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This project presents a complete data engineering, analytics, machine learning, and Streamlit dashboard pipeline focused on the Abbott World Marathon Majors: Tokyo, Boston, London, Berlin, Chicago, and New York City. Covering the 2018 to 2025 seasons, it analyzes more than 628,000 runner records and 86 verified winner entries.