PHPMem v2.0.1
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llm:4ba6247a43f99880d8b292f0d2f503bf7151ef654c1d7d28e78b068ab1214734
Edit
I need to identify columns with missing values and calculate the percentage of missing data for each column in the dataset.
Let me start by querying the column metadata to get null counts for all columns in the championsdataset table.
```json
{
"action": "tool_call",
"reasoning": "I'll query the analytics.column_overview metadata table to get null counts for all columns in raw.championsdataset. This will show me which columns have missing values and allow me to calculate the percentage missing based on the 144 total rows.",
"tool": "query_sql",
"args": {
"sql": "SELECT column_name, null_count, ROUND((null_count * 100.0 / 144), 2) AS missing_percentage FROM analytics.column_overview WHERE table_name = 'raw.championsdataset' AND null_count > 0 ORDER BY null_count DESC",
"purpose": "Identify columns with missing values and calculate the percentage missing for each",
"source": "raw"
}
}
```