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This canvas builds a complete customer churn prediction and retention system, generating synthetic customer data with behavioral patterns, engineering 40+ RFM and engagement features, training a gradient boosting model that achieves perfect classification, and delivering actionable retention strategies for at-risk customers segmented by churn probability and characteristics.