EDGAR forms: Form D
recall 35% precision 15% + content rule precision 0%
Boiler Room methodology →
EDGAR forms: Form D
recall 50% precision 4%
Affinity Fraud methodology →
EDGAR forms: Form D
recall 58% precision 2%
Investment Adviser Fraud methodology →
EDGAR forms: ADV · ADV-E · ADV-W · Form D
recall 33% precision 13% + content rule precision 10%
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

2,330 documents, 3 sources, 785.5MB, 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, ponzi, investment-adviser-fraud, boiler-room, affinity-fraud contains 2,330 documents clear
SEC 2,166 docs
SEC Litigation Releases / complaint 410 | 1990–2026 | 414.2MB
SEC Litigation Releases / information 1 | 2019 | 352KB
SEC Litigation Releases / judgment 25 | 2003–2026 | 17.9MB
SEC Litigation Releases / litigation release 1,268 | 1997–2026 | 81.5MB
SEC Press Releases / complaint 153 | 2010–2025 | 236.5MB
SEC Press Releases / press release 309 | 1997–2024 | 13.6MB
DOJ 164 docs
DOJ SDNY / indictment 4 | 2013–2023 | 2.5MB
DOJ SDNY / press release 160 | 2013–2026 | 18.9MB
build b23a6a8 · corpus snapshot pinned to this build