Boiler Room methodology →
EDGAR forms: Form D
recall 50% precision 4%
Accounting / Disclosure Fraud methodology →
EDGAR forms: 10-K · 10-Q · 8-K · NT 10-K · NT 10-Q
recall 80% precision 48% + content rule precision 50%
Financial-Statement Fraud methodology →
EDGAR forms: 10-K · 10-Q · 8-K · NT 10-K
recall 67% precision 23% + content rule precision 26%
Cyber Fraud methodology →
No EDGAR filing fingerprint — criminal/DOJ-side scheme, detected from case text.
Pre-IPO Fraud methodology →
EDGAR forms: S-1 · Form D · 1-A
recall 72% precision 8% + content rule precision 0%
EDGAR forms: Form D
recall 35% precision 15% + content rule precision 0%
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Securities Anomalies

SEC/DOJ Heuristics

2,191 documents, 3 sources, 672.4MB, 19972026. Filtered to securities-fraud signals (pump-dump · unregistered · ticker · manipulation · reverse-merger · boiler-room · shell · microcap · penny-stock · insider).

Selected scheme types: ponzi, accounting-fraud, financial-fraud, pre-ipo-fraud, boiler-room, cyber-fraud contains 2,191 documents clear
SEC 2,019 docs
SEC Litigation Releases / complaint 431 | 1998–2026 | 424.0MB
SEC Litigation Releases / judgment 33 | 2018–2026 | 12.0MB
SEC Litigation Releases / litigation release 1,121 | 1998–2026 | 72.1MB
SEC Press Releases / complaint 140 | 2004–2025 | 128.4MB
SEC Press Releases / judgment 2 | 2018–2020 | 224KB
SEC Press Releases / press release 292 | 1997–2025 | 11.7MB
DOJ 172 docs
DOJ SDNY / complaint 1 | 2014 | 2.8MB
DOJ SDNY / indictment 2 | 2014–2024 | 1.3MB
DOJ SDNY / press release 169 | 2013–2026 | 19.9MB
build 1d5f92c · 2026-08-25 · corpus snapshot pinned to this build