Market Manipulation methodology →
EDGAR forms: SC 13D/G · 13F
recall 53% precision 9% + content rule precision 11%
EDGAR forms: Form D
recall 35% precision 15% + content rule precision 0%
Corporate Disclosure Fraud methodology →
EDGAR forms: 10-K · 10-Q · 8-K
recall 56% precision 8%
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.
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Securities Anomalies

SEC/DOJ Heuristics

1,655 documents, 3 sources, 567.7MB, 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, corporate-fraud, affinity-fraud, obstruction contains 1,655 documents clear
SEC 1,500 docs
SEC Litigation Releases / complaint 325 | 1990–2026 | 337.1MB
SEC Litigation Releases / judgment 20 | 2003–2026 | 11.9MB
SEC Litigation Releases / litigation release 830 | 1998–2026 | 53.2MB
SEC Press Releases / complaint 122 | 2010–2025 | 138.1MB
SEC Press Releases / press release 203 | 1998–2025 | 8.1MB
DOJ 155 docs
DOJ SDNY / indictment 4 | 2013–2014 | 1.6MB
DOJ SDNY / press release 151 | 2013–2026 | 17.9MB
build b23a6a8 · corpus snapshot pinned to this build