EDGAR forms: Form D
recall 35% precision 15% + content rule precision 0%
Obstruction of Justice methodology →
No EDGAR filing fingerprint — criminal/DOJ-side scheme, detected from case text.
Pump-and-Dump methodology →
EDGAR forms: S-8 · S-1 · 424B · 8-K · 4 · SC 13D/G · Form 10 · 15-12G
recall 69% precision 12% + content rule precision 50%
Crypto / Digital-Asset Securities methodology →
EDGAR forms: 1-A · S-1 · 8-K
recall 43% precision 2%
Affinity Fraud methodology →
EDGAR forms: Form D
recall 58% precision 2%
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Securities Anomalies

SEC/DOJ Heuristics

1,955 documents, 3 sources, 698.9MB, 19902026. Filtered to securities-fraud signals (pump-dump · unregistered · ticker · manipulation · reverse-merger · boiler-room · shell · microcap · penny-stock · insider).

Selected scheme types: pump-and-dump, ponzi, crypto-securities, affinity-fraud, obstruction contains 1,955 documents clear
SEC 1,816 docs
SEC Litigation Releases / complaint 371 | 1990–2026 | 402.6MB
SEC Litigation Releases / information 1 | 2019 | 352KB
SEC Litigation Releases / judgment 21 | 2020–2025 | 16.6MB
SEC Litigation Releases / litigation release 1,031 | 1997–2026 | 66.3MB
SEC Press Releases / complaint 135 | 2010–2025 | 184.7MB
SEC Press Releases / press release 257 | 1998–2024 | 11.3MB
DOJ 139 docs
DOJ SDNY / indictment 2 | 2014–2024 | 964KB
DOJ SDNY / press release 137 | 2013–2026 | 16.2MB
build b23a6a8 · corpus snapshot pinned to this build