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%
Affinity Fraud methodology →
EDGAR forms: Form D
recall 58% precision 2%
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Securities Anomalies

SEC/DOJ Heuristics

469 documents, 3 sources, 140.1MB, 19902026. Filtered to securities-fraud signals (pump-dump · unregistered · ticker · manipulation · reverse-merger · boiler-room · shell · microcap · penny-stock · insider).

Selected scheme types: broker-dealer-fraud, pre-ipo-fraud, affinity-fraud contains 469 documents clear
SEC 434 docs
SEC Litigation Releases / complaint 92 | 1990–2026 | 67.1MB
SEC Litigation Releases / judgment 23 | 2011–2026 | 20.9MB
SEC Litigation Releases / litigation release 227 | 1999–2026 | 14.6MB
SEC Press Releases / complaint 19 | 2011–2023 | 29.2MB
SEC Press Releases / press release 73 | 1999–2025 | 4.1MB
DOJ 35 docs
DOJ SDNY / indictment 1 | 2014 | 315KB
DOJ SDNY / press release 34 | 2013–2026 | 4.0MB
build b23a6a8 · corpus snapshot pinned to this build