Running pattern detector against the corpus
The dataset shows agreements whose current-amendment description shares few keywords with the original commitment — the contract has drifted from its initial purpose.
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 · Jaccard token similarity (initial.description, current.description) < 0.30 with ≥ 3 amendments · chains keyed per F-1 · signal = 1 − similarity
The dataset shows 3 amendments to record 141-2021-2022-Q1-00002 (Yellowhead Tribal Development Foundation, Employment and Social Development Canada | Emploi et Développement social Canada). Keyword overlap between the initial and current description is 26%; pattern consistent with amendment-purpose drift.
Why this may be benign · Departments periodically rewrite agreement descriptions to a house style or translate them; low keyword overlap can reflect editorial change rather than a change of purpose.
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.
Low keyword overlap is a signal, not a verdict. The descriptions may have been rewritten using different vocabulary for the same scope. Read them in full before drawing conclusions.
If scope changed, re-procurement may have been required under the funder's procurement rules. Flag for legal/procurement review.
Drift + growth is a stronger signal than drift alone. Cross-reference with the sole-source-creep pattern.
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 flag rests on these two published descriptions of the same agreement: the original row and the latest amendment row. Keyword overlap is 27%; the detector flags agreements with three or more amendments whose overlap is below 30%.
This will be accomplished in the following ways: • Through partnership and joint management of distinctions based investments that will enhance and expand Indigenous ELCC, and support the transfer of ELCC to Indigenous organizations; • Strengthening foundational supports for Indigenous ELCC through, for example, Indigenous led quality improvement projects; and • Adapting and improving existing federal programs to be more flexible, adaptable and horizontal across federal departments as a first step prior to transferring control, so that programs cohesively support the goals of the Framework including supporting self determination.
The objectives of the program are to:.•Support greater influence and control over Indigenous ELCC programs and services by Indigenous peoples;.•Improve quality and accessibility of Indigenous ELCC with an emphasis on cultural and language content;.•Support a more holistic and integrated system of quality ELCC services for Indigenous peoples; and.•Adapt and improve existing federal programs to be more flexible, adaptable and horizontal across federal departments as a first step prior to transferring control..
The dataset shows 4 amendments to record 141-2021-2022-Q1-00009 (Scw'exmx Tribal Council, Employment and Social Development Canada | Emploi et Développement social Canada). Keyword overlap between the initial and current description is 26%; pattern consistent with amendment-purpose drift.
Why this may be benign · Departments periodically rewrite agreement descriptions to a house style or translate them; low keyword overlap can reflect editorial change rather than a change of purpose.
The flag rests on these two published descriptions of the same agreement: the original row and the latest amendment row. Keyword overlap is 27%; the detector flags agreements with three or more amendments whose overlap is below 30%.
This will be accomplished in the following ways: • Through partnership and joint management of distinctions based investments that will enhance and expand Indigenous ELCC, and support the transfer of ELCC to Indigenous organizations; • Strengthening foundational supports for Indigenous ELCC through, for example, Indigenous led quality improvement projects; and • Adapting and improving existing federal programs to be more flexible, adaptable and horizontal across federal departments as a first step prior to transferring control, so that programs cohesively support the goals of the Framework including supporting self determination.
The dataset shows 4 amendments to record 141-2019-2020-Q1-24185 (Saddle Lake Band No 125, Employment and Social Development Canada | Emploi et Développement social Canada). Keyword overlap between the initial and current description is 26%; pattern consistent with amendment-purpose drift.
Why this may be benign · The ref_number is shared by unrelated recipients (KNOWN-DATA-ISSUES F-1); the chain was split by recipient identity but residual cross-contamination is possible when the name is spelled inconsistently.
The flag rests on these two published descriptions of the same agreement: the original row and the latest amendment row. Keyword overlap is 27%; the detector flags agreements with three or more amendments whose overlap is below 30%.
This will be accomplished in the following ways: .• Through partnership and joint management of distinctions based investments that will enhance and expand Indigenous ELCC, and support the transfer of ELCC to Indigenous organizations; .• Strengthening foundational supports for Indigenous ELCC through, for example, Indigenous led quality improvement projects; and .• Adapting and improving existing federal programs to be more flexible, adaptable and horizontal across federal departments as a first step prior to transferring control, so that programs cohesively support the goals of the Framework including supporting self determination..
The dataset shows 4 amendments to record 141-2019-2020-Q4-01774 (Little Salmon Carmacks First Nation, Employment and Social Development Canada | Emploi et Développement social Canada). Keyword overlap between the initial and current description is 26%; pattern consistent with amendment-purpose drift.
Why this may be benign · The ref_number is shared by unrelated recipients (KNOWN-DATA-ISSUES F-1); the chain was split by recipient identity but residual cross-contamination is possible when the name is spelled inconsistently.
The flag rests on these two published descriptions of the same agreement: the original row and the latest amendment row. Keyword overlap is 27%; the detector flags agreements with three or more amendments whose overlap is below 30%.
