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based on the Euclidean distance. 3. Step 3: Update: Recalculate the centroids by taking the mean of all data points assigned to each cluster. 4. Step 4: Repeat: Repeat steps 2 and 3 until convergence criteria are met (e.g., minimal centroid movement). fig, ax = plt.subplots(figsize=(6, 6)) # for