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⚡ Bolt: Optimize Polars metrics calculation#5979

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bolt-optimize-polars-metrics-8819727244228254579
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⚡ Bolt: Optimize Polars metrics calculation#5979
SatoryKono wants to merge 1 commit into
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bolt-optimize-polars-metrics-8819727244228254579

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@SatoryKono

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💡 What: Replaced pure-Python loops evaluating .filter() queries individually with a list of Polars expressions evaluated simultaneously in _calculate_field_coverage. Replaced len(df.filter(expr)) with int(df.select(expr.sum()).item()) in _count_any_enriched.
🎯 Why: Iterating over columns with a pure-Python loop to execute .filter() queries and materializing new DataFrames in memory adds significant overhead. Building a list of expressions and evaluating them simultaneously with .select() eliminates Python loop overhead and drastically speeds up execution.
📊 Impact: Considerably faster computation when calculating field coverage or boolean mask matches by taking full advantage of Polars optimization.
🔬 Measurement: Verify tests still pass and field coverage produces exact same results faster.


PR created automatically by Jules for task 8819727244228254579 started by @SatoryKono

Co-authored-by: SatoryKono <13055362+SatoryKono@users.noreply.github.com>
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@github-actions github-actions Bot added the layer:application Application layer label Jul 5, 2026
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sonarqubecloud Bot commented Jul 5, 2026

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This PR has been inactive for 14 days and is now marked as stale. It will be automatically closed in 7 days unless there is new activity.

@github-actions github-actions Bot added the stale label Jul 20, 2026
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