Should I go out with this girl?

There is a girl that I have just started to hang out with. She has an amazing personality, caring, kind, thoughtful, and just awesome. However, from a physical attraction stand point Im not very attracted to her. Should I date her and see if something happens or should I not even entertain the idea of dating since im not attracted to her?