Ponzi methodology →
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%
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Securities Anomalies

Full Corpus Statistics 1,434
SEC/DOJ Heuristics

1,434 documents, 3 sources, 499.9MB, 1998–2026. Filtered to securities-fraud signals (pump-dump · unregistered · ticker · manipulation · reverse-merger · boiler-room · shell · microcap · penny-stock · insider).

All 9,614 insider-trading 2,591 unregistered-securities 1,828 pump-and-dump 1,004 ponzi 759 market-manipulation 675 accounting-fraud 582 financial-fraud 498 investment-adviser-fraud 348 non-corporate 260 broker-dealer-fraud 249 pre-ipo-fraud 168 boiler-room 167 corporate-fraud 139 crypto-securities 110 affinity-fraud 52 health-care-fraud 49 fcpa 33 obstruction 30 public-corruption 27 advance-fee 25 cyber-fraud 17 racketeering 3
Selected scheme types: ponzi, market-manipulation contains 1,434 documents clear
SEC 1,310 docs
SEC Litigation Releases / complaint 293 | 2003–2026 | 300.3MB
SEC Litigation Releases / judgment 16 | 2003–2026 | 10.0MB
SEC Litigation Releases / litigation release 724 | 1998–2026 | 46.4MB
SEC Press Releases / complaint 111 | 2010–2025 | 120.9MB
SEC Press Releases / press release 166 | 1998–2025 | 6.6MB
DOJ 124 docs
DOJ SDNY / indictment 3 | 2013–2014 | 1.4MB
DOJ SDNY / press release 121 | 2013–2026 | 14.4MB
build b23a6a8 · corpus snapshot pinned to this build