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.
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 and ≥ 5 Alberta source records · combined record count ≥ p90 within the entity's entity_type · confidence ≥ 0.7 · signal = combined record count
The dataset shows Elves Special Needs Society (charity) appears in both federal and Alberta provincial funding streams — 11 federal grant/contribution records and 942 Alberta provincial records, above the 90th percentile for charity of its type. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
Why this may be benign · Receiving both federal and Alberta funding is common for universities, health authorities, municipalities and large NGOs whose programs are distinct by design; overlap is a verification prompt, not evidence of duplication.
Aggregated from the matches below. Severity bands are calibrated per pattern; counts and dollar totals reflect this snapshot only.
The dataset shows Jasper Place Child and Family Resource Society (charity) appears in both federal and Alberta provincial funding streams — 9 federal grant/contribution records and 919 Alberta provincial records, above the 90th percentile for charity of its type. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
Why this may be benign · Receiving both federal and Alberta funding is common for universities, health authorities, municipalities and large NGOs whose programs are distinct by design; overlap is a verification prompt, not evidence of duplication.
The dataset shows McCauley Community After School Care Association (charity) appears in both federal and Alberta provincial funding streams — 9 federal grant/contribution records and 911 Alberta provincial records, above the 90th percentile for charity of its type. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
Why this may be benign · Receiving both federal and Alberta funding is common for universities, health authorities, municipalities and large NGOs whose programs are distinct by design; overlap is a verification prompt, not evidence of duplication.
The dataset shows Children's Autism Services of Edmonton (charity) appears in both federal and Alberta provincial funding streams — 27 federal grant/contribution records and 885 Alberta provincial records, above the 90th percentile for charity of its type. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
Why this may be benign · Receiving both federal and Alberta funding is common for universities, health authorities, municipalities and large NGOs whose programs are distinct by design; overlap is a verification prompt, not evidence of duplication.
The dataset shows Juvenescence Child Development Centre Ltd (company) appears in both federal and Alberta provincial funding streams — 5 federal grant/contribution records and 891 Alberta provincial records, above the 90th percentile for company of its type. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
Why this may be benign · Receiving both federal and Alberta funding is common for universities, health authorities, municipalities and large NGOs whose programs are distinct by design; overlap is a verification prompt, not evidence of duplication.
The dataset shows CALGARY FRENCH & INTERNATIONAL SCHOOL SOCIETY (charitable_org) appears in both federal and Alberta provincial funding streams — 5 federal grant/contribution records and 871 Alberta provincial records, above the 90th percentile for charitable_org of its type. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
Why this may be benign · Receiving both federal and Alberta funding is common for universities, health authorities, municipalities and large NGOs whose programs are distinct by design; overlap is a verification prompt, not evidence of duplication.
The dataset shows Norwood Child and Family Resource Centre (charity) appears in both federal and Alberta provincial funding streams — 6 federal grant/contribution records and 852 Alberta provincial records, above the 90th percentile for charity of its type. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
Why this may be benign · Receiving both federal and Alberta funding is common for universities, health authorities, municipalities and large NGOs whose programs are distinct by design; overlap is a verification prompt, not evidence of duplication.
The dataset shows KEE TAS KEE NOW TRIBAL COUNCIL (organization) appears in both federal and Alberta provincial funding streams — 766 federal grant/contribution records and 72 Alberta provincial records, above the 90th percentile for organization of its type. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
Why this may be benign · Receiving both federal and Alberta funding is common for universities, health authorities, municipalities and large NGOs whose programs are distinct by design; overlap is a verification prompt, not evidence of duplication.
The dataset shows YMCA of Calgary (non_profit) appears in both federal and Alberta provincial funding streams — 7 federal grant/contribution records and 786 Alberta provincial records, above the 90th percentile for non_profit of its type. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
Why this may be benign · The recipient business number is missing or a placeholder ('0', all-zeros, '-', 'n/a'): rows were grouped by legal name only, so distinct entities with the same name may be merged (KNOWN-DATA-ISSUES F-6/F-7).
The dataset shows Boys and Girls Clubs of the Foothills (charity) appears in both federal and Alberta provincial funding streams — 10 federal grant/contribution records and 776 Alberta provincial records, above the 90th percentile for charity of its type. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
Why this may be benign · Receiving both federal and Alberta funding is common for universities, health authorities, municipalities and large NGOs whose programs are distinct by design; overlap is a verification prompt, not evidence of duplication.
