EDGAR forms: Form D
recall 35% precision 15% + content rule precision 0%
Market Manipulation methodology →
EDGAR forms: SC 13D/G · 13F
recall 53% precision 9% + content rule precision 11%
Affinity Fraud methodology →
EDGAR forms: Form D
recall 58% precision 2%
Non-Corporate Fraud methodology →
No EDGAR filing fingerprint — criminal/DOJ-side scheme, detected from case text.
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Securities Anomalies

SEC/DOJ Heuristics

1,746 documents, 3 sources, 562.7MB, 19902026. Filtered to securities-fraud signals (pump-dump · unregistered · ticker · manipulation · reverse-merger · boiler-room · shell · microcap · penny-stock · insider).

Selected scheme types: ponzi, market-manipulation, non-corporate, affinity-fraud contains 1,746 documents clear
SEC 1,597 docs
SEC Litigation Releases / complaint 311 | 1990–2026 | 328.2MB
SEC Litigation Releases / judgment 28 | 2003–2026 | 15.5MB
SEC Litigation Releases / litigation release 757 | 1998–2026 | 48.8MB
SEC Press Releases / complaint 114 | 2010–2025 | 134.9MB
SEC Press Releases / information 1 | 2013 | 304KB
SEC Press Releases / press release 386 | 1994–2026 | 15.0MB
DOJ 149 docs
DOJ SDNY / complaint 1 | 2014 | 535KB
DOJ SDNY / indictment 3 | 2013–2014 | 1.4MB
DOJ SDNY / judgment 1 | 2014 | 1.2MB
DOJ SDNY / press release 144 | 2013–2026 | 17.0MB
build b23a6a8 · corpus snapshot pinned to this build