EDGAR forms: Form D
recall 35% precision 15% + content rule precision 0%
Broker-Dealer Fraud methodology →
EDGAR forms: Form D
recall 29% precision 9%
Boiler Room methodology →
EDGAR forms: Form D
recall 50% precision 4%
Crypto / Digital-Asset Securities methodology →
EDGAR forms: 1-A · S-1 · 8-K
recall 43% precision 2%
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Securities Anomalies

SEC/DOJ Heuristics

1,285 documents, 3 sources, 445.6MB, 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, boiler-room, crypto-securities contains 1,285 documents clear
SEC 1,171 docs
SEC Litigation Releases / complaint 274 | 2004–2026 | 256.6MB
SEC Litigation Releases / judgment 23 | 2011–2026 | 17.2MB
SEC Litigation Releases / litigation release 613 | 1998–2026 | 39.3MB
SEC Press Releases / complaint 95 | 2010–2025 | 110.4MB
SEC Press Releases / press release 166 | 1997–2025 | 7.6MB
DOJ 114 docs
DOJ SDNY / indictment 3 | 2014–2024 | 1.2MB
DOJ SDNY / press release 111 | 2013–2026 | 13.1MB
build 1d5f92c · 2026-08-25 · corpus snapshot pinned to this build