I have 2 models. Which one should I choose?

In this video I give an example of how to decide which model to use. I look at a number of statistics including R-square, adjusted R-square, AICc, PRESS, error sum of squares, residuals, p-values, plus a dose of common-sense and experience. I'm using JMP software but it's not about software, its about model building being part art, part science, and about not blindly following rules.