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 The Young Men's Christian Association of Edmonton (charity) appears in both federal and Alberta provincial funding streams — 93 federal grant/contribution records and 11,132 Alberta provincial records. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
The dataset shows Alberta Health Services (government) appears in both federal and Alberta provincial funding streams — 5 federal grant/contribution records and 6,491 Alberta provincial records. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
The dataset shows Sigis Child Care Society (charity) appears in both federal and Alberta provincial funding streams — 10 federal grant/contribution records and 3,422 Alberta provincial records. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
The dataset shows Northern Lights School Division No. 69 (government) appears in both federal and Alberta provincial funding streams — 28 federal grant/contribution records and 2,700 Alberta provincial records. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
The dataset shows Peace River School Division No. 10 (government) appears in both federal and Alberta provincial funding streams — 15 federal grant/contribution records and 2,309 Alberta provincial records. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
The dataset shows Battle River Regional Division No. 31 (government) appears in both federal and Alberta provincial funding streams — 12 federal grant/contribution records and 2,303 Alberta provincial records. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
The dataset shows Livingstone Range School Division No. 68 (government) appears in both federal and Alberta provincial funding streams — 21 federal grant/contribution records and 2,267 Alberta provincial records. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
The dataset shows Rocky View School Division No. 41 (government) appears in both federal and Alberta provincial funding streams — 10 federal grant/contribution records and 2,254 Alberta provincial records. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
The dataset shows St. Thomas Aquinas Roman Catholic Separate Regional Division No. 38 (government) appears in both federal and Alberta provincial funding streams — 7 federal grant/contribution records and 2,190 Alberta provincial records. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
The dataset shows The Greater St. Albert Roman Catholic Separate School Division (government) appears in both federal and Alberta provincial funding streams — 6 federal grant/contribution records and 2,182 Alberta provincial records. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
The dataset shows Elk Island Catholic Separate Regional Division No. 41 (government) appears in both federal and Alberta provincial funding streams — 5 federal grant/contribution records and 2,155 Alberta provincial records. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
The dataset shows Parkland School Division No. 70 (government) appears in both federal and Alberta provincial funding streams — 30 federal grant/contribution records and 2,126 Alberta provincial records. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
The dataset shows Peace Wapiti School Division No. 76 (government) appears in both federal and Alberta provincial funding streams — 13 federal grant/contribution records and 2,141 Alberta provincial records. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
The dataset shows Red Deer Catholic Regional Division No. 39 (government) appears in both federal and Alberta provincial funding streams — 17 federal grant/contribution records and 2,098 Alberta provincial records. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
The dataset shows Chinook's Edge School Division No. 73 (government) appears in both federal and Alberta provincial funding streams — 16 federal grant/contribution records and 2,088 Alberta provincial records. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
The dataset shows Northland School Division No. 61 (government) appears in both federal and Alberta provincial funding streams — 33 federal grant/contribution records and 2,058 Alberta provincial records. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
The dataset shows Westwind School Division No. 74 (government) appears in both federal and Alberta provincial funding streams — 8 federal grant/contribution records and 2,082 Alberta provincial records. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
The dataset shows Wild Rose School Division No. 66 (government) appears in both federal and Alberta provincial funding streams — 19 federal grant/contribution records and 2,060 Alberta provincial records. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
The dataset shows Aspen View Public School Division No. 78 (government) appears in both federal and Alberta provincial funding streams — 26 federal grant/contribution records and 2,052 Alberta provincial records. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
The dataset shows Living Waters Catholic Regional Division No. 42 (government) appears in both federal and Alberta provincial funding streams — 8 federal grant/contribution records and 2,057 Alberta provincial records. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
The dataset shows Lakeland Roman Catholic Separate School Division No. 150 (government) appears in both federal and Alberta provincial funding streams — 16 federal grant/contribution records and 2,049 Alberta provincial records. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
The dataset shows Wolf Creek School Division No. 72 (government) appears in both federal and Alberta provincial funding streams — 7 federal grant/contribution records and 2,040 Alberta provincial records. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
The dataset shows Canadian Rockies Regional Division No. 12 (government) appears in both federal and Alberta provincial funding streams — 8 federal grant/contribution records and 2,037 Alberta provincial records. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
