{
    "action": "tool_call",
    "reasoning": "I've seen basic win/loss patterns and ranking gaps, but to find the MOST surprising finding, I need to explore counterintuitive patterns. Let me check if lower-ranked fighters (higher ranking numbers = worse) actually win against higher-ranked opponents at a notable rate, which would be surprising.",
    "tool": "query_sql",
    "args": {
        "sql": "SELECT CASE WHEN f_boxer_ranking > s_boxer_ranking THEN 'Lower ranked fighter' WHEN f_boxer_ranking < s_boxer_ranking THEN 'Higher ranked fighter' WHEN f_boxer_ranking = s_boxer_ranking THEN 'Equal ranking' ELSE 'No ranking data' END as fighter_status, COUNT(*) as fights, SUM(CASE WHEN f_boxer_result = 'won' THEN 1 ELSE 0 END) as wins, ROUND(100.0 * SUM(CASE WHEN f_boxer_result = 'won' THEN 1 ELSE 0 END) / COUNT(*), 1) as win_rate FROM raw.cleandata WHERE f_boxer_ranking IS NOT NULL AND s_boxer_ranking IS NOT NULL GROUP BY fighter_status ORDER BY fighter_status",
        "purpose": "Check if lower-ranked fighters win at surprising rates against higher-ranked opponents",
        "source": "raw"
    }
}