PHPMem v2.0.1
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llm:a71fb14bfc17bd44a0b68ff8b71753f2d3522c4cee5fb535dd053b4995af03c2
Edit
I'll systematically check for data quality issues across this adverse events dataset. Let me start by examining the column metadata to understand what we're working with.
```json
{
"action": "tool_call",
"reasoning": "First, I need to understand the data types and basic statistics for all columns to identify potential quality issues. I'll inspect the raw.ae table to see null counts, distinct values, and ranges.",
"tool": "inspect_columns",
"args": {
"table": "raw.ae"
}
}
```