Policy Brain

Analysis Brain

Local Python toolbox results over the external government warehouse, persisted as Big Eh Brother analysis runs, findings, graph slices, and memory crystals.

Pipeline statusOpen brain workbench
Runs
3
Findings
19
Nodes
120
Edges
180
Crystals
19

Latest run

Statuscompleted
Run keyanalysis-20260429154901
Sample limit500
StartedApr 29, 2026, 3:49 p.m.
CompletedApr 29, 2026, 3:49 p.m.
Sourceexternal analysis postgres

Toolbox coverage

duckdbready

Prepared bounded source extracts for repeatable local analysis.

splinkready

Entity resolution is treated as precomputed through general.entity_golden_records and source links.

networkxready

Built a bounded charity transfer graph and ranked central nodes.

communityready

Detected communities in the bounded transfer graph.

pygodready

Screened graph nodes for structural anomaly signals, using a deterministic fallback if PyGOD is unavailable.

pyodready

Screened entity funding totals for tabular outliers.

mlxtendready

Mined frequent co-occurring contract attributes.

rupturesready

Screened annual funding totals for change-point candidates.

benfordready

Computed first-digit distribution over selected amount fields.

opensanctionsready

Prepared OpenSanctions batch matching; matches are emitted when OPENSANCTIONS_TARGETS_CSV is configured.

alephready

OCCRP Aleph/OpenAleph connector is registered for manual enrichment but does not block core analysis.

Top findings

106693047RR0001
networkx / cra.loop_edges
severity 99%confidence 72%

High graph centrality in the charity transfer graph marks this entity as a useful investigative hub.

106702251RR0001
networkx / cra.loop_edges
severity 99%confidence 72%

High graph centrality in the charity transfer graph marks this entity as a useful investigative hub.

103481032RR0001
networkx / cra.loop_edges
severity 99%confidence 72%

High graph centrality in the charity transfer graph marks this entity as a useful investigative hub.

Community 245
community / cra.loop_edges
severity 99%confidence 65%

Dense transfer communities can reveal clusters that should be reviewed together rather than entity by entity.

Community 186
community / cra.loop_edges
severity 99%confidence 65%

Dense transfer communities can reveal clusters that should be reviewed together rather than entity by entity.

Community 381
community / cra.loop_edges
severity 99%confidence 65%

Dense transfer communities can reveal clusters that should be reviewed together rather than entity by entity.

WESTERN CREE TRIBAL COUNCIL
pyod / general.vw_entity_funding
severity 99%confidence 62%

Entity funding is high relative to the bounded extract and should be compared against peers.

Alberta Machine Intelligence Institute
pyod / general.vw_entity_funding
severity 99%confidence 62%

Entity funding is high relative to the bounded extract and should be compared against peers.

118974179RR0001
pygod / cra.loop_edges
severity 99%confidence 58%

Graph anomaly pass highlighted unusually high weighted transfer connectivity.

106702251RR0001
pygod / cra.loop_edges
severity 99%confidence 58%

Graph anomaly pass highlighted unusually high weighted transfer connectivity.

2015
ruptures / public.contracts,fed.grants_contributions
severity 99%confidence 58%

Year-over-year funding changed sharply in the bounded extract and may indicate a regime shift.

2019
ruptures / public.contracts,fed.grants_contributions
severity 99%confidence 58%

Year-over-year funding changed sharply in the bounded extract and may indicate a regime shift.

2021
ruptures / public.contracts,fed.grants_contributions
severity 99%confidence 58%

Year-over-year funding changed sharply in the bounded extract and may indicate a regime shift.

106693047RR0001
pygod / cra.loop_edges
severity 99%confidence 58%

Graph anomaly pass highlighted unusually high weighted transfer connectivity.

BEAVER COUNTY
pyod / general.vw_entity_funding
severity 83%confidence 62%

Entity funding is high relative to the bounded extract and should be compared against peers.

commodity:S + procedure:TN
mlxtend / public.contracts
severity 76%confidence 61%

Repeated co-occurrence in contract attributes suggests a pattern worth reviewing for concentration or dependency.

commodity:S + procedure:OB
mlxtend / public.contracts
severity 60%confidence 61%

Repeated co-occurrence in contract attributes suggests a pattern worth reviewing for concentration or dependency.

commodity:S + procedure:TC
mlxtend / public.contracts
severity 56%confidence 61%

Repeated co-occurrence in contract attributes suggests a pattern worth reviewing for concentration or dependency.

digit 1
benford / amount_fields
severity 42%confidence 55%

First-digit distribution deviates from Benford expectation; this is only a screening flag for follow-up.

