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%
Boiler Room methodology →
EDGAR forms: Form D
recall 50% precision 4%
EDGAR forms: Form D
recall 35% precision 15% + content rule precision 0%
Market Manipulation methodology →
EDGAR forms: SC 13D/G · 13F
recall 53% precision 9% + content rule precision 11%
Advance-Fee Fraud methodology →
No EDGAR filing fingerprint — criminal/DOJ-side scheme, detected from case text.
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Securities Anomalies

SEC/DOJ Heuristics

2,630 documents, 3 sources, 889.7MB, 19972026. 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, ponzi, market-manipulation, boiler-room, advance-fee contains 2,630 documents clear
SEC 2,464 docs
SEC Litigation Releases / complaint 476 | 2003–2026 | 502.6MB
SEC Litigation Releases / information 1 | 2019 | 352KB
SEC Litigation Releases / judgment 35 | 2003–2026 | 26.1MB
SEC Litigation Releases / litigation release 1,423 | 1997–2026 | 91.5MB
SEC Press Releases / complaint 184 | 2010–2025 | 233.8MB
SEC Press Releases / press release 345 | 1997–2025 | 14.7MB
DOJ 166 docs
DOJ SDNY / indictment 3 | 2013–2014 | 1.4MB
DOJ SDNY / press release 163 | 2013–2026 | 19.3MB
build b23a6a8 · corpus snapshot pinned to this build