Insider Trading methodology →
EDGAR forms: 4 · 3 · 5 · 144 · 8-K · 10-Q
recall 81% precision 19%
Investment Adviser Fraud methodology →
EDGAR forms: ADV · ADV-E · ADV-W · Form D
recall 33% precision 13% + content rule precision 10%
Affinity Fraud methodology →
EDGAR forms: Form D
recall 58% precision 2%
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%
Cyber Fraud methodology →
No EDGAR filing fingerprint — criminal/DOJ-side scheme, detected from case text.
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Securities Anomalies

SEC/DOJ Heuristics

4,012 documents, 3 sources, 1100.7MB, 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, pump-and-dump, investment-adviser-fraud, affinity-fraud, cyber-fraud contains 4,012 documents clear
SEC 3,749 docs
SEC Litigation Releases / complaint 683 | 1990–2026 | 577.8MB
SEC Litigation Releases / information 1 | 2019 | 352KB
SEC Litigation Releases / judgment 41 | 2003–2026 | 26.0MB
SEC Litigation Releases / litigation release 2,218 | 1995–2026 | 142.0MB
SEC Press Releases / complaint 231 | 2006–2026 | 293.1MB
SEC Press Releases / press release 575 | 1997–2026 | 26.8MB
DOJ 263 docs
DOJ SDNY / indictment 5 | 2013–2023 | 4.2MB
DOJ SDNY / press release 258 | 2013–2026 | 30.4MB
build 1d5f92c · 2026-08-25 · corpus snapshot pinned to this build