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%
Health Care Fraud methodology →
No EDGAR filing fingerprint — criminal/DOJ-side scheme, detected from case text.
Affinity Fraud methodology →
EDGAR forms: Form D
recall 58% precision 2%
EDGAR forms: Form D
recall 35% precision 15% + content rule precision 0%
Pre-IPO Fraud methodology →
EDGAR forms: S-1 · Form D · 1-A
recall 72% precision 8% + content rule precision 0%
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Securities Anomalies

SEC/DOJ Heuristics

2,032 documents, 3 sources, 694.7MB, 19902026. 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, affinity-fraud, health-care-fraud contains 2,032 documents clear
SEC 1,888 docs
SEC Litigation Releases / complaint 381 | 1990–2026 | 398.2MB
SEC Litigation Releases / information 1 | 2019 | 352KB
SEC Litigation Releases / judgment 21 | 2020–2025 | 20.3MB
SEC Litigation Releases / litigation release 1,094 | 1997–2026 | 70.4MB
SEC Press Releases / complaint 128 | 2010–2025 | 176.7MB
SEC Press Releases / press release 263 | 1998–2025 | 11.4MB
DOJ 144 docs
DOJ SDNY / indictment 1 | 2014 | 456KB
DOJ SDNY / press release 143 | 2013–2026 | 16.9MB
build b23a6a8 · corpus snapshot pinned to this build