My Dad taught it to me this way when I was a child:

Oh, Aunt Jemima, look at your Uncle Jim.
He's down at the frog pond learning how to swim.
First he does the back stroke, then he does the side,
Oh, Aunt Jemima, he's going out with the tide.

I always loved this song.