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# Sample interactions data interactions = pd.DataFrame({ 'user_id': [1, 1, 2, 3, 3], 'content_id': [101, 102, 101, 103, 102], 'rating': [4, 5, 3, 5, 4] }) This creative piece is designed to respectfully engage