Boiler Room methodology →
EDGAR forms: Form D
recall 50% precision 4%
Crypto / Digital-Asset Securities methodology →
EDGAR forms: 1-A · S-1 · 8-K
recall 43% precision 2%
EDGAR forms: Form D
recall 35% precision 15% + content rule precision 0%
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Securities Anomalies

SEC/DOJ Heuristics

1,036 documents, 3 sources, 383.7MB, 19972026. Filtered to securities-fraud signals (pump-dump · unregistered · ticker · manipulation · reverse-merger · boiler-room · shell · microcap · penny-stock · insider).

Selected scheme types: ponzi, boiler-room, crypto-securities contains 1,036 documents clear
SEC 927 docs
SEC Litigation Releases / complaint 223 | 2004–2026 | 236.0MB
SEC Litigation Releases / judgment 2 | 2023–2024 | 470KB
SEC Litigation Releases / litigation release 489 | 1998–2026 | 31.4MB
SEC Press Releases / complaint 84 | 2010–2025 | 96.7MB
SEC Press Releases / press release 129 | 1997–2024 | 5.6MB
DOJ 109 docs
DOJ SDNY / indictment 2 | 2014–2024 | 964KB
DOJ SDNY / press release 107 | 2013–2026 | 12.6MB
build b23a6a8 · corpus snapshot pinned to this build