Ponzi methodology →
EDGAR forms: Form D
recall 35% precision 15% + content rule precision 0%
Affinity Fraud methodology →
EDGAR forms: Form D
recall 58% precision 2%
Health Care Fraud methodology →
No EDGAR filing fingerprint — criminal/DOJ-side scheme, detected from case text.
Broker-Dealer Fraud methodology →
EDGAR forms: Form D
recall 29% precision 9%
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Securities Anomalies

Full Corpus Statistics 1,109
SEC/DOJ Heuristics

1,109 documents, 3 sources, 379.4MB, 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, broker-dealer-fraud, affinity-fraud, health-care-fraud contains 1,109 documents clear
SEC 1,013 docs
SEC Litigation Releases / complaint 238 | 1990–2026 | 213.9MB
SEC Litigation Releases / judgment 21 | 2011–2026 | 16.8MB
SEC Litigation Releases / litigation release 552 | 1998–2026 | 35.4MB
SEC Press Releases / complaint 74 | 2010–2025 | 96.0MB
SEC Press Releases / press release 128 | 1999–2025 | 5.4MB
DOJ 96 docs
DOJ SDNY / indictment 2 | 2014 | 771KB
DOJ SDNY / press release 94 | 2013–2026 | 11.1MB
build b23a6a8 · corpus snapshot pinned to this build