Affinity Fraud methodology →
EDGAR forms: Form D
recall 58% precision 2%
Pre-IPO Fraud methodology →
EDGAR forms: S-1 · Form D · 1-A
recall 72% precision 8% + content rule precision 0%
Broker-Dealer Fraud methodology →
EDGAR forms: Form D
recall 29% precision 9%
Boiler Room methodology →
EDGAR forms: Form D
recall 50% precision 4%
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 746
SEC/DOJ Heuristics

746 documents, 3 sources, 251.5MB, 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: broker-dealer-fraud, pre-ipo-fraud, boiler-room, crypto-securities, affinity-fraud contains 746 documents clear
SEC 681 docs
SEC Litigation Releases / complaint 146 | 1990–2026 | 135.3MB
SEC Litigation Releases / judgment 25 | 2011–2026 | 21.4MB
SEC Litigation Releases / litigation release 338 | 1999–2026 | 21.7MB
SEC Press Releases / complaint 44 | 2011–2024 | 57.9MB
SEC Press Releases / press release 128 | 1997–2025 | 7.1MB
DOJ 65 docs
DOJ SDNY / indictment 2 | 2014–2024 | 824KB
DOJ SDNY / press release 63 | 2013–2026 | 7.4MB
build 1d5f92c · 2026-08-25 · corpus snapshot pinned to this build