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 | 2.825 | 2.675 | 0.151 | 2.378 | 1.922 | 1.28 | 0.846 |
PRECT global GPCP_v2.3 | mm/day | 2.825 | 2.69 | 0.135 | 2.378 | 1.934 | 1.275 | 0.847 |
TREFHT land_60S90N CRU | DegC | 13.015 | 11.368 | 1.647 | 13.61 | 12.573 | 2.959 | 0.978 |
SST global HadISST_CL | degC | 20.054 | 20.106 | -0.052 | 8.382 | 8.32 | 0.215 | 1.0 |
SST global HadISST_PI | degC | 20.054 | 19.694 | 0.36 | 8.382 | 8.299 | 0.492 | 0.999 |
SST global HadISST_PD | degC | 20.054 | 20.194 | -0.14 | 8.382 | 8.339 | 0.301 | 1.0 |
SOLIN global ceres_ebaf_toa_v2.8 | W/m2 | 340.37 | 340.106 | 0.264 | 72.724 | 72.813 | 0.55 | 1.0 |
ALBEDO global ceres_ebaf_toa_v2.8 | dimensionless | 0.324 | 0.315 | 0.009 | 0.115 | 0.119 | 0.034 | 0.961 |
ALBEDOC global ceres_ebaf_toa_v2.8 | dimensionless | 0.166 | 0.173 | -0.006 | 0.125 | 0.124 | 0.02 | 0.988 |
RESTOM global ceres_ebaf_toa_v2.8 | W/m2 | 1.999 | 0.818 | 1.182 | 54.86 | 56.026 | 10.303 | 0.983 |
FLUT global ceres_ebaf_toa_v2.8 | W/m2 | 235.304 | 239.719 | -4.415 | 28.323 | 29.653 | 8.551 | 0.969 |
FLUTC global ceres_ebaf_toa_v2.8 | W/m2 | 262.246 | 265.698 | -3.453 | 30.985 | 29.966 | 5.115 | 0.993 |
FSNTOA global ceres_ebaf_toa_v2.8 | W/m2 | 237.187 | 240.537 | -3.35 | 77.202 | 79.965 | 12.239 | 0.989 |
FSNTOAC global ceres_ebaf_toa_v2.8 | W/m2 | 289.951 | 287.666 | 2.285 | 84.039 | 83.955 | 6.091 | 0.998 |
SWCF global ceres_ebaf_toa_v2.8 | W/m2 | -52.763 | -47.129 | -5.634 | 23.232 | 20.338 | 13.073 | 0.862 |
LWCF global ceres_ebaf_toa_v2.8 | W/m2 | 26.941 | 25.98 | 0.962 | 13.315 | 11.074 | 7.017 | 0.853 |
NETCF global ceres_ebaf_toa_v2.8 | W/m2 | -25.822 | -21.15 | -4.673 | 15.648 | 14.904 | 11.273 | 0.776 |
SOLIN global ceres_ebaf_toa_v4.0 | W/m2 | 340.37 | 340.274 | 0.096 | 72.724 | 72.713 | 0.231 | 1.0 |
ALBEDO global ceres_ebaf_toa_v4.0 | dimensionless | 0.324 | 0.314 | 0.01 | 0.115 | 0.12 | 0.035 | 0.961 |
ALBEDOC global ceres_ebaf_toa_v4.0 | dimensionless | 0.166 | 0.175 | -0.008 | 0.125 | 0.122 | 0.02 | 0.989 |
RESTOM global ceres_ebaf_toa_v4.0 | W/m2 | 1.999 | 0.858 | 1.141 | 54.86 | 55.939 | 10.263 | 0.983 |
FLUT global ceres_ebaf_toa_v4.0 | W/m2 | 235.304 | 240.257 | -4.953 | 28.323 | 29.716 | 8.96 | 0.968 |
FLUTC global ceres_ebaf_toa_v4.0 | W/m2 | 262.246 | 268.248 | -6.003 | 30.985 | 31.224 | 6.809 | 0.995 |
FSNTOA global ceres_ebaf_toa_v4.0 | W/m2 | 237.187 | 241.115 | -3.928 | 77.202 | 80.06 | 12.33 | 0.99 |
