There are somethings that are included in "Knowing" a person:
1. Look (face, etc)
2. Appearance (clothing, accessories)
First consider all of the above topics then think on what you can get from her. And, if you get a negative answer, still go and try to talk to her.
Talking with someone is best instead of guessing about, especially, girls.