Hello, The code in Chapter 20 Clustering has redundant line 57 https://github.com/joelgrus/data-science-from-scratch/blob/master/scratch/clustering.py ``` self.means = cluster_means(self.k, inputs, assignments) ``` This line is repeated with line 47 and can be deleted. Thanks