PHPMem v2.0.1
Version
1.6.45
Uptime
8 days 1 hour 43 minutes 55 seconds
Memory
Total
512MB
Used
7,68MB (1.5%)
Free
504,32MB
Keys
Current
5 910
Total (since start)
11 098
Evictions
0
Reclaimed
326
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0
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0
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4 / 1 024 max
Total
76 085
Rejected
0
llm:28d3f2109d3ac1848c72fc73a8828ac6bdefb993b3e4adcf6ab4941c526ad63f
Edit
I need to find columns with missing values and calculate the percentage missing for each. Let me start by querying the column metadata to get null counts across all tables.
```json
{
"action": "tool_call",
"reasoning": "The analytics.column_overview metadata table contains null_count for every column. I'll query it to find all columns with null_count > 0, calculate the missing percentage using the row count from analytics.table_overview, and order by missing percentage to show the most problematic columns first.",
"tool": "query_sql",
"args": {
"sql": "SELECT co.table_name, co.column_name, co.null_count, tov.row_count, ROUND(100.0 * co.null_count / NULLIF(tov.row_count, 0), 2) AS missing_pct FROM analytics.column_overview co JOIN analytics.table_overview tov ON co.table_name = tov.table_name WHERE co.null_count > 0 ORDER BY missing_pct DESC, co.null_count DESC",
"purpose": "Find all columns with missing values and calculate the percentage missing in each"
}
}
```