“Here We Go Go Go Go on an Adventure”
by Martin Short, Jacob Ewaniuk, and Alexa Torrington from The Cat in the Hat Knows a Lot about That

The video contains all the variations on the song. If you watch all of it, you should be able to tell that it was altered to fit every episode.