============================================================ IRIS ============================================================ --- Decision Tree --- Accuracy: 1.000 Adj. Rand: 1.000 precision recall f1-score support setosa 1.00 1.00 1.00 19 versicolor 1.00 1.00 1.00 13 virginica 1.00 1.00 1.00 13 accuracy 1.00 45 macro avg 1.00 1.00 1.00 45 weighted avg 1.00 1.00 1.00 45 --- Naive Bayes --- Accuracy: 0.978 Adj. Rand: 0.943 precision recall f1-score support setosa 1.00 1.00 1.00 19 versicolor 1.00 0.92 0.96 13 virginica 0.93 1.00 0.96 13 accuracy 0.98 45 macro avg 0.98 0.97 0.97 45 weighted avg 0.98 0.98 0.98 45 --- K-Means (mapped) --- Accuracy: 0.893 Adj. Rand: 0.730 precision recall f1-score support setosa 1.00 1.00 1.00 50 versicolor 0.77 0.96 0.86 50 virginica 0.95 0.72 0.82 50 accuracy 0.89 150 macro avg 0.91 0.89 0.89 150 weighted avg 0.91 0.89 0.89 150 ============================================================ DIGITS ============================================================ --- Decision Tree --- Accuracy: 0.843 Adj. Rand: 0.685 precision recall f1-score support 0 0.92 0.91 0.91 53 1 0.74 0.78 0.76 50 2 0.83 0.74 0.79 47 3 0.78 0.85 0.81 54 4 0.81 0.85 0.83 60 5 0.92 0.86 0.89 66 6 0.93 0.94 0.93 53 7 0.85 0.84 0.84 55 8 0.89 0.77 0.82 43 9 0.78 0.85 0.81 59 accuracy 0.84 540 macro avg 0.85 0.84 0.84 540 weighted avg 0.85 0.84 0.84 540 --- Naive Bayes --- Accuracy: 0.852 Adj. Rand: 0.710 precision recall f1-score support 0 1.00 0.98 0.99 53 1 0.86 0.74 0.80 50 2 0.86 0.66 0.75 47 3 0.95 0.76 0.85 54 4 0.98 0.85 0.91 60 5 0.94 0.94 0.94 66 6 0.89 0.96 0.93 53 7 0.72 0.98 0.83 55 8 0.57 0.91 0.70 43 9 0.89 0.71 0.79 59 accuracy 0.85 540 macro avg 0.87 0.85 0.85 540 weighted avg 0.88 0.85 0.85 540 --- K-Means (mapped) --- Accuracy: 0.794 Adj. Rand: 0.667 precision recall f1-score support 0 0.99 0.99 0.99 178 1 0.62 0.30 0.41 182 2 0.84 0.84 0.84 177 3 0.86 0.85 0.85 183 4 0.99 0.92 0.95 181 5 0.87 0.75 0.81 182 6 0.97 0.98 0.98 181 7 0.86 0.95 0.90 179 8 0.45 0.59 0.51 174 9 0.58 0.77 0.66 180 accuracy 0.79 1797 macro avg 0.80 0.79 0.79 1797 weighted avg 0.80 0.79 0.79 1797