Over the past 7 years, Netflix streaming has expanded from thousands of members watching occasionally to millions of members watching over two billion hours every month. Each time a member starts to watch a movie or TV episode, a “view” is created in our data systems and a collection of events describing that view is gathered. Given that viewing is what members spend most of their time doing on Ne