Software and Data Sets Ranking SUSHI Preference Data Set : questionnaire survey of preference in SUSHI collected by a ranking method. Test data for a task of learning to rank. Fairness-aware Data Mining Fairness-Aware Classification : classifiers while taking fairness of the analysis results into account. Independence-Enhanced Recommender System : a recommender system that makes recommendations so