Admixture analysis uncovers the complex genetic compositions of populations with mixed ancestries. High-range Principal Component Analysis (PCA), a powerful dimensionality reduction technique, provides a robust framework for analyzing these intricate arrangements. By capturing hidden genetic variation across individuals, high-range PCA enables the