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100 * T) N = 100 N = int(N / 100) We use k+1, here, because the implementation of NearestNeighbors considers the point itself as one of the neighbors. In other words, we want the k nearest neighbors excluding the point itself. nbrs = NearestNeighbors(n_neighbors=k+1).fit(sample.values) In Python,