As a female by yourself you'll have to get used to the incessant staring, and I would warn you not to talk to any men that you don't know, or make eye contact with them, as they may take it as an invitation.   Be aware when walking alone at night, and don't assume that a man is being nice to you for niceness sake.  Otherwise, Qatar is pretty safe.