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Dive into a comprehensive data science tutorial focused on chess data analysis. Explore ongoing Kaggle competitions and delve into the "This Week in Chess" dataset. Conduct in-depth chess data exploration, examining ELO differences and upsets. Learn to read PGN files using the Chess Python package and run Stockfish engine in Python. Analyze Hans Neimann's Chess.com games and plot ELO ratings for winning streaks. Gain valuable insights into data manipulation, visualization, and analysis techniques using Python, with a specific focus on chess-related data.