No, actually. Almost every penguin is native to the Southern Hemisphere such as Antarctica but not all. There are other penguins such as the Galápagos penguin that lives near the equator.
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Almost all penguins are from Antarctica but not all.
This depends entirely on the species but most are from the Southern Hemisphere, yes.