PHPMem v2.0.1
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1.6.45
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15 days 9 hours 55 minutes 32 seconds
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llm:2f6d4385c522a427c8f1b5f42eef002e6b14d65c775abf653be2b72a4079249c
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"
}
}
```