Running Experiment 1 ... Accuracy:95.0354609929078% Classifications: Bias Clump Thickness Uniformity of Cell Size ... Actual Class Predicted Class Prediction Correct? 0 1 0 0 ... Benign Benign Yes 1 1 0 0 ... Benign Benign Yes 2 1 0 0 ... Benign Benign Yes 3 1 0 0 ... Benign Benign Yes 4 1 0 0 ... Benign Benign Yes 5 1 0 0 ... Benign Benign Yes 6 1 0 0 ... Benign Benign Yes 7 1 0 0 ... Benign Benign Yes 8 1 0 0 ... Benign Benign Yes 9 1 0 0 ... Benign Benign Yes 10 1 0 0 ... Benign Benign Yes 11 1 1 0 ... Benign Benign Yes 12 1 0 0 ... Benign Benign Yes 13 1 0 0 ... Benign Benign Yes 14 1 0 0 ... Benign Benign Yes 15 1 0 0 ... Benign Benign Yes 16 1 0 0 ... Benign Benign Yes 17 1 0 0 ... Benign Benign Yes 18 1 0 0 ... Benign Benign Yes 19 1 0 0 ... Benign Benign Yes 20 1 1 0 ... Benign Benign Yes 21 1 0 0 ... Benign Benign Yes 22 1 0 0 ... Benign Benign Yes 23 1 0 0 ... Benign Benign Yes 24 1 0 0 ... Benign Benign Yes 25 1 0 0 ... Benign Benign Yes 26 1 0 0 ... Benign Benign Yes 27 1 0 0 ... Benign Benign Yes 28 1 0 0 ... Benign Benign Yes 29 1 0 0 ... Benign Benign Yes .. ... ... ... ... ... ... ... 111 1 0 1 ... Malignant Malignant Yes 112 1 1 1 ... Malignant Malignant Yes 113 1 1 1 ... Malignant Malignant Yes 114 1 1 0 ... Malignant Malignant Yes 115 1 1 1 ... Malignant Malignant Yes 116 1 1 0 ... Malignant Malignant Yes 117 1 1 1 ... Malignant Malignant Yes 118 1 1 0 ... Malignant Malignant Yes 119 1 1 0 ... Malignant Malignant Yes 120 1 1 0 ... Malignant Malignant Yes 121 1 0 1 ... Malignant Benign No 122 1 1 0 ... Malignant Malignant Yes 123 1 1 1 ... Malignant Malignant Yes 124 1 1 1 ... Malignant Malignant Yes 125 1 1 0 ... Malignant Malignant Yes 126 1 0 1 ... Malignant Malignant Yes 127 1 1 1 ... Malignant Malignant Yes 128 1 1 0 ... Malignant Malignant Yes 129 1 1 1 ... Malignant Malignant Yes 130 1 1 0 ... Malignant Malignant Yes 131 1 1 1 ... Malignant Malignant Yes 132 1 1 0 ... Malignant Malignant Yes 133 1 0 0 ... Malignant Malignant Yes 134 1 1 0 ... Malignant Malignant Yes 135 1 0 0 ... Malignant Benign No 136 1 1 1 ... Malignant Malignant Yes 137 1 1 0 ... Malignant Malignant Yes 138 1 1 1 ... Malignant Malignant Yes 139 1 1 1 ... Malignant Malignant Yes 140 1 0 0 ... Malignant Malignant Yes [141 rows x 13 columns] Learned Model: Bias Clump Thickness Uniformity of Cell Size ... Bland Chromatin Normal Nucleoli Mitoses Benign weights 4.04062 -3.05097 -0.836423 ... -2.04767 -1.57196 -2.68447 Malignant weights -4.04062 3.05097 0.836423 ... 2.04767 1.57196 2.68447 [2 rows x 10 columns] Number of Test Instances:141 Running Experiment 2 ... Accuracy:95.71428571428572% Classifications: Bias Clump Thickness Uniformity of Cell Size ... Actual Class Predicted Class Prediction Correct? 