In this episode we find out Gary's birthday is September 17
Title is a pun on the movie title "Dog Day Afternoon", 1975. Starring Al Pacino and directed by Sidney Lumet, the film tells the story of a bank robbery that becomes a hostage-taking, just as in this episode.