The RMSE of physical properties from their experimental value aggregates all the errors and gives a summary of the overall performance of the water models. In order to better understand the deviations as function of temperature and pressure, we have also visualized the performance of the water models over entire temperature and pressure surface and isobaric curves, as shown in deviations, indicating that the density is mostly underestimated by these models. OPC3 and OPC also have primarily negative deviations; however, the spread of their errors are smaller. TIP4P, TIP4P-EW and SPC-E tend to have greater number of positive deviations indicating that these models overestimate the water density at some points. TIP4P-2005, TIP4P-ST and TIP4P-FB also have positive but smaller deviations. GOPAL has the smallest spread around zero deviation, i.