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vali::tool automatically detects, marks and (optionally) corrects untrustworthy data, it detects outliers, noise and checks for discontinuous data. It ensure only high quality data are fed into the event detection module. It also provides the user with indications on sensor maintenance requirements, as well as automatic detection of malfunctions.