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spb/wp29_uqo

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1# Log2- 2026-10-30 P0 passed: contract written.3- 2026-10-30 P1 passed: data audited; decision to retain COVID outliers (spec fixes training rows).4- 2026-10-30 P2/P3 passed: baselines + ridge in analysis.py; decision to add HLN-DM tests for the Uncertainty section (extra keys dm_*).5- 2026-10-30 P4 passed: reproducibility, independent recomputation, leakage test (checks.md).6- 2026-10-30 P5 passed: report, claims written.7
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