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 | 2.894 | 2.707 | 0.187 | 3.427 | 2.489 | 2.289 | 0.746 |
PRECT global GPCP_v2.3 | mm/day | 2.894 | 2.715 | 0.179 | 3.427 | 2.517 | 2.313 | 0.74 |
TREFHT land_60S90N CRU | DegC | 20.371 | 17.324 | 3.047 | 8.843 | 9.225 | 3.382 | 0.939 |
SST global HadISST_CL | degC | 19.928 | 20.004 | -0.076 | 8.517 | 8.458 | 0.355 | 0.999 |
SST global HadISST_PI | degC | 19.99 | 19.621 | 0.37 | 8.456 | 8.422 | 0.575 | 0.999 |
SST global HadISST_PD | degC | 19.928 | 20.105 | -0.176 | 8.517 | 8.479 | 0.446 | 0.999 |
SOLIN global ceres_ebaf_toa_v2.8 | W/m2 | 330.484 | 330.092 | 0.392 | 139.636 | 138.952 | 1.179 | 1.0 |
ALBEDO global ceres_ebaf_toa_v2.8 | dimensionless | 0.332 | 0.329 | 0.003 | 0.123 | 0.196 | 0.137 | 0.719 |
ALBEDOC global ceres_ebaf_toa_v2.8 | dimensionless | 0.172 | 0.186 | -0.014 | 0.123 | 0.165 | 0.081 | 0.885 |
RESTOM global ceres_ebaf_toa_v2.8 | W/m2 | -8.213 | -7.589 | -0.624 | 85.205 | 86.394 | 14.823 | 0.985 |
FLUT global ceres_ebaf_toa_v2.8 | W/m2 | 238.016 | 243.358 | -5.342 | 35.255 | 35.349 | 12.74 | 0.946 |
FLUTC global ceres_ebaf_toa_v2.8 | W/m2 | 265.544 | 269.388 | -3.844 | 32.812 | 31.981 | 6.412 | 0.988 |
FSNTOA global ceres_ebaf_toa_v2.8 | W/m2 | 229.698 | 235.769 | -6.072 | 105.474 | 107.478 | 19.39 | 0.985 |
FSNTOAC global ceres_ebaf_toa_v2.8 | W/m2 | 283.455 | 280.603 | 2.852 | 124.134 | 123.09 | 7.841 | 0.998 |
SWCF global ceres_ebaf_toa_v2.8 | W/m2 | -53.757 | -44.834 | -8.924 | 38.863 | 30.068 | 21.054 | 0.877 |
LWCF global ceres_ebaf_toa_v2.8 | W/m2 | 27.528 | 26.029 | 1.498 | 17.796 | 14.532 | 10.493 | 0.812 |
NETCF global ceres_ebaf_toa_v2.8 | W/m2 | -26.23 | -18.804 | -7.425 | 33.112 | 26.892 | 17.815 | 0.874 |
SOLIN global ceres_ebaf_toa_v4.0 | W/m2 | 330.484 | 330.398 | 0.086 | 139.636 | 139.065 | 0.865 | 1.0 |
ALBEDO global ceres_ebaf_toa_v4.0 | dimensionless | 0.332 | 0.329 | 0.004 | 0.123 | 0.205 | 0.15 | 0.69 |
ALBEDOC global ceres_ebaf_toa_v4.0 | dimensionless | 0.172 | 0.206 | -0.035 | 0.123 | 0.326 | 0.264 | 0.662 |
RESTOM global ceres_ebaf_toa_v4.0 | W/m2 | -8.213 | -7.604 | -0.609 | 85.205 | 86.619 | 14.593 | 0.986 |
FLUT global ceres_ebaf_toa_v4.0 | W/m2 | 238.016 | 243.914 | -5.898 | 35.255 | 35.369 | 13.036 | 0.946 |
FLUTC global ceres_ebaf_toa_v4.0 | W/m2 | 265.544 | 271.747 | -6.203 | 32.812 | 33.17 | 7.516 | 0.992 |
