EDGAR forms: Form D
recall 35% precision 15% + content rule precision 0%
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

1,763 documents, 3 sources, 605.2MB, 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, ponzi contains 1,763 documents clear
SEC 1,655 docs
SEC Litigation Releases / complaint 330 | 2004–2026 | 343.4MB
SEC Litigation Releases / information 1 | 2019 | 352KB
SEC Litigation Releases / judgment 19 | 2020–2025 | 16.1MB
SEC Litigation Releases / litigation release 966 | 1997–2026 | 62.2MB
SEC Press Releases / complaint 119 | 2010–2025 | 161.0MB
SEC Press Releases / press release 220 | 1998–2024 | 9.1MB
DOJ 108 docs
DOJ SDNY / indictment 1 | 2014 | 456KB
DOJ SDNY / press release 107 | 2013–2026 | 12.7MB
build b23a6a8 · corpus snapshot pinned to this build