Market Manipulation methodology →
EDGAR forms: SC 13D/G · 13F
recall 53% precision 9% + content rule precision 11%
Ponzi methodology →
EDGAR forms: Form D
recall 35% precision 15% + content rule precision 0%
Corporate Disclosure Fraud methodology →
EDGAR forms: 10-K · 10-Q · 8-K
recall 56% precision 8%
Broker-Dealer Fraud methodology →
EDGAR forms: Form D
recall 29% precision 9%
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Securities Anomalies

Full Corpus Statistics 1,822
SEC/DOJ Heuristics

1,822 documents, 3 sources, 593.1MB, 1998–2026. 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: ponzi, market-manipulation, broker-dealer-fraud, corporate-fraud contains 1,822 documents clear
SEC 1,671 docs
SEC Litigation Releases / complaint 367 | 2001–2026 | 339.9MB
SEC Litigation Releases / judgment 41 | 2003–2026 | 28.7MB
SEC Litigation Releases / litigation release 905 | 1998–2026 | 58.0MB
SEC Press Releases / complaint 130 | 2010–2025 | 137.8MB
SEC Press Releases / press release 228 | 1998–2025 | 9.5MB
DOJ 151 docs
DOJ SDNY / indictment 5 | 2013–2014 | 1.9MB
DOJ SDNY / press release 146 | 2013–2026 | 17.3MB
build b23a6a8 · corpus snapshot pinned to this build