{
    "action": "final",
    "content": "## Most Common Values in Main Categorical Columns\n\nBased on the analysis of the `cleandata` table (127 rows), here are the most frequent values for each main categorical column:\n\n### Boxer Identity\n**First Boxer (f_boxer)** - 12 distinct boxers:\n- **Wladimir Klitschko**: 66 fights (52% of dataset)\n- **Kubrat Pulev**: 26 fights (20%)\n- **Tyson Fury**: 25 fights (20%)\n- All other boxers: ≤3 fights each\n\n### Fight Outcomes\n**First Boxer Result (f_boxer_result)**:\n- **Won**: 116 fights (91%)\n- **Lost**: 11 fights (9%)\n\n**Second Boxer Result (s_boxer_result)** - mirrors the first:\n- **Lost**: 116 fights (91%)\n- **Won**: 11 fights (9%)\n\n### Fighting Stances\n**First Boxer Stance (f_boxer_stance)**:\n- **Orthodox**: 113 fights (89%)\n- **6′ 6″ / 198cm**: 12 fights (9%) *[appears to be data quality issue - height mixed with stance]*\n- **Southpaw**: 2 fights (2%)\n\n**Second Boxer Stance (s_boxer_stance)** - 10 distinct values:\n- **Orthodox**: 95 fights (75%)\n- **Southpaw**: 19 fights (15%)\n- Various height values: 10 fights (8%) *[data quality issue]*\n- Empty/blank: 2 fights (2%)\n\n### Fight Endings\n**Fight End Type (fightEnd)** - 5 distinct values:\n- **KO/TKO**: 72 fights (57%)\n- **UD** (Unanimous Decision): 23 fights (18%)\n- **Unknown**: 15 fights (12%)\n- **RTD** (Retired): 14 fights (11%)\n- **DQ** (Disqualification): 3 fights (2%)\n\n### Key Observations\n1. The dataset is heavily dominated by Wladimir Klitschko's fights (52%)\n2. Orthodox stance is overwhelmingly common for both boxers\n3. Most fights end in knockout/TKO (57%)\n4. There are data quality issues in the stance columns where height measurements appear instead of stance values",
    "charts": [
        {
            "kind": "bar",
            "x": "value",
            "series": [
                "frequency"
            ],
            "title": "Most Common First Boxers",
            "filter": "column_name = 'f_boxer'"
        }
    ]
}