Pearson dependence diagnostic

pearson_independence returns Pearson correlation and sample size for two finite, equally long vectors. is_near_independent(tolerance) is only a convenience threshold on absolute correlation.

Zero correlation is not general statistical independence, particularly for nonlinear relationships. The routine has no conditional-independence test, significance calculation, or missing-data policy.