Broker-Dealer Fraud methodology →
EDGAR forms: Form D
recall 29% precision 9%
Obstruction of Justice methodology →
No EDGAR filing fingerprint — criminal/DOJ-side scheme, detected from case text.
Pre-IPO Fraud methodology →
EDGAR forms: S-1 · Form D · 1-A
recall 72% precision 8% + content rule precision 0%
Boiler Room methodology →
EDGAR forms: Form D
recall 50% precision 4%
Affinity Fraud methodology →
EDGAR forms: Form D
recall 58% precision 2%
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Securities Anomalies

Full Corpus Statistics 666
SEC/DOJ Heuristics

666 documents, 3 sources, 196.9MB, 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: broker-dealer-fraud, pre-ipo-fraud, boiler-room, affinity-fraud, obstruction contains 666 documents clear
SEC 620 docs
SEC Litigation Releases / complaint 115 | 1990–2026 | 94.5MB
SEC Litigation Releases / judgment 23 | 2011–2026 | 20.9MB
SEC Litigation Releases / litigation release 346 | 1999–2026 | 22.2MB
SEC Press Releases / complaint 31 | 2011–2024 | 48.1MB
SEC Press Releases / press release 105 | 1997–2025 | 5.6MB
DOJ 46 docs
DOJ SDNY / indictment 1 | 2014 | 315KB
DOJ SDNY / press release 45 | 2013–2026 | 5.3MB
build 1d5f92c · 2026-08-25 · corpus snapshot pinned to this build