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this week were going to look at change point detection with the ruptures library welcome to another pie monday [Music] hello im john lehman a software engineer for unidata this week were going to look at finding change points in a different way than we have in the past normally weve done something like take the derivative for the second derivative and look for going outside of some kind of bound there but we know that derivatives with real data can be noisy so then we have to smooth and condition our signals and do some other tricks theres a library called ruptures though that specializes in change point detection and there are many different methods that it has to do that that are outlined here in the documentation but were going to use a relatively simple one called a linearly panelized segmentation were going to see if we can use this method to find a frontal passage in mesonet data lets go on over to the notebook ive got some data from november 2nd of 2011. this is the no