The segment in which Louie accompanies his daughter on a school field trip was based on a real-life experience of Louis C.K.'s. He really did accompany his daughter on a field trip in which the bus driver did not know how to get to the destination, illegally drove the bus on the highway, and hit an overpass.
A scene was filmed featuring Todd Barry, Nick Di Paolo, Rick Shapiro, and Rachel Feinstein. But it was deleted.
Scenes were filmed featuring Nancy Shayne as Nancy and Jeremy Zorek as Nancy's son, Never. But they were deleted.