Investment Adviser Fraud methodology →
EDGAR forms: ADV · ADV-E · ADV-W · Form D
recall 33% precision 13% + content rule precision 10%
Affinity Fraud methodology →
EDGAR forms: Form D
recall 58% precision 2%
Pre-IPO Fraud methodology →
EDGAR forms: S-1 · Form D · 1-A
recall 72% precision 8% + content rule precision 0%
FCPA Violation methodology →
No EDGAR filing fingerprint — criminal/DOJ-side scheme, detected from case text.
EDGAR forms: Form D
recall 35% precision 15% + content rule precision 0%
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Securities Anomalies

SEC/DOJ Heuristics

1,360 documents, 3 sources, 451.8MB, 19902026. Filtered to securities-fraud signals (pump-dump · unregistered · ticker · manipulation · reverse-merger · boiler-room · shell · microcap · penny-stock · insider).

Selected scheme types: ponzi, investment-adviser-fraud, pre-ipo-fraud, affinity-fraud, fcpa contains 1,360 documents clear
SEC 1,205 docs
SEC Litigation Releases / complaint 271 | 1990–2026 | 246.5MB
SEC Litigation Releases / judgment 8 | 2003–2026 | 5.9MB
SEC Litigation Releases / litigation release 665 | 1998–2026 | 42.6MB
SEC Press Releases / complaint 90 | 2010–2025 | 128.8MB
SEC Press Releases / press release 171 | 1998–2025 | 7.6MB
DOJ 155 docs
DOJ SDNY / indictment 4 | 2013–2023 | 2.5MB
DOJ SDNY / press release 151 | 2013–2026 | 17.8MB
build 1d5f92c · 2026-08-25 · corpus snapshot pinned to this build