<invoke name="tool_call"> <parameter name="reasoning">Compute distribution stats for all truly numeric columns in one UNION ALL query.</parameter> <parameter name="tool">query_sql</parameter> <parameter name="args">{"sql":"SELECT 'players_man_.number_of_matches' AS col, COUNT(number_of_matches) AS n, MIN(number_of_matches) AS min, MAX(number_of_matches) AS max, AVG(number_of_matches) AS mean, MEDIAN(number_of_matches) AS median, STDDEV(number_of_matches) AS stddev, quantile_cont(number_of_matches,0.25) AS q1, quantile_cont(number_of_matches,0.75) AS q3 FROM raw.players_man_\nUNION ALL SELECT 'players_tournament_man_.year', COUNT(year), MIN(year), MAX(year), AVG(year), MEDIAN(year), STDDEV(year), quantile_cont(year,0.25), quantile_cont(year,0.75) FROM raw.players_tournament_man_\nUNION ALL SELECT 'raw_kaggle.1SP', COUNT(\"1SP\"), MIN(\"1SP\"), MAX(\"1SP\"), AVG(\"1SP\"), MEDIAN(\"1SP\"), STDDEV(\"1SP\"), quantile_cont(\"1SP\",0.25), quantile_cont(\"1SP\",0.75) FROM raw.raw_kaggle\nUNION ALL SELECT 'raw_kaggle.2SP', COUNT(\"2SP\"), MIN(\"2SP\"), MAX(\"2SP\"), AVG(\"2SP\"), MEDIAN(\"2SP\"), STDDEV(\"2SP\"), quantile_cont(\"2SP\",0.25), quantile_cont(\"2SP\",0.75) FROM raw.raw_kaggle\nUNION ALL SELECT 'raw_kaggle.Aces', COUNT(Aces), MIN(Aces), MAX(Aces), AVG(Aces), MEDIAN(Aces), STDDEV(Aces), quantile_cont(Aces,0.25), quantile_cont(Aces,0.75) FROM raw.raw_kaggle\nUNION ALL SELECT 'raw_kaggle.DFs', COUNT(DFs), MIN(DFs), MAX(DFs), AVG(DFs), MEDIAN(DFs), STDDEV(DFs), quantile_cont(DFs,0.25), quantile_cont(DFs,0.75) FROM raw.raw_kaggle\nUNION ALL SELECT 'raw_kaggle.SP', COUNT(SP), MIN(SP), MAX(SP), AVG(SP), MEDIAN(SP), STDDEV(SP), quantile_cont(SP,0.25), quantile_cont(SP,0.75) FROM raw.raw_kaggle\nUNION ALL SELECT 'raw_kaggle.TP', COUNT(TP), MIN(TP), MAX(TP), AVG(TP), MEDIAN(TP), STDDEV(TP), quantile_cont(TP,0.25), quantile_cont(TP,0.75) FROM raw.raw_kaggle\nUNION ALL SELECT 'raw_kaggle.vA', COUNT(vA), MIN(vA), MAX(vA), AVG(vA), MEDIAN(vA), STDDEV(vA), quantile_cont(vA,0.25), quantile_cont(vA,0.75) FROM raw.raw_kaggle\nUNION ALL SELECT 'raw_kaggle.Rk', COUNT(Rk), MIN(Rk), MAX(Rk), AVG(Rk), MEDIAN(Rk), STDDEV(Rk), quantile_cont(Rk,0.25), quantile_cont(Rk,0.75) FROM raw.raw_kaggle\nUNION ALL SELECT 'raw_kaggle.vRk', COUNT(vRk), MIN(vRk), MAX(vRk), AVG(vRk), MEDIAN(vRk), STDDEV(vRk), quantile_cont(vRk,0.25), quantile_cont(vRk,0.75) FROM raw.raw_kaggle\nUNION ALL SELECT 'return_kaggle.Rk', COUNT(Rk), MIN(Rk), MAX(Rk), AVG(Rk), MEDIAN(Rk), STDDEV(Rk), quantile_cont(Rk,0.25), quantile_cont(Rk,0.75) FROM raw.return_kaggle\nUNION ALL SELECT 'return_kaggle.vRk', COUNT(vRk), MIN(vRk), MAX(vRk), AVG(vRk), MEDIAN(vRk), STDDEV(vRk), quantile_cont(vRk,0.25), quantile_cont(vRk,0.75) FROM raw.return_kaggle","purpose":"Distribution summary (n, min, max, mean, median, stddev, quartiles) for numeric columns","source":"raw"}</parameter> </invoke>