A single female later in the evening should always be concerned with her safety... I'd say pick a location that has a lot of people, and even then be aware of your surroundings, and follow your instincts. If you feel that something is wrong, then pay attention to that feeling and don't ignore it! I have a friend that was attacked... since then, I tell people that it may be wise to invest in a gym membership.
