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%
Affinity Fraud methodology →
EDGAR forms: Form D
recall 58% precision 2%
Pre-IPO Fraud methodology →
EDGAR forms: S-1 · Form D · 1-A
recall 72% precision 8% + content rule precision 0%
FCPA Violation methodology →
No EDGAR filing fingerprint — criminal/DOJ-side scheme, detected from case text.
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Securities Anomalies

SEC/DOJ Heuristics

1,687 documents, 3 sources, 587.1MB, 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, pre-ipo-fraud, affinity-fraud, fcpa contains 1,687 documents clear
SEC 1,529 docs
SEC Litigation Releases / complaint 345 | 1990–2026 | 352.0MB
SEC Litigation Releases / judgment 18 | 2003–2026 | 14.1MB
SEC Litigation Releases / litigation release 829 | 1998–2026 | 53.2MB
SEC Press Releases / complaint 123 | 2010–2025 | 139.0MB
SEC Press Releases / press release 214 | 1998–2025 | 9.1MB
DOJ 158 docs
DOJ SDNY / indictment 3 | 2013–2014 | 1.4MB
DOJ SDNY / press release 155 | 2013–2026 | 18.4MB
build b23a6a8 · corpus snapshot pinned to this build