The k-means++ algorithm, hierarchical clustering, and Principal Component Analysis (PCA) were performed using scikit-learn (Pedregosa et al. 2011). Correlation circle and Biplot were generated using the FactoMineR and Factoextra packages (Lê et al. 2008) in R programming language (version 4.2.0) (R Core Team 2021).
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