Affinity Fraud methodology →
EDGAR forms: Form D
recall 58% precision 2%
Obstruction of Justice 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%
Insider Trading methodology →
EDGAR forms: 4 · 3 · 5 · 144 · 8-K · 10-Q
recall 81% precision 19%
Broker-Dealer Fraud methodology →
EDGAR forms: Form D
recall 29% precision 9%
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Securities Anomalies

SEC/DOJ Heuristics

3,926 documents, 3 sources, 1070.4MB, 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, broker-dealer-fraud, affinity-fraud, obstruction contains 3,926 documents clear
SEC 3,701 docs
SEC Litigation Releases / complaint 683 | 1990–2026 | 570.5MB
SEC Litigation Releases / information 1 | 2019 | 352KB
SEC Litigation Releases / judgment 56 | 2011–2026 | 41.0MB
SEC Litigation Releases / litigation release 2,179 | 1995–2026 | 139.6MB
SEC Press Releases / complaint 223 | 2006–2026 | 264.2MB
SEC Press Releases / press release 559 | 1997–2026 | 26.3MB
DOJ 225 docs
DOJ SDNY / indictment 3 | 2013–2014 | 2.4MB
DOJ SDNY / press release 222 | 2013–2026 | 26.1MB
build 1d5f92c · 2026-08-25 · corpus snapshot pinned to this build