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%
Accounting / Disclosure Fraud methodology →
EDGAR forms: 10-K · 10-Q · 8-K · NT 10-K · NT 10-Q
recall 80% precision 48% + content rule precision 50%
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.
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Securities Anomalies

SEC/DOJ Heuristics

4,637 documents, 3 sources, 1317.6MB, 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, ponzi, market-manipulation, accounting-fraud, obstruction contains 4,637 documents clear
SEC 4,296 docs
SEC Litigation Releases / complaint 880 | 1995–2026 | 772.5MB
SEC Litigation Releases / judgment 50 | 2003–2026 | 23.2MB
SEC Litigation Releases / litigation release 2,468 | 1995–2026 | 158.1MB
SEC Press Releases / complaint 298 | 2004–2026 | 291.3MB
SEC Press Releases / judgment 2 | 2018–2020 | 224KB
SEC Press Releases / press release 598 | 1997–2026 | 26.5MB
DOJ 341 docs
DOJ SDNY / complaint 1 | 2014 | 2.8MB
DOJ SDNY / indictment 5 | 2013–2014 | 3.4MB
DOJ SDNY / press release 335 | 2013–2026 | 39.5MB
build 1d5f92c · 2026-08-25 · corpus snapshot pinned to this build