Python Packages

Python / Machine Learning

• pandas: data manipulation and I/O for CSV/JSON/SQL.
• numpy: numerical arrays and fast computations.
• scikit-learn: model building, validation, and preprocessing utilities.
• xgboost: gradient-boosted trees for classification/regression.
• lightgbm: fast gradient boosting optimized for large datasets.
• catboost: gradient boosting that handles categorical features.
• optuna: hyperparameter tuning framework.
• mlflow: experiment tracking for ML results.
• shap: model explainability tools.
• statsmodels: statistical models and tests.
• scipy: scientific computations and statistics.
• joblib: model persistence and parallel utilities.
• tensorflow / torch: optional deep learning frameworks for neural models.

Data & Web

• Streamlit: generates UI and hosting via cloud.
• requests: HTTP requests for fetching APIs and pages.
• requests-cache: caching layer for requests responses.
• retry-requests: retry-on-failure helper for requests.
• beautifulsoup4: HTML parsing and scraping utilities.
• lxml: fast XML/HTML handling for scrapers.
• openmeteo-requests: weather API fetch helper.
• httpx: modern async HTTP client.
• SQLAlchemy: database access and ORM helpers.
• pyarrow: Apache Arrow/Parquet data handling.
• openpyxl: Excel file processing.

Utilities & Testing

• pytest: tests and assertions.
• pytest-cov: coverage reporting for pytest suites.
• pytest-asyncio: asyncio test support for pytest.
• black: code formatter for consistent style.
• ruff: linter and format checker.
• mypy: static typing analysis.
• plotly: graphing capabilities.
• flake8: style and linting for Python source.
• pre-commit: git hooks for code quality checks.
• pandas-stubs: type stubs for pandas.

Repo-specific Libraries

Specialized libraries used in individual projects (F1, MLB, NBA, etc.).

• fastf1: Formula 1 telemetry (f1Analysis).
• mlb-statsapi: MLB data service (baseball-predictions).
• nba_api: NBA game stats service (nba-predictions).
• pybaseball: baseball metrics (baseball-predictions).
• cbbd: college basketball stats (march-madness).
• cfbd: college football stats (tailgate-edge).
• betfairlightweight: Betfair market data (horse-racing-predictions).
• sbrscrape: sportsbook odds scraping helper (multiple repos).