Market Manipulation methodology →
EDGAR forms: SC 13D/G · 13F
recall 53% precision 9% + content rule precision 11%
Crypto / Digital-Asset Securities methodology →
EDGAR forms: 1-A · S-1 · 8-K
recall 43% precision 2%
Financial-Statement Fraud methodology →
EDGAR forms: 10-K · 10-Q · 8-K · NT 10-K
recall 67% precision 23% + content rule precision 26%
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Securities Anomalies

SEC/DOJ Heuristics

1,283 documents, 3 sources, 407.9MB, 19982026. Filtered to securities-fraud signals (pump-dump · unregistered · ticker · manipulation · reverse-merger · boiler-room · shell · microcap · penny-stock · insider).

Selected scheme types: market-manipulation, financial-fraud, crypto-securities contains 1,283 documents clear
SEC 1,191 docs
SEC Litigation Releases / complaint 237 | 2000–2026 | 257.4MB
SEC Litigation Releases / judgment 31 | 2003–2026 | 13.1MB
SEC Litigation Releases / litigation release 625 | 1998–2026 | 40.0MB
SEC Press Releases / complaint 91 | 2007–2023 | 75.8MB
SEC Press Releases / press release 207 | 1998–2025 | 9.0MB
DOJ 92 docs
DOJ SDNY / indictment 4 | 2013–2024 | 2.2MB
DOJ SDNY / press release 88 | 2013–2026 | 10.4MB
build b23a6a8 · corpus snapshot pinned to this build