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Jake, Trixie and Spud go on a camping trip with Mr long. While on this trip, Jake is informed that he needs to protect a magical community of sprites who are in danger from the Jersey Devil. While all this is going on, Haley and Mrs Long's bonding session turns into a nightmare when they accidentally get sent off to boot camp.
The use of Long in the title serves as a kind of double entendre. Long could be used to describe the way the weekend seemed as it was a trip that Jake did not want to go on, yet a lot seemed to happen in it, making it seem like a long one, It can also be a reference to the fact that both his and his fathers last name is Long and they go on the weekend together, therefore it being the Long Weekend.