Memory crystals

networkx: 106693047RR0001

High graph centrality in the charity transfer graph marks this entity as a useful investigative hub.

graph / semantic

networkx: 106702251RR0001

High graph centrality in the charity transfer graph marks this entity as a useful investigative hub.

graph / semantic

networkx: 103481032RR0001

High graph centrality in the charity transfer graph marks this entity as a useful investigative hub.

graph / semantic

community: Community 245

Dense transfer communities can reveal clusters that should be reviewed together rather than entity by entity.

graph / semantic

community: Community 186

Dense transfer communities can reveal clusters that should be reviewed together rather than entity by entity.

graph / semantic

community: Community 381

Dense transfer communities can reveal clusters that should be reviewed together rather than entity by entity.

graph / semantic

pygod: 106702251RR0001

Graph anomaly pass highlighted unusually high weighted transfer connectivity.

graph / semantic

pygod: 106693047RR0001

Graph anomaly pass highlighted unusually high weighted transfer connectivity.

graph / semantic

pygod: 118974179RR0001

Graph anomaly pass highlighted unusually high weighted transfer connectivity.

graph / semantic

pyod: WESTERN CREE TRIBAL COUNCIL

Entity funding is high relative to the bounded extract and should be compared against peers.

anomaly / semantic

pyod: Alberta Machine Intelligence Institute

Entity funding is high relative to the bounded extract and should be compared against peers.

anomaly / semantic

ruptures: 2015

Year-over-year funding changed sharply in the bounded extract and may indicate a regime shift.

time_series / semantic

ruptures: 2019

Year-over-year funding changed sharply in the bounded extract and may indicate a regime shift.

time_series / semantic

ruptures: 2021

Year-over-year funding changed sharply in the bounded extract and may indicate a regime shift.

time_series / semantic

pyod: BEAVER COUNTY

Entity funding is high relative to the bounded extract and should be compared against peers.

anomaly / semantic

mlxtend: commodity:S + procedure:TN

Repeated co-occurrence in contract attributes suggests a pattern worth reviewing for concentration or dependency.

patterns / semantic

mlxtend: commodity:S + procedure:OB

Repeated co-occurrence in contract attributes suggests a pattern worth reviewing for concentration or dependency.

patterns / semantic

mlxtend: commodity:S + procedure:TC

Repeated co-occurrence in contract attributes suggests a pattern worth reviewing for concentration or dependency.

patterns / semantic

benford: digit 1

First-digit distribution deviates from Benford expectation; this is only a screening flag for follow-up.

screening / semantic

Graph slice

120 nodes / 180 edges

Top nodes

WESTERN CREE TRIBAL COUNCILorganization
Alberta Machine Intelligence Institutenon_profit
BEAVER COUNTYorganization
Vivo for Healthier Generations Societycharity
THE ALBERTA LIBRARYorganization
Momentum Community Economic Development Societycharity
SHERRITT INTERNATIONAL CORPORATIONorganization
TOWN OF DAYSLANDorganization
THE EDUCATIONAL PARTNERSHIP FOUNDATIONcharitable_org
Kisikaw Piyesis, Margaret Lindividual
DUCHESNE ET FILS LTÉE|DUCHESNE ET FILS LTÉEorganization
TRUE ANGLE MEDICAL TECHNOLOGIES INC.organization

Top edges

charity:106693047RR0001 to charity:132202755RR0001
funding_transfer32M
charity:102714151RR0001 to charity:108085515RR0001
funding_transfer21M
charity:101835502RR0001 to charity:107585226RR0001
funding_transfer24M
charity:103741757RR0001 to charity:881979124RR0001
funding_transfer12M
charity:106693047RR0019 to charity:106693047RR0001
funding_transfer10M
charity:105255335RR0001 to charity:887967248RR0001
funding_transfer21M
charity:106702251RR0001 to charity:134593391RR0001
funding_transfer64M
charity:106702251RR0001 to charity:118974179RR0001
funding_transfer68M
charity:106702251RR0001 to charity:108159799RR0001
funding_transfer7.1M
charity:106702251RR0001 to charity:118869965RR0001
funding_transfer6.5M
charity:106708985RR0001 to charity:108161779RR0001
funding_transfer5.3M
charity:100072586RR0001 to charity:895647055RR0001
funding_transfer5.2M