PHPMem v2.0.1
Version
1.6.45
Uptime
7 days 10 hours 56 minutes 36 seconds
Memory
Total
512MB
Used
13,32MB (2.6%)
Free
498,68MB
Keys
Current
10 162
Total (since start)
11 092
Evictions
0
Reclaimed
157
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0
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0
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2 / 1 024 max
Total
66 548
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0
llm:90728603af03446ab9f64954e25aa4a2c28fc92a677a0b6dce4bf86d5e4d3931
Edit
I need to identify columns with missing values and calculate the percentage of missing data for each. Let me query the column metadata to get null counts and then calculate percentages.
```json
{
"action": "tool_call",
"reasoning": "I'll query the analytics.column_overview metadata table to get null_count for all columns in the dataset, then calculate the percentage of missing values based on the total row count (482 rows as stated in the dataset card).",
"tool": "query_sql",
"args": {
"sql": "SELECT table_name, column_name, null_count, ROUND(100.0 * null_count / 482, 2) AS missing_percentage FROM analytics.column_overview WHERE null_count > 0 ORDER BY null_count DESC",
"purpose": "Identify all columns with missing values and calculate the percentage missing for each",
"source": "raw"
}
}
```