I need to identify the main categorical columns and find their most common values with frequencies. From the evidence, I can see the categorical columns (role=dimension or VARCHAR type with low distinct counts) in the cleandata table. Let me query the most common values for the key categorical columns: ```json { "action": "tool_call", "reasoning": "I'll query the most common values and their frequencies for the main categorical columns: f_boxer, f_boxer_result, f_boxer_stance, s_boxer_stance, fightEnd, and s_boxer_result. I'll use a single query with multiple CTEs to get top values for each column efficiently.", "tool": "query_sql", "args": { "sql": "WITH f_boxer_counts AS (SELECT f_boxer AS value, COUNT(*) AS frequency FROM raw.cleandata GROUP BY f_boxer ORDER BY frequency DESC LIMIT 10), f_result_counts AS (SELECT f_boxer_result AS value, COUNT(*) AS frequency FROM raw.cleandata GROUP BY f_boxer_result ORDER BY frequency DESC), f_stance_counts AS (SELECT f_boxer_stance AS value, COUNT(*) AS frequency FROM raw.cleandata GROUP BY f_boxer_stance ORDER BY frequency DESC), s_stance_counts AS (SELECT s_boxer_stance AS value, COUNT(*) AS frequency FROM raw.cleandata GROUP BY s_boxer_stance ORDER BY frequency DESC), fight_end_counts AS (SELECT fightEnd AS value, COUNT(*) AS frequency FROM raw.cleandata GROUP BY fightEnd ORDER BY frequency DESC), s_result_counts AS (SELECT s_boxer_result AS value, COUNT(*) AS frequency FROM raw.cleandata GROUP BY s_boxer_result ORDER BY frequency DESC) SELECT 'f_boxer' AS column_name, value, frequency FROM f_boxer_counts UNION ALL SELECT 'f_boxer_result', value, frequency FROM f_result_counts UNION ALL SELECT 'f_boxer_stance', value, frequency FROM f_stance_counts UNION ALL SELECT 's_boxer_stance', value, frequency FROM s_stance_counts UNION ALL SELECT 'fightEnd', value, frequency FROM fight_end_counts UNION ALL SELECT 's_boxer_result', value, frequency FROM s_result_counts ORDER BY column_name, frequency DESC", "purpose": "Get the most common values and their frequencies for all main categorical columns in one query", "source": "raw" } } ```