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%
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%
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Securities Anomalies

Full Corpus Statistics 1,654
SEC/DOJ Heuristics

1,654 documents, 3 sources, 578.1MB, 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: ponzi, market-manipulation, pre-ipo-fraud, affinity-fraud contains 1,654 documents clear
SEC 1,500 docs
SEC Litigation Releases / complaint 334 | 1990–2026 | 346.7MB
SEC Litigation Releases / judgment 18 | 2003–2026 | 14.1MB
SEC Litigation Releases / litigation release 827 | 1998–2026 | 53.0MB
SEC Press Releases / complaint 119 | 2010–2025 | 136.4MB
SEC Press Releases / press release 202 | 1998–2025 | 8.6MB
DOJ 154 docs
DOJ SDNY / indictment 3 | 2013–2014 | 1.4MB
DOJ SDNY / press release 151 | 2013–2026 | 17.9MB
build b23a6a8 · corpus snapshot pinned to this build