I agree with your general sentiment, but their response does sound a bit weird. It would have been fine with me if they had said "oh it's just by chance, plus most of us knew eachother from before we started". Saying "we have no female roles" and "oh we get paid less so we're all women" (wtf?) isn't handling the situation well.