There is a tutorial-like presentation that explains the motivation behind this library and how to use it from the latest PyData Fest. I have been watching this two thirds of the way through and think the presenter's explanations are worth listening to, if you are dealing with time series. Have a look: https://www.youtube.com/watch?v=Wf2naBHRo8Q