Market Manipulation methodology →
EDGAR forms: SC 13D/G · 13F
recall 53% precision 9% + content rule precision 11%
Pre-IPO Fraud methodology →
EDGAR forms: S-1 · Form D · 1-A
recall 72% precision 8% + 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%
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

1,957 documents, 3 sources, 662.0MB, 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, market-manipulation, pre-ipo-fraud, crypto-securities contains 1,957 documents clear
SEC 1,837 docs
SEC Litigation Releases / complaint 350 | 2003–2026 | 378.9MB
SEC Litigation Releases / information 1 | 2019 | 352KB
SEC Litigation Releases / judgment 39 | 2003–2026 | 30.7MB
SEC Litigation Releases / litigation release 1,028 | 1997–2026 | 66.1MB
SEC Press Releases / complaint 130 | 2010–2024 | 157.1MB
SEC Press Releases / press release 289 | 1998–2025 | 13.6MB
DOJ 120 docs
DOJ SDNY / indictment 3 | 2013–2024 | 1.4MB
DOJ SDNY / press release 117 | 2013–2026 | 13.9MB
build b23a6a8 · corpus snapshot pinned to this build