{
    "action": "tool_call",
    "reasoning": "The evidence shows Question and Response distributions, but I need to see the full breakdown of the most common values across ALL main categorical columns in the dataset. The card lists Question and Response as classifiers with ~16 and ~64 distinct values respectively, but there are many other categorical columns (demographic breakdowns like Gender, Age, Income, Education, Region, Occupation, Race, Employment) that need to be profiled. I'll query to get the top values and their frequencies for each major categorical column.",
    "tool": "query_sql",
    "args": {
        "sql": "SELECT 'Question' as column_name, Question as value, COUNT(*) as frequency, ROUND(100.0 * COUNT(*) / SUM(COUNT(*)) OVER (), 2) as pct FROM raw.polling_on_ai_usage_jul_2026 WHERE Question IS NOT NULL GROUP BY Question ORDER BY frequency DESC LIMIT 10",
        "purpose": "Get top 10 most common Question values with frequencies and percentages",
        "source": "raw"
    }
}