Boiler Room methodology →
EDGAR forms: Form D
recall 50% precision 4%
Affinity Fraud methodology →
EDGAR forms: Form D
recall 58% 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%
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%
Broker-Dealer Fraud methodology →
EDGAR forms: Form D
recall 29% precision 9%
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Securities Anomalies

SEC/DOJ Heuristics

1,970 documents, 3 sources, 605.9MB, 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, broker-dealer-fraud, boiler-room, affinity-fraud contains 1,970 documents clear
SEC 1,897 docs
SEC Litigation Releases / complaint 323 | 1990–2026 | 323.5MB
SEC Litigation Releases / information 1 | 2019 | 352KB
SEC Litigation Releases / judgment 53 | 2011–2026 | 35.6MB
SEC Litigation Releases / litigation release 1,095 | 1997–2026 | 70.4MB
SEC Press Releases / complaint 112 | 2007–2024 | 152.7MB
SEC Press Releases / press release 313 | 1997–2025 | 13.9MB
DOJ 73 docs
DOJ SDNY / indictment 2 | 2014–2024 | 1.1MB
DOJ SDNY / press release 71 | 2013–2026 | 8.4MB
build 1d5f92c · 2026-08-25 · corpus snapshot pinned to this build