Recommendation and Ratings Public Data Sets For Machine Learning

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Movies Recommendation:
Music Recommendation:
Books Recommendation:
Food Recommendation:
Merchandise Recommendation:
Healthcare Recommendation:
Dating Recommendation:
Scholarly Paper Recommendation:

Some more here: http://www.grouplens.org/node/12
netflix(Movies Recommendation): http://www.lifecrunch.biz/archives/207

Another movie ratings dataset: MovieTweetings - https://github.com/sidooms/MovieTweetings
Movie ratings are extracted from Twitter and added to the dataset on a daily basis.

Source: 
https://gist.github.com/entaroadun/1653794

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