FSNTOA global ceres_ebaf_toa_v4.0 | W/m2 | 229.698 | 236.311 | -6.613 | 105.474 | 107.749 | 19.47 | 0.985 |
FSNTOAC global ceres_ebaf_toa_v4.0 | W/m2 | 283.455 | 280.241 | 3.214 | 124.134 | 122.412 | 7.067 | 0.999 |
SWCF global ceres_ebaf_toa_v4.0 | W/m2 | -53.757 | -43.931 | -9.827 | 38.863 | 30.328 | 21.922 | 0.868 |
LWCF global ceres_ebaf_toa_v4.0 | W/m2 | 27.528 | 27.833 | -0.305 | 17.796 | 15.469 | 9.731 | 0.838 |
NETCF global ceres_ebaf_toa_v4.0 | W/m2 | -26.23 | -16.098 | -10.132 | 33.112 | 26.524 | 18.95 | 0.879 |
ALBEDO_SRF global ceres_ebaf_surface_v2.8 | dimensionless | 0.143 | 0.142 | 0.001 | 0.184 | 0.562 | 0.184 | 0.659 |
SWCFSRF global ceres_ebaf_surface_v2.8 | W/m2 | -59.3 | -49.277 | -10.023 | 43.532 | 32.487 | 24.429 | 0.868 |
LWCFSRF global ceres_ebaf_surface_v2.8 | W/m2 | 27.901 | 28.075 | -0.175 | 17.458 | 17.648 | 11.823 | 0.773 |
NETCF_SRF global ceres_ebaf_surface_v2.8 | W/m2 | -31.399 | -21.202 | -10.197 | 42.292 | 36.329 | 20.78 | 0.905 |
FLDS global ceres_ebaf_surface_v2.8 | W/m2 | 355.864 | 355.0 | 0.864 | 65.324 | 63.001 | 12.11 | 0.983 |
FLDSC global ceres_ebaf_surface_v2.8 | W/m2 | 327.516 | 327.461 | 0.055 | 75.14 | 74.662 | 7.856 | 0.995 |
FLNS global ceres_ebaf_surface_v2.8 | W/m2 | 51.395 | 52.952 | -1.558 | 24.774 | 22.624 | 12.093 | 0.876 |
FLNSC global ceres_ebaf_surface_v2.8 | W/m2 | 79.295 | 81.027 | -1.732 | 20.899 | 23.329 | 10.715 | 0.891 |
FSDS global ceres_ebaf_surface_v2.8 | W/m2 | 169.545 | 178.252 | -8.708 | 85.484 | 84.821 | 27.812 | 0.952 |
FSDSC global ceres_ebaf_surface_v2.8 | W/m2 | 235.561 | 233.028 | 2.533 | 101.759 | 99.567 | 8.2 | 0.997 |
FSNS global ceres_ebaf_surface_v2.8 | W/m2 | 150.838 | 157.556 | -6.718 | 76.618 | 76.089 | 23.133 | 0.958 |
FSNSC global ceres_ebaf_surface_v2.8 | W/m2 | 210.137 | 206.833 | 3.304 | 94.074 | 92.425 | 9.85 | 0.995 |
ALBEDO_SRF global ceres_ebaf_surface_v4.0 | dimensionless | 0.143 | 0.139 | 0.004 | 0.184 | 0.178 | 0.036 | 0.981 |
SWCFSRF global ceres_ebaf_surface_v4.0 | W/m2 | -59.3 | -47.5 | -11.8 | 43.532 | 32.914 | 24.993 | 0.87 |
LWCFSRF global ceres_ebaf_surface_v4.0 | W/m2 | 27.901 | 28.725 | -0.824 | 17.458 | 14.84 | 9.992 | 0.822 |
NETCF_SRF global ceres_ebaf_surface_v4.0 | W/m2 | -31.399 | -18.776 | -12.624 | 42.292 | 34.928 | 21.509 | 0.916 |
FLDS global ceres_ebaf_surface_v4.0 | W/m2 | 355.864 | 354.523 | 1.341 | 65.324 | 64.739 | 12.026 | 0.983 |
FLDSC global ceres_ebaf_surface_v4.0 | W/m2 | 327.516 | 325.095 | 2.421 | 75.14 | 76.407 | 8.378 | 0.995 |
