miss is single.
mrs is married.
Ms. is a women's rights thing where it is marriage neutral. it's a relatively new abbreviation, since Ms. is not short for Miss. also, Mrs has a Mr in it which is somewhat "ownership" related. so Ms is also a independence thing.
pronounce Ms, Mizzzzz, as opposed to Miss, and you can avoid calling someone single married, or the other way around.