Admixture analysis illuminates the complex genetic histories of populations with mixed ancestries. High-range Principal Component Analysis (PCA), a powerful dimensionality reduction technique, provides a robust framework for investigating these intricate patterns. By capturing latent genetic variation across individuals, high-range PCA supports the