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St Quest St Quest stack Quest hello and welcome to stack Quest stack Quest is brought to you by the friendly folks in the genetics department at the University of North Carolina at Chapel Hill today weamp;#39;re going to be talking about the K nearest neighbors algorithm which is a super simple way to classify data in a nutshell if you already had a lot of data that Define these cell types we could use it to decide which type of cell this guy is letamp;#39;s see it in action step one start with a data set with known categories in this case we have different cell types from an intestinal tumor we then cluster that data in this case we used PCA step two add a new cell with unknown category to the plot we donamp;#39;t know this cellamp;#39;s category because it was taken from another tumor where the cells were not properly sorted and so what we want to do is we want to classify this new cell we want to figure out what cell itamp;#39;s most similar to and then weamp;#39;re go