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%
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%
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Securities Anomalies

SEC/DOJ Heuristics

1,554 documents, 3 sources, 489.8MB, 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, financial-fraud, affinity-fraud contains 1,554 documents clear
SEC 1,494 docs
SEC Litigation Releases / complaint 250 | 1990–2026 | 276.1MB
SEC Litigation Releases / information 1 | 2019 | 352KB
SEC Litigation Releases / judgment 32 | 2019–2026 | 18.8MB
SEC Litigation Releases / litigation release 876 | 1997–2026 | 56.4MB
SEC Press Releases / complaint 89 | 2007–2024 | 120.0MB
SEC Press Releases / press release 246 | 1998–2024 | 10.4MB
DOJ 60 docs
DOJ SDNY / indictment 1 | 2024 | 835KB
DOJ SDNY / press release 59 | 2013–2026 | 7.0MB
build b23a6a8 · corpus snapshot pinned to this build