The nation's largest online retailer sells everything from groceries to clothing to camping gear. It sells to an account base of over $100$ million customers. In order to improve product recommendations in their online store, the company would like to analyze purchase transactions and more precisely segment customers by shared consumption traits and patterns. To do this, they would undergo