 
| 
Methodology  | CMAT 1.0 IPSL-CM6A-LR IPSL-CM6A-LR_r10: vs IPSL-CM6A-LR:  | 
| Notes | Flags vs Obs | Improvements (vs IPSL-CM6A-LR) | Degradations (vs IPSL-CM6A-LR) | 
| IPSL-CM6A-LR model | NHM-SHM rsnt too small. see also swcftoa, ALBDS OM-LM rsnt too large. see also swcftoa, ALBDS OM-LM rlut too large. see also lwcftoa, tas, TMQ | 
| rsnt 0.72 | Annual 0.99 | JJA-DJF 0.99 | ENSO Tele 0.18 | DJF 0.99 | MAM 0.99 | JJA 0.99 | SON 0.99 | 
| rlut 0.78 | Annual 0.96 | JJA-DJF 0.95 | ENSO Tele 0.42 | DJF 0.97 | MAM 0.94 | JJA 0.95 | SON 0.96 | 
| swcftoa 0.66 | Annual 0.85 | JJA-DJF 0.94 | ENSO Tele 0.18 | DJF 0.92 | MAM 0.82 | JJA 0.85 | SON 0.85 | 
| lwcftoa 0.68 | Annual 0.85 | JJA-DJF 0.85 | ENSO Tele 0.35 | DJF 0.88 | MAM 0.74 | JJA 0.83 | SON 0.84 | 
| fs 0.69 | Annual 0.79 | JJA-DJF 0.97 | ENSO Tele 0.32 | DJF 0.94 | MAM 0.88 | JJA 0.94 | SON 0.86 | 
| rtfs 0.74 | Annual 0.92 | JJA-DJF 0.90 | ENSO Tele 0.38 | DJF 0.92 | MAM 0.91 | JJA 0.91 | SON 0.91 | 
| Key Water Variables | Scored/Graded | Unscored | |||||
| pr 0.67 | Annual 0.81 | JJA-DJF 0.82 | ENSO Tele 0.36 | DJF 0.83 | MAM 0.76 | JJA 0.81 | SON 0.84 | 
| prw 0.89 | Annual 0.98 | JJA-DJF 0.98 | ENSO Tele 0.72 | DJF 0.98 | MAM 0.97 | JJA 0.98 | SON 0.98 | 
| hfls 0.80 | Annual 0.96 | JJA-DJF 0.89 | ENSO Tele 0.54 | DJF 0.95 | MAM 0.95 | JJA 0.95 | SON 0.95 | 
| ep 0.69 | Annual 0.79 | JJA-DJF 0.84 | ENSO Tele 0.43 | DJF 0.82 | MAM 0.73 | JJA 0.80 | SON 0.82 | 
| hurs 0.60 | Annual 0.79 | JJA-DJF 0.74 | ENSO Tele 0.26 | DJF 0.73 | MAM 0.74 | JJA 0.79 | SON 0.81 | 
| Key Dynamics Variables | Scored/Graded | Unscored | |||||
| psl 0.88 | Annual 0.96 | JJA-DJF 0.91 | ENSO Tele 0.77 | DJF 0.96 | MAM 0.93 | JJA 0.93 | SON 0.97 | 
| sfcWind 0.82 | Annual 0.95 | JJA-DJF 0.90 | ENSO Tele 0.62 | DJF 0.93 | MAM 0.93 | JJA 0.95 | SON 0.94 | 
| zg500 0.85 | Annual 0.95 | JJA-DJF 0.88 | ENSO Tele 0.73 | DJF 0.94 | MAM 0.91 | JJA 0.90 | SON 0.92 | 
| wap500 0.35 | Annual 0.28 | JJA-DJF 0.42 | ENSO Tele 0.35 | DJF 0.32 | MAM 0.28 | JJA 0.36 | SON 0.33 | 
| hur500 0.80 | Annual 0.93 | JJA-DJF 0.92 | ENSO Tele 0.57 | DJF 0.93 | MAM 0.89 | JJA 0.91 | SON 0.93 | 
| Other Variables (unscored) | |||||||
