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%
Cyber Fraud methodology →
No EDGAR filing fingerprint — criminal/DOJ-side scheme, detected from case text.
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%
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Securities Anomalies

SEC/DOJ Heuristics

4,276 documents, 3 sources, 1187.0MB, 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, pump-and-dump, accounting-fraud, affinity-fraud, obstruction, cyber-fraud contains 4,276 documents clear
SEC 4,020 docs
SEC Litigation Releases / complaint 758 | 1990–2026 | 666.5MB
SEC Litigation Releases / information 1 | 2019 | 352KB
SEC Litigation Releases / judgment 53 | 2018–2026 | 29.4MB
SEC Litigation Releases / litigation release 2,362 | 1995–2026 | 151.6MB
SEC Press Releases / complaint 250 | 2004–2026 | 277.3MB
SEC Press Releases / judgment 2 | 2018–2020 | 224KB
SEC Press Releases / press release 594 | 1997–2026 | 26.9MB
DOJ 256 docs
DOJ SDNY / complaint 1 | 2014 | 2.8MB
DOJ SDNY / indictment 2 | 2013 | 2.1MB
DOJ SDNY / press release 253 | 2013–2026 | 29.8MB
build 1d5f92c · 2026-08-25 · corpus snapshot pinned to this build