Running pattern detector against the corpus
The dataset shows entities that received substantial federal funding then ceased appearing in the corpus — flagging recipients that went silent after the money flowed.
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 · recipient total (original commitments, is_amendment = false) ≥ p90 of recipient totals within the recipient's primary department AND ≥ $500K floor · last agreement_start_date < as-of − 36 months, as-of = MAX(agreement_start_date) ≤ CURRENT_DATE · signal = years silent
The dataset shows Kolios, Michael C received $1,672,812 across 3 federal agreements from 1 department — above the 90th percentile of recipients funded by Canadian Institutes of Health Research | Instituts de recherche en santé du Canada — with the most recent agreement dated 2020-04-01: 6.4 years of subsequent silence in the corpus as of 2026-09-01.
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).
Once a match is identified, the dataset suggests these review actions. Glassbox does not prescribe outcomes — these are calibrated options for funders, auditors, and program officers, framed as correlations to investigate.
Cross-reference the recipient legal name with the relevant federal/provincial corporate registry. An active corporate status with no recent grant activity may indicate program completion (normal); a dissolved or in-default status with prior public funding warrants review.
If the recipient is a registered charity (CRA-registered), pull the most recent T3010 filing date. A gap exceeding 18 months is a regulatory issue independent of the federal-funding silence.
Did the funded program complete? Was the final report submitted? Were funds returned, if applicable? Silence in the corpus is not evidence of incompletion, but it is the signal to verify.
Some zombies are just program endings; others are entity disappearances after public money flowed. Close the match with reasoning, or move to active monitoring if outcomes are unclear.
These are calibrated suggestions, not directives. The dataset shows the pattern; the funder decides the response.
Aggregated from the matches below. Severity bands are calibrated per pattern; counts and dollar totals reflect this snapshot only.
The dataset shows Logue, Susan received $697,500 across 3 federal agreements from 2 departments — above the 90th percentile of recipients funded by Social Sciences and Humanities Research Council of Canada | Conseil de recherches en sciences humaines du Canada — with the most recent agreement dated 2020-04-01: 6.4 years of subsequent silence in the corpus as of 2026-09-01.
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 Maciejko, Joseph received $925,000 across 3 federal agreements from 2 departments — above the 90th percentile of recipients funded by Social Sciences and Humanities Research Council of Canada | Conseil de recherches en sciences humaines du Canada — with the most recent agreement dated 2020-04-01: 6.4 years of subsequent silence in the corpus as of 2026-09-01.
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 Schroeder, Bianca received $740,000 across 2 federal agreements from 2 departments — above the 90th percentile of recipients funded by Social Sciences and Humanities Research Council of Canada | Conseil de recherches en sciences humaines du Canada — with the most recent agreement dated 2020-04-01: 6.4 years of subsequent silence in the corpus as of 2026-09-01.
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 YCI - Youth Challenge International (BN 119069078) received $16,997,583 across 1 federal agreements from 1 department — above the 90th percentile of recipients funded by Global Affairs Canada | Affaires mondiales Canada — with the most recent agreement dated 2020-04-02: 6.4 years of subsequent silence in the corpus as of 2026-09-01.
Why this may be benign · A single large capital or research award is expected to be followed by silence; one-off funding is not a zombie signal on its own.
The dataset shows Canadian Crossroads International (BN 129814570) received $43,871,282 across 2 federal agreements from 1 department — above the 90th percentile of recipients funded by Global Affairs Canada | Affaires mondiales Canada — with the most recent agreement dated 2020-04-02: 6.4 years of subsequent silence in the corpus as of 2026-09-01.
The dataset shows University of Victoria I University of Victoria (BN 108162470) received $1,578,780 across 2 federal agreements from 1 department — above the 90th percentile of recipients funded by Fisheries and Oceans Canada | Pêches et Océans Canada — with the most recent agreement dated 2020-04-02: 6.4 years of subsequent silence in the corpus as of 2026-09-01.
The dataset shows The University of New Brunswick|The University of New Brunswick (BN 108162025RT) received $7,797,036 across 5 federal agreements from 1 department — above the 90th percentile of recipients funded by Atlantic Canada Opportunities Agency | Agence de promotion économique du Canada atlantique — with the most recent agreement dated 2020-04-06: 6.4 years of subsequent silence in the corpus as of 2026-09-01.
The dataset shows New Brunswick Multicultural Council Inc. (BN 136798261RT0001) received $3,165,376 across 2 federal agreements from 1 department — above the 90th percentile of recipients funded by Employment and Social Development Canada | Emploi et Développement social Canada — with the most recent agreement dated 2020-04-06: 6.4 years of subsequent silence in the corpus as of 2026-09-01.
