To get this adorable new addition you'll have to look for Jungle Shrines in the Underground Jungle. It'll have a 2% of actually being in the chests so you might have to scavenge the underground for quite a while!
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The Pet Turtle is a pet added in the 1.2 update. It is summoned by using a Seaweed, which is...