Insider Trading methodology →
EDGAR forms: 4 · 3 · 5 · 144 · 8-K · 10-Q
recall 81% precision 19%
Affinity Fraud methodology →
EDGAR forms: Form D
recall 58% precision 2%
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.
Market Manipulation methodology →
EDGAR forms: SC 13D/G · 13F
recall 53% precision 9% + content rule precision 11%
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Securities Anomalies

SEC/DOJ Heuristics

3,597 documents, 3 sources, 965.1MB, 19902026. Filtered to securities-fraud signals (pump-dump · unregistered · ticker · manipulation · reverse-merger · boiler-room · shell · microcap · penny-stock · insider).

Selected scheme types: insider-trading, market-manipulation, broker-dealer-fraud, affinity-fraud, obstruction contains 3,597 documents clear
SEC 3,356 docs
SEC Litigation Releases / complaint 646 | 1990–2026 | 527.4MB
SEC Litigation Releases / judgment 53 | 2003–2026 | 34.8MB
SEC Litigation Releases / litigation release 1,937 | 1995–2026 | 123.8MB
SEC Press Releases / complaint 215 | 2006–2026 | 224.1MB
SEC Press Releases / press release 505 | 1997–2026 | 23.9MB
DOJ 241 docs
DOJ SDNY / indictment 5 | 2013–2014 | 3.3MB
DOJ SDNY / press release 236 | 2013–2026 | 27.8MB
build 1d5f92c · 2026-08-25 · corpus snapshot pinned to this build