The residuals of this model look really bad though, and that should tell you that there's insufficient predictive value. I'd at a minimum use a piecewise fir, o

The residuals of this model look really bad though, and that should tell you that there's insufficient predictive value. I'd at a minimum use a piecewise fir, or simply not fit a model without further predictors.