0 1 0 0 ... Benign Benign Yes 1 1 0 0 ... Benign Benign Yes 2 1 0 0 ... Benign Benign Yes 3 1 1 0 ... Benign Malignant No 4 1 0 0 ... Benign Benign Yes 5 1 0 0 ... Benign Benign Yes 6 1 0 0 ... Benign Benign Yes 7 1 0 0 ... Benign Benign Yes 8 1 0 0 ... Benign Benign Yes 9 1 0 0 ... Benign Benign Yes 10 1 0 0 ... Benign Benign Yes 11 1 0 0 ... Benign Benign Yes 12 1 0 0 ... Benign Benign Yes 13 1 0 0 ... Benign Benign Yes 14 1 0 0 ... Benign Benign Yes 15 1 0 0 ... Benign Benign Yes 16 1 0 0 ... Benign Benign Yes 17 1 0 0 ... Benign Benign Yes 18 1 0 0 ... Benign Benign Yes 19 1 0 0 ... Benign Benign Yes 20 1 0 0 ... Benign Benign Yes 21 1 0 0 ... Benign Benign Yes 22 1 0 0 ... Benign Benign Yes 23 1 0 0 ... Benign Benign Yes 24 1 0 0 ... Benign Benign Yes 25 1 0 0 ... Benign Benign Yes 26 1 0 0 ... Benign Benign Yes 27 1 0 0 ... Benign Benign Yes 28 1 0 0 ... Benign Benign Yes 29 1 0 0 ... Benign Benign Yes .. ... ... ... ... ... ... ... 110 1 0 1 ... Malignant Malignant Yes 111 1 1 1 ... Malignant Malignant Yes 112 1 1 1 ... Malignant Malignant Yes 113 1 1 1 ... Malignant Malignant Yes 114 1 1 1 ... Malignant Malignant Yes 115 1 1 1 ... Malignant Malignant Yes 116 1 1 1 ... Malignant Malignant Yes 117 1 0 1 ... Malignant Malignant Yes 118 1 1 1 ... Malignant Malignant Yes 119 1 0 0 ... Malignant Malignant Yes 120 1 0 0 ... Malignant Malignant Yes 121 1 1 0 ... Malignant Malignant Yes 122 1 1 1 ... Malignant Malignant Yes 123 1 1 1 ... Malignant Malignant Yes 124 1 1 1 ... Malignant Malignant Yes 125 1 1 0 ... Malignant Malignant Yes 126 1 1 1 ... Malignant Malignant Yes 127 1 0 0 ... Malignant Malignant Yes 128 1 1 1 ... Malignant Malignant Yes 129 1 1 0 ... Malignant Benign No 130 1 0 1 ... Malignant Malignant Yes 131 1 1 0 ... Malignant Benign No 132 1 1 0 ... Malignant Malignant Yes 133 1 1 0 ... Malignant Malignant Yes 134 1 1 1 ... Malignant Malignant Yes 135 1 0 1 ... Malignant Malignant Yes 136 1 1 0 ... Malignant Malignant Yes 137 1 0 1 ... Malignant Malignant Yes 138 1 0 1 ... Malignant Malignant Yes 139 1 1 0 ... Malignant Malignant Yes [140 rows x 13 columns] Learned Model: Bias Clump Thickness Uniformity of Cell Size ... Bland Chromatin Normal Nucleoli Mitoses Benign weights 3.81326 -2.76321 -1.40346 ... -1.58551 -1.03066 -2.51164 Malignant weights -3.81326 2.76321 1.40346 ... 1.58551 1.03066 2.51164 [2 rows x 10 columns] Number of Test Instances:140 Running Experiment 3 ... Accuracy:96.42857142857143% Classifications: Bias Clump Thickness Uniformity of Cell Size ... Actual Class Predicted Class Prediction Correct? 