Affinity Fraud methodology →
EDGAR forms: Form D
recall 58% precision 2%
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%
Pre-IPO Fraud methodology →
EDGAR forms: S-1 · Form D · 1-A
recall 72% precision 8% + content rule precision 0%
Ponzi methodology →
EDGAR forms: Form D
recall 35% precision 15% + content rule precision 0%
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Securities Anomalies

Full Corpus Statistics 1,576
SEC/DOJ Heuristics

1,576 documents, 3 sources, 504.7MB, 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, investment-adviser-fraud, broker-dealer-fraud, pre-ipo-fraud, affinity-fraud contains 1,576 documents clear
SEC 1,420 docs
SEC Litigation Releases / complaint 311 | 1990–2026 | 261.9MB
SEC Litigation Releases / judgment 29 | 2003–2026 | 22.7MB
SEC Litigation Releases / litigation release 787 | 1998–2026 | 50.4MB
SEC Press Releases / complaint 97 | 2010–2025 | 139.9MB
SEC Press Releases / press release 196 | 1998–2025 | 9.2MB
DOJ 156 docs
DOJ SDNY / indictment 5 | 2013–2023 | 2.8MB
DOJ SDNY / press release 151 | 2013–2026 | 17.8MB
build 1d5f92c · 2026-08-25 · corpus snapshot pinned to this build