{
    "action": "tool_call",
    "reasoning": "My earlier draft cited duplicate IDs and inconsistent categories, but no executed result is available to me here to back those claims. I'll verify them with one query: row count against distinct User_ID, plus the Gender spelling variants.",
    "tool": "query_sql",
    "args": {
        "sql": "SELECT Gender, COUNT(*) AS n_rows, COUNT(DISTINCT User_ID) AS distinct_ids, (SELECT COUNT(*) FROM raw.AI_Usage_and_Impact_on_Students_and_Professionals) AS total_rows, (SELECT COUNT(DISTINCT User_ID) FROM raw.AI_Usage_and_Impact_on_Students_and_Professionals) AS total_distinct_ids FROM raw.AI_Usage_and_Impact_on_Students_and_Professionals GROUP BY Gender ORDER BY n_rows DESC",
        "purpose": "Verify duplicate User_IDs and the Gender label inconsistencies",
        "source": "raw"
    }
}