Financial-Statement Fraud methodology →
EDGAR forms: 10-K · 10-Q · 8-K · NT 10-K
recall 67% precision 23% + content rule precision 26%
Crypto / Digital-Asset Securities methodology →
EDGAR forms: 1-A · S-1 · 8-K
recall 43% precision 2%
Affinity Fraud methodology →
EDGAR forms: Form D
recall 58% precision 2%
Market Manipulation methodology →
EDGAR forms: SC 13D/G · 13F
recall 53% precision 9% + content rule precision 11%
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Securities Anomalies

Full Corpus Statistics 1,335
SEC/DOJ Heuristics

1,335 documents, 3 sources, 441.8MB, 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: market-manipulation, financial-fraud, crypto-securities, affinity-fraud contains 1,335 documents clear
SEC 1,237 docs
SEC Litigation Releases / complaint 245 | 1990–2026 | 274.5MB
SEC Litigation Releases / judgment 31 | 2003–2026 | 13.1MB
SEC Litigation Releases / litigation release 650 | 1998–2026 | 41.6MB
SEC Press Releases / complaint 94 | 2007–2023 | 89.7MB
SEC Press Releases / press release 217 | 1998–2025 | 9.5MB
DOJ 98 docs
DOJ SDNY / indictment 4 | 2013–2024 | 2.2MB
DOJ SDNY / press release 94 | 2013–2026 | 11.1MB
build b23a6a8 · corpus snapshot pinned to this build