Ponzi methodology →
EDGAR forms: Form D
recall 35% precision 15% + content rule precision 0%
Boiler Room methodology →
EDGAR forms: Form D
recall 50% precision 4%
Pump-and-Dump methodology →
EDGAR forms: S-8 · S-1 · 424B · 8-K · 4 · SC 13D/G · Form 10 · 15-12G
recall 69% precision 12% + content rule precision 50%
Market Manipulation methodology →
EDGAR forms: SC 13D/G · 13F
recall 53% precision 9% + content rule precision 11%
Financial-Statement Fraud methodology →
EDGAR forms: 10-K · 10-Q · 8-K · NT 10-K
recall 67% precision 23% + content rule precision 26%
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Securities Anomalies

Full Corpus Statistics 3,103
SEC/DOJ Heuristics

3,103 documents, 3 sources, 1010.0MB, 1997–2026. 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: pump-and-dump, ponzi, market-manipulation, financial-fraud, boiler-room contains 3,103 documents clear
SEC 2,917 docs
SEC Litigation Releases / complaint 557 | 2000–2026 | 586.0MB
SEC Litigation Releases / information 1 | 2019 | 352KB
SEC Litigation Releases / judgment 48 | 2003–2026 | 28.8MB
SEC Litigation Releases / litigation release 1,670 | 1997–2026 | 107.3MB
SEC Press Releases / complaint 209 | 2007–2025 | 245.9MB
SEC Press Releases / press release 432 | 1997–2025 | 17.9MB
DOJ 186 docs
DOJ SDNY / indictment 4 | 2013–2024 | 2.2MB
DOJ SDNY / press release 182 | 2013–2026 | 21.6MB
build 1d5f92c · 2026-08-25 · corpus snapshot pinned to this build