## StandardScalar & LDA=9 ``` precision recall f1-score support 0 0.94 0.97 0.96 5499 1 0.93 0.98 0.95 6287 2 0.90 0.91 0.90 5595 3 0.89 0.87 0.88 5679 4 0.91 0.93 0.92 5450 5 0.88 0.86 0.87 5068 6 0.95 0.95 0.95 5542 7 0.95 0.93 0.94 5846 8 0.90 0.84 0.87 5504 9 0.90 0.89 0.89 5530 accuracy 0.91 56000 macro avg 0.91 0.91 0.91 56000 weighted avg 0.91 0.91 0.91 56000 ``` ## StandardScalar & PCA=70 ``` precision recall f1-score support 0 0.97 0.99 0.98 5499 1 0.97 0.99 0.98 6287 2 0.96 0.96 0.96 5595 3 0.94 0.94 0.94 5679 4 0.95 0.95 0.95 5450 5 0.95 0.94 0.94 5068 6 0.97 0.98 0.97 5542 7 0.96 0.95 0.95 5846 8 0.95 0.93 0.94 5504 9 0.93 0.93 0.93 5530 accuracy 0.96 56000 macro avg 0.95 0.95 0.95 56000 weighted avg 0.96 0.96 0.96 56000 ``` ## StandardScalar & PCA=400 ``` precision recall f1-score support 0 0.95 0.99 0.97 5499 1 0.95 0.99 0.97 6287 2 0.95 0.94 0.94 5595 3 0.93 0.94 0.93 5679 4 0.94 0.93 0.94 5450 5 0.93 0.92 0.93 5068 6 0.96 0.97 0.97 5542 7 0.94 0.94 0.94 5846 8 0.97 0.89 0.93 5504 9 0.91 0.92 0.92 5530 accuracy 0.94 56000 macro avg 0.94 0.94 0.94 56000 weighted avg 0.94 0.94 0.94 56000 ``` ## PCA=300 ``` precision recall f1-score support 0 0.96 0.99 0.97 5499 1 0.96 0.99 0.97 6287 2 0.95 0.94 0.95 5595 3 0.93 0.94 0.94 5679 4 0.95 0.94 0.94 5450 5 0.93 0.92 0.93 5068 6 0.96 0.97 0.97 5542 7 0.95 0.94 0.94 5846 8 0.96 0.90 0.93 5504 9 0.92 0.92 0.92 5530 accuracy 0.95 56000 macro avg 0.95 0.95 0.95 56000 weighted avg 0.95 0.95 0.95 56000 ``` ## Nothing ``` precision recall f1-score support 0 0.98 0.99 0.99 5499 1 0.95 0.99 0.97 6287 2 0.98 0.96 0.97 5595 3 0.96 0.97 0.96 5679 4 0.98 0.96 0.97 5450 5 0.96 0.96 0.96 5068 6 0.98 0.99 0.98 5542 7 0.96 0.97 0.97 5846 8 0.99 0.93 0.96 5504 9 0.95 0.96 0.96 5530 accuracy 0.97 56000 macro avg 0.97 0.97 0.97 56000 weighted avg 0.97 0.97 0.97 56000 ``` ## PCA=400 & StandardScalar (same for non StandardScalar) ``` precision recall f1-score support 0 0.85 0.95 0.90 5499 1 0.68 0.99 0.80 6287 2 0.88 0.75 0.81 5595 3 0.82 0.84 0.83 5679 4 0.90 0.79 0.84 5450 5 0.88 0.76 0.82 5068 6 0.91 0.93 0.92 5542 7 0.87 0.87 0.87 5846 8 0.96 0.66 0.78 5504 9 0.83 0.85 0.84 5530 accuracy 0.84 56000 macro avg 0.86 0.84 0.84 56000 weighted avg 0.86 0.84 0.84 56000 ``` ## PCA=708 & StandardScalar (same for non StandardScalar) ``` precision recall f1-score support 0 0.95 0.99 0.97 5499 1 0.95 0.99 0.97 6287 2 0.95 0.93 0.94 5595 3 0.92 0.94 0.93 5679 4 0.94 0.93 0.94 5450 5 0.93 0.92 0.93 5068 6 0.96 0.97 0.97 5542 7 0.94 0.93 0.94 5846 8 0.97 0.89 0.93 5504 9 0.91 0.92 0.91 5530 accuracy 0.94 56000 macro avg 0.94 0.94 0.94 56000 weighted avg 0.94 0.94 0.94 56000 ```