fix: restore player search functionality and add HF frontmatter

fix: resolve linting errors and update ruff config

Optimize away team generation and persist in session state to prevent loops

Address reviewer feedback: fix grammar, path resolution, and sampling logic

Transition data layer to local CSV using pandas

Refactor app with security fixes, error handling, and type safety