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# Demo Fixture Manifest
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Demo fixtures are used for UI, API and QA/QC development before live data connectors are complete.
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## Geel Building Detection Demo
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Path: `demo/geel/`
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Purpose: building detection and GRB-like reference QA.
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Required fixture files:
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- `area_geel_center.geojson`: analysis polygon.
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- `reference_buildings.geojson`: GRB-like building reference layer.
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- `demo_detections.geojson`: deterministic AI detection output.
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- `expected_qaqc_metrics.json`: expected precision/recall/F1.
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## Mol Vegetation Demo
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Path: `demo/mol/`
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Purpose: segmentation and vegetation/water area metrics.
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Required fixture files:
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- `area_mol_lakes.geojson`
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- `demo_segmentation_vegetation.geojson`
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- `expected_segmentation_metrics.json`
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## Turnhout Change Demo
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Path: `demo/turnhout/`
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Purpose: vector change detection workflow.
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Required fixture files:
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- `area_turnhout_growth.geojson`
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- `buildings_t0.geojson`
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- `buildings_t1.geojson`
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- `expected_change_metrics.json`
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## Fixture Rules
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- Fixtures must be small enough for git.
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- Fixtures must not contain private data.
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- Fixtures must be deterministic.
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- Expected metrics must be versioned with the fixture.
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