What about GitHub profiles with a picture but no Google+ account?
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From my understanding of your methodology, you consider a profile that does not have a Google+ account as a gender-neutral account. How do you account for these "gender-neutral" profiles that have a profile picture that allows others to visually identify their gender?
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