Admixture analysis illuminates the complex genetic structures of populations with mixed ancestries. High-range Principal Component Analysis (PCA), a powerful dimensionality reduction technique, offers a robust framework for analyzing these intricate configurations. By capturing latent genetic variation across individuals, high-range PCA enables the