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Save Pipeline(log → scale → KMeans); assign new customers/days; re-run on an 80% sample and with 3 seeds. Concepts: Reusable pipeline; predict for new data; stability (ARI) Project A: assign_segment(new_customer_rfm). Project B: assign_day_type(new_day_profile).