"The Sport Of Penguins"
Lola Lasagne, an old friend of Penguin's, intends to win the Bruce Wayne Handicap with her horse, Parasol. But the proceeds are going to charity, and because Parasol is the favorite, they can't make much money by betting on her. So, they decide to get an old horse and switch them with a coat of paint, so they can bet on the long shot and make a fortune.
Penguin tries to steal a book from the library, but is frightened off by sharp-tongued Barbara.