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%
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

2,438 documents, 3 sources, 832.7MB, 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 contains 2,438 documents clear
SEC 2,285 docs
SEC Litigation Releases / complaint 454 | 2003–2026 | 475.9MB
SEC Litigation Releases / information 1 | 2019 | 352KB
SEC Litigation Releases / judgment 35 | 2003–2026 | 26.1MB
SEC Litigation Releases / litigation release 1,312 | 1997–2026 | 84.3MB
SEC Press Releases / complaint 171 | 2010–2025 | 213.8MB
SEC Press Releases / press release 312 | 1998–2025 | 13.1MB
DOJ 153 docs
DOJ SDNY / indictment 3 | 2013–2014 | 1.4MB
DOJ SDNY / press release 150 | 2013–2026 | 17.8MB
build b23a6a8 · corpus snapshot pinned to this build