A look at this data set shows that when women make the headlines, it is most often to reinforce stereotypes of female gender roles or to provide examples of when those stereotypes are broken. This notebook used the open source data created by Amber Thomas, and retrieved from Kaggle.com "When women make headlines: Bias".