{
    "action": "tool_call",
    "reasoning": "I have the overview and column metadata, but I need to see actual row values to understand what this dataset represents. The column names are generic (Name, Place, Age, etc.) and many values appear malformed (e.g., Age ranges from '-----' to 'nbkfn4464', Date from '123' to 'sept 30 3035'). Looking at a few actual rows will reveal whether this is test/dummy data with intentionally corrupted values, or real data with quality issues.",
    "tool": "query_sql",
    "args": {
        "sql": "SELECT Name, Place, Age, Test, Gender, Score, Flag, Date, dhsgsgs FROM raw.\"Dummy Data\" LIMIT 8",
        "purpose": "Examine actual row values to understand what this dataset represents and what a single row means",
        "source": "raw"
    }
}