0 1 0 0 ... Benign Benign Yes 1 1 0 0 ... Benign Benign Yes 2 1 0 0 ... Benign Benign Yes 3 1 0 0 ... Benign Benign Yes 4 1 0 0 ... Benign Benign Yes 5 1 0 0 ... Benign Benign Yes 6 1 1 0 ... Benign Benign Yes 7 1 0 0 ... Benign Benign Yes 8 1 0 0 ... Benign Benign Yes 9 1 0 0 ... Benign Benign Yes 10 1 0 0 ... Benign Benign Yes 11 1 0 0 ... Benign Benign Yes 12 1 0 0 ... Benign Benign Yes 13 1 0 0 ... Benign Benign Yes 14 1 0 0 ... Benign Benign Yes 15 1 0 0 ... Benign Benign Yes 16 1 0 0 ... Benign Benign Yes 17 1 0 0 ... Benign Benign Yes 18 1 0 0 ... Benign Benign Yes 19 1 0 0 ... Benign Benign Yes 20 1 0 0 ... Benign Benign Yes 21 1 0 0 ... Benign Benign Yes 22 1 0 0 ... Benign Benign Yes 23 1 0 0 ... Benign Benign Yes 24 1 0 0 ... Benign Benign Yes 25 1 0 0 ... Benign Benign Yes 26 1 0 0 ... Benign Benign Yes 27 1 0 0 ... Benign Benign Yes 28 1 0 0 ... Benign Benign Yes 29 1 0 0 ... Benign Benign Yes .. ... ... ... ... ... ... ... 110 1 0 1 ... Malignant Malignant Yes 111 1 1 1 ... Malignant Malignant Yes 112 1 0 1 ... Malignant Malignant Yes 113 1 1 1 ... Malignant Malignant Yes 114 1 1 1 ... Malignant Malignant Yes 115 1 0 1 ... Malignant Malignant Yes 116 1 1 0 ... Malignant Malignant Yes 117 1 0 0 ... Malignant Malignant Yes 118 1 0 1 ... Malignant Malignant Yes 119 1 1 0 ... Malignant Benign No 120 1 0 1 ... Malignant Malignant Yes 121 1 1 1 ... Malignant Malignant Yes 122 1 0 0 ... Malignant Malignant Yes 123 1 1 1 ... Malignant Malignant Yes 124 1 1 0 ... Malignant Malignant Yes 125 1 1 1 ... Malignant Malignant Yes 126 1 1 0 ... Malignant Malignant Yes 127 1 1 1 ... Malignant Malignant Yes 128 1 0 1 ... Malignant Malignant Yes 129 1 1 1 ... Malignant Malignant Yes 130 1 0 1 ... Malignant Malignant Yes 131 1 1 1 ... Malignant Malignant Yes 132 1 1 0 ... Malignant Malignant Yes 133 1 1 1 ... Malignant Malignant Yes 134 1 0 0 ... Malignant Malignant Yes 135 1 1 1 ... Malignant Malignant Yes 136 1 1 1 ... Malignant Malignant Yes 137 1 1 1 ... Malignant Malignant Yes 138 1 0 0 ... Malignant Malignant Yes 139 1 1 0 ... Malignant Malignant Yes [140 rows x 13 columns] Learned Model: Bias Clump Thickness Uniformity of Cell Size ... Bland Chromatin Normal Nucleoli Mitoses Benign weights 3.69997 -2.33784 -2.12582 ... -1.08309 -1.48898 -3.00633 Malignant weights -3.69997 2.33784 2.12582 ... 1.08309 1.48898 3.00633 [2 rows x 10 columns] Number of Test Instances:140 Running Experiment 4 ... Accuracy:93.5251798561151% Classifications: Bias Clump Thickness Uniformity of Cell Size ... Actual Class Predicted Class Prediction Correct? 0 1 0 0 ... Benign Benign Yes 1 1 0 0 ... Benign Benign Yes 2 1 0 0 ... Benign Benign Yes 3 1 0 0 ... Benign Benign Yes 4 1 0 0 ... Benign Benign Yes 5 1 0 0 ... Benign Benign Yes 6 1 0 0 ... Benign Benign Yes 7 1 1 0 ... Benign Benign Yes 8 1 0 0 ... Benign Benign Yes 9 1 1 0 ... Benign Benign Yes 10 1 0 0 ... Benign Benign Yes 11 1 0 0 ... Benign Benign Yes 12 1 0 0 ... Benign Benign Yes 13 1 0 0 ... Benign Benign Yes 14 1 0 0 ... Benign Benign Yes 15 1 0 0 ... Benign Benign Yes 16 1 0 0 ... Benign Benign Yes 17 1 0 0 ... Benign Benign Yes 18 1 0 0 ... Benign Benign Yes 19 1 0 0 ... Benign Benign Yes 20 1 0 0 ... Benign Benign Yes 21 1 0 0 ... Benign Benign Yes 22 1 0 0 ... Benign Benign Yes 23 1 0 0 ... Benign Benign Yes 24 1 0 0 ... Benign Benign Yes 25 1 0 0 ... Benign Benign Yes 26 1 0 0 ... Benign Benign Yes 27 1 0 0 ... Benign Benign Yes 28 1 0 0 ... Benign Benign Yes 29 1 0 0 ... Benign Benign Yes .. ... ... ... ... ... ... ... 