Market Manipulation methodology →
EDGAR forms: SC 13D/G · 13F
recall 53% precision 9% + content rule precision 11%
Non-Corporate Fraud methodology →
No EDGAR filing fingerprint — criminal/DOJ-side scheme, detected from case text.
Affinity Fraud methodology →
EDGAR forms: Form D
recall 58% precision 2%
Boiler Room methodology →
EDGAR forms: Form D
recall 50% precision 4%
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Securities Anomalies

SEC/DOJ Heuristics

1,154 documents, 3 sources, 344.5MB, 1990–2026. Filtered to securities-fraud signals (pump-dump · unregistered · ticker · manipulation · reverse-merger · boiler-room · shell · microcap · penny-stock · insider).

Selected scheme types: market-manipulation, non-corporate, boiler-room, affinity-fraud contains 1,154 documents clear
SEC 1,076 docs
SEC Litigation Releases / complaint 164 | 1990–2026 | 187.1MB
SEC Litigation Releases / judgment 28 | 2003–2026 | 15.5MB
SEC Litigation Releases / litigation release 474 | 1998–2026 | 30.7MB
SEC Press Releases / complaint 67 | 2010–2024 | 85.7MB
SEC Press Releases / information 1 | 2013 | 304KB
SEC Press Releases / press release 342 | 1994–2026 | 13.9MB
DOJ 78 docs
DOJ SDNY / complaint 1 | 2014 | 535KB
DOJ SDNY / indictment 2 | 2013–2014 | 943KB
DOJ SDNY / judgment 1 | 2014 | 1.2MB
DOJ SDNY / press release 74 | 2013–2026 | 8.8MB
build 1d5f92c · 2026-08-25 · corpus snapshot pinned to this build