Mining Time Series Data. 5. Figure Two time series which require a warping measure. Note that while the sequences have an overall similar shape, they are not aligned in the time axis. Euclidean distance, which assumes the. i. th. point on one sequence is aligned with. i. th. point on the other (A), will produce a pessimistic dissimilarity ...