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%
Boiler Room methodology →
EDGAR forms: Form D
recall 50% precision 4%
Affinity Fraud methodology →
EDGAR forms: Form D
recall 58% precision 2%
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Securities Anomalies

SEC/DOJ Heuristics

2,122 documents, 3 sources, 753.1MB, 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, boiler-room, crypto-securities, affinity-fraud, obstruction contains 2,122 documents clear
SEC 1,975 docs
SEC Litigation Releases / complaint 393 | 1990–2026 | 429.3MB
SEC Litigation Releases / information 1 | 2019 | 352KB
SEC Litigation Releases / judgment 21 | 2020–2025 | 16.6MB
SEC Litigation Releases / litigation release 1,126 | 1997–2026 | 72.4MB
SEC Press Releases / complaint 147 | 2010–2025 | 203.6MB
SEC Press Releases / press release 287 | 1997–2024 | 12.7MB
DOJ 147 docs
DOJ SDNY / indictment 2 | 2014–2024 | 964KB
DOJ SDNY / press release 145 | 2013–2026 | 17.1MB
build b23a6a8 · corpus snapshot pinned to this build