PHPMem v2.0.1
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1.6.45
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llm:e43099cdbd26ea589c5e0eec49346bcafb3cd26817fc02fb483848e0a3118abe
Edit
I need to identify all categorical columns and count their distinct values. From the evidence I already have, I can see distinct counts for many categorical columns, but I should get a complete picture.
Let me query for all categorical columns with their distinct counts:
```json
{
"action": "tool_call",
"reasoning": "I have partial results showing distinct counts for some categorical columns, but I need a complete view. I'll query the column metadata to get all categorical columns with their distinct value counts in one comprehensive query.",
"tool": "query_sql",
"args": {
"sql": "SELECT table_name, column_name, phys_type, rough_kind, COALESCE(distinct_count, approx_distinct_count) as distinct_values FROM analytics.column_overview WHERE rough_kind IN ('categorical', 'text') OR semantic_role = 'classifier' ORDER BY table_name, distinct_values DESC NULLS LAST",
"purpose": "Get all categorical columns with their distinct value counts across all tables",
"source": "raw"
}
}
```