Market Manipulation methodology →
EDGAR forms: SC 13D/G · 13F
recall 53% precision 9% + content rule precision 11%
Ponzi methodology →
EDGAR forms: Form D
recall 35% precision 15% + content rule precision 0%
Accounting / Disclosure Fraud methodology →
EDGAR forms: 10-K · 10-Q · 8-K · NT 10-K · NT 10-Q
recall 80% precision 48% + content rule precision 50%
Insider Trading methodology →
EDGAR forms: 4 · 3 · 5 · 144 · 8-K · 10-Q
recall 81% precision 19%
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 4,775
SEC/DOJ Heuristics

4,775 documents, 3 sources, 1359.4MB, 1995–2026. 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: insider-trading, ponzi, market-manipulation, accounting-fraud, pre-ipo-fraud contains 4,775 documents clear
SEC 4,413 docs
SEC Litigation Releases / complaint 912 | 1995–2026 | 801.2MB
SEC Litigation Releases / judgment 52 | 2003–2026 | 27.4MB
SEC Litigation Releases / litigation release 2,522 | 1995–2026 | 161.6MB
SEC Press Releases / complaint 303 | 2004–2026 | 292.8MB
SEC Press Releases / judgment 2 | 2018–2020 | 224KB
SEC Press Releases / press release 622 | 1997–2026 | 27.9MB
DOJ 362 docs
DOJ SDNY / complaint 1 | 2014 | 2.8MB
DOJ SDNY / indictment 5 | 2013–2014 | 3.4MB
DOJ SDNY / press release 356 | 2013–2026 | 42.0MB
build 1d5f92c · 2026-08-25 · corpus snapshot pinned to this build