Recommendations for books on prime number distribution include "The Distribution Of Prime Numbers" by A.E. Ingham, noted for its thorough yet advanced exposition. Other suggestions are "The Prime Numbers and their Distribution" by Tenenbaum for a more introductory approach, and Davenport's "Multiplicative Number Theory" along with Apostol's "Introduction to Analytic Number Theory" for deeper insights. "Analytic Number Theory" by Iwaniec and Kowalski is highlighted as a comprehensive resource, albeit challenging for beginners. Readers are encouraged to preview books at libraries to assess their suitability, as some works, like Guy's "Unsolved Problems In Number Theory," can be discouraging despite their depth.