The dataset shows Perennia Food and Agriculture Inc | Perennia Food and Agriculture Inc received $1,256,955 across 1 federal agreements from 1 department — above the 90th percentile of recipients funded by Fisheries and Oceans Canada | Pêches et Océans Canada — with the most recent agreement dated 2020-04-06: 6.4 years of subsequent silence in the corpus as of 2026-09-01.
Why this may be benign · A single large capital or research award is expected to be followed by silence; one-off funding is not a zombie signal on its own.
The dataset shows UPA Développement international received $12,015,755 across 1 federal agreements from 1 department — above the 90th percentile of recipients funded by Global Affairs Canada | Affaires mondiales Canada — with the most recent agreement dated 2020-04-07: 6.4 years of subsequent silence in the corpus as of 2026-09-01.
Why this may be benign · A single large capital or research award is expected to be followed by silence; one-off funding is not a zombie signal on its own.
The dataset shows Aquaculture Association of Nova Scotia I Aquaculture Association of Nova Scotia (BN 134329804) received $2,233,045 across 1 federal agreements from 1 department — above the 90th percentile of recipients funded by Fisheries and Oceans Canada | Pêches et Océans Canada — with the most recent agreement dated 2020-04-09: 6.4 years of subsequent silence in the corpus as of 2026-09-01.
Why this may be benign · A single large capital or research award is expected to be followed by silence; one-off funding is not a zombie signal on its own.
The dataset shows SemiosBIO Technologies Inc. (BN 838225712) received $5,062,230 across 2 federal agreements from 2 departments — above the 90th percentile of recipients funded by Western Economic Diversification Canada | Diversification de l'économie de l'Ouest Canada — with the most recent agreement dated 2020-04-10: 6.4 years of subsequent silence in the corpus as of 2026-09-01.
The dataset shows Variation Biotechnologies Inc. (BN 867258410) received $55,976,000 across 1 federal agreements from 1 department — above the 90th percentile of recipients funded by Innovation, Science and Economic Development Canada | Innovation, Sciences et Développement économique Canada — with the most recent agreement dated 2020-04-13: 6.4 years of subsequent silence in the corpus as of 2026-09-01.
Why this may be benign · A single large capital or research award is expected to be followed by silence; one-off funding is not a zombie signal on its own.
The dataset shows Cuso International (BN 811116813) received $57,885,413 across 3 federal agreements from 1 department — above the 90th percentile of recipients funded by Global Affairs Canada | Affaires mondiales Canada — with the most recent agreement dated 2020-04-15: 6.4 years of subsequent silence in the corpus as of 2026-09-01.
The dataset shows ATTAbotics Inc. (BN 812899987) received $39,016,150 across 3 federal agreements from 3 departments — above the 90th percentile of recipients funded by Innovation, Science and Economic Development Canada | Innovation, Sciences et Développement économique Canada — with the most recent agreement dated 2020-04-15: 6.4 years of subsequent silence in the corpus as of 2026-09-01.
The dataset shows Pillar5 Pharma Inc. (BN 837344662) received $8,726,250 across 3 federal agreements from 3 departments — above the 90th percentile of recipients funded by Federal Economic Development Agency for Southern Ontario | Agence fédérale de développement économique pour le Sud de l'Ontario — with the most recent agreement dated 2020-04-15: 6.4 years of subsequent silence in the corpus as of 2026-09-01.
The dataset shows The Corporation of the Township of Seguin (BN 873825491) received $4,131,300 across 7 federal agreements from 2 departments — above the 90th percentile of recipients funded by Federal Economic Development Agency for Northern Ontario | Agence fédérale de développement économique pour le Nord de l’Ontario — with the most recent agreement dated 2020-04-15: 6.4 years of subsequent silence in the corpus as of 2026-09-01.
The dataset shows Humanity & Inclusion Canada (BN 889147401) received $13,056,800 across 5 federal agreements from 1 department — above the 90th percentile of recipients funded by Global Affairs Canada | Affaires mondiales Canada — with the most recent agreement dated 2020-04-15: 6.4 years of subsequent silence in the corpus as of 2026-09-01.
The dataset shows V.G. Packers Limited (BN 105520597) received $539,546 across 3 federal agreements from 1 department — above the 90th percentile of recipients funded by Agriculture and Agri-Food Canada | Agriculture et Agroalimentaire Canada — with the most recent agreement dated 2020-04-15: 6.4 years of subsequent silence in the corpus as of 2026-09-01.
