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%
Obstruction of Justice methodology →
No EDGAR filing fingerprint — criminal/DOJ-side scheme, detected from case text.
FCPA Violation methodology →
No EDGAR filing fingerprint — criminal/DOJ-side scheme, detected from case text.
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%
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Securities Anomalies

SEC/DOJ Heuristics

1,994 documents, 3 sources, 661.2MB, 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, pre-ipo-fraud, fcpa, obstruction contains 1,994 documents clear
SEC 1,855 docs
SEC Litigation Releases / complaint 375 | 2004–2026 | 378.6MB
SEC Litigation Releases / information 1 | 2019 | 352KB
SEC Litigation Releases / judgment 21 | 2020–2025 | 20.3MB
SEC Litigation Releases / litigation release 1,070 | 1997–2026 | 68.8MB
SEC Press Releases / complaint 128 | 2010–2025 | 165.1MB
SEC Press Releases / press release 260 | 1998–2025 | 11.2MB
DOJ 139 docs
DOJ SDNY / indictment 1 | 2014 | 456KB
DOJ SDNY / press release 138 | 2013–2026 | 16.3MB
build b23a6a8 · corpus snapshot pinned to this build