The dataset shows WEBBER ACADEMY FOUNDATION (charitable_org) appears in both federal and Alberta provincial funding streams — 8 federal grant/contribution records and 764 Alberta provincial records, above the 90th percentile for charitable_org of its type. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
Why this may be benign · Receiving both federal and Alberta funding is common for universities, health authorities, municipalities and large NGOs whose programs are distinct by design; overlap is a verification prompt, not evidence of duplication.
The dataset shows Opokaa'Sin Early Intervention Society (charity) appears in both federal and Alberta provincial funding streams — 19 federal grant/contribution records and 752 Alberta provincial records, above the 90th percentile for charity of its type. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
Why this may be benign · Receiving both federal and Alberta funding is common for universities, health authorities, municipalities and large NGOs whose programs are distinct by design; overlap is a verification prompt, not evidence of duplication.
The dataset shows PROGRESSIVE ACADEMY EDUCATION SOCIETY (charitable_org) appears in both federal and Alberta provincial funding streams — 6 federal grant/contribution records and 763 Alberta provincial records, above the 90th percentile for charitable_org of its type. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
Why this may be benign · Receiving both federal and Alberta funding is common for universities, health authorities, municipalities and large NGOs whose programs are distinct by design; overlap is a verification prompt, not evidence of duplication.
The dataset shows THE FATHER'S HOUSE CHRISTIAN FELLOWSHIP-STURGEON COUNTY (charitable_org) appears in both federal and Alberta provincial funding streams — 7 federal grant/contribution records and 754 Alberta provincial records, above the 90th percentile for charitable_org of its type. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
Why this may be benign · Receiving both federal and Alberta funding is common for universities, health authorities, municipalities and large NGOs whose programs are distinct by design; overlap is a verification prompt, not evidence of duplication.
The dataset shows ABC Head Start Society (charity) appears in both federal and Alberta provincial funding streams — 10 federal grant/contribution records and 742 Alberta provincial records, above the 90th percentile for charity of its type. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
Why this may be benign · Receiving both federal and Alberta funding is common for universities, health authorities, municipalities and large NGOs whose programs are distinct by design; overlap is a verification prompt, not evidence of duplication.
The dataset shows University of Manitoba (grant_recipient) appears in both federal and Alberta provincial funding streams — 715 federal grant/contribution records and 16 Alberta provincial records, above the 90th percentile for grant_recipient of its type. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
Why this may be benign · Receiving both federal and Alberta funding is common for universities, health authorities, municipalities and large NGOs whose programs are distinct by design; overlap is a verification prompt, not evidence of duplication.
The dataset shows Muslim Association of Canada (charity) appears in both federal and Alberta provincial funding streams — 15 federal grant/contribution records and 707 Alberta provincial records, above the 90th percentile for charity of its type. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
Why this may be benign · Receiving both federal and Alberta funding is common for universities, health authorities, municipalities and large NGOs whose programs are distinct by design; overlap is a verification prompt, not evidence of duplication.
The dataset shows Bow Valley College (charity) appears in both federal and Alberta provincial funding streams — 289 federal grant/contribution records and 399 Alberta provincial records, above the 90th percentile for charity of its type. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
Why this may be benign · Receiving both federal and Alberta funding is common for universities, health authorities, municipalities and large NGOs whose programs are distinct by design; overlap is a verification prompt, not evidence of duplication.
The dataset shows The Canadian Red Cross Society (charity) appears in both federal and Alberta provincial funding streams — 619 federal grant/contribution records and 46 Alberta provincial records, above the 90th percentile for charity of its type. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
Why this may be benign · Receiving both federal and Alberta funding is common for universities, health authorities, municipalities and large NGOs whose programs are distinct by design; overlap is a verification prompt, not evidence of duplication.
The dataset shows The Governors of the University of Calgary (grant_recipient) appears in both federal and Alberta provincial funding streams — 567 federal grant/contribution records and 95 Alberta provincial records, above the 90th percentile for grant_recipient of its type. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
Why this may be benign · Receiving both federal and Alberta funding is common for universities, health authorities, municipalities and large NGOs whose programs are distinct by design; overlap is a verification prompt, not evidence of duplication.
