Figure 2. (A) Description of a true linear relationship of two variables, X and Y; (B) Plot of residuals and X from Figure 2A; (C) A mistaken application of linear regression line on squared relationship; (D) Plot of residuals and X from Figure 2C; (E) Plot of residuals and X after adding the true curved relation in the model.