Affinity Fraud methodology →
EDGAR forms: Form D
recall 58% precision 2%
EDGAR forms: Form D
recall 35% precision 15% + content rule precision 0%
Accounting / Disclosure Fraud methodology →
EDGAR forms: 10-K · 10-Q · 8-K · NT 10-K · NT 10-Q
recall 80% precision 48% + content rule precision 50%
Corporate Disclosure Fraud methodology →
EDGAR forms: 10-K · 10-Q · 8-K
recall 56% precision 8%
Pump-and-Dump methodology →
EDGAR forms: S-8 · S-1 · 424B · 8-K · 4 · SC 13D/G · Form 10 · 15-12G
recall 69% precision 12% + content rule precision 50%
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Securities Anomalies

SEC/DOJ Heuristics

2,536 documents, 3 sources, 846.3MB, 19902026. Filtered to securities-fraud signals (pump-dump · unregistered · ticker · manipulation · reverse-merger · boiler-room · shell · microcap · penny-stock · insider).

Selected scheme types: pump-and-dump, ponzi, accounting-fraud, corporate-fraud, affinity-fraud contains 2,536 documents clear
SEC 2,368 docs
SEC Litigation Releases / complaint 485 | 1990–2026 | 494.6MB
SEC Litigation Releases / information 1 | 2019 | 352KB
SEC Litigation Releases / judgment 41 | 2018–2026 | 23.2MB
SEC Litigation Releases / litigation release 1,350 | 1997–2026 | 87.0MB
SEC Press Releases / complaint 168 | 2004–2025 | 205.0MB
SEC Press Releases / judgment 2 | 2018–2020 | 224KB
SEC Press Releases / press release 321 | 1998–2024 | 13.0MB
DOJ 168 docs
DOJ SDNY / complaint 1 | 2014 | 2.8MB
DOJ SDNY / indictment 2 | 2013–2014 | 658KB
DOJ SDNY / press release 165 | 2013–2026 | 19.5MB
build 1d5f92c · 2026-08-25 · corpus snapshot pinned to this build