Recommendation System (collaborative filtering) in Python OR Java - repost

This project received 14 bids from talented freelancers with an average bid price of $146 USD.

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I want pure code for a simple recommendation system (collaborative filtering) in Java or python. You are feel free to find a code from internet but it should be presented to me via a proper report (accompany with used data). Note that you are not allowed to use software packages/systems (like Apache Mahout, Python Crab etc.) for this project. Again, I ONLY want pure code.

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