Crypto / Digital-Asset Securities methodology →
EDGAR forms: 1-A · S-1 · 8-K
recall 43% precision 2%
Ponzi methodology →
EDGAR forms: Form D
recall 35% precision 15% + content rule precision 0%
Pre-IPO Fraud methodology →
EDGAR forms: S-1 · Form D · 1-A
recall 72% precision 8% + content rule precision 0%
Broker-Dealer Fraud methodology →
EDGAR forms: Form D
recall 29% precision 9%
Investment Adviser Fraud methodology →
EDGAR forms: ADV · ADV-E · ADV-W · Form D
recall 33% precision 13% + content rule precision 10%
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Securities Anomalies

Full Corpus Statistics 1,634
SEC/DOJ Heuristics

1,634 documents, 3 sources, 528.1MB, 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, investment-adviser-fraud, broker-dealer-fraud, pre-ipo-fraud, crypto-securities contains 1,634 documents clear
SEC 1,462 docs
SEC Litigation Releases / complaint 335 | 2004–2026 | 286.3MB
SEC Litigation Releases / judgment 31 | 2003–2026 | 23.2MB
SEC Litigation Releases / litigation release 778 | 1998–2026 | 49.8MB
SEC Press Releases / complaint 107 | 2010–2025 | 135.7MB
SEC Press Releases / press release 211 | 1998–2025 | 10.2MB
DOJ 172 docs
DOJ SDNY / indictment 6 | 2013–2024 | 3.3MB
DOJ SDNY / press release 166 | 2013–2026 | 19.6MB
build b23a6a8 · corpus snapshot pinned to this build