To get this set all you'll have to do is kill the Queen Bee who has an 11.11% drop chance per piece. So depending on how badly you want it you might have to scour the underground jungle for hives here and there!
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The Bee Outfit is dropped piece by piece by the Queen Bee. The chance of one piece dropping is...