The dataset shows WOOD BUFFALO HOUSING & DEVELOPMENT CORPORATION (organization) appears in both federal and Alberta provincial funding streams — 5 federal grant/contribution records and 647 Alberta provincial records, above the 90th percentile for organization of its type. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
Why this may be benign · Receiving both federal and Alberta funding is common for universities, health authorities, municipalities and large NGOs whose programs are distinct by design; overlap is a verification prompt, not evidence of duplication.
The dataset shows Vermilion and Area Brighter Beginnings Society (charity) appears in both federal and Alberta provincial funding streams — 6 federal grant/contribution records and 644 Alberta provincial records, above the 90th percentile for charity of its type. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
Why this may be benign · Receiving both federal and Alberta funding is common for universities, health authorities, municipalities and large NGOs whose programs are distinct by design; overlap is a verification prompt, not evidence of duplication.
The dataset shows Centre for Autism Services Alberta (charity) appears in both federal and Alberta provincial funding streams — 11 federal grant/contribution records and 637 Alberta provincial records, above the 90th percentile for charity of its type. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
Why this may be benign · Receiving both federal and Alberta funding is common for universities, health authorities, municipalities and large NGOs whose programs are distinct by design; overlap is a verification prompt, not evidence of duplication.
The dataset shows The Fort McMurray Boys' and Girls' Club (charity) appears in both federal and Alberta provincial funding streams — 7 federal grant/contribution records and 638 Alberta provincial records, above the 90th percentile for charity of its type. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
Why this may be benign · Receiving both federal and Alberta funding is common for universities, health authorities, municipalities and large NGOs whose programs are distinct by design; overlap is a verification prompt, not evidence of duplication.
The dataset shows Canmore Community Daycare Society (charity) appears in both federal and Alberta provincial funding streams — 10 federal grant/contribution records and 622 Alberta provincial records, above the 90th percentile for charity of its type. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
Why this may be benign · Receiving both federal and Alberta funding is common for universities, health authorities, municipalities and large NGOs whose programs are distinct by design; overlap is a verification prompt, not evidence of duplication.
The dataset shows FOOTHILLS ACADEMY SOCIETY (charitable_org) appears in both federal and Alberta provincial funding streams — 18 federal grant/contribution records and 607 Alberta provincial records, above the 90th percentile for charitable_org of its type. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
Why this may be benign · Receiving both federal and Alberta funding is common for universities, health authorities, municipalities and large NGOs whose programs are distinct by design; overlap is a verification prompt, not evidence of duplication.
The dataset shows ALEXIS NAKOTA SIOUX NATION (charity) appears in both federal and Alberta provincial funding streams — 445 federal grant/contribution records and 173 Alberta provincial records, above the 90th percentile for charity of its type. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
Why this may be benign · Receiving both federal and Alberta funding is common for universities, health authorities, municipalities and large NGOs whose programs are distinct by design; overlap is a verification prompt, not evidence of duplication.
The dataset shows Eastside City Church and Missionary Society (charity) appears in both federal and Alberta provincial funding streams — 6 federal grant/contribution records and 612 Alberta provincial records, above the 90th percentile for charity of its type. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
Why this may be benign · Receiving both federal and Alberta funding is common for universities, health authorities, municipalities and large NGOs whose programs are distinct by design; overlap is a verification prompt, not evidence of duplication.
The dataset shows KCS Association for Early Learning, Special Needs, and Family Supports (charity) appears in both federal and Alberta provincial funding streams — 9 federal grant/contribution records and 603 Alberta provincial records, above the 90th percentile for charity of its type. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
Why this may be benign · Receiving both federal and Alberta funding is common for universities, health authorities, municipalities and large NGOs whose programs are distinct by design; overlap is a verification prompt, not evidence of duplication.
The dataset shows Medicine Hat Community Housing Society (charity) appears in both federal and Alberta provincial funding streams — 16 federal grant/contribution records and 592 Alberta provincial records, above the 90th percentile for charity of its type. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
Why this may be benign · Receiving both federal and Alberta funding is common for universities, health authorities, municipalities and large NGOs whose programs are distinct by design; overlap is a verification prompt, not evidence of duplication.
