In October 2015, a data journalist named Walt Hickey analyzed movie ratings data and found strong evidence to suggest that Fandango's rating system was biased and dishonest. Walt shared his findings here. Fandango claimed that the issue was a bug and that it had been fixed. However, the ratings used to be in HTML on the site and no longer are. Therefore, I have set out to explore this data further. I will share my findings throughout this notebook.