Pre-IPO Fraud methodology →
EDGAR forms: S-1 · Form D · 1-A
recall 72% precision 8% + content rule precision 0%
Insider Trading methodology →
EDGAR forms: 4 · 3 · 5 · 144 · 8-K · 10-Q
recall 81% precision 19%
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%
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Securities Anomalies

Full Corpus Statistics 3,763
SEC/DOJ Heuristics

3,763 documents, 3 sources, 1016.4MB, 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, pump-and-dump, pre-ipo-fraud contains 3,763 documents clear
SEC 3,528 docs
SEC Litigation Releases / complaint 656 | 1995–2026 | 561.4MB
SEC Litigation Releases / information 1 | 2019 | 352KB
SEC Litigation Releases / judgment 37 | 2020–2026 | 28.4MB
SEC Litigation Releases / litigation release 2,084 | 1995–2026 | 133.5MB
SEC Press Releases / complaint 214 | 2006–2026 | 238.0MB
SEC Press Releases / press release 536 | 1997–2026 | 25.3MB
DOJ 235 docs
DOJ SDNY / indictment 2 | 2013 | 2.1MB
DOJ SDNY / press release 233 | 2013–2026 | 27.4MB
build b23a6a8 · corpus snapshot pinned to this build