Market Manipulation methodology →
EDGAR forms: SC 13D/G · 13F
recall 53% precision 9% + content rule precision 11%
Broker-Dealer Fraud methodology →
EDGAR forms: Form D
recall 29% precision 9%
Affinity Fraud methodology →
EDGAR forms: Form D
recall 58% precision 2%
Crypto / Digital-Asset Securities methodology →
EDGAR forms: 1-A · S-1 · 8-K
recall 43% precision 2%
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Securities Anomalies

Full Corpus Statistics 1,086
SEC/DOJ Heuristics

1,086 documents, 3 sources, 380.6MB, 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, broker-dealer-fraud, crypto-securities, affinity-fraud contains 1,086 documents clear
SEC 1,008 docs
SEC Litigation Releases / complaint 215 | 1990–2026 | 211.7MB
SEC Litigation Releases / judgment 39 | 2003–2026 | 27.2MB
SEC Litigation Releases / litigation release 511 | 1998–2026 | 32.7MB
SEC Press Releases / complaint 79 | 2010–2023 | 90.3MB
SEC Press Releases / press release 164 | 1998–2025 | 8.0MB
DOJ 78 docs
DOJ SDNY / indictment 4 | 2013–2024 | 1.7MB
DOJ SDNY / press release 74 | 2013–2026 | 8.8MB
build 1d5f92c · 2026-08-25 · corpus snapshot pinned to this build