Pre-IPO Fraud methodology →
EDGAR forms: S-1 · Form D · 1-A
recall 72% precision 8% + content rule precision 0%
Market Manipulation methodology →
EDGAR forms: SC 13D/G · 13F
recall 53% precision 9% + content rule precision 11%
Obstruction of Justice methodology →
No EDGAR filing fingerprint — criminal/DOJ-side scheme, detected from case text.
Affinity Fraud methodology →
EDGAR forms: Form D
recall 58% precision 2%
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Securities Anomalies

SEC/DOJ Heuristics

925 documents, 3 sources, 308.5MB, 19902026. Filtered to securities-fraud signals (pump-dump · unregistered · ticker · manipulation · reverse-merger · boiler-room · shell · microcap · penny-stock · insider).

Selected scheme types: market-manipulation, pre-ipo-fraud, affinity-fraud, obstruction contains 925 documents clear
SEC 847 docs
SEC Litigation Releases / complaint 166 | 1990–2026 | 179.6MB
SEC Litigation Releases / judgment 18 | 2003–2026 | 14.1MB
SEC Litigation Releases / litigation release 473 | 1998–2026 | 30.3MB
SEC Press Releases / complaint 60 | 2010–2023 | 68.3MB
SEC Press Releases / press release 130 | 1998–2025 | 6.2MB
DOJ 78 docs
DOJ SDNY / indictment 2 | 2013–2014 | 943KB
DOJ SDNY / press release 76 | 2013–2026 | 9.0MB
build b23a6a8 · corpus snapshot pinned to this build