Exercise 7.1 Prove the claims of the previous paragraph. In particular, show that linear combinations of the vectors presented retain their structure, that the vectors are orthogonal to the columns of X corresponding to the grand mean and the treatment effects, and that the vectors based on contrasts have the same structure as the vector given above.