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README.md CHANGED
@@ -185,8 +185,8 @@ print(train.columns.tolist())
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  | `stock_decline` | Market-adjusted 252-day return < -20% | yfinance (forward returns from filing date) | 43.2% |
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  | `earnings_restate` | Either (a) a 10-K/A-family filing (10-K/A, 10-KT/A, NT 10-K/A) within 1095 days of `period_end` in the EDGAR index, or (b) the XBRL Company Facts API reports ≥2 10-K filings for the same `(cik, period_end)`. See `earnings_restate_source` for per-row provenance. | Reconciled: EDGAR quarterly index + XBRL amendment registry | 22.3% |
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  | `audit_qualification` | Going-concern or adverse audit opinion | External CSV (Audit Analytics) | 0.0% |
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- | `sec_enforcement` | SEC enforcement action disclosure | EDGAR EFTS full-text search (noisy proxy) | 0.0% |
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- | `bankruptcy` | Chapter 7/11 filing (8-K Item 1.03) | EDGAR EFTS full-text search | 0.0% |
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  > **NaN semantics:** NaN means "data unavailable", **not** "no event".
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  > Training code must mask NaN labels in the loss function.
 
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  | `stock_decline` | Market-adjusted 252-day return < -20% | yfinance (forward returns from filing date) | 43.2% |
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  | `earnings_restate` | Either (a) a 10-K/A-family filing (10-K/A, 10-KT/A, NT 10-K/A) within 1095 days of `period_end` in the EDGAR index, or (b) the XBRL Company Facts API reports ≥2 10-K filings for the same `(cik, period_end)`. See `earnings_restate_source` for per-row provenance. | Reconciled: EDGAR quarterly index + XBRL amendment registry | 22.3% |
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  | `audit_qualification` | Going-concern or adverse audit opinion | External CSV (Audit Analytics) | 0.0% |
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+ | `sec_enforcement` | SEC enforcement action disclosure | EDGAR EFTS full-text search (noisy proxy) | 0.5% |
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+ | `bankruptcy` | Chapter 7/11 filing (8-K Item 1.03) | EDGAR EFTS full-text search | 0.8% |
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  > **NaN semantics:** NaN means "data unavailable", **not** "no event".
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  > Training code must mask NaN labels in the loss function.
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