Financial-Statement Fraud methodology →
EDGAR forms: 10-K · 10-Q · 8-K · NT 10-K
recall 67% precision 23% + content rule precision 26%
EDGAR forms: Form D
recall 35% precision 15% + content rule precision 0%
Affinity Fraud methodology →
EDGAR forms: Form D
recall 58% precision 2%
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

2,452 documents, 3 sources, 793.5MB, 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, financial-fraud, corporate-fraud, affinity-fraud contains 2,452 documents clear
SEC 2,291 docs
SEC Litigation Releases / complaint 442 | 1990–2026 | 462.9MB
SEC Litigation Releases / information 1 | 2019 | 352KB
SEC Litigation Releases / judgment 36 | 2019–2026 | 20.7MB
SEC Litigation Releases / litigation release 1,311 | 1997–2026 | 84.3MB
SEC Press Releases / complaint 156 | 2007–2025 | 191.3MB
SEC Press Releases / press release 345 | 1998–2024 | 13.9MB
DOJ 161 docs
DOJ SDNY / indictment 3 | 2013–2024 | 1.5MB
DOJ SDNY / press release 158 | 2013–2026 | 18.6MB
build b23a6a8 · corpus snapshot pinned to this build