Insider Trading methodology →
EDGAR forms: 4 · 3 · 5 · 144 · 8-K · 10-Q
recall 81% precision 19%
Affinity Fraud methodology →
EDGAR forms: Form D
recall 58% precision 2%
Market Manipulation methodology →
EDGAR forms: SC 13D/G · 13F
recall 53% precision 9% + content rule precision 11%
Crypto / Digital-Asset Securities methodology →
EDGAR forms: 1-A · S-1 · 8-K
recall 43% precision 2%
Boiler Room methodology →
EDGAR forms: Form D
recall 50% precision 4%
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Securities Anomalies

SEC/DOJ Heuristics

3,595 documents, 3 sources, 1012.0MB, 19902026. Filtered to securities-fraud signals (pump-dump · unregistered · ticker · manipulation · reverse-merger · boiler-room · shell · microcap · penny-stock · insider).

Selected scheme types: insider-trading, market-manipulation, boiler-room, crypto-securities, affinity-fraud contains 3,595 documents clear
SEC 3,332 docs
SEC Litigation Releases / complaint 648 | 1990–2026 | 574.2MB
SEC Litigation Releases / judgment 34 | 2003–2026 | 18.5MB
SEC Litigation Releases / litigation release 1,900 | 1995–2026 | 121.5MB
SEC Press Releases / complaint 229 | 2006–2026 | 239.1MB
SEC Press Releases / press release 521 | 1997–2026 | 24.8MB
DOJ 263 docs
DOJ SDNY / indictment 5 | 2013–2024 | 3.5MB
DOJ SDNY / press release 258 | 2013–2026 | 30.4MB
build 608ae5f · 2026-08-25 · corpus snapshot pinned to this build