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

SEC/DOJ Heuristics

1,279 documents, 3 sources, 416.6MB, 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, pre-ipo-fraud, affinity-fraud, obstruction, advance-fee contains 1,279 documents clear
SEC 1,212 docs
SEC Litigation Releases / complaint 203 | 1990–2026 | 222.7MB
SEC Litigation Releases / information 1 | 2019 | 352KB
SEC Litigation Releases / judgment 21 | 2020–2025 | 20.3MB
SEC Litigation Releases / litigation release 731 | 1997–2026 | 47.1MB
SEC Press Releases / complaint 69 | 2010–2024 | 109.5MB
SEC Press Releases / press release 187 | 1998–2025 | 8.8MB
DOJ 67 docs
DOJ SDNY / press release 67 | 2013–2026 | 7.9MB
build b23a6a8 · corpus snapshot pinned to this build