Here you can find lists of great Statistics books are or have been used to teach courses at Caltech.
By: Richard Larsen, Morris Marx
By: Robert Hogg, Elliot Tanis, Dale Zimmerman
By: Alex Reinhart
By: Calvin Dytham
By: David E. Matthews, Vernon T. Farewell