Boiler Room methodology →
EDGAR forms: Form D
recall 50% precision 4%
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%
Pre-IPO Fraud methodology →
EDGAR forms: S-1 · Form D · 1-A
recall 72% precision 8% + content rule precision 0%
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Securities Anomalies

Full Corpus Statistics 497
SEC/DOJ Heuristics

497 documents, 3 sources, 189.7MB, 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: pre-ipo-fraud, boiler-room, crypto-securities, affinity-fraud contains 497 documents clear
SEC 437 docs
SEC Litigation Releases / complaint 95 | 1990–2026 | 114.6MB
SEC Litigation Releases / judgment 4 | 2023–2025 | 4.6MB
SEC Litigation Releases / litigation release 214 | 1999–2026 | 13.8MB
SEC Press Releases / complaint 33 | 2011–2024 | 44.1MB
SEC Press Releases / press release 91 | 1997–2025 | 5.1MB
DOJ 60 docs
DOJ SDNY / indictment 1 | 2024 | 508KB
DOJ SDNY / press release 59 | 2013–2026 | 6.9MB
build b23a6a8 · corpus snapshot pinned to this build