```json { "action": "tool_call", "reasoning": "The question asks for distribution statistics (min, max, mean, median, spread) across all numeric columns. From the dataset card, the numeric columns in raw.ai_job_dataset are: benefits_score (DOUBLE), job_description_length (BIGINT), salary_usd (BIGINT), years_experience (BIGINT), and remote_ratio (BIGINT). I'll write a single SQL query that computes all these statistics for all numeric columns at once, rather than querying one column at a time.", "tool": "query_sql", "args": { "sql": "SELECT COUNT(*) as total_rows, COUNT(salary_usd) as salary_usd_non_null, MIN(salary_usd) as salary_usd_min, MAX(salary_usd) as salary_usd_max, AVG(salary_usd) as salary_usd_mean, MEDIAN(salary_usd) as salary_usd_median, STDDEV(salary_usd) as salary_usd_stddev, COUNT(benefits_score) as benefits_score_non_null, MIN(benefits_score) as benefits_score_min, MAX(benefits_score) as benefits_score_max, AVG(benefits_score) as benefits_score_mean, MEDIAN(benefits_score) as benefits_score_median, STDDEV(benefits_score) as benefits_score_stddev, COUNT(job_description_length) as job_desc_length_non_null, MIN(job_description_length) as job_desc_length_min, MAX(job_description_length) as job_desc_length_max, AVG(job_description_length) as job_desc_length_mean, MEDIAN(job_description_length) as job_desc_length_median, STDDEV(job_description_length) as job_desc_length_stddev, COUNT(years_experience) as years_exp_non_null, MIN(years_experience) as years_exp_min, MAX(years_experience) as years_exp_max, AVG(years_experience) as years_exp_mean, MEDIAN(years_experience) as years_exp_median, STDDEV(years_experience) as years_exp_stddev, COUNT(remote_ratio) as remote_ratio_non_null, MIN(remote_ratio) as remote_ratio_min, MAX(remote_ratio) as remote_ratio_max, AVG(remote_ratio) as remote_ratio_mean, MEDIAN(remote_ratio) as remote_ratio_median, STDDEV(remote_ratio) as remote_ratio_stddev FROM raw.ai_job_dataset", "purpose": "Compute distribution statistics (min, max, mean, median, standard deviation) for all numeric columns in the dataset", "source": "raw" } } ```