{
    "action": "final",
    "content": "## Most Common Values in Categorical Columns\n\nI've analyzed the four main categorical columns in the boxing matches dataset. Here's what the data shows:\n\n### Decision Types\nThe **decision** column (how matches were decided) shows 11 distinct values with these top frequencies:\n\n- **PTS (Points)**: 108,070 matches (27.89%) — the most common decision type\n- **TKO (Technical Knockout)**: 89,709 matches (23.16%)\n- **KO (Knockout)**: 70,940 matches (18.31%)\n- **UD (Unanimous Decision)**: 62,290 matches (16.08%)\n- **NWS (Newspaper Decision)**: 19,369 matches (5.0%)\n\nThe remaining decision types (SD, MD, RTD, DQ, TD) each account for less than 3% of matches.\n\n### Match Results\nThe **result** column shows the outcome from Fighter A's perspective:\n\n- **win_A**: 321,661 matches (83.02%) — Fighter A won the vast majority\n- **win_B**: 40,994 matches (10.58%)\n- **draw**: 24,772 matches (6.39%)\n\nThis heavy skew toward Fighter A victories (83%) suggests the dataset may be organized with the winner typically listed as Fighter A.\n\n### Fighter Stances\nBoth **stance_A** and **stance_B** show identical distributions:\n\n- **orthodox**: 190,232 occurrences (49.1%) — the most common stance\n- **[blank/missing]**: 156,418 occurrences (40.37%) — a significant portion of stance data is missing\n- **southpaw**: 40,777 occurrences (10.53%)\n\nThe 40% missing stance data is notable and may limit stance-based analyses.\n\n### Key Takeaway\nThe dataset is dominated by points decisions and TKOs/KOs (69% combined), with Fighter A winning 83% of recorded matches. Stance information is available for only 60% of fighters, with orthodox stance being roughly 5x more common than southpaw among those recorded.",
    "charts": [
        {
            "kind": "bar",
            "x": "value",
            "series": [
                "frequency"
            ],
            "title": "Decision Types Distribution"
        },
        {
            "kind": "pie",
            "series": [
                "frequency"
            ],
            "title": "Match Results Breakdown"
        }
    ]
}