Financial-Statement Fraud methodology →
EDGAR forms: 10-K · 10-Q · 8-K · NT 10-K
recall 67% precision 23% + content rule precision 26%
Market Manipulation methodology →
EDGAR forms: SC 13D/G · 13F
recall 53% precision 9% + content rule precision 11%
Affinity Fraud methodology →
EDGAR forms: Form D
recall 58% precision 2%
Non-Corporate Fraud methodology →
No EDGAR filing fingerprint — criminal/DOJ-side scheme, detected from case text.
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Securities Anomalies

Full Corpus Statistics 1,485
SEC/DOJ Heuristics

1,485 documents, 3 sources, 413.5MB, 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: market-manipulation, financial-fraud, non-corporate, affinity-fraud contains 1,485 documents clear
SEC 1,390 docs
SEC Litigation Releases / complaint 223 | 1990–2026 | 243.8MB
SEC Litigation Releases / judgment 41 | 2003–2026 | 18.1MB
SEC Litigation Releases / litigation release 642 | 1998–2026 | 41.4MB
SEC Press Releases / complaint 81 | 2007–2023 | 79.9MB
SEC Press Releases / information 1 | 2013 | 304KB
SEC Press Releases / press release 402 | 1994–2026 | 15.8MB
DOJ 95 docs
DOJ SDNY / complaint 1 | 2014 | 535KB
DOJ SDNY / indictment 3 | 2013–2024 | 1.7MB
DOJ SDNY / judgment 1 | 2014 | 1.2MB
DOJ SDNY / press release 90 | 2013–2025 | 10.7MB
build b23a6a8 · corpus snapshot pinned to this build