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[Music] so now we are going to be talking about the second kind of answer and the sampling techniques which is called the cluster centroid the cluster centroid technique basically talks about the fact that instead of so you have your imbalance data which looks like this right so this is a negative class right so this is instead of basically randomly sampling from them what this says is that take this negative sample and cluster into multiple points and out of those multiple points basically take the cluster centroid which is basically a representative sample from the cluster so the idea is take the negative class and break it into multiple plots and then instead of taking R and instead of taking randomly points from there take basically the points which are basically the center of each of these clusters so thats a concept that is cluster centroid so cluster centers in this example lets understand this is a concrete example so if you have a minority class which has got 200 examples a