{
    "action": "tool_call",
    "reasoning": "I need to inspect the contents of the tables to understand what a single row represents. Since the table names start with numbers, I must quote them in DuckDB.",
    "tool": "query_sql",
    "args": {
        "purpose": "Inspect a few rows from the plays and scores tables to understand the dataset's granularity.",
        "source": "raw",
        "sql": "SELECT * FROM raw.\"2023_plays\" LIMIT 3;"
    }
}