20% are women in the places I have worked so you would expect there to be around 2 on average then. The probability then that a team of 10 has zero women would be around 10% so not that common.
20% is definitely higher than average, and higher than any company I've worked at. And you're assuming a completely random distribution, which is not the case in my experience, for whatever reason.