The dataset shows Manitoba Ministry of Agriculture and Resource Development received $2,500,000 across 1 federal agreements from 1 department — above the 90th percentile of recipients funded by Agriculture and Agri-Food Canada | Agriculture et Agroalimentaire Canada — with the most recent agreement dated 2020-04-15: 6.4 years of subsequent silence in the corpus as of 2026-09-01.
Why this may be benign · A single large capital or research award is expected to be followed by silence; one-off funding is not a zombie signal on its own.
The dataset shows Techo-Bloc Inc. (BN 123495905) received $2,500,000 across 1 federal agreements from 1 department — above the 90th percentile of recipients funded by Federal Economic Development Agency for Southern Ontario | Agence fédérale de développement économique pour le Sud de l'Ontario — with the most recent agreement dated 2020-04-16: 6.4 years of subsequent silence in the corpus as of 2026-09-01.
Why this may be benign · A single large capital or research award is expected to be followed by silence; one-off funding is not a zombie signal on its own.
The dataset shows Innovations Galilei 2|Innovations Galilei 2 received $2,000,000 across 1 federal agreements from 1 department — above the 90th percentile of recipients funded by Canada Economic Development for Quebec Regions | Développement économique Canada pour les régions du Québec — with the most recent agreement dated 2020-04-17: 6.4 years of subsequent silence in the corpus as of 2026-09-01.
Why this may be benign · A single large capital or research award is expected to be followed by silence; one-off funding is not a zombie signal on its own.
The dataset shows Gestion R2 Management inc. (BN 825214141RT0001) received $1,433,838 across 1 federal agreements from 1 department — above the 90th percentile of recipients funded by Employment and Social Development Canada | Emploi et Développement social Canada — with the most recent agreement dated 2020-04-20: 6.4 years of subsequent silence in the corpus as of 2026-09-01.
Why this may be benign · A single large capital or research award is expected to be followed by silence; one-off funding is not a zombie signal on its own.
The dataset shows The Crump Group Inc. (BN 848577961) received $2,850,000 across 1 federal agreements from 1 department — above the 90th percentile of recipients funded by Federal Economic Development Agency for Southern Ontario | Agence fédérale de développement économique pour le Sud de l'Ontario — with the most recent agreement dated 2020-04-21: 6.4 years of subsequent silence in the corpus as of 2026-09-01.
Why this may be benign · A single large capital or research award is expected to be followed by silence; one-off funding is not a zombie signal on its own.
The dataset shows Board Of Governors Of The University Of Calgary received $8,532,085 across 1 federal agreements from 1 department — above the 90th percentile of recipients funded by Environment and Climate Change Canada | Environnement et Changement climatique Canada — with the most recent agreement dated 2020-04-22: 6.4 years of subsequent silence in the corpus as of 2026-09-01.
Why this may be benign · A single large capital or research award is expected to be followed by silence; one-off funding is not a zombie signal on its own.
The dataset shows City Of Toronto received $28,155,565 across 2 federal agreements from 2 departments — above the 90th percentile of recipients funded by Innovation, Science and Economic Development Canada | Innovation, Sciences et Développement économique Canada — with the most recent agreement dated 2020-04-22: 6.4 years of subsequent silence in the corpus as of 2026-09-01.
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 Walker Environmental received $5,365,551 across 1 federal agreements from 1 department — above the 90th percentile of recipients funded by Environment and Climate Change Canada | Environnement et Changement climatique Canada — with the most recent agreement dated 2020-04-22: 6.4 years of subsequent silence in the corpus as of 2026-09-01.
Why this may be benign · A single large capital or research award is expected to be followed by silence; one-off funding is not a zombie signal on its own.
The dataset shows Xinyi Canada Glass Limited received $4,067,250 across 1 federal agreements from 1 department — above the 90th percentile of recipients funded by Environment and Climate Change Canada | Environnement et Changement climatique Canada — with the most recent agreement dated 2020-04-22: 6.4 years of subsequent silence in the corpus as of 2026-09-01.
Why this may be benign · A single large capital or research award is expected to be followed by silence; one-off funding is not a zombie signal on its own.
The dataset shows Zooshare Biogas Co-Operative Inc received $2,660,000 across 1 federal agreements from 1 department — above the 90th percentile of recipients funded by Environment and Climate Change Canada | Environnement et Changement climatique Canada — with the most recent agreement dated 2020-04-22: 6.4 years of subsequent silence in the corpus as of 2026-09-01.
