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- Paul Bailey, British writer
- Pearce Bailey, American neurologist and psychiatrist
- Pearl Bailey, American singer and actress
- Phil Bailey, Australian rugby league player
- Philip Bailey, American singer
- Philip James Bailey, British poet
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