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Sean 'Diddy' Combs, Jay-Z and Jermaine Dupri sit back and let the good times roll while celebrating West's birthday on Thursday. Dupri gave his rapper pal a birthday shout-out to PEOPLE, saying, "30 is a big number. You only turn 30 once, so have a great 30th birthday."