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Exp Logistic Benford Deviation 74
summary.mean_lyap_kl_corr -0.83481 +/- 0.00548 (d=-5.47, 96.8% sign-consistent); summary.periodic_vs_chaotic_ratio +3.71128 +/- 0.00097 (d=136.83, 100.0% sign-consistent)
CONFIRMED. Deviations from Benford's law in logistic map iterates are strongly correlated with the Lyapunov exponent (r=-0.83, d=5.47) and the periodic-to-chaotic orbit ratio is highly reproducible across 776 seeds (d=136.83, 100% sign consistency). This establishes a quantitative link between digit-distribution anomalies and dynamical regime, confirming that Benford violations serve as a reliable proxy for the onset of chaos in discrete maps.
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