3. Using your results from question 2, perform a residual analysis on your regression. Does there appear to be a pattern in any of the relationships between the residuals and your independent variables? If so, then extend your dataset by adding a nonlinear form of the independent variable in question (i.e. add a squared term). State your nal regression results which successfully pass a residual analysis