This will be accomplished in the following ways: • Through partnership and joint management of distinctions based investments that will enhance and expand Indigenous ELCC, and support the transfer of ELCC to Indigenous organizations; • Strengthening foundational supports for Indigenous ELCC through, for example, Indigenous led quality improvement projects; and • Adapting and improving existing federal programs to be more flexible, adaptable and horizontal across federal departments as a first step prior to transferring control, so that programs cohesively support the goals of the Framework including supporting self determination.
The dataset shows 4 amendments to record 141-2019-2020-Q1-24373 (Metis Nation of British Columbia, Employment and Social Development Canada | Emploi et Développement social Canada). Keyword overlap between the initial and current description is 27%; pattern consistent with amendment-purpose drift.
Why this may be benign · Departments periodically rewrite agreement descriptions to a house style or translate them; low keyword overlap can reflect editorial change rather than a change of purpose.
The flag rests on these two published descriptions of the same agreement: the original row and the latest amendment row. Keyword overlap is 27%; the detector flags agreements with three or more amendments whose overlap is below 30%.
This will be accomplished in the following ways: .• Through partnership and joint management of distinctions based investments that will enhance and expand Indigenous ELCC, and support the transfer of ELCC to Indigenous control; .• Strengthening foundational supports for Indigenous ELCC through, for example, Indigenous led quality improvement projects; and .• Adapting and improving existing federal programs to be more flexible, adaptable and horizontal across federal departments as a first step prior to transferring control, so that programs cohesively support the goals of the Framework including supporting self determination..
The dataset shows 4 amendments to record 033-2021-2022-Q4-514281 (Ryerson University, Innovation, Science and Economic Development Canada | Innovation, Sciences et Développement économique Canada). Keyword overlap between the initial and current description is 27%; pattern consistent with amendment-purpose drift.
Why this may be benign · Departments periodically rewrite agreement descriptions to a house style or translate them; low keyword overlap can reflect editorial change rather than a change of purpose.
The flag rests on these two published descriptions of the same agreement: the original row and the latest amendment row. Keyword overlap is 27%; the detector flags agreements with three or more amendments whose overlap is below 30%.
This project will help develop Canada's next generation of technology talent while supporting SMEs in their digital adoption agendas. By contributing to the implementation of an SME's digital adoption agenda and learning on the job in the digital fields, students and recent graduates will build their skills for future employment.
The dataset shows 4 amendments to record 154-2012-2013-Q2-00866 (Dehcho First Nation, Parks Canada | Parcs Canada). Keyword overlap between the initial and current description is 29%; pattern consistent with amendment-purpose drift.
Why this may be benign · Departments periodically rewrite agreement descriptions to a house style or translate them; low keyword overlap can reflect editorial change rather than a change of purpose.
The flag rests on these two published descriptions of the same agreement: the original row and the latest amendment row. Keyword overlap is 29%; the detector flags agreements with three or more amendments whose overlap is below 30%.
To provide Dehcho First Nation with the means to facilitate their participation in the preparation of an Impact and Benefit Agreement for Nahanni National Park Reserve.
The objective of the project is to support the participation of Dehcho First Nation in the negotiation of an Impact and Benefit Agreement for Nahanni Nationla Park Reserve in the Northwest Territories. The project enables DFN to fund their negotiation team, update and consult with DFN leadership and community members on the status of the negotiations, cover legal costs incurred in the negotiations and engate in the process for ratification of the IBA.
The objectives of the program are to:.•Support greater influence and control over Indigenous ELCC programs and services by Indigenous peoples;.•Improve quality and accessibility of Indigenous ELCC with an emphasis on cultural and language content;.•Support a more holistic and integrated system of quality ELCC services for Indigenous peoples; and.•Adapt and improve existing federal programs to be more flexible, adaptable and horizontal across federal departments as a first step prior to transferring control..
The objectives of the program are to:.•Support greater influence and control over Indigenous ELCC programs and services by Indigenous peoples;.•Improve quality and accessibility of Indigenous ELCC with an emphasis on cultural and language content;.•Support a more holistic and integrated system of quality ELCC services for Indigenous peoples; and.•Adapt and improve existing federal programs to be more flexible, adaptable and horizontal across federal departments as a first step prior to transferring control..
The objectives of the program are to:.•Support greater influence and control over Indigenous ELCC programs and services by Indigenous peoples;.•Improve quality and accessibility of Indigenous ELCC with an emphasis on cultural and language content;.•Support a more holistic and integrated system of quality ELCC services for Indigenous peoples; and.•Adapt and improve existing federal programs to be more flexible, adaptable and horizontal across federal departments as a first step prior to transferring control..
The objectives of the program are to:.•Support greater influence and control over Indigenous ELCC programs and services by Indigenous peoples;.•Improve quality and accessibility of Indigenous ELCC with an emphasis on cultural and language content;.•Support a more holistic and integrated system of quality ELCC services for Indigenous peoples; and.•Adapt and improve existing federal programs to be more flexible, adaptable and horizontal across federal departments as a first step prior to transferring control..
The Project will help develop Canada’s next generation of technology talent while supporting eligible small and medium-sized enterprises (SMEs). Youth participants, aged 18-30, will be provided valuable on-the-job experiential learning opportunities, once matched with an eligible SME that is seeking to implement its Digital Adoption Plan received through the Canada Digital Adoption Program, Boost Your Business Technology Stream