Affinity Fraud methodology →
EDGAR forms: Form D
recall 58% precision 2%
Ponzi methodology →
EDGAR forms: Form D
recall 35% precision 15% + content rule precision 0%
Boiler Room methodology →
EDGAR forms: Form D
recall 50% precision 4%
Corporate Disclosure Fraud methodology →
EDGAR forms: 10-K · 10-Q · 8-K
recall 56% precision 8%
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Securities Anomalies

Full Corpus Statistics 1,117
SEC/DOJ Heuristics

1,117 documents, 3 sources, 391.7MB, 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: ponzi, boiler-room, corporate-fraud, affinity-fraud contains 1,117 documents clear
SEC 1,002 docs
SEC Litigation Releases / complaint 222 | 1990–2026 | 230.6MB
SEC Litigation Releases / judgment 4 | 2023–2026 | 1.9MB
SEC Litigation Releases / litigation release 555 | 1998–2026 | 35.6MB
SEC Press Releases / complaint 82 | 2010–2025 | 104.1MB
SEC Press Releases / press release 139 | 1997–2024 | 5.5MB
DOJ 115 docs
DOJ SDNY / indictment 2 | 2013–2014 | 658KB
DOJ SDNY / press release 113 | 2013–2026 | 13.3MB
build b23a6a8 · corpus snapshot pinned to this build