FLNS global ceres_ebaf_surface_v4.0 | W/m2 | 51.395 | 52.948 | -1.553 | 24.774 | 21.366 | 12.483 | 0.866 |
FLNSC global ceres_ebaf_surface_v4.0 | W/m2 | 79.295 | 81.672 | -2.377 | 20.899 | 21.491 | 9.192 | 0.913 |
FSDS global ceres_ebaf_surface_v4.0 | W/m2 | 169.545 | 179.009 | -9.464 | 85.484 | 85.247 | 27.502 | 0.954 |
FSDSC global ceres_ebaf_surface_v4.0 | W/m2 | 235.561 | 232.728 | 2.833 | 101.759 | 98.977 | 6.595 | 0.999 |
FSNS global ceres_ebaf_surface_v4.0 | W/m2 | 150.838 | 158.969 | -8.132 | 76.618 | 76.749 | 23.243 | 0.96 |
FSNSC global ceres_ebaf_surface_v4.0 | W/m2 | 210.137 | 206.469 | 3.668 | 94.074 | 91.432 | 8.321 | 0.997 |
LHFLX global OAFlux | W/m2 | 84.125 | 85.13 | -1.005 | 58.604 | 46.652 | 27.055 | 0.926 |
SHFLX global OAFlux | W/m2 | 23.773 | 8.466 | 15.308 | 24.114 | 9.033 | 15.726 | 0.341 |
LHFLX global ERA-Interim | W/m2 | 84.125 | 86.254 | -2.129 | 58.604 | 53.379 | 19.025 | 0.947 |
SHFLX global ERA-Interim | W/m2 | 23.773 | 18.735 | 5.039 | 24.114 | 21.118 | 13.31 | 0.86 |
PSL global ERA-Interim | mbar | 1011.534 | 1011.175 | 0.36 | 9.241 | 8.527 | 2.946 | 0.949 |
FSNS global ERA-Interim | W/m2 | 150.838 | 156.734 | -5.897 | 76.618 | 77.75 | 23.197 | 0.958 |
FLNS global ERA-Interim | W/m2 | 51.395 | 55.713 | -4.319 | 24.774 | 21.87 | 11.861 | 0.895 |
NET_FLUX_SRF global ERA-Interim | W/m2 | -8.455 | -3.968 | -4.487 | 72.939 | 73.795 | 25.498 | 0.942 |
PRECT global ERA-Interim | mm/day | 2.894 | 2.988 | -0.094 | 3.545 | 2.791 | 2.26 | 0.771 |
TMQ global ERA-Interim | kg/m2 | 27.524 | 25.939 | 1.585 | 15.201 | 14.958 | 3.258 | 0.982 |
U-850mb global ERA-Interim | m/s | 1.844 | 1.139 | 0.705 | 6.239 | 5.809 | 2.769 | 0.902 |
U-200mb global ERA-Interim | m/s | 14.267 | 12.973 | 1.295 | 16.511 | 16.048 | 5.627 | 0.944 |
Z3-500mb global ERA-Interim | hectometer | 56.873 | 56.891 | -0.018 | 2.723 | 2.613 | 0.341 | 0.993 |
OMEGA-200mb global ERA-Interim | mbar/day | 0.067 | 0.002 | 0.065 | 17.177 | 12.858 | 12.674 | 0.679 |
OMEGA-500mb global ERA-Interim | mbar/day | -0.005 | -0.0 | -0.004 | 31.425 | 26.713 | 23.327 | 0.689 |
OMEGA-850mb global ERA-Interim | mbar/day | -0.174 | 2.642 | -2.816 | 35.951 | 44.455 | 28.142 | 0.68 |
T-850mb global ERA-Interim | K | 282.887 | 282.609 | 0.278 | 10.082 | 11.286 | 1.411 | 0.991 |
T-200mb global ERA-Interim | K | 217.395 | 218.771 | -1.376 | 5.615 | 4.954 | 2.198 | 0.955 |
