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UFC & MMA Blog

Explainers

  1. Islam Makhachev in 2022

    Explainers

    UFC data in Python: a tutorial for schedule, results, stats and rankings

    A step-by-step Python tutorial: pull the UFC schedule, results, round-by-round stats and rankings history into pandas. Runs on the free API plan, no card.

    Sep 3, 2026 · 7 min read

  2. Explainers

    How MMA Scoring Works: The 10-Point Must System, Explained

    What 10-9 and 10-8 actually mean, what judges are told to look for, and why scorecards still surprise people. Explained with UFCalendar's scorecard database.

    Aug 2, 2026 · 4 min read