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%
Affinity Fraud methodology →
EDGAR forms: Form D
recall 58% precision 2%
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Securities Anomalies

SEC/DOJ Heuristics

1,486 documents, 3 sources, 533.7MB, 19902026. Filtered to securities-fraud signals (pump-dump · unregistered · ticker · manipulation · reverse-merger · boiler-room · shell · microcap · penny-stock · insider).

Selected scheme types: ponzi, market-manipulation, affinity-fraud contains 1,486 documents clear
SEC 1,356 docs
SEC Litigation Releases / complaint 301 | 1990–2026 | 317.4MB
SEC Litigation Releases / judgment 16 | 2003–2026 | 10.0MB
SEC Litigation Releases / litigation release 749 | 1998–2026 | 48.0MB
SEC Press Releases / complaint 114 | 2010–2025 | 134.9MB
SEC Press Releases / press release 176 | 1998–2025 | 7.1MB
DOJ 130 docs
DOJ SDNY / indictment 3 | 2013–2014 | 1.4MB
DOJ SDNY / press release 127 | 2013–2026 | 15.0MB
build b23a6a8 · corpus snapshot pinned to this build