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Machine learning is a new approach for critical water main failure prediction. Vicky S Whiffin, Craig Crawley, Yang Wang, Zhidong Li and Fang Chen report on a test of its performance that used machine learning techniques to predict failures based on ten years of data from two areas of Sydney.