Insider Trading methodology →
EDGAR forms: 4 · 3 · 5 · 144 · 8-K · 10-Q
recall 81% precision 19%
Pre-IPO Fraud methodology →
EDGAR forms: S-1 · Form D · 1-A
recall 72% precision 8% + content rule precision 0%
Affinity Fraud methodology →
EDGAR forms: Form D
recall 58% precision 2%
Investment Adviser Fraud methodology →
EDGAR forms: ADV · ADV-E · ADV-W · Form D
recall 33% precision 13% + content rule precision 10%
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Securities Anomalies

SEC/DOJ Heuristics

3,159 documents, 3 sources, 809.7MB, 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, investment-adviser-fraud, pre-ipo-fraud, affinity-fraud contains 3,159 documents clear
SEC 2,905 docs
SEC Litigation Releases / complaint 553 | 1990–2026 | 430.0MB
SEC Litigation Releases / judgment 24 | 2003–2026 | 14.0MB
SEC Litigation Releases / litigation release 1,703 | 1995–2026 | 108.8MB
SEC Press Releases / complaint 176 | 2006–2026 | 201.7MB
SEC Press Releases / press release 449 | 1997–2026 | 21.8MB
DOJ 254 docs
DOJ SDNY / indictment 5 | 2013–2023 | 4.2MB
DOJ SDNY / press release 249 | 2013–2026 | 29.3MB
build 1d5f92c · 2026-08-25 · corpus snapshot pinned to this build