Why this may be benign · A single large capital or research award is expected to be followed by silence; one-off funding is not a zombie signal on its own.
The dataset shows Entreprise Indorama Pta Montreal S.E.C. received $2,483,318 across 1 federal agreements from 1 department — above the 90th percentile of recipients funded by Environment and Climate Change Canada | Environnement et Changement climatique Canada — with the most recent agreement dated 2020-04-22: 6.4 years of subsequent silence in the corpus as of 2026-09-01.
Why this may be benign · A single large capital or research award is expected to be followed by silence; one-off funding is not a zombie signal on its own.
The dataset shows Domtar Inc received $8,625,000 across 1 federal agreements from 1 department — above the 90th percentile of recipients funded by Environment and Climate Change Canada | Environnement et Changement climatique Canada — with the most recent agreement dated 2020-04-23: 6.4 years of subsequent silence in the corpus as of 2026-09-01.
Why this may be benign · A single large capital or research award is expected to be followed by silence; one-off funding is not a zombie signal on its own.
The dataset shows Purenergy Inc received $10,000,000 across 1 federal agreements from 1 department — above the 90th percentile of recipients funded by Environment and Climate Change Canada | Environnement et Changement climatique Canada — with the most recent agreement dated 2020-04-23: 6.4 years of subsequent silence in the corpus as of 2026-09-01.
Why this may be benign · A single large capital or research award is expected to be followed by silence; one-off funding is not a zombie signal on its own.
The dataset shows Algoma Steel Inc received $3,568,897 across 1 federal agreements from 1 department — above the 90th percentile of recipients funded by Environment and Climate Change Canada | Environnement et Changement climatique Canada — with the most recent agreement dated 2020-04-23: 6.4 years of subsequent silence in the corpus as of 2026-09-01.
Why this may be benign · A single large capital or research award is expected to be followed by silence; one-off funding is not a zombie signal on its own.
The dataset shows Corporation Of The Town Of Petawawa received $2,720,000 across 1 federal agreements from 1 department — above the 90th percentile of recipients funded by Environment and Climate Change Canada | Environnement et Changement climatique Canada — with the most recent agreement dated 2020-04-23: 6.4 years of subsequent silence in the corpus as of 2026-09-01.
Why this may be benign · A single large capital or research award is expected to be followed by silence; one-off funding is not a zombie signal on its own.
The dataset shows Province Of Manitoba received $5,862,999 across 1 federal agreements from 1 department — above the 90th percentile of recipients funded by Environment and Climate Change Canada | Environnement et Changement climatique Canada — with the most recent agreement dated 2020-04-24: 6.4 years of subsequent silence in the corpus as of 2026-09-01.
Why this may be benign · A single large capital or research award is expected to be followed by silence; one-off funding is not a zombie signal on its own.
The dataset shows Climate Smart Businesses Inc received $3,087,533 across 2 federal agreements from 1 department — above the 90th percentile of recipients funded by Environment and Climate Change Canada | Environnement et Changement climatique Canada — with the most recent agreement dated 2020-04-24: 6.4 years of subsequent silence in the corpus as of 2026-09-01.
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 Immune Biosolutions Inc. (BN 805852886) received $13,442,000 across 1 federal agreements from 1 department — above the 90th percentile of recipients funded by Innovation, Science and Economic Development Canada | Innovation, Sciences et Développement économique Canada — with the most recent agreement dated 2020-04-29: 6.3 years of subsequent silence in the corpus as of 2026-09-01.
Why this may be benign · A single large capital or research award is expected to be followed by silence; one-off funding is not a zombie signal on its own.
The dataset shows South View Ranch Inc received $12,004,000 across 1 federal agreements from 1 department — above the 90th percentile of recipients funded by Environment and Climate Change Canada | Environnement et Changement climatique Canada — with the most recent agreement dated 2020-04-29: 6.3 years of subsequent silence in the corpus as of 2026-09-01.
Why this may be benign · A single large capital or research award is expected to be followed by silence; one-off funding is not a zombie signal on its own.
The dataset shows City Of Saint John received $4,013,972 across 2 federal agreements from 1 department — above the 90th percentile of recipients funded by Environment and Climate Change Canada | Environnement et Changement climatique Canada — with the most recent agreement dated 2020-04-30: 6.3 years of subsequent silence in the corpus as of 2026-09-01.