TAUXY ocean ERA-Interim | N/m^2 | 0.089 | 0.075 | 0.014 | 0.069 | 0.059 | 0.042 | 0.81 |
LHFLX global MERRA2 | W/m2 | 84.125 | 87.696 | -3.572 | 58.604 | 55.617 | 21.32 | 0.934 |
SHFLX global MERRA2 | W/m2 | 23.773 | 20.502 | 3.271 | 24.114 | 25.542 | 12.749 | 0.878 |
PSL global MERRA2 | mbar | 1011.534 | 1010.716 | 0.818 | 9.241 | 8.911 | 3.914 | 0.912 |
FSNS global MERRA2 | W/m2 | 150.838 | 159.985 | -9.148 | 76.618 | 79.836 | 24.657 | 0.958 |
FLNS global MERRA2 | W/m2 | 51.395 | 62.11 | -10.716 | 24.774 | 21.936 | 14.931 | 0.908 |
NET_FLUX_SRF global MERRA2 | W/m2 | -8.455 | -10.324 | 1.869 | 72.939 | 75.022 | 24.549 | 0.946 |
PRECT global MERRA2 | mm/day | 2.894 | 3.066 | -0.173 | 3.545 | 3.162 | 2.643 | 0.696 |
TMQ global MERRA2 | kg/m2 | 27.524 | 26.551 | 0.973 | 15.201 | 15.507 | 3.066 | 0.982 |
U-850mb global MERRA2 | m/s | 1.844 | 1.005 | 0.839 | 6.239 | 6.082 | 2.874 | 0.901 |
U-200mb global MERRA2 | m/s | 14.267 | 13.413 | 0.854 | 16.511 | 15.662 | 5.566 | 0.943 |
Z3-500mb global MERRA2 | hectometer | 56.873 | 56.876 | -0.004 | 2.723 | 2.613 | 0.345 | 0.992 |
OMEGA-200mb global MERRA2 | mbar/day | 0.067 | -0.099 | 0.166 | 17.177 | 14.233 | 12.835 | 0.681 |
OMEGA-500mb global MERRA2 | mbar/day | -0.005 | 0.038 | -0.043 | 31.425 | 28.477 | 25.096 | 0.653 |
OMEGA-850mb global MERRA2 | mbar/day | -0.174 | -0.03 | -0.143 | 35.951 | 34.301 | 28.098 | 0.673 |
T-850mb global MERRA2 | K | 282.887 | 278.365 | 4.523 | 10.082 | 30.541 | 16.184 | 0.487 |
T-200mb global MERRA2 | K | 217.395 | 218.559 | -1.164 | 5.615 | 5.042 | 2.02 | 0.958 |
TAUXY ocean MERRA2 | N/m^2 | 0.089 | 0.081 | 0.008 | 0.069 | 0.063 | 0.041 | 0.811 |
TGCLDLWP_OCN global SSMI | g/m^2 | 81.221 | 97.429 | -16.208 | 50.063 | 30.569 | 33.385 | 0.74 |
AODVIS global AOD_550 | dimensionless | 0.132 | 0.132 | 0.0 | 0.113 | 0.089 | 0.068 | 0.799 |
TREFHT land ERA-Interim | DegC | 13.209 | 12.62 | 0.589 | 23.843 | 19.311 | 4.892 | 0.991 |
TREFHT global ERA-Interim | DegC | 15.852 | 16.115 | -0.263 | 16.013 | 14.286 | 2.478 | 0.993 |
TREFHT land MERRA2 | DegC | 13.209 | 12.291 | 0.918 | 23.843 | 20.221 | 3.929 | 0.993 |
TREFHT global MERRA2 | DegC | 15.852 | 16.059 | -0.207 | 16.013 | 14.665 | 2.072 | 0.995 |
PminusE global GPCP_OAFLux | mm/day | -0.011 | -0.177 | 0.166 | 3.507 | 2.885 | 2.553 | 0.77 |
PminusE global COREv2_Flux | mm/day | -0.011 | -0.28 | 0.269 | 3.634 | 2.711 | 2.65 | 0.758 |