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Comprehensive analysis of international football match results using Elo rating system and machine learning. Analyzes 49,071 matches spanning 150+ years, calculates team Elo ratings, predicts match outcomes with 64% accuracy using logistic regression, and identifies upset patterns. Key findings include Argentina's highest Elo rating at 2075.8, home advantage effect, and 16.4% overall upset rate across all tournaments.