PCA trace framework: Σᵢ λᵢ = tr(C) (sum of eigenvalues equals total variance)

The PCA trace-invariance theorem — a direct linear-algebra corollary underpinning the 'percent-variance-explained' ladder ubiquitous in chemometric reporting. For any real symmetric covariance matrix C with eigen-decomposition C =…