Are you just starting the Harry Potter series? No problem. Here's what you should read before listening to this episode from Harry Potter and the Philosopher's stone -
Chapter 7: The Sorting Hat (we start from the middle of this one)

Chapter 8: The Potions Master

Chapter 9: The Midnight duel (we stop midway through this one)