Affinity Fraud methodology →
EDGAR forms: Form D
recall 58% precision 2%
Insider Trading methodology →
EDGAR forms: 4 · 3 · 5 · 144 · 8-K · 10-Q
recall 81% precision 19%
Broker-Dealer Fraud methodology →
EDGAR forms: Form D
recall 29% precision 9%
Market Manipulation methodology →
EDGAR forms: SC 13D/G · 13F
recall 53% precision 9% + content rule precision 11%
FCPA Violation methodology →
No EDGAR filing fingerprint — criminal/DOJ-side scheme, detected from case text.
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Securities Anomalies

SEC/DOJ Heuristics

3,600 documents, 3 sources, 971.5MB, 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, fcpa contains 3,600 documents clear
SEC 3,358 docs
SEC Litigation Releases / complaint 656 | 1990–2026 | 532.0MB
SEC Litigation Releases / judgment 53 | 2003–2026 | 34.8MB
SEC Litigation Releases / litigation release 1,915 | 1995–2026 | 122.4MB
SEC Press Releases / complaint 219 | 2006–2026 | 226.7MB
SEC Press Releases / press release 515 | 1997–2026 | 24.2MB
DOJ 242 docs
DOJ SDNY / indictment 5 | 2013–2014 | 3.3MB
DOJ SDNY / press release 237 | 2013–2026 | 28.0MB
build 1d5f92c · 2026-08-25 · corpus snapshot pinned to this build