Where does the Catholic idea of Purgatory come from?

Every Friday, we answer a common question related to the end times. Today’s is about the doctrine of Purgatory within the Catholic Church.

Question:

Can you explain why Catholics believe there is a Purgatory and what that really means? Where do they find that in the Bible?