Crypto / Digital-Asset Securities methodology →
EDGAR forms: 1-A · S-1 · 8-K
recall 43% precision 2%
Pre-IPO Fraud methodology →
EDGAR forms: S-1 · Form D · 1-A
recall 72% precision 8% + content rule precision 0%
EDGAR forms: Form D
recall 35% precision 15% + content rule precision 0%
Public Corruption methodology →
No EDGAR filing fingerprint — criminal/DOJ-side scheme, detected from case text.
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Securities Anomalies

SEC/DOJ Heuristics

1,064 documents, 3 sources, 376.5MB, 19982026. Filtered to securities-fraud signals (pump-dump · unregistered · ticker · manipulation · reverse-merger · boiler-room · shell · microcap · penny-stock · insider).

Selected scheme types: ponzi, pre-ipo-fraud, crypto-securities, public-corruption contains 1,064 documents clear
SEC 924 docs
SEC Litigation Releases / complaint 235 | 2004–2026 | 238.7MB
SEC Litigation Releases / judgment 4 | 2023–2025 | 4.6MB
SEC Litigation Releases / litigation release 479 | 1998–2026 | 30.7MB
SEC Press Releases / complaint 78 | 2010–2025 | 79.4MB
SEC Press Releases / press release 128 | 2000–2025 | 5.9MB
DOJ 140 docs
DOJ SDNY / indictment 2 | 2014–2024 | 964KB
DOJ SDNY / press release 138 | 2013–2026 | 16.3MB
build b23a6a8 · corpus snapshot pinned to this build