109 1 1 1 ... Malignant Malignant Yes 110 1 0 1 ... Malignant Malignant Yes 111 1 0 1 ... Malignant Malignant Yes 112 1 1 0 ... Malignant Malignant Yes 113 1 1 0 ... Malignant Benign No 114 1 1 1 ... Malignant Malignant Yes 115 1 1 1 ... Malignant Malignant Yes 116 1 0 1 ... Malignant Malignant Yes 117 1 0 0 ... Malignant Benign No 118 1 0 0 ... Malignant Malignant Yes 119 1 1 1 ... Malignant Malignant Yes 120 1 1 1 ... Malignant Malignant Yes 121 1 1 1 ... Malignant Malignant Yes 122 1 1 0 ... Malignant Benign No 123 1 1 1 ... Malignant Malignant Yes 124 1 1 0 ... Malignant Malignant Yes 125 1 0 1 ... Malignant Malignant Yes 126 1 1 1 ... Malignant Malignant Yes 127 1 1 1 ... Malignant Malignant Yes 128 1 0 1 ... Malignant Malignant Yes 129 1 1 1 ... Malignant Malignant Yes 130 1 0 0 ... Malignant Benign No 131 1 0 1 ... Malignant Malignant Yes 132 1 1 0 ... Malignant Benign No 133 1 1 0 ... Malignant Benign No 134 1 1 0 ... Malignant Malignant Yes 135 1 1 1 ... Malignant Malignant Yes 136 1 1 1 ... Malignant Malignant Yes 137 1 1 0 ... Malignant Malignant Yes 138 1 1 1 ... Malignant Malignant Yes [139 rows x 13 columns] Learned Model: Bias Clump Thickness Uniformity of Cell Size ... Bland Chromatin Normal Nucleoli Mitoses Benign weights 3.75385 -2.51425 -1.06149 ... -1.10628 -1.31193 -2.16496 Malignant weights -3.75385 2.51425 1.06149 ... 1.10628 1.31193 2.16495 [2 rows x 10 columns] Number of Test Instances:139 Running Experiment 5 ... Accuracy:96.40287769784173% Classifications: Bias Clump Thickness Uniformity of Cell Size ... Actual Class Predicted Class Prediction Correct? 0 1 0 0 ... Benign Benign Yes 1 1 0 0 ... Benign Benign Yes 2 1 1 0 ... Benign Benign Yes 3 1 0 0 ... Benign Benign Yes 4 1 0 0 ... Benign Benign Yes 5 1 0 0 ... Benign Benign Yes 6 1 0 0 ... Benign Benign Yes 7 1 0 0 ... Benign Benign Yes 8 1 0 0 ... Benign Benign Yes 9 1 0 0 ... Benign Benign Yes 10 1 0 0 ... Benign Benign Yes 11 1 0 0 ... Benign Benign Yes 12 1 0 0 ... Benign Benign Yes 13 1 0 0 ... Benign Benign Yes 14 1 0 0 ... Benign Benign Yes 15 1 0 0 ... Benign Benign Yes 16 1 0 0 ... Benign Benign Yes 17 1 0 0 ... Benign Benign Yes 18 1 0 0 ... Benign Benign Yes 19 1 0 0 ... Benign Benign Yes 20 1 0 0 ... Benign Benign Yes 21 1 1 0 ... Benign Benign Yes 22 1 0 0 ... Benign Benign Yes 23 1 0 0 ... Benign Benign Yes 24 1 0 0 ... Benign Benign Yes 25 1 0 0 ... Benign Benign Yes 26 1 0 0 ... Benign Benign Yes 27 1 0 0 ... Benign Benign Yes 28 1 0 0 ... Benign Benign Yes 29 1 0 0 ... Benign Benign Yes .. ... ... ... ... ... ... ... 109 1 1 1 ... Malignant Malignant Yes 110 1 1 1 ... Malignant