Broker-Dealer Fraud methodology →
EDGAR forms: Form D
recall 29% precision 9%
Health Care Fraud methodology →
No EDGAR filing fingerprint — criminal/DOJ-side scheme, detected from case text.
Obstruction of Justice 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%
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%
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Securities Anomalies

SEC/DOJ Heuristics

1,442 documents, 3 sources, 465.9MB, 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, broker-dealer-fraud, crypto-securities, health-care-fraud, obstruction contains 1,442 documents clear
SEC 1,377 docs
SEC Litigation Releases / complaint 255 | 2004–2026 | 246.7MB
SEC Litigation Releases / information 1 | 2019 | 352KB
SEC Litigation Releases / judgment 42 | 2011–2026 | 33.4MB
SEC Litigation Releases / litigation release 777 | 1997–2026 | 50.0MB
SEC Press Releases / complaint 85 | 2010–2024 | 116.7MB
SEC Press Releases / press release 217 | 1998–2025 | 10.5MB
DOJ 65 docs
DOJ SDNY / indictment 2 | 2014–2024 | 824KB
DOJ SDNY / press release 63 | 2013–2026 | 7.5MB
build 1d5f92c · 2026-08-25 · corpus snapshot pinned to this build