Affinity Fraud methodology →
EDGAR forms: Form D
recall 58% precision 2%
Insider Trading methodology →
EDGAR forms: 4 · 3 · 5 · 144 · 8-K · 10-Q
recall 81% precision 19%
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%
FCPA Violation methodology →
No EDGAR filing fingerprint — criminal/DOJ-side scheme, detected from case text.
Crypto / Digital-Asset Securities methodology →
EDGAR forms: 1-A · S-1 · 8-K
recall 43% precision 2%
Financial-Statement Fraud methodology →
EDGAR forms: 10-K · 10-Q · 8-K · NT 10-K
recall 67% precision 23% + content rule precision 26%
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Securities Anomalies

SEC/DOJ Heuristics

4,288 documents, 3 sources, 1195.3MB, 19902026. Filtered to securities-fraud signals (pump-dump · unregistered · ticker · manipulation · reverse-merger · boiler-room · shell · microcap · penny-stock · insider).

Selected scheme types: insider-trading, pump-and-dump, financial-fraud, crypto-securities, affinity-fraud, fcpa contains 4,288 documents clear
SEC 4,020 docs
SEC Litigation Releases / complaint 755 | 1990–2026 | 679.3MB
SEC Litigation Releases / information 1 | 2019 | 352KB
SEC Litigation Releases / judgment 50 | 2019–2026 | 27.3MB
SEC Litigation Releases / litigation release 2,312 | 1995–2026 | 148.1MB
SEC Press Releases / complaint 255 | 2006–2026 | 276.0MB
SEC Press Releases / press release 647 | 1997–2026 | 29.7MB
DOJ 268 docs
DOJ SDNY / indictment 4 | 2013–2024 | 3.4MB
DOJ SDNY / press release 264 | 2013–2026 | 31.1MB
build b23a6a8 · corpus snapshot pinned to this build