What are mammatus clouds?

A rare display of mammatus clouds appeared above parts of Sydney and the Central Coast on Monday afternoon. But what caused this unusual cloud formation, and why are they called mammatus?

The photos below were captured on the Central Coast of NSW on Monday afternoon at around 4:30pm.

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