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# Codex Pass 06 — QA/QC and Exports
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Task:
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Implement QA/QC comparison against reference features and GeoJSON/CSV export.
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Read:
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- docs/QA_QC_SPECIFICATION.md
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- docs/QA_QC_ENGINE.md
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- docs/API_EXAMPLE_RESPONSES.md
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Required:
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- IoU matching.
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- TP/FP/FN.
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- Precision/recall/F1.
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- GeoJSON export for detections and findings.
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- CSV metrics export.
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Acceptance:
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- Expected QA metrics fixture passes.
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- Exports are downloadable and recorded.
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