Affinity Fraud methodology →
EDGAR forms: Form D
recall 58% precision 2%
Investment Adviser Fraud methodology →
EDGAR forms: ADV · ADV-E · ADV-W · Form D
recall 33% precision 13% + content rule precision 10%
Broker-Dealer Fraud methodology →
EDGAR forms: Form D
recall 29% precision 9%
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.
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Securities Anomalies

SEC/DOJ Heuristics

1,686 documents, 3 sources, 529.8MB, 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, investment-adviser-fraud, broker-dealer-fraud, affinity-fraud, fcpa contains 1,686 documents clear
SEC 1,600 docs
SEC Litigation Releases / complaint 281 | 1990–2026 | 245.6MB
SEC Litigation Releases / information 1 | 2019 | 352KB
SEC Litigation Releases / judgment 46 | 2003–2026 | 34.7MB
SEC Litigation Releases / litigation release 921 | 1997–2026 | 59.2MB
SEC Press Releases / complaint 97 | 2010–2024 | 165.9MB
SEC Press Releases / press release 254 | 1998–2025 | 12.0MB
DOJ 86 docs
DOJ SDNY / indictment 4 | 2013–2023 | 2.4MB
DOJ SDNY / press release 82 | 2013–2026 | 9.7MB
build 1d5f92c · 2026-08-25 · corpus snapshot pinned to this build