Affinity Fraud methodology →
EDGAR forms: Form D
recall 58% precision 2%
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

1,697 documents, 3 sources, 556.1MB, 19902026. 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, financial-fraud, crypto-securities, affinity-fraud, fcpa contains 1,697 documents clear
SEC 1,611 docs
SEC Litigation Releases / complaint 293 | 1990–2026 | 322.8MB
SEC Litigation Releases / information 1 | 2019 | 352KB
SEC Litigation Releases / judgment 34 | 2019–2026 | 19.3MB
SEC Litigation Releases / litigation release 894 | 1997–2026 | 57.5MB
SEC Press Releases / complaint 106 | 2007–2024 | 132.5MB
SEC Press Releases / press release 283 | 1998–2024 | 12.4MB
DOJ 86 docs
DOJ SDNY / indictment 2 | 2024 | 1.3MB
DOJ SDNY / press release 84 | 2013–2026 | 9.9MB
build b23a6a8 · corpus snapshot pinned to this build