PHPMem v2.0.1
Version
1.6.45
Uptime
7 days 13 hours 53 minutes 1 second
Memory
Total
512MB
Used
13,33MB (2.6%)
Free
498,67MB
Keys
Current
10 166
Total (since start)
11 096
Evictions
0
Reclaimed
157
Expired Unfetched
0
Evicted Unfetched
0
Connections
Current
3 / 1 024 max
Total
69 363
Rejected
0
llm:b463628d05e2208aaee9332606a659c17946eb736db31001de137b2f83360837
Edit
I need to identify columns with missing values and calculate the percentage of missing data for each. Let me start by querying the column metadata to find columns with null counts.
```json
{
"action": "tool_call",
"reasoning": "The analytics.column_overview metadata table contains null_count for every column across all tables. I'll query it to find columns with missing values and calculate the percentage missing based on the row counts from analytics.table_overview.",
"tool": "query_sql",
"args": {
"sql": "WITH table_rows AS (SELECT table_name, row_count FROM analytics.table_overview), column_nulls AS (SELECT co.table_name, co.column_name, co.null_count, tr.row_count FROM analytics.column_overview co JOIN table_rows tr ON co.table_name = tr.table_name WHERE co.null_count > 0) SELECT table_name, column_name, null_count, row_count, ROUND(100.0 * null_count / row_count, 2) AS pct_missing FROM column_nulls ORDER BY pct_missing DESC, null_count DESC",
"purpose": "Find all columns with missing values and calculate the percentage missing for each",
"source": "raw"
}
}
```