I need to find correlations between columns in this dataset. Let me start by examining the numeric columns more closely to compute correlations. ```json { "action": "tool_call", "reasoning": "To find correlations, I need to compute correlation coefficients between numeric columns. The dataset has many numeric measures (age, height, reach, weight, wins, losses, draws, KOs, judge scores for both fighters A and B). I'll write a SQL query to calculate Pearson correlations between key numeric columns.", "tool": "query_sql", "args": { "sql": "SELECT CORR(age_A, age_B) as age_corr, CORR(height_A, height_B) as height_corr, CORR(reach_A, reach_B) as reach_corr, CORR(weight_A, weight_B) as weight_corr, CORR(won_A, won_B) as wins_corr, CORR(lost_A, lost_B) as losses_corr, CORR(kos_A, kos_B) as kos_corr, CORR(age_A, height_A) as age_height_A_corr, CORR(height_A, reach_A) as height_reach_A_corr, CORR(height_A, weight_A) as height_weight_A_corr, CORR(reach_A, weight_A) as reach_weight_A_corr, CORR(won_A, lost_A) as won_lost_A_corr, CORR(won_A, kos_A) as won_kos_A_corr FROM raw.boxing_matches", "purpose": "Calculate correlation coefficients between key numeric columns to identify strongly related pairs", "source": "raw" } } ```