Premier League performance analysis

I picked football because every result is already a structured experiment in tactics, luck and sample size. Three seasons of Premier League fixtures (from football-data.co.uk) gave me enough volume to build a credible league table from scratch.

The pipeline

• Load and clean multi-season CSVs, then merge seasons consistently.
• EDA: home vs away splits, goal trends, and the correlation between shots on target and goals.
• Team-level leaderboards and a chart library, including the biggest margin wins and clean sheets.