| rsdt | Annual 1.00 | JJA-DJF 1.00 | DNA | DJF 1.00 | MAM 1.00 | JJA 1.00 | SON 1.00 | 
| albd | Annual 0.89 | JJA-DJF 0.41 | ENSO Tele 0.19 | DJF 0.66 | MAM 0.90 | JJA 0.82 | SON 0.92 | 
| albs | Annual 0.97 | JJA-DJF 0.88 | ENSO Tele 0.26 | DJF 0.96 | MAM 0.97 | JJA 0.95 | SON 0.95 | 
| rtmt | Annual 0.99 | JJA-DJF 1.00 | ENSO Tele 0.39 | DJF 0.99 | MAM 0.99 | JJA 0.99 | SON 0.99 | 
| rsds | Annual 0.97 | JJA-DJF 0.99 | ENSO Tele 0.24 | DJF 0.98 | MAM 0.97 | JJA 0.97 | SON 0.96 | 
| rlds | Annual 0.98 | JJA-DJF 0.98 | ENSO Tele 0.57 | DJF 0.98 | MAM 0.98 | JJA 0.98 | SON 0.98 | 
| rsns | Annual 0.98 | JJA-DJF 0.99 | ENSO Tele 0.24 | DJF 0.98 | MAM 0.97 | JJA 0.97 | SON 0.97 | 
| rlns | Annual 0.84 | JJA-DJF 0.85 | ENSO Tele 0.35 | DJF 0.83 | MAM 0.83 | JJA 0.83 | SON 0.83 | 
| hfss | Annual 0.87 | JJA-DJF 0.88 | ENSO Tele 0.35 | DJF 0.87 | MAM 0.85 | JJA 0.86 | SON 0.87 | 
| tas | Annual 0.99 | JJA-DJF 0.99 | ENSO Tele 0.73 | DJF 0.99 | MAM 0.99 | JJA 0.99 | SON 0.99 | 
| netcf | Annual 0.77 | JJA-DJF 0.95 | ENSO Tele 0.25 | DJF 0.91 | MAM 0.79 | JJA 0.87 | SON 0.81 | 
| rsnt | OCEAN | LAND | LAND+OCEAN | 
| rlut | OCEAN | LAND | LAND+OCEAN | 
| swcftoa | OCEAN | LAND | LAND+OCEAN | 
| lwcftoa | OCEAN | LAND | LAND+OCEAN | 
| fs | OCEAN | LAND | LAND+OCEAN | 
| pr | OCEAN | LAND | LAND+OCEAN | 
| prw | OCEAN | LAND | LAND+OCEAN | 
| rsdt | OCEAN | LAND | LAND+OCEAN | 
| albd | OCEAN | LAND | LAND+OCEAN | 
| albs | OCEAN | LAND | LAND+OCEAN | 
| rtmt | OCEAN | LAND | LAND+OCEAN | 
| rsds | OCEAN | LAND | LAND+OCEAN | 
| rlds | OCEAN | LAND | LAND+OCEAN | 
| rsns | OCEAN | LAND | LAND+OCEAN | 
| rlns | OCEAN | LAND | LAND+OCEAN | 
| hfls | OCEAN | LAND | LAND+OCEAN | 
| hfss | OCEAN | LAND | LAND+OCEAN | 
| tas | OCEAN | LAND | LAND+OCEAN | 
| tasa | OCEAN | LAND | LAND+OCEAN | 
| ep | OCEAN | LAND | LAND+OCEAN | 
| rtfs | OCEAN | LAND | LAND+OCEAN | 
| zg500 | OCEAN | LAND | LAND+OCEAN | 
| hurs | OCEAN | LAND | LAND+OCEAN | 
| netcf | OCEAN | LAND | LAND+OCEAN | 
| wap500 | OCEAN | LAND | LAND+OCEAN | 
| sfcWind | OCEAN | LAND | LAND+OCEAN | 
| psl | OCEAN | LAND | LAND+OCEAN | 
| hur500 | OCEAN | LAND | LAND+OCEAN |