Perhaps something powered by thispersondoesnotexist.com would better for that. That site returns completely AI-generated faces that seem much more realistic and candid.
thispersondoesnotexist.com is great, but doesn't provide metadata, and one of the primary goals was to be able to have consistent names with images, so boys don't get girls names. Also multiple sizes and fixed ids where needed.