FSNTOAC global ceres_ebaf_toa_v4.0 | W/m2 | 289.951 | 286.921 | 3.03 | 84.039 | 82.849 | 6.192 | 0.998 |
SWCF global ceres_ebaf_toa_v4.0 | W/m2 | -52.763 | -45.806 | -6.958 | 23.232 | 20.366 | 14.26 | 0.845 |
LWCF global ceres_ebaf_toa_v4.0 | W/m2 | 26.941 | 27.991 | -1.05 | 13.315 | 12.218 | 6.415 | 0.881 |
NETCF global ceres_ebaf_toa_v4.0 | W/m2 | -25.822 | -17.814 | -8.008 | 15.648 | 14.883 | 13.331 | 0.757 |
ALBEDO_SRF global ceres_ebaf_surface_v2.8 | dimensionless | 0.146 | 0.148 | -0.002 | 0.181 | 0.174 | 0.029 | 0.987 |
SWCFSRF global ceres_ebaf_surface_v2.8 | W/m2 | -58.648 | -51.993 | -6.655 | 25.01 | 21.724 | 14.969 | 0.844 |
LWCFSRF global ceres_ebaf_surface_v2.8 | W/m2 | 28.04 | 28.865 | -0.824 | 16.055 | 16.648 | 8.396 | 0.87 |
NETCF_SRF global ceres_ebaf_surface_v2.8 | W/m2 | -30.608 | -23.128 | -7.479 | 24.486 | 22.187 | 13.312 | 0.893 |
FLDS global ceres_ebaf_surface_v2.8 | W/m2 | 346.661 | 345.438 | 1.224 | 66.758 | 64.366 | 8.85 | 0.992 |
FLDSC global ceres_ebaf_surface_v2.8 | W/m2 | 317.353 | 316.685 | 0.669 | 77.649 | 76.011 | 6.268 | 0.997 |
FLNS global ceres_ebaf_surface_v2.8 | W/m2 | 51.411 | 53.189 | -1.778 | 18.762 | 17.818 | 8.011 | 0.91 |
FLNSC global ceres_ebaf_surface_v2.8 | W/m2 | 79.451 | 82.053 | -2.602 | 16.365 | 17.844 | 8.269 | 0.898 |
FSDS global ceres_ebaf_surface_v2.8 | W/m2 | 181.14 | 186.646 | -5.505 | 55.819 | 54.918 | 15.466 | 0.966 |
FSDSC global ceres_ebaf_surface_v2.8 | W/m2 | 246.218 | 244.231 | 1.987 | 50.42 | 50.029 | 6.06 | 0.994 |
FSNS global ceres_ebaf_surface_v2.8 | W/m2 | 158.3 | 162.553 | -4.254 | 61.24 | 61.411 | 13.708 | 0.977 |
FSNSC global ceres_ebaf_surface_v2.8 | W/m2 | 216.947 | 214.546 | 2.401 | 66.458 | 65.479 | 7.805 | 0.994 |
ALBEDO_SRF global ceres_ebaf_surface_v4.0 | dimensionless | 0.146 | 0.144 | 0.002 | 0.181 | 0.173 | 0.029 | 0.988 |
SWCFSRF global ceres_ebaf_surface_v4.0 | W/m2 | -58.648 | -50.235 | -8.413 | 25.01 | 22.065 | 15.779 | 0.846 |
LWCFSRF global ceres_ebaf_surface_v4.0 | W/m2 | 28.04 | 30.068 | -2.028 | 16.055 | 14.599 | 6.761 | 0.916 |
NETCF_SRF global ceres_ebaf_surface_v4.0 | W/m2 | -30.608 | -20.167 | -10.441 | 24.486 | 20.222 | 15.345 | 0.891 |
FLDS global ceres_ebaf_surface_v4.0 | W/m2 | 346.661 | 345.276 | 1.386 | 66.758 | 66.182 | 8.681 | 0.992 |
FLDSC global ceres_ebaf_surface_v4.0 | W/m2 | 317.353 | 314.465 | 2.889 | 77.649 | 77.533 | 6.694 | 0.997 |
