Boiler Room methodology →
EDGAR forms: Form D
recall 50% precision 4%
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%
Broker-Dealer Fraud methodology →
EDGAR forms: Form D
recall 29% precision 9%
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

1,373 documents, 3 sources, 435.4MB, 19972026. Filtered to securities-fraud signals (pump-dump · unregistered · ticker · manipulation · reverse-merger · boiler-room · shell · microcap · penny-stock · insider).

Selected scheme types: ponzi, broker-dealer-fraud, pre-ipo-fraud, boiler-room, obstruction contains 1,373 documents clear
SEC 1,254 docs
SEC Litigation Releases / complaint 276 | 2004–2026 | 245.2MB
SEC Litigation Releases / judgment 23 | 2011–2026 | 20.9MB
SEC Litigation Releases / litigation release 699 | 1998–2026 | 44.8MB
SEC Press Releases / complaint 87 | 2010–2025 | 102.1MB
SEC Press Releases / press release 169 | 1997–2025 | 7.7MB
DOJ 119 docs
DOJ SDNY / indictment 2 | 2014 | 771KB
DOJ SDNY / press release 117 | 2013–2026 | 13.8MB
build b23a6a8 · corpus snapshot pinned to this build