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%
Pre-IPO Fraud methodology →
EDGAR forms: S-1 · Form D · 1-A
recall 72% precision 8% + content rule precision 0%
EDGAR forms: Form D
recall 35% precision 15% + content rule precision 0%
Crypto / Digital-Asset Securities methodology →
EDGAR forms: 1-A · S-1 · 8-K
recall 43% precision 2%
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Securities Anomalies

SEC/DOJ Heuristics

2,041 documents, 3 sources, 706.8MB, 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, pre-ipo-fraud, crypto-securities contains 2,041 documents clear
SEC 1,887 docs
SEC Litigation Releases / complaint 395 | 2004–2026 | 414.2MB
SEC Litigation Releases / information 1 | 2019 | 352KB
SEC Litigation Releases / judgment 23 | 2020–2025 | 20.7MB
SEC Litigation Releases / litigation release 1,060 | 1997–2026 | 68.2MB
SEC Press Releases / complaint 137 | 2010–2025 | 172.3MB
SEC Press Releases / press release 271 | 1998–2025 | 12.2MB
DOJ 154 docs
DOJ SDNY / indictment 2 | 2014–2024 | 964KB
DOJ SDNY / press release 152 | 2013–2026 | 17.9MB
build b23a6a8 · corpus snapshot pinned to this build