This is a fascinating analysis. I do have one question. What is the percentage of female face screen time? You mention the instances of female faces, but does Cinderella count as one face even if that one face is shown for many more minutes than the male faces? Perhaps I'm just misinterpreting your data. I completely agree that we need more female representation (particularly in groups). The idea of a male in a female dominant society is a wonderful premise!