Recommendations for any Hip Hop party is the Hip Hop dance bangers list & the Hip Hop classic dance songs:

M.O.P. - Ante Up (Choose: Ante Up Remix | Ante Up Original)

DMX - Party Up

2Pac - California Love (Remix | Original)
Dr. Dre - The Next Episode featuring Snoop Dogg & Nate Dogg.

Notorious B.I.G - Hypnotize

Pharoahe Monch - Simon Says

Mystikal - Shake Ya ass

Joe Budden - Pump It Up (Jussssssss Blaze!)

Jay-Z - I Just Wanna Love U (Give It 2 Me)

Outkast - B.O.B. (Bombs Over Baghdad)

Beatnuts - Watch Out Now

Ol' Dirty Bastard - Got Your Money feat. Kelis (It's the ODB kid!)