Unless the top 20 people only had 3 women, which is totally possible if there were 200 men and 30 women in the total applicants. In this case, you just discarded 7 more qualified men to get 7 less qualified women. Now in terms of average skill across your hires, it looks like men in general are more qualified than women and you're reinforcing the sexism, not fighting it.