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    $\begingroup$ Your model already looks over-complicated. X7 and X7sq don't seem to be helping. Why do you think you need to add yet more terms? Most crucially what structure is visible in residual versus fitted plots and added variable plots? $\endgroup$ Commented Nov 28, 2016 at 10:04