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%
Insider Trading methodology →
EDGAR forms: 4 · 3 · 5 · 144 · 8-K · 10-Q
recall 81% precision 19%
Cyber Fraud methodology →
No EDGAR filing fingerprint — criminal/DOJ-side scheme, detected from case text.
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Securities Anomalies

SEC/DOJ Heuristics

3,722 documents, 3 sources, 1031.8MB, 19952026. Filtered to securities-fraud signals (pump-dump · unregistered · ticker · manipulation · reverse-merger · boiler-room · shell · microcap · penny-stock · insider).

Selected scheme types: insider-trading, pump-and-dump, crypto-securities, cyber-fraud contains 3,722 documents clear
SEC 3,485 docs
SEC Litigation Releases / complaint 657 | 1995–2026 | 575.1MB
SEC Litigation Releases / information 1 | 2019 | 352KB
SEC Litigation Releases / judgment 37 | 2020–2026 | 24.7MB
SEC Litigation Releases / litigation release 2,027 | 1995–2026 | 129.9MB
SEC Press Releases / complaint 222 | 2006–2026 | 246.3MB
SEC Press Releases / press release 541 | 1997–2026 | 25.4MB
DOJ 237 docs
DOJ SDNY / indictment 3 | 2013–2024 | 2.6MB
DOJ SDNY / press release 234 | 2013–2026 | 27.6MB
build b23a6a8 · corpus snapshot pinned to this build