Ponzi methodology →
EDGAR forms: Form D
recall 35% precision 15% + content rule precision 0%
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%
Crypto / Digital-Asset Securities methodology →
EDGAR forms: 1-A · S-1 · 8-K
recall 43% precision 2%
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Securities Anomalies

Full Corpus Statistics 2,548
SEC/DOJ Heuristics

2,548 documents, 3 sources, 890.0MB, 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, crypto-securities contains 2,548 documents clear
SEC 2,373 docs
SEC Litigation Releases / complaint 486 | 2003–2026 | 517.3MB
SEC Litigation Releases / information 1 | 2019 | 352KB
SEC Litigation Releases / judgment 37 | 2003–2026 | 26.6MB
SEC Litigation Releases / litigation release 1,328 | 1997–2026 | 85.3MB
SEC Press Releases / complaint 184 | 2010–2025 | 223.6MB
SEC Press Releases / press release 337 | 1998–2025 | 14.6MB
DOJ 175 docs
DOJ SDNY / indictment 4 | 2013–2024 | 1.9MB
DOJ SDNY / press release 171 | 2013–2026 | 20.3MB
build b23a6a8 · corpus snapshot pinned to this build