The dataset shows AMISKWACIY CULTURAL SOCIETY | AMISKWACIY CULTURAL SOCIETY (organization) appears in both federal and Alberta provincial funding streams — 13 federal grant/contribution records and 584 Alberta provincial records, above the 90th percentile for organization of its type. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
Why this may be benign · The recipient business number is missing or a placeholder ('0', all-zeros, '-', 'n/a'): rows were grouped by legal name only, so distinct entities with the same name may be merged (KNOWN-DATA-ISSUES F-6/F-7).
The dataset shows Alberta Ballet Company (charity) appears in both federal and Alberta provincial funding streams — 11 federal grant/contribution records and 585 Alberta provincial records, above the 90th percentile for charity of its type. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
Why this may be benign · Receiving both federal and Alberta funding is common for universities, health authorities, municipalities and large NGOs whose programs are distinct by design; overlap is a verification prompt, not evidence of duplication.
The dataset shows Catholic Social Services (charity) appears in both federal and Alberta provincial funding streams — 157 federal grant/contribution records and 439 Alberta provincial records, above the 90th percentile for charity of its type. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
Why this may be benign · Receiving both federal and Alberta funding is common for universities, health authorities, municipalities and large NGOs whose programs are distinct by design; overlap is a verification prompt, not evidence of duplication.
The dataset shows Edson Friendship Centre (charitable_org) appears in both federal and Alberta provincial funding streams — 13 federal grant/contribution records and 579 Alberta provincial records, above the 90th percentile for charitable_org of its type. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
Why this may be benign · Receiving both federal and Alberta funding is common for universities, health authorities, municipalities and large NGOs whose programs are distinct by design; overlap is a verification prompt, not evidence of duplication.
The dataset shows CENOVUS ENERGY INC. (organization) appears in both federal and Alberta provincial funding streams — 6 federal grant/contribution records and 584 Alberta provincial records, above the 90th percentile for organization of its type. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
Why this may be benign · Receiving both federal and Alberta funding is common for universities, health authorities, municipalities and large NGOs whose programs are distinct by design; overlap is a verification prompt, not evidence of duplication.
The dataset shows PAUL BAND (organization) appears in both federal and Alberta provincial funding streams — 575 federal grant/contribution records and 14 Alberta provincial records, above the 90th percentile for organization of its type. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
Why this may be benign · The recipient business number is missing or a placeholder ('0', all-zeros, '-', 'n/a'): rows were grouped by legal name only, so distinct entities with the same name may be merged (KNOWN-DATA-ISSUES F-6/F-7).
The dataset shows KEHEWIN CREE NATION (organization) appears in both federal and Alberta provincial funding streams — 486 federal grant/contribution records and 100 Alberta provincial records, above the 90th percentile for organization of its type. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
Why this may be benign · Receiving both federal and Alberta funding is common for universities, health authorities, municipalities and large NGOs whose programs are distinct by design; overlap is a verification prompt, not evidence of duplication.
The dataset shows Aspire Special Needs Resource Centre (charity) appears in both federal and Alberta provincial funding streams — 6 federal grant/contribution records and 577 Alberta provincial records, above the 90th percentile for charity of its type. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
Why this may be benign · Receiving both federal and Alberta funding is common for universities, health authorities, municipalities and large NGOs whose programs are distinct by design; overlap is a verification prompt, not evidence of duplication.
The dataset shows Gobind Marg Charitable Trust Foundation (charity) appears in both federal and Alberta provincial funding streams — 6 federal grant/contribution records and 575 Alberta provincial records, above the 90th percentile for charity of its type. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
Why this may be benign · Receiving both federal and Alberta funding is common for universities, health authorities, municipalities and large NGOs whose programs are distinct by design; overlap is a verification prompt, not evidence of duplication.
The dataset shows HEART RIVER HOUSING (charitable_org) appears in both federal and Alberta provincial funding streams — 6 federal grant/contribution records and 556 Alberta provincial records, above the 90th percentile for charitable_org of its type. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
Why this may be benign · Receiving both federal and Alberta funding is common for universities, health authorities, municipalities and large NGOs whose programs are distinct by design; overlap is a verification prompt, not evidence of duplication.
