 |
| OMEGA-200mb global ERA-Interim | mbar/day | 0.012 | 0.003 | 0.008 | 15.925 | 11.601 | 16.672 | 0.298 |
| OMEGA-500mb global ERA-Interim | mbar/day | -0.029 | 0.001 | -0.03 | 31.228 | 22.635 | 33.025 | 0.281 |
| OMEGA-850mb global ERA-Interim | mbar/day | 0.366 | 2.175 | -1.809 | 22.974 | 24.79 | 31.117 | 0.126 |
| T-850mb global ERA-Interim | K | 270.398 | 279.822 | -9.425 | 17.51 | 11.88 | 12.55 | 0.928 |
| T-200mb global ERA-Interim | K | 213.059 | 219.213 | -6.154 | 1.845 | 3.042 | 6.656 | 0.554 |
| TAUXY ocean ERA-Interim | N/m^2 | 0.061 | 0.067 | -0.005 | 0.057 | 0.05 | 0.072 | 0.111 |
| LHFLX global MERRA2 | kg/m2/s | 70.095 | 83.691 | -13.596 | 54.814 | 57.535 | 46.281 | 0.691 |
| SHFLX global MERRA2 | W/m2 | 34.379 | 17.315 | 17.065 | 30.28 | 21.942 | 40.969 | 0.008 |
| PSL global MERRA2 | mbar | 1015.791 | 1011.058 | 4.734 | 14.021 | 8.485 | 13.042 | 0.508 |
| FSNS global MERRA2 | W/m2 | 78.956 | 167.703 | -88.747 | 46.16 | 85.346 | 111.716 | 0.611 |
| FLNS global MERRA2 | W/m2 | -131.512 | 61.171 | -192.682 | 33.562 | 18.433 | 197.352 | -0.287 |
| NET_FLUX_SRF global MERRA2 | W/m2 | 105.997 | 5.527 | 100.47 | 80.66 | 77.162 | 129.168 | 0.472 |
| PRECT global MERRA2 | mm/day | 5.0 | 2.925 | 2.075 | 3.434 | 2.648 | 3.996 | 0.393 |
| TMQ global MERRA2 | kg/m2 | 19.177 | 23.685 | -4.507 | 14.104 | 15.709 | 8.394 | 0.893 |
| U-850mb global MERRA2 | m/s | 1.579 | 0.895 | 0.684 | 5.751 | 5.824 | 4.422 | 0.717 |
| U-200mb global MERRA2 | m/s | 21.953 | 17.333 | 4.62 | 12.839 | 14.23 | 9.654 | 0.809 |
| Z3-500mb global MERRA2 | hectometer | 54.513 | 56.368 | -1.855 | 3.327 | 2.677 | 2.088 | 0.972 |
| OMEGA-200mb global MERRA2 | mbar/day | 0.012 | -0.097 | 0.109 | 15.925 | 11.794 | 17.474 | 0.233 |
| OMEGA-500mb global MERRA2 | mbar/day | -0.029 | 0.057 | -0.086 | 31.228 | 22.927 | 34.017 | 0.24 |
| OMEGA-850mb global MERRA2 | mbar/day | 0.366 | 0.211 | 0.155 | 22.974 | 23.117 | 31.318 | 0.08 |
| T-850mb global MERRA2 | K | 270.398 | 270.902 | -0.505 | 17.51 | 37.038 | 24.028 | 0.568 |
| T-200mb global MERRA2 | K | 213.059 | 219.087 | -6.028 | 1.845 | 2.975 | 6.505 | 0.572 |
| TAUXY ocean MERRA2 | N/m^2 | 0.061 | 0.074 | -0.013 | 0.057 | 0.052 | 0.075 | 0.102 |
| TGCLDLWP_OCN global SSMI | g/m^2 | 259.045 | 76.104 | 182.941 | 91.401 | 38.482 | 197.835 | -0.262 |
| AODVIS global AOD_550 | dimensionless | 0.099 | 0.132 | -0.033 | 0.09 | 0.086 | 0.081 | 0.649 |
| TREFHT land ERA-Interim | DegC | -45.231 | 2.518 | -47.75 | 24.662 | 15.863 | 50.324 | 0.853 |
| TREFHT global ERA-Interim | DegC | -4.599 | 12.653 | -17.253 | 30.504 | 15.718 | 26.15 | 0.825 |
| TREFHT land MERRA2 | DegC | -45.231 | 2.064 | -47.295 | 24.662 | 16.156 | 49.845 | 0.857 |
| TREFHT global MERRA2 | DegC | -4.599 | 12.565 | -17.164 | 30.504 | 15.897 | 25.955 | 0.829 |
| PminusE global GPCP_OAFLux | mm/day | 2.577 | -0.151 | 2.728 | 2.802 | 2.062 | 4.401 | 0.139 |
| PminusE global COREv2_Flux | mm/day | 2.577 | -0.294 | 2.871 | 2.802 | 2.106 | 4.405 | 0.179 |