To create our initial list of books, therefore, we performed queries for all 3855 categories three levels deep in the Amazon browse-node hierarchy (actually a directed acyclic graph)rooted at“Books→ Subjects”. An example category is Children’s Books→ Animals→ Lions, Tigers & Leopards. These queries resulted in the initial set of 3,301,940 books, where we count books listed in multiple categories only once