Due to the larger number of SAX word generated motif candidates, this analysis makes better use of the clustering step in order to further aggregate the profiles into a smaller set of performance profiles that can be used in design phase feedback. The clustering step for this project is seen in Figure \ref{fig:clusters2} also reflects the larger diversity of profiles through the choice of using six clusters instead of five. The choice of six clusters was a result of the analysis of the motif patterns in order to create three heating season clusters and three cooling season clusters.