EDGAR forms: Form D
recall 35% precision 15% + content rule precision 0%
Broker-Dealer Fraud methodology →
EDGAR forms: Form D
recall 29% precision 9%
Pre-IPO Fraud methodology →
EDGAR forms: S-1 · Form D · 1-A
recall 72% precision 8% + content rule precision 0%
Insider Trading methodology →
EDGAR forms: 4 · 3 · 5 · 144 · 8-K · 10-Q
recall 81% precision 19%
Affinity Fraud methodology →
EDGAR forms: Form D
recall 58% precision 2%
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Securities Anomalies

SEC/DOJ Heuristics

3,819 documents, 3 sources, 1051.7MB, 19902026. Filtered to securities-fraud signals (pump-dump · unregistered · ticker · manipulation · reverse-merger · boiler-room · shell · microcap · penny-stock · insider).

Selected scheme types: insider-trading, ponzi, broker-dealer-fraud, pre-ipo-fraud, affinity-fraud contains 3,819 documents clear
SEC 3,523 docs
SEC Litigation Releases / complaint 723 | 1990–2026 | 591.4MB
SEC Litigation Releases / judgment 39 | 2011–2026 | 29.0MB
SEC Litigation Releases / litigation release 2,023 | 1995–2026 | 129.4MB
SEC Press Releases / complaint 227 | 2006–2026 | 240.8MB
SEC Press Releases / press release 511 | 1997–2026 | 23.9MB
DOJ 296 docs
DOJ SDNY / indictment 4 | 2013–2014 | 2.8MB
DOJ SDNY / press release 292 | 2013–2026 | 34.3MB
build 1d5f92c · 2026-08-25 · corpus snapshot pinned to this build