Market Manipulation methodology →
EDGAR forms: SC 13D/G · 13F
recall 53% precision 9% + content rule precision 11%
Broker-Dealer Fraud methodology →
EDGAR forms: Form D
recall 29% precision 9%
EDGAR forms: Form D
recall 35% precision 15% + content rule precision 0%
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%
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Securities Anomalies

SEC/DOJ Heuristics

2,687 documents, 3 sources, 894.6MB, 19972026. Filtered to securities-fraud signals (pump-dump · unregistered · ticker · manipulation · reverse-merger · boiler-room · shell · microcap · penny-stock · insider).

Selected scheme types: pump-and-dump, ponzi, market-manipulation, broker-dealer-fraud contains 2,687 documents clear
SEC 2,529 docs
SEC Litigation Releases / complaint 505 | 2003–2026 | 496.5MB
SEC Litigation Releases / information 1 | 2019 | 352KB
SEC Litigation Releases / judgment 56 | 2003–2026 | 42.9MB
SEC Litigation Releases / litigation release 1,436 | 1997–2026 | 92.2MB
SEC Press Releases / complaint 182 | 2010–2025 | 227.6MB
SEC Press Releases / press release 349 | 1998–2025 | 15.1MB
DOJ 158 docs
DOJ SDNY / indictment 4 | 2013–2014 | 1.7MB
DOJ SDNY / press release 154 | 2013–2026 | 18.3MB
build 1d5f92c · 2026-08-25 · corpus snapshot pinned to this build