covar: YearsCodeS YearsCodeProS PreviousSalaryS ComputerSkillsS YearsCodeS 1.000015 0.903143 0.392955 -0.019983 YearsCodeProS 0.903143 1.000015 0.397412 -0.014316 PreviousSalaryS 0.392955 0.397412 1.000015 0.025314 ComputerSkillsS -0.019983 -0.014316 0.025314 1.000015 performing pca with n=2 PC1: Eigenvalue: 2.1702 Eigenvector: [ 0.6376 0.6385 0.4308 -0.0094] Variance Explained: 54.25 % PC2: Eigenvalue: 1.0040 Eigenvector: [-0.0346 -0.0278 0.1141 0.9925] Variance Explained: 25.10 % Total Variance Explained: 79.35 % performing pca with n=3 PC1: Eigenvalue: 2.1702 Eigenvector: [ 0.6376 0.6385 0.4308 -0.0094] Variance Explained: 54.25 % PC2: Eigenvalue: 1.0040 Eigenvector: [-0.0346 -0.0278 0.1141 0.9925] Variance Explained: 25.10 % PC3: Eigenvalue: 0.7290 Eigenvector: [-0.3057 -0.3005 0.8952 -0.122 ] Variance Explained: 18.22 % Total Variance Explained: 97.58 % plotting feature importance