Financial-Statement Fraud methodology →
EDGAR forms: 10-K · 10-Q · 8-K · NT 10-K
recall 67% precision 23% + content rule precision 26%
Ponzi methodology →
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%
Insider Trading methodology →
EDGAR forms: 4 · 3 · 5 · 144 · 8-K · 10-Q
recall 81% precision 19%
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Securities Anomalies

Full Corpus Statistics 4,039
SEC/DOJ Heuristics

4,039 documents, 3 sources, 1099.8MB, 1990–2026. Filtered to securities-fraud signals (pump-dump · unregistered · ticker · manipulation · reverse-merger · boiler-room · shell · microcap · penny-stock · insider).

All 9,614 insider-trading 2,591 unregistered-securities 1,828 pump-and-dump 1,004 ponzi 759 market-manipulation 675 accounting-fraud 582 financial-fraud 498 investment-adviser-fraud 348 non-corporate 260 broker-dealer-fraud 249 pre-ipo-fraud 168 boiler-room 167 corporate-fraud 139 crypto-securities 110 affinity-fraud 52 health-care-fraud 49 fcpa 33 obstruction 30 public-corruption 27 advance-fee 25 cyber-fraud 17 racketeering 3
Selected scheme types: insider-trading, ponzi, financial-fraud, corporate-fraud, affinity-fraud contains 4,039 documents clear
SEC 3,725 docs
SEC Litigation Releases / complaint 743 | 1990–2026 | 643.8MB
SEC Litigation Releases / judgment 33 | 2019–2026 | 12.7MB
SEC Litigation Releases / litigation release 2,141 | 1995–2026 | 136.9MB
SEC Press Releases / complaint 245 | 2006–2026 | 241.9MB
SEC Press Releases / press release 563 | 1997–2026 | 24.7MB
DOJ 314 docs
DOJ SDNY / indictment 5 | 2013–2024 | 3.5MB
DOJ SDNY / press release 309 | 2013–2026 | 36.3MB
build b23a6a8 · corpus snapshot pinned to this build