How to Find Neighboring Subsequences

The first thing is for exploratory data analysis. In fact, to calculate these matrix profiles, you don't even technically need time. And so that's essentially what you need. With those two things, then you can compute the matrix profile for your time series. But the first three steps are, again, they sound quite simple, but they'reactually quite hard to get towards.