collaborative recommendation engine implementation in python

Users don't know what they want until you show them. If you build an perfect engine to show perfect recommend items, the success is all yours .This is the main motto for recommendation engine in E-commerce sites,social networks but how to build an perfect engine to recommend perfect recommend items for users. Here is an basic collaborative recommendation engine implementation in python. Have fun for this weekend.