Sample Survey Methods and Theory, Volume 1: Methods and Applications by Morris H. Hansen (Bureau of the Census)
A general purpose work on sampling method and theory. Volume 1 gives a simple, non-mathematical discussion of principles and their practical applications. Volume 2 covers theory and proofs.