Disclaimer

Educational purpose

Everything on SportsDataTutorials is for learning. Nothing here is professional, financial, or betting advice, and it should not be used as the basis for wagering decisions.

Accuracy

We run every tutorial's code and embed the real output, but sports data is messy and changes constantly. Figures reflect the data as retrieved on the dates noted on each page and may differ from official records. Verify anything important against the source.

No affiliation

This is an independent educational site. It is not affiliated with, endorsed by, or sponsored by MLB, the NBA, the NFL, the NHL, StatsBomb, Understat, nflverse, or any league, team, or data provider. All trademarks belong to their respective owners.

Third-party data sources

Tutorials rely on free third-party data. We follow each provider's access rules (polite request rates, caching, attribution where required), but we don't control these services and can't guarantee their availability or accuracy.

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