After fitting a model and looking at the diagnostics you might reconsider some
decisions. Often you may want to reformulate the model by changing the fit, or
adding, removing, or applying transformations to the variables.
The scatter plot suggests the logarithmic model fits quite well and better describes
the relationship than a quadratic model. The influence plot shows there are no outliers
or highly influential plots.
(click to enlarge)