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%
Racketeering / RICO methodology →
No EDGAR filing fingerprint — criminal/DOJ-side scheme, detected from case text.
Ponzi methodology →
EDGAR forms: Form D
recall 35% precision 15% + content rule precision 0%
Pre-IPO Fraud methodology →
EDGAR forms: S-1 · Form D · 1-A
recall 72% precision 8% + content rule precision 0%
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Securities Anomalies

Full Corpus Statistics 1,512
SEC/DOJ Heuristics

1,512 documents, 3 sources, 493.0MB, 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, accounting-fraud, pre-ipo-fraud, racketeering contains 1,512 documents clear
SEC 1,374 docs
SEC Litigation Releases / complaint 326 | 1998–2026 | 312.3MB
SEC Litigation Releases / judgment 20 | 2018–2026 | 9.3MB
SEC Litigation Releases / litigation release 758 | 1998–2026 | 48.8MB
SEC Press Releases / complaint 102 | 2004–2025 | 96.4MB
SEC Press Releases / judgment 2 | 2018–2020 | 224KB
SEC Press Releases / press release 166 | 1999–2025 | 6.7MB
DOJ 138 docs
DOJ SDNY / complaint 1 | 2014 | 2.8MB
DOJ SDNY / indictment 1 | 2014 | 456KB
DOJ SDNY / press release 136 | 2013–2026 | 16.0MB
build 1d5f92c · 2026-08-25 · corpus snapshot pinned to this build