Running pattern detector against the corpus
The dataset shows recipients receiving funding from both the federal grants & contributions stream and Alberta provincial grants — entities sitting at the intersection of two funder pools where program duplication is a real risk that funders can verify against.
Aggregated from the matches below. Severity bands are calibrated per pattern; counts and dollar totals reflect this snapshot only.
Glassbox surfaces correlations and observations, not findings of misconduct. Severity is a calibrated read on how strongly the dataset matches the pattern definition — a starting point for review, not a verdict.
The match meets the pattern threshold but the signal is the lower band. Normal review queue.
The match exceeds the routine threshold. Worth a closer look — pull the source rows, walk the citation.
The match is in the highest band of the calibrated scale. Recommend: prioritise for active review.
Severity is computed from the detection signal · general.entity_golden_records with both 'fed' and 'ab' in dataset_sources, ≥5 federal records and ≥5 Alberta records, confidence ≥ 0.7. Cross-dataset fuzzy-name match handled by golden-record entity layer.
The dataset shows Little Red River Cree Nation (government) appears in both federal and Alberta provincial funding streams — 646 federal grant/contribution records and 5,169 Alberta provincial records. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
The dataset shows The Governors of the University of Alberta (government) appears in both federal and Alberta provincial funding streams — 1,991 federal grant/contribution records and 463 Alberta provincial records. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
The dataset shows The Edmonton Catholic Separate School Division (government) appears in both federal and Alberta provincial funding streams — 103 federal grant/contribution records and 1,327 Alberta provincial records. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.