Market Manipulation methodology →
EDGAR forms: SC 13D/G · 13F
recall 53% precision 9% + content rule precision 11%
Non-Corporate Fraud methodology →
No EDGAR filing fingerprint — criminal/DOJ-side scheme, detected from case text.
Insider Trading methodology →
EDGAR forms: 4 · 3 · 5 · 144 · 8-K · 10-Q
recall 81% precision 19%
Cyber Fraud methodology →
No EDGAR filing fingerprint — criminal/DOJ-side scheme, detected from case text.
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Securities Anomalies

Full Corpus Statistics 3,543
SEC/DOJ Heuristics

3,543 documents, 3 sources, 898.2MB, 1994–2026. 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: insider-trading, market-manipulation, non-corporate, cyber-fraud contains 3,543 documents clear
SEC 3,293 docs
SEC Litigation Releases / complaint 598 | 1995–2026 | 501.4MB
SEC Litigation Releases / judgment 44 | 2003–2026 | 23.5MB
SEC Litigation Releases / litigation release 1,777 | 1995–2026 | 113.9MB
SEC Press Releases / complaint 201 | 2006–2026 | 196.4MB
SEC Press Releases / information 1 | 2013 | 304KB
SEC Press Releases / press release 672 | 1994–2026 | 29.2MB
DOJ 250 docs
DOJ SDNY / complaint 1 | 2014 | 535KB
DOJ SDNY / indictment 4 | 2013–2014 | 3.0MB
DOJ SDNY / judgment 1 | 2014 | 1.2MB
DOJ SDNY / press release 244 | 2013–2026 | 28.8MB
build b23a6a8 · corpus snapshot pinned to this build