Paraphrases
The song paraphrases lines from:
- Snoop Dogg's song "Gin & Juice," which Snoop says "With so much drama in the LBC / It's kinda hard bein Snoop D-O-Double-G", which in the chorus of "Hip Hop Police," Chamillionaire says "With so much drama in the industry / Hip hop police are listenin'".
- In the chorus, Chamillionaire says "Murder Was the Case", which is a reference to the Snoop Dogg song "Murder Was the Case". In the song, Snoop Dogg says "Murder was the case that they gave me", and Chamillionaire says "Murder was the case and they blamed me" in a similar fashion.
- Slick Rick's own song "Children's Story" was sampled during Slick Rick's part of the song, although the sample was uncredited.
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