Is there any reason independence may be violated? Is there any reason independence may be violated? No, the data are not correlated in time so independence is a valid assumption. No, the diagnostic plots do not indicate that independence is violated. Yes, many of the cars in the data set are similar makes and models and thus have nearly identical features. Yes, since normality is violated, so to is independence