I thought I knew another version of the song, but when thinking it over, I realize the song I know is not about going to the MOON but going to the ZOO:

We're going to the zoo, zoo, zoo.
How about you, you, you?
You can come too, too, too.
We're going to the zoo, zoo, zoo.