FLNS global ceres_ebaf_surface_v4.0 | W/m2 | 51.411 | 53.408 | -1.997 | 18.762 | 17.334 | 8.322 | 0.903 |
FLNSC global ceres_ebaf_surface_v4.0 | W/m2 | 79.451 | 83.476 | -4.025 | 16.365 | 17.747 | 7.74 | 0.928 |
FSDS global ceres_ebaf_surface_v4.0 | W/m2 | 181.14 | 187.215 | -6.074 | 55.819 | 55.294 | 15.523 | 0.967 |
FSDSC global ceres_ebaf_surface_v4.0 | W/m2 | 246.218 | 243.862 | 2.356 | 50.42 | 48.151 | 5.106 | 0.997 |
FSNS global ceres_ebaf_surface_v4.0 | W/m2 | 158.3 | 163.889 | -5.589 | 61.24 | 61.722 | 13.876 | 0.979 |
FSNSC global ceres_ebaf_surface_v4.0 | W/m2 | 216.947 | 214.124 | 2.824 | 66.458 | 64.023 | 7.186 | 0.996 |
LHFLX global OAFlux | W/m2 | 81.85 | 89.898 | -8.048 | 54.746 | 40.19 | 21.843 | 0.942 |
SHFLX global OAFlux | W/m2 | 21.612 | 9.934 | 11.678 | 19.452 | 8.054 | 13.074 | 0.362 |
LHFLX global ERA-Interim | W/m2 | 81.85 | 83.171 | -1.321 | 54.746 | 50.134 | 13.555 | 0.971 |
SHFLX global ERA-Interim | W/m2 | 21.612 | 17.459 | 4.152 | 19.452 | 16.689 | 10.418 | 0.871 |
PSL global ERA-Interim | mbar | 1011.647 | 1011.302 | 0.345 | 10.239 | 8.138 | 2.832 | 0.979 |
FSNS global ERA-Interim | W/m2 | 158.3 | 163.728 | -5.428 | 61.24 | 58.892 | 14.135 | 0.977 |
FLNS global ERA-Interim | W/m2 | 51.411 | 56.192 | -4.781 | 18.762 | 18.079 | 9.313 | 0.907 |
NET_FLUX_SRF global ERA-Interim | W/m2 | 3.427 | 6.905 | -3.478 | 29.332 | 27.082 | 15.423 | 0.861 |
PRECT global ERA-Interim | mm/day | 2.825 | 2.925 | -0.1 | 2.435 | 2.273 | 1.216 | 0.87 |
TMQ global ERA-Interim | kg/m2 | 25.981 | 24.41 | 1.572 | 14.644 | 14.296 | 2.368 | 0.993 |
U-850mb global ERA-Interim | m/s | 1.611 | 1.097 | 0.514 | 5.776 | 5.394 | 1.487 | 0.97 |
U-200mb global ERA-Interim | m/s | 16.863 | 15.687 | 1.176 | 12.155 | 12.309 | 3.417 | 0.966 |
Z3-500mb global ERA-Interim | hectometer | 56.605 | 56.618 | -0.014 | 2.714 | 2.574 | 0.276 | 0.996 |
OMEGA-200mb global ERA-Interim | mbar/day | 0.071 | 0.002 | 0.068 | 11.102 | 9.242 | 7.861 | 0.716 |
OMEGA-500mb global ERA-Interim | mbar/day | -0.007 | 0.0 | -0.007 | 20.691 | 20.325 | 14.143 | 0.762 |
OMEGA-850mb global ERA-Interim | mbar/day | -0.21 | 2.55 | -2.76 | 26.97 | 36.544 | 20.555 | 0.723 |
T-850mb global ERA-Interim | K | 281.265 | 281.125 | 0.14 | 9.907 | 10.89 | 1.047 | 0.995 |
T-200mb global ERA-Interim | K | 217.626 | 218.818 | -1.193 | 3.949 | 2.015 | 2.65 | 0.883 |
