Pump-and-Dump methodology →
EDGAR forms: S-8 · S-1 · 424B · 8-K · 4 · SC 13D/G · Form 10 · 15-12G
recall 69% precision 12% + content rule precision 50%
EDGAR forms: Form D
recall 35% precision 15% + content rule precision 0%
Insider Trading methodology →
EDGAR forms: 4 · 3 · 5 · 144 · 8-K · 10-Q
recall 81% precision 19%
FCPA Violation methodology →
No EDGAR filing fingerprint — criminal/DOJ-side scheme, detected from case text.
Racketeering / RICO methodology →
No EDGAR filing fingerprint — criminal/DOJ-side scheme, detected from case text.
Broker-Dealer Fraud methodology →
EDGAR forms: Form D
recall 29% precision 9%
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Securities Anomalies

SEC/DOJ Heuristics

4,639 documents, 3 sources, 1315.6MB, 19952026. Filtered to securities-fraud signals (pump-dump · unregistered · ticker · manipulation · reverse-merger · boiler-room · shell · microcap · penny-stock · insider).

Selected scheme types: insider-trading, pump-and-dump, ponzi, broker-dealer-fraud, fcpa, racketeering contains 4,639 documents clear
SEC 4,337 docs
SEC Litigation Releases / complaint 854 | 1995–2026 | 725.7MB
SEC Litigation Releases / information 1 | 2019 | 352KB
SEC Litigation Releases / judgment 56 | 2011–2026 | 41.0MB
SEC Litigation Releases / litigation release 2,510 | 1995–2026 | 160.8MB
SEC Press Releases / complaint 283 | 2006–2026 | 320.9MB
SEC Press Releases / press release 633 | 1997–2026 | 28.8MB
DOJ 302 docs
DOJ SDNY / indictment 4 | 2013–2014 | 2.8MB
DOJ SDNY / press release 298 | 2013–2026 | 35.1MB
build b23a6a8 · corpus snapshot pinned to this build