The difference being is that... Not correct. The difference being that... Not correct as a main clause, but sometimes useful as a subordinate clause, thus:
A leopard is not a tiger, the difference being that a leopard cannot drink whiskey through a straw, and a tiger cannot operate a washing machine without assistance.