Non-Corporate Fraud methodology →
No EDGAR filing fingerprint — criminal/DOJ-side scheme, detected from case text.
Affinity Fraud methodology →
EDGAR forms: Form D
recall 58% precision 2%
Pump-and-Dump methodology →
EDGAR forms: S-8 · S-1 · 424B · 8-K · 4 · SC 13D/G · Form 10 · 15-12G
recall 69% precision 12% + content rule precision 50%
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Securities Anomalies

SEC/DOJ Heuristics

1,316 documents, 3 sources, 395.7MB, 19902026. Filtered to securities-fraud signals (pump-dump · unregistered · ticker · manipulation · reverse-merger · boiler-room · shell · microcap · penny-stock · insider).

Selected scheme types: pump-and-dump, non-corporate, affinity-fraud contains 1,316 documents clear
SEC 1,262 docs
SEC Litigation Releases / complaint 179 | 1990–2026 | 203.4MB
SEC Litigation Releases / information 1 | 2019 | 352KB
SEC Litigation Releases / judgment 31 | 2019–2025 | 21.6MB
SEC Litigation Releases / litigation release 621 | 1997–2026 | 40.3MB
SEC Press Releases / complaint 63 | 2010–2024 | 106.9MB
SEC Press Releases / information 1 | 2013 | 304KB
SEC Press Releases / press release 366 | 1994–2026 | 14.9MB
DOJ 54 docs
DOJ SDNY / complaint 1 | 2014 | 535KB
DOJ SDNY / judgment 1 | 2014 | 1.2MB
DOJ SDNY / press release 52 | 2013–2026 | 6.1MB
build b23a6a8 · corpus snapshot pinned to this build