Financial-Statement Fraud methodology →
EDGAR forms: 10-K · 10-Q · 8-K · NT 10-K
recall 67% precision 23% + content rule precision 26%
EDGAR forms: Form D
recall 35% precision 15% + content rule precision 0%
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%
Cyber Fraud methodology →
No EDGAR filing fingerprint — criminal/DOJ-side scheme, detected from case text.
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Securities Anomalies

SEC/DOJ Heuristics

2,278 documents, 3 sources, 730.8MB, 19972026. Filtered to securities-fraud signals (pump-dump · unregistered · ticker · manipulation · reverse-merger · boiler-room · shell · microcap · penny-stock · insider).

Selected scheme types: pump-and-dump, ponzi, financial-fraud, cyber-fraud contains 2,278 documents clear
SEC 2,141 docs
SEC Litigation Releases / complaint 413 | 2000–2026 | 428.4MB
SEC Litigation Releases / information 1 | 2019 | 352KB
SEC Litigation Releases / judgment 32 | 2019–2026 | 18.8MB
SEC Litigation Releases / litigation release 1,234 | 1997–2026 | 79.3MB
SEC Press Releases / complaint 145 | 2007–2025 | 174.1MB
SEC Press Releases / press release 316 | 1998–2024 | 12.6MB
DOJ 137 docs
DOJ SDNY / indictment 2 | 2014–2024 | 1.3MB
DOJ SDNY / press release 135 | 2013–2026 | 15.9MB
build b23a6a8 · corpus snapshot pinned to this build