Why Purim Isn't The Jewish Halloween

There's a misconception out there that Purim is the Jewish equivalent of a strange practice of Celtic, pagan origins known as Halloween. It's a fallacy that can prove embarrassing if you're invited to a Purim costume party and turn up as a werewolf or a headless man. So what is the difference?