Crypto / Digital-Asset Securities methodology →
EDGAR forms: 1-A · S-1 · 8-K
recall 43% precision 2%
Investment Adviser Fraud methodology →
EDGAR forms: ADV · ADV-E · ADV-W · Form D
recall 33% precision 13% + content rule precision 10%
Broker-Dealer Fraud methodology →
EDGAR forms: Form D
recall 29% precision 9%
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%
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Securities Anomalies

Full Corpus Statistics 2,048
SEC/DOJ Heuristics

2,048 documents, 3 sources, 659.6MB, 1998–2026. 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, accounting-fraud, investment-adviser-fraud, broker-dealer-fraud, crypto-securities contains 2,048 documents clear
SEC 1,868 docs
SEC Litigation Releases / complaint 426 | 1998–2026 | 372.1MB
SEC Litigation Releases / judgment 47 | 2003–2026 | 24.2MB
SEC Litigation Releases / litigation release 1,002 | 1998–2026 | 64.4MB
SEC Press Releases / complaint 140 | 2004–2025 | 161.0MB
SEC Press Releases / judgment 2 | 2018–2020 | 224KB
SEC Press Releases / press release 251 | 1998–2025 | 11.2MB
DOJ 180 docs
DOJ SDNY / complaint 1 | 2014 | 2.8MB
DOJ SDNY / indictment 6 | 2013–2024 | 3.3MB
DOJ SDNY / press release 173 | 2013–2026 | 20.4MB
build 1d5f92c · 2026-08-25 · corpus snapshot pinned to this build