The dataset shows INNER CITY YOUTH DEVELOPMENT ASSOCIATION (charitable_org) appears in both federal and Alberta provincial funding streams — 6 federal grant/contribution records and 549 Alberta provincial records, above the 90th percentile for charitable_org of its type. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
Why this may be benign · Receiving both federal and Alberta funding is common for universities, health authorities, municipalities and large NGOs whose programs are distinct by design; overlap is a verification prompt, not evidence of duplication.
The dataset shows Lac Ste Anne Foundation (charity) appears in both federal and Alberta provincial funding streams — 8 federal grant/contribution records and 543 Alberta provincial records, above the 90th percentile for charity of its type. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
Why this may be benign · Receiving both federal and Alberta funding is common for universities, health authorities, municipalities and large NGOs whose programs are distinct by design; overlap is a verification prompt, not evidence of duplication.
The dataset shows PORTAGE COLLEGE (charitable_org) appears in both federal and Alberta provincial funding streams — 9 federal grant/contribution records and 528 Alberta provincial records, above the 90th percentile for charitable_org of its type. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
Why this may be benign · Receiving both federal and Alberta funding is common for universities, health authorities, municipalities and large NGOs whose programs are distinct by design; overlap is a verification prompt, not evidence of duplication.
The dataset shows The Community Association for Lasting Success (charity) appears in both federal and Alberta provincial funding streams — 9 federal grant/contribution records and 523 Alberta provincial records, above the 90th percentile for charity of its type. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
Why this may be benign · Receiving both federal and Alberta funding is common for universities, health authorities, municipalities and large NGOs whose programs are distinct by design; overlap is a verification prompt, not evidence of duplication.
The dataset shows Edmonton Region Child Care Association (charity) appears in both federal and Alberta provincial funding streams — 14 federal grant/contribution records and 515 Alberta provincial records, above the 90th percentile for charity of its type. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
Why this may be benign · Receiving both federal and Alberta funding is common for universities, health authorities, municipalities and large NGOs whose programs are distinct by design; overlap is a verification prompt, not evidence of duplication.
The dataset shows Boys' and Girls' Club of Lethbridge and District (charity) appears in both federal and Alberta provincial funding streams — 11 federal grant/contribution records and 517 Alberta provincial records, above the 90th percentile for charity of its type. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
Why this may be benign · Receiving both federal and Alberta funding is common for universities, health authorities, municipalities and large NGOs whose programs are distinct by design; overlap is a verification prompt, not evidence of duplication.
The dataset shows LAKELAND COLLEGE (charitable_org) appears in both federal and Alberta provincial funding streams — 24 federal grant/contribution records and 501 Alberta provincial records, above the 90th percentile for charitable_org of its type. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
Why this may be benign · Receiving both federal and Alberta funding is common for universities, health authorities, municipalities and large NGOs whose programs are distinct by design; overlap is a verification prompt, not evidence of duplication.
The dataset shows Boys and Girls Club of Olds and Area (charity) appears in both federal and Alberta provincial funding streams — 6 federal grant/contribution records and 519 Alberta provincial records, above the 90th percentile for charity of its type. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
Why this may be benign · Receiving both federal and Alberta funding is common for universities, health authorities, municipalities and large NGOs whose programs are distinct by design; overlap is a verification prompt, not evidence of duplication.
The dataset shows Glenora Child Care Society (charity) appears in both federal and Alberta provincial funding streams — 7 federal grant/contribution records and 516 Alberta provincial records, above the 90th percentile for charity of its type. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
Why this may be benign · Receiving both federal and Alberta funding is common for universities, health authorities, municipalities and large NGOs whose programs are distinct by design; overlap is a verification prompt, not evidence of duplication.
The dataset shows WHEATLAND HOUSING MANAGEMENT BODY (charitable_org) appears in both federal and Alberta provincial funding streams — 5 federal grant/contribution records and 514 Alberta provincial records, above the 90th percentile for charitable_org of its type. Glassbox surfaces the overlap; the funder verifies whether programs are distinct or duplicative.
Why this may be benign · Receiving both federal and Alberta funding is common for universities, health authorities, municipalities and large NGOs whose programs are distinct by design; overlap is a verification prompt, not evidence of duplication.