The dataset shows The University of British Columbia (charity) appears in both federal and Alberta provincial funding streams — 1,982 federal grant/contribution records and 36 Alberta provincial records. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
The dataset shows Grasslands Regional Division No. 6 (government) appears in both federal and Alberta provincial funding streams — 8 federal grant/contribution records and 1,997 Alberta provincial records. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
The dataset shows Holy Spirit Roman Catholic Separate School Division (government) appears in both federal and Alberta provincial funding streams — 13 federal grant/contribution records and 1,966 Alberta provincial records. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
The dataset shows Holy Family Catholic Regional Division No. 37 (government) appears in both federal and Alberta provincial funding streams — 8 federal grant/contribution records and 1,954 Alberta provincial records. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
The dataset shows High Prairie School Division No. 48 (government) appears in both federal and Alberta provincial funding streams — 9 federal grant/contribution records and 1,943 Alberta provincial records. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
The dataset shows East Central Alberta Catholic Separate School Division No. 16 (government) appears in both federal and Alberta provincial funding streams — 10 federal grant/contribution records and 1,879 Alberta provincial records. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
The dataset shows Lloydminster Roman Catholic Separate School Division 89 (government) appears in both federal and Alberta provincial funding streams — 25 federal grant/contribution records and 1,745 Alberta provincial records. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
The dataset shows GRANDE SPIRIT FOUNDATION (charitable_org) appears in both federal and Alberta provincial funding streams — 8 federal grant/contribution records and 1,706 Alberta provincial records. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
The dataset shows Edmonton Public School District No. 7 (government) appears in both federal and Alberta provincial funding streams — 27 federal grant/contribution records and 1,687 Alberta provincial records. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
The dataset shows McMan Youth, Family & Community Services Association (charity) appears in both federal and Alberta provincial funding streams — 31 federal grant/contribution records and 1,668 Alberta provincial records. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
The dataset shows University of Waterloo (charity) appears in both federal and Alberta provincial funding streams — 1,670 federal grant/contribution records and 18 Alberta provincial records. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
The dataset shows Whitefish Lake First Nation #459 (government) appears in both federal and Alberta provincial funding streams — 25 federal grant/contribution records and 1,617 Alberta provincial records. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
The dataset shows University of Calgary (government) appears in both federal and Alberta provincial funding streams — 75 federal grant/contribution records and 1,558 Alberta provincial records. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
The dataset shows GLENGARRY CHILD CARE SOCIETY (charitable_org) appears in both federal and Alberta provincial funding streams — 6 federal grant/contribution records and 1,569 Alberta provincial records. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
The dataset shows The Southern Francophone Education Region No. 4 (government) appears in both federal and Alberta provincial funding streams — 7 federal grant/contribution records and 1,532 Alberta provincial records. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
The dataset shows VALHALLA SCHOOL FOUNDATION (charitable_org) appears in both federal and Alberta provincial funding streams — 7 federal grant/contribution records and 1,507 Alberta provincial records. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
The dataset shows Edmonton Catholic School District (government) appears in both federal and Alberta provincial funding streams — 27 federal grant/contribution records and 1,412 Alberta provincial records. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
The dataset shows DAY CARE SOCIETY OF EDSON (charitable_org) appears in both federal and Alberta provincial funding streams — 10 federal grant/contribution records and 1,408 Alberta provincial records. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
The dataset shows Boys and Girls Club of Cochrane and Area (charity) appears in both federal and Alberta provincial funding streams — 9 federal grant/contribution records and 1,338 Alberta provincial records. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
The dataset shows Cavjaz Consulting Inc. (company) appears in both federal and Alberta provincial funding streams — 8 federal grant/contribution records and 1,321 Alberta provincial records. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
The dataset shows Mother Earth's Children's Charter School Society (non_profit) appears in both federal and Alberta provincial funding streams — 22 federal grant/contribution records and 1,271 Alberta provincial records. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
The dataset shows Centre d'Expérience Préscolaire et Parascolaire (CEPP) (charity) appears in both federal and Alberta provincial funding streams — 7 federal grant/contribution records and 1,282 Alberta provincial records. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
The dataset shows Palliser Regional Division No. 26 (government) appears in both federal and Alberta provincial funding streams — 7 federal grant/contribution records and 1,241 Alberta provincial records. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
The dataset shows EDMONTON CITY CENTRE CHURCH CORPORATION (charitable_org) appears in both federal and Alberta provincial funding streams — 24 federal grant/contribution records and 1,187 Alberta provincial records. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.