Affinity Fraud methodology →
EDGAR forms: Form D
recall 58% precision 2%
Boiler Room methodology →
EDGAR forms: Form D
recall 50% precision 4%
Racketeering / RICO methodology →
No EDGAR filing fingerprint — criminal/DOJ-side scheme, detected from case text.
Advance-Fee Fraud 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 1,174
SEC/DOJ Heuristics

1,174 documents, 3 sources, 407.9MB, 1990–2026. 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, pre-ipo-fraud, boiler-room, affinity-fraud, advance-fee, racketeering contains 1,174 documents clear
SEC 1,049 docs
SEC Litigation Releases / complaint 232 | 1990–2026 | 241.0MB
SEC Litigation Releases / judgment 2 | 2024–2025 | 4.2MB
SEC Litigation Releases / litigation release 592 | 1998–2026 | 38.0MB
SEC Press Releases / complaint 80 | 2010–2025 | 103.5MB
SEC Press Releases / press release 143 | 1997–2025 | 6.3MB
DOJ 125 docs
DOJ SDNY / indictment 1 | 2014 | 456KB
DOJ SDNY / press release 124 | 2013–2026 | 14.6MB
build b23a6a8 · corpus snapshot pinned to this build