TAUXY ocean ERA-Interim | N/m^2 | 0.078 | 0.067 | 0.011 | 0.061 | 0.051 | 0.026 | 0.925 |
LHFLX global MERRA2 | W/m2 | 81.85 | 84.373 | -2.523 | 54.746 | 51.993 | 14.819 | 0.964 |
SHFLX global MERRA2 | W/m2 | 21.612 | 18.961 | 2.65 | 19.452 | 20.516 | 9.739 | 0.891 |
PSL global MERRA2 | mbar | 1011.647 | 1010.9 | 0.746 | 10.239 | 8.311 | 3.244 | 0.963 |
FSNS global MERRA2 | W/m2 | 158.3 | 164.067 | -5.768 | 61.24 | 61.887 | 15.63 | 0.972 |
FLNS global MERRA2 | W/m2 | 51.411 | 62.112 | -10.701 | 18.762 | 17.805 | 12.674 | 0.932 |
NET_FLUX_SRF global MERRA2 | W/m2 | 3.427 | -1.379 | 4.806 | 29.332 | 27.095 | 16.951 | 0.837 |
PRECT global MERRA2 | mm/day | 2.825 | 2.953 | -0.128 | 2.435 | 2.535 | 1.611 | 0.792 |
TMQ global MERRA2 | kg/m2 | 25.981 | 24.943 | 1.038 | 14.644 | 14.808 | 2.118 | 0.992 |
U-850mb global MERRA2 | m/s | 1.611 | 0.94 | 0.671 | 5.776 | 5.634 | 1.567 | 0.969 |
U-200mb global MERRA2 | m/s | 16.863 | 16.088 | 0.775 | 12.155 | 11.964 | 3.259 | 0.966 |
Z3-500mb global MERRA2 | hectometer | 56.605 | 56.597 | 0.008 | 2.714 | 2.569 | 0.278 | 0.996 |
OMEGA-200mb global MERRA2 | mbar/day | 0.071 | -0.1 | 0.17 | 11.102 | 9.257 | 7.582 | 0.737 |
OMEGA-500mb global MERRA2 | mbar/day | -0.007 | 0.05 | -0.057 | 20.691 | 21.513 | 15.708 | 0.724 |
OMEGA-850mb global MERRA2 | mbar/day | -0.21 | 0.173 | -0.383 | 26.97 | 31.038 | 20.403 | 0.733 |
T-850mb global MERRA2 | K | 281.265 | 277.114 | 4.151 | 9.907 | 29.707 | 14.987 | 0.546 |
T-200mb global MERRA2 | K | 217.626 | 218.64 | -1.014 | 3.949 | 2.071 | 2.494 | 0.898 |
TAUXY ocean MERRA2 | N/m^2 | 0.078 | 0.072 | 0.006 | 0.061 | 0.054 | 0.024 | 0.927 |
TGCLDLWP_OCN global SSMI | g/m^2 | 79.477 | 95.636 | -16.159 | 38.71 | 24.473 | 21.915 | 0.836 |
AODVIS global AOD_550 | dimensionless | 0.112 | 0.132 | -0.02 | 0.082 | 0.089 | 0.056 | 0.819 |
TREFHT land ERA-Interim | DegC | 7.681 | 7.908 | -0.227 | 21.177 | 17.574 | 3.843 | 0.992 |
TREFHT global ERA-Interim | DegC | 14.087 | 14.411 | -0.324 | 15.431 | 14.105 | 1.895 | 0.996 |
TREFHT land MERRA2 | DegC | 7.681 | 7.426 | 0.255 | 21.177 | 18.339 | 3.036 | 0.994 |
TREFHT global MERRA2 | DegC | 14.087 | 14.339 | -0.252 | 15.431 | 14.435 | 1.566 | 0.997 |
PminusE global GPCP_OAFLux | mm/day | -0.0 | -0.132 | 0.132 | 2.384 | 2.166 | 1.282 | 0.882 |
PminusE global COREv2_Flux | mm/day | -0.0 | -0.279 | 0.279 | 2.452 | 2.02 | 1.453 | 0.853 |