American Dad! (2005)

S6E17 An Incident at Owl Creek

As the Smiths gear up for a neighborhood pool party, Stan insists that his family get in perfect shape. However, when a mishap tarnishes the family's reputation, a embarrassed Stan resorts to faking their deaths. He then relocates everyone from Langley Falls in an attempt to escape the humiliation.