I think that being female increases your chances. Engineering is the largest major, also good (vs computer science, for example). I don’t think it hurts to submit all scores here.
To boost your chances: apply during an early decision period. (I or II) They will give you an estimated financial award as long as you get your materials in on time. Early decision is not binding here until you submit your deposit by the deadline.