PHPMem v2.0.1
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1.6.45
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llm:5403aab286b19cc6df912ead74fcd7e41fd8a73d836800a7da77691276768355
Edit
I need to identify the main categorical columns in this boxing dataset and find their most common values with frequencies. Let me start by examining the column metadata to understand what categorical columns exist.
```json
{
"action": "tool_call",
"reasoning": "I need to identify the main categorical columns across the tables. I'll inspect the largest table (raw.cleandata with 127 rows) to see what categorical columns it contains, then determine which are the most important ones to analyze.",
"tool": "inspect_columns",
"args": {
"table": "cleandata"
}
}
```