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%
Financial-Statement Fraud methodology →
EDGAR forms: 10-K · 10-Q · 8-K · NT 10-K
recall 67% precision 23% + content rule precision 26%
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 4,523
SEC/DOJ Heuristics

4,523 documents, 3 sources, 1262.2MB, 1995–2026. 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, market-manipulation, financial-fraud contains 4,523 documents clear
SEC 4,192 docs
SEC Litigation Releases / complaint 836 | 1995–2026 | 740.2MB
SEC Litigation Releases / judgment 45 | 2003–2026 | 20.7MB
SEC Litigation Releases / litigation release 2,405 | 1995–2026 | 153.8MB
SEC Press Releases / complaint 286 | 2006–2026 | 277.6MB
SEC Press Releases / press release 620 | 1997–2026 | 27.2MB
DOJ 331 docs
DOJ SDNY / indictment 6 | 2013–2024 | 4.3MB
DOJ SDNY / press release 325 | 2013–2026 | 38.3MB
build b23a6a8 · corpus snapshot pinned to this build