After deliberation, browsing the wiki and double-checking episodes, I'm pegging Dio's birthday as being on January 15th. Or rather that is the day camp is going to surpraise him.
The 15th is something you see in the series-- Dio freaking out and basically killing a calendar.
Image here for referenceJanuary is being assumed from the following
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