Moose are sensitive creatures. They have a fear of being insulted. In my experience, nothing gets rid of a bothersome moose quicker than a well-aimed insult. Now, I've known for a long time that the set of horns on a moose's head is called "a rack". This is the term that they, themselves, prefer. They hate it when you call them "pointy bits". Diane, just stroll out into your yard and, without looking at the unsuspecting animal, say something like "Nice Pointy Bits!" This infuriates them and, not having the power of speech, they become so frustrated at not being able to respond that they storm off in a huff.
I hope this helps.