Market Manipulation methodology →
EDGAR forms: SC 13D/G · 13F
recall 53% precision 9% + content rule precision 11%
Obstruction of Justice methodology →
No EDGAR filing fingerprint — criminal/DOJ-side scheme, detected from case text.
EDGAR forms: Form D
recall 35% precision 15% + content rule precision 0%
FCPA Violation methodology →
No EDGAR filing fingerprint — criminal/DOJ-side scheme, detected from case text.
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

2,501 documents, 3 sources, 844.3MB, 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, fcpa, obstruction contains 2,501 documents clear
SEC 2,341 docs
SEC Litigation Releases / complaint 466 | 2003–2026 | 481.8MB
SEC Litigation Releases / information 1 | 2019 | 352KB
SEC Litigation Releases / judgment 35 | 2003–2026 | 26.1MB
SEC Litigation Releases / litigation release 1,338 | 1997–2026 | 85.9MB
SEC Press Releases / complaint 175 | 2010–2025 | 216.5MB
SEC Press Releases / press release 326 | 1998–2025 | 13.6MB
DOJ 160 docs
DOJ SDNY / indictment 3 | 2013–2014 | 1.4MB
DOJ SDNY / press release 157 | 2013–2026 | 18.7MB
build b23a6a8 · corpus snapshot pinned to this build