Continuity mistake: Scarecrow's boots start out dark red then they're light brown later in the episode.
Continuity mistake: The Joker reads “Charles Michael Collins” from Charlie’s card, but later, when he shows it to the camera, there is no middle name on it.
Answer: She escaped off-screen and created a copy of herself to fool everyone.