Broker-Dealer Fraud methodology →
EDGAR forms: Form D
recall 29% precision 9%
Crypto / Digital-Asset Securities methodology →
EDGAR forms: 1-A · S-1 · 8-K
recall 43% precision 2%
Cyber Fraud methodology →
No EDGAR filing fingerprint — criminal/DOJ-side scheme, detected from case text.
Pre-IPO Fraud methodology →
EDGAR forms: S-1 · Form D · 1-A
recall 72% precision 8% + content rule precision 0%
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Securities Anomalies

SEC/DOJ Heuristics

544 documents, 3 sources, 166.0MB, 19982026. 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, crypto-securities, cyber-fraud contains 544 documents clear
SEC 489 docs
SEC Litigation Releases / complaint 118 | 2004–2026 | 93.1MB
SEC Litigation Releases / judgment 25 | 2011–2026 | 21.4MB
SEC Litigation Releases / litigation release 223 | 1999–2026 | 14.3MB
SEC Press Releases / complaint 29 | 2011–2023 | 25.0MB
SEC Press Releases / press release 94 | 1998–2025 | 5.2MB
DOJ 55 docs
DOJ SDNY / indictment 2 | 2014–2024 | 824KB
DOJ SDNY / press release 53 | 2013–2026 | 6.2MB
build 1d5f92c · 2026-08-25 · corpus snapshot pinned to this build