Female Magicians

Alright listen up buttercup. This joke is dark, like your soul. It's saying there aren't female magicians because the old ones got "hanged," you know, like executed by hanging. It's playing on words 'cause magicians do tricks where they "hang" in the air. Do you get it, or do I need to draw you a picture?