Crypto / Digital-Asset Securities methodology →
EDGAR forms: 1-A · S-1 · 8-K
recall 43% precision 2%
Accounting / Disclosure Fraud methodology →
EDGAR forms: 10-K · 10-Q · 8-K · NT 10-K · NT 10-Q
recall 80% precision 48% + content rule precision 50%
Pre-IPO Fraud methodology →
EDGAR forms: S-1 · Form D · 1-A
recall 72% precision 8% + content rule precision 0%
EDGAR forms: Form D
recall 35% precision 15% + content rule precision 0%
Public Corruption methodology →
No EDGAR filing fingerprint — criminal/DOJ-side scheme, detected from case text.
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Securities Anomalies

SEC/DOJ Heuristics

1,646 documents, 3 sources, 552.4MB, 19982026. Filtered to securities-fraud signals (pump-dump · unregistered · ticker · manipulation · reverse-merger · boiler-room · shell · microcap · penny-stock · insider).

Selected scheme types: ponzi, accounting-fraud, pre-ipo-fraud, crypto-securities, public-corruption contains 1,646 documents clear
SEC 1,474 docs
SEC Litigation Releases / complaint 359 | 1998–2026 | 353.8MB
SEC Litigation Releases / judgment 22 | 2018–2026 | 9.8MB
SEC Litigation Releases / litigation release 781 | 1998–2026 | 50.3MB
SEC Press Releases / complaint 116 | 2004–2025 | 106.2MB
SEC Press Releases / judgment 2 | 2018–2020 | 224KB
SEC Press Releases / press release 194 | 1999–2025 | 8.4MB
DOJ 172 docs
DOJ SDNY / complaint 1 | 2014 | 2.8MB
DOJ SDNY / indictment 2 | 2014–2024 | 964KB
DOJ SDNY / press release 169 | 2013–2026 | 19.9MB
build b23a6a8 · corpus snapshot pinned to this build