118 - Suprisal and Prior Knowledge - one of the factors that makes figuring out the right level of information suprisal difficult is the level of prior knowledge the people you are communicating with have.
Giving an introductory textbook to a graduate student is going to be of limited use because there is no suprisal factor. They already know the information (prior knowledge).