Boiler Room methodology →
EDGAR forms: Form D
recall 50% precision 4%
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%
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Securities Anomalies

Full Corpus Statistics 1,930
SEC/DOJ Heuristics

1,930 documents, 3 sources, 659.3MB, 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, boiler-room contains 1,930 documents clear
SEC 1,814 docs
SEC Litigation Releases / complaint 352 | 2004–2026 | 370.1MB
SEC Litigation Releases / information 1 | 2019 | 352KB
SEC Litigation Releases / judgment 19 | 2020–2025 | 16.1MB
SEC Litigation Releases / litigation release 1,061 | 1997–2026 | 68.3MB
SEC Press Releases / complaint 131 | 2010–2025 | 179.9MB
SEC Press Releases / press release 250 | 1997–2024 | 10.5MB
DOJ 116 docs
DOJ SDNY / indictment 1 | 2014 | 456KB
DOJ SDNY / press release 115 | 2013–2026 | 13.6MB
build b23a6a8 · corpus snapshot pinned to this build