Energy consumption data consists of recorded values that express the consumption of a particular fuel in a building during a specific time interval. This data could be collected in monthly billing cycles, or, where advanced metering infrastructure (AMI) is available, with daily, hourly, or sub-hourly frequency. This data is usually available as time series, i.e. timestamps with their associated consumption values.