E-Commerce Context of Data -- Company - UK-based and registered non-store online retail -- Products for selling - Mainly all-occasion gifts -- Customers - Most are wholesalers (local or international) -- Transactions Period - 1st Dec 2010 - 9th Dec 2011 (One year)