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Bias metrics for gender based on arXiv:1910.10872 paper #1262

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@mariobrasil123

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@mariobrasil123

Is your feature request related to a problem? Please describe.

I want to create a library to get the metrics of arXiv:1910.10872 given a model o names entity recognition, but i think it would be good if its implemented on fairlearn instead of other library.

Describe the solution you'd like

Given a model of name entity recognition, templates according to the paper or created by the user and frequency of name in a region, I want to calculate all errors described in this paper for gender bias analysis,

Describe alternatives you've considered, if relevant

Additional context

example of a plot of the gender bias in many templates given the frequency of a names in Brazil according to IBGE(a Brazilian government association for Brazilian Statistics)
image

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