Ponzi methodology →
EDGAR forms: Form D
recall 35% precision 15% + content rule precision 0%
Broker-Dealer Fraud methodology →
EDGAR forms: Form D
recall 29% precision 9%
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Securities Anomalies

Full Corpus Statistics 1,008
SEC/DOJ Heuristics

1,008 documents, 3 sources, 334.2MB, 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, broker-dealer-fraud contains 1,008 documents clear
SEC 924 docs
SEC Litigation Releases / complaint 220 | 2004–2026 | 188.5MB
SEC Litigation Releases / judgment 21 | 2011–2026 | 16.8MB
SEC Litigation Releases / litigation release 502 | 1998–2026 | 32.2MB
SEC Press Releases / complaint 70 | 2010–2025 | 81.8MB
SEC Press Releases / press release 111 | 1999–2025 | 4.6MB
DOJ 84 docs
DOJ SDNY / indictment 2 | 2014 | 771KB
DOJ SDNY / press release 82 | 2013–2026 | 9.7MB
build b23a6a8 · corpus snapshot pinned to this build