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Built for the Zerve Hackathon challenge “What Drives Successful Usage?”, this notebook explores the first 48 hours of user activity to identify which behaviors and workflow patterns are most predictive of long-term success. It includes the data preparation, feature engineering, modeling, and behavioral analysis behind the First48 app.