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 Eacom Timber Corporation received $3,071,880 across 1 federal agreements from 1 department — above the 90th percentile of recipients funded by Environment and Climate Change Canada | Environnement et Changement climatique Canada — with the most recent agreement dated 2020-04-30: 6.3 years of subsequent silence in the corpus as of 2026-09-01.
Why this may be benign · A single large capital or research award is expected to be followed by silence; one-off funding is not a zombie signal on its own.
The dataset shows Cando Rail Services Ltd.|Cando Rail Services Ltd. (BN 100781533) received $12,988,000 across 1 federal agreements from 1 department — above the 90th percentile of recipients funded by Transport Canada | Transports Canada — with the most recent agreement dated 2020-05-01: 6.3 years of subsequent silence in the corpus as of 2026-09-01.
Why this may be benign · A single large capital or research award is expected to be followed by silence; one-off funding is not a zombie signal on its own.
The dataset shows Whiteway, Malcolm S. (BN 106966591) received $1,400,000 across 1 federal agreements from 1 department — above the 90th percentile of recipients funded by Social Sciences and Humanities Research Council of Canada | Conseil de recherches en sciences humaines du Canada — with the most recent agreement dated 2020-05-01: 6.3 years of subsequent silence in the corpus as of 2026-09-01.
Why this may be benign · A single large capital or research award is expected to be followed by silence; one-off funding is not a zombie signal on its own.
The dataset shows Burns, Catherine M (BN 119260685) received $1,400,000 across 1 federal agreements from 1 department — above the 90th percentile of recipients funded by Social Sciences and Humanities Research Council of Canada | Conseil de recherches en sciences humaines du Canada — with the most recent agreement dated 2020-05-01: 6.3 years of subsequent silence in the corpus as of 2026-09-01.
Why this may be benign · A single large capital or research award is expected to be followed by silence; one-off funding is not a zombie signal on its own.
The dataset shows Duchaine, Caroline (BN 119278950) received $1,400,000 across 1 federal agreements from 1 department — above the 90th percentile of recipients funded by Social Sciences and Humanities Research Council of Canada | Conseil de recherches en sciences humaines du Canada — with the most recent agreement dated 2020-05-01: 6.3 years of subsequent silence in the corpus as of 2026-09-01.
Why this may be benign · A single large capital or research award is expected to be followed by silence; one-off funding is not a zombie signal on its own.
The dataset shows 4iiii Innovations Inc. (BN 806181608) received $2,915,000 across 3 federal agreements from 2 departments — above the 90th percentile of recipients funded by Western Economic Diversification Canada | Diversification de l'économie de l'Ouest Canada — with the most recent agreement dated 2020-05-01: 6.3 years of subsequent silence in the corpus as of 2026-09-01.
The dataset shows KABS Laboratories Inc. (BN 880752282) received $54,209,000 across 1 federal agreements from 1 department — above the 90th percentile of recipients funded by Innovation, Science and Economic Development Canada | Innovation, Sciences et Développement économique Canada — with the most recent agreement dated 2020-05-01: 6.3 years of subsequent silence in the corpus as of 2026-09-01.
Why this may be benign · A single large capital or research award is expected to be followed by silence; one-off funding is not a zombie signal on its own.
The dataset shows Brown, Nathan (BN 106966591) received $500,000 across 1 federal agreements from 1 department — above the 90th percentile of recipients funded by Social Sciences and Humanities Research Council of Canada | Conseil de recherches en sciences humaines du Canada — with the most recent agreement dated 2020-05-01: 6.3 years of subsequent silence in the corpus as of 2026-09-01.
Why this may be benign · A single large capital or research award is expected to be followed by silence; one-off funding is not a zombie signal on its own.
The dataset shows Neves, Joshua (BN 106966591) received $500,000 across 1 federal agreements from 1 department — above the 90th percentile of recipients funded by Social Sciences and Humanities Research Council of Canada | Conseil de recherches en sciences humaines du Canada — with the most recent agreement dated 2020-05-01: 6.3 years of subsequent silence in the corpus as of 2026-09-01.
Why this may be benign · A single large capital or research award is expected to be followed by silence; one-off funding is not a zombie signal on its own.
The dataset shows Skonieczny, Krzysztof (BN 106966591) received $500,000 across 1 federal agreements from 1 department — above the 90th percentile of recipients funded by Social Sciences and Humanities Research Council of Canada | Conseil de recherches en sciences humaines du Canada — with the most recent agreement dated 2020-05-01: 6.3 years of subsequent silence in the corpus as of 2026-09-01.
Why this may be benign · A single large capital or research award is expected to be followed by silence; one-off funding is not a zombie signal on its own.