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%
Public Corruption methodology →
No EDGAR filing fingerprint — criminal/DOJ-side scheme, detected from case text.
Affinity Fraud methodology →
EDGAR forms: Form D
recall 58% precision 2%
Obstruction of Justice methodology →
No EDGAR filing fingerprint — criminal/DOJ-side scheme, detected from case text.
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Securities Anomalies

SEC/DOJ Heuristics

1,113 documents, 3 sources, 371.9MB, 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, affinity-fraud, obstruction, public-corruption contains 1,113 documents clear
SEC 1,060 docs
SEC Litigation Releases / complaint 171 | 1990–2026 | 193.4MB
SEC Litigation Releases / information 1 | 2019 | 352KB
SEC Litigation Releases / judgment 19 | 2020–2025 | 16.1MB
SEC Litigation Releases / litigation release 644 | 1997–2026 | 41.5MB
SEC Press Releases / complaint 64 | 2010–2024 | 107.0MB
SEC Press Releases / press release 161 | 1998–2024 | 7.3MB
DOJ 53 docs
DOJ SDNY / press release 53 | 2013–2026 | 6.3MB
build b23a6a8 · corpus snapshot pinned to this build