And they should'a thrown a book at you
Cause I hate you so much that it burn when I look at you

from Nicki Minaj – Autobiography Lyrics on Rap Genius

The phrase “throw the book at” means to punish someone as far as possible, usually within the legal system. She’s saying he got off without being held legally accountable.

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