Ponzi methodology →
EDGAR forms: Form D
recall 35% precision 15% + content rule precision 0%
Market Manipulation methodology →
EDGAR forms: SC 13D/G · 13F
recall 53% precision 9% + content rule precision 11%
Advance-Fee Fraud methodology →
No EDGAR filing fingerprint — criminal/DOJ-side scheme, detected from case text.
Cyber Fraud methodology →
No EDGAR filing fingerprint — criminal/DOJ-side scheme, detected from case text.
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Securities Anomalies

Full Corpus Statistics 1,476
SEC/DOJ Heuristics

1,476 documents, 3 sources, 505.2MB, 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, market-manipulation, advance-fee, cyber-fraud contains 1,476 documents clear
SEC 1,343 docs
SEC Litigation Releases / complaint 295 | 2003–2026 | 301.9MB
SEC Litigation Releases / judgment 16 | 2003–2026 | 10.0MB
SEC Litigation Releases / litigation release 745 | 1998–2026 | 47.7MB
SEC Press Releases / complaint 112 | 2010–2025 | 122.0MB
SEC Press Releases / press release 175 | 1998–2025 | 6.8MB
DOJ 133 docs
DOJ SDNY / indictment 3 | 2013–2014 | 1.4MB
DOJ SDNY / press release 130 | 2013–2026 | 15.4MB
build b23a6a8 · corpus snapshot pinned to this build