Personal Project Gaming Analytics

Replay Parser and Feature Extractor for Heroes of the Storm

Software Developer 5 months

Built a replay-parsing and feature-extraction tool for Heroes of the Storm to support professional gameplay analysis in collaboration with an esports league.

Highlights

  • Architected the codebase and data model for a tool that turned replay files into structured data for gameplay analysis.
  • Designed feature-extraction logic around the analytical needs of professional players and coaches in collaboration with an esports league.
  • Implemented robust processing and efficient storage for extracted replay data, handling incomplete and inconsistent inputs reliably.

Technology Stack

Python
SQLAlchemy pandas numpy heroprotocol
PostgreSQL

Tags

#independent #gaming #data-engineering