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 Lee, Andy (individual) appears in both federal and Alberta provincial funding streams — 8 federal grant/contribution records and 26 Alberta provincial records, above the 90th percentile for individual 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).
Aggregated from the matches below. Severity bands are calibrated per pattern; counts and dollar totals reflect this snapshot only.
The dataset shows Smith, Matthew (individual) appears in both federal and Alberta provincial funding streams — 13 federal grant/contribution records and 21 Alberta provincial records, above the 90th percentile for individual 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 Jessica Anne Marie MacDonald (individual) appears in both federal and Alberta provincial funding streams — 13 federal grant/contribution records and 17 Alberta provincial records, above the 90th percentile for individual 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 Liu Yang (individual) appears in both federal and Alberta provincial funding streams — 19 federal grant/contribution records and 11 Alberta provincial records, above the 90th percentile for individual 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 Mohamed Hussein (individual) appears in both federal and Alberta provincial funding streams — 9 federal grant/contribution records and 20 Alberta provincial records, above the 90th percentile for individual 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 John Taylor (individual) appears in both federal and Alberta provincial funding streams — 7 federal grant/contribution records and 21 Alberta provincial records, above the 90th percentile for individual 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 Mohamed Hassan (individual) appears in both federal and Alberta provincial funding streams — 13 federal grant/contribution records and 15 Alberta provincial records, above the 90th percentile for individual 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 Nathan Smith (individual) appears in both federal and Alberta provincial funding streams — 8 federal grant/contribution records and 20 Alberta provincial records, above the 90th percentile for individual 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 Yu Sun (individual) appears in both federal and Alberta provincial funding streams — 21 federal grant/contribution records and 7 Alberta provincial records, above the 90th percentile for individual 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 Brett James Walsh (individual) appears in both federal and Alberta provincial funding streams — 10 federal grant/contribution records and 17 Alberta provincial records, above the 90th percentile for individual 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 Phan, Anna (individual) appears in both federal and Alberta provincial funding streams — 16 federal grant/contribution records and 11 Alberta provincial records, above the 90th percentile for individual 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 Ahmed Hassan (individual) appears in both federal and Alberta provincial funding streams — 16 federal grant/contribution records and 9 Alberta provincial records, above the 90th percentile for individual 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 Matthew Brown (individual) appears in both federal and Alberta provincial funding streams — 7 federal grant/contribution records and 18 Alberta provincial records, above the 90th percentile for individual 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 Mohamed Said (individual) appears in both federal and Alberta provincial funding streams — 5 federal grant/contribution records and 20 Alberta provincial records, above the 90th percentile for individual 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 Olivia Smith (individual) appears in both federal and Alberta provincial funding streams — 10 federal grant/contribution records and 15 Alberta provincial records, above the 90th percentile for individual 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 Yan Wang (individual) appears in both federal and Alberta provincial funding streams — 16 federal grant/contribution records and 9 Alberta provincial records, above the 90th percentile for individual 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 Chen, Xi (University of Toronto) (individual) appears in both federal and Alberta provincial funding streams — 8 federal grant/contribution records and 16 Alberta provincial records, above the 90th percentile for individual 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 Temitope Lydia Ogunjimi (individual) appears in both federal and Alberta provincial funding streams — 9 federal grant/contribution records and 15 Alberta provincial records, above the 90th percentile for individual 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 David Johnson (individual) appears in both federal and Alberta provincial funding streams — 10 federal grant/contribution records and 13 Alberta provincial records, above the 90th percentile for individual 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 Michael L. Anderson (individual) appears in both federal and Alberta provincial funding streams — 5 federal grant/contribution records and 18 Alberta provincial records, above the 90th percentile for individual 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 Gu, Yi (individual) appears in both federal and Alberta provincial funding streams — 5 federal grant/contribution records and 17 Alberta provincial records, above the 90th percentile for individual 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 Kristofor O'Brien Mahler (individual) appears in both federal and Alberta provincial funding streams — 10 federal grant/contribution records and 12 Alberta provincial records, above the 90th percentile for individual 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 Princen Sammy Eduful & Herty Foundation (private_foundation) appears in both federal and Alberta provincial funding streams — 13 federal grant/contribution records and 8 Alberta provincial records, above the 90th percentile for private_foundation 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 Arinn Amber Young (individual) appears in both federal and Alberta provincial funding streams — 9 federal grant/contribution records and 12 Alberta provincial records, above the 90th percentile for individual 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 Emma Bronwyn Lunder (individual) appears in both federal and Alberta provincial funding streams — 10 federal grant/contribution records and 11 Alberta provincial records, above the 90th percentile for individual 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 Erik Robbins Read (individual) appears in both federal and Alberta provincial funding streams — 10 federal grant/contribution records and 11 Alberta provincial records, above the 90th percentile for individual 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 Heidi Amanda Peters (individual) appears in both federal and Alberta provincial funding streams — 10 federal grant/contribution records and 11 Alberta provincial records, above the 90th percentile for individual 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 Mark Arendz (individual) appears in both federal and Alberta provincial funding streams — 10 federal grant/contribution records and 11 Alberta provincial records, above the 90th percentile for individual 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 Melissa Allison Lotholz (individual) appears in both federal and Alberta provincial funding streams — 10 federal grant/contribution records and 11 Alberta provincial records, above the 90th percentile for individual 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 Noah Daniel Bowman (individual) appears in both federal and Alberta provincial funding streams — 10 federal grant/contribution records and 11 Alberta provincial records, above the 90th percentile for individual 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 Rebecca Smith (individual) appears in both federal and Alberta provincial funding streams — 7 federal grant/contribution records and 14 Alberta provincial records, above the 90th percentile for individual 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).