Market Manipulation methodology →
EDGAR forms: SC 13D/G · 13F
recall 53% precision 9% + content rule precision 11%
Broker-Dealer Fraud methodology →
EDGAR forms: Form D
recall 29% precision 9%
Investment Adviser Fraud methodology →
EDGAR forms: ADV · ADV-E · ADV-W · Form D
recall 33% precision 13% + content rule precision 10%
Accounting / Disclosure Fraud methodology →
EDGAR forms: 10-K · 10-Q · 8-K · NT 10-K · NT 10-Q
recall 80% precision 48% + content rule precision 50%
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Securities Anomalies

SEC/DOJ Heuristics

1,854 documents, 3 sources, 557.6MB, 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, accounting-fraud, investment-adviser-fraud, broker-dealer-fraud contains 1,854 documents clear
SEC 1,730 docs
SEC Litigation Releases / complaint 349 | 1998–2026 | 295.3MB
SEC Litigation Releases / judgment 61 | 2003–2026 | 33.7MB
SEC Litigation Releases / litigation release 954 | 1998–2026 | 61.3MB
SEC Press Releases / complaint 120 | 2004–2022 | 136.1MB
SEC Press Releases / judgment 2 | 2018–2020 | 224KB
SEC Press Releases / press release 244 | 1998–2025 | 11.0MB
DOJ 124 docs
DOJ SDNY / complaint 1 | 2014 | 2.8MB
DOJ SDNY / indictment 6 | 2013–2023 | 3.3MB
DOJ SDNY / press release 117 | 2013–2026 | 13.9MB
build b23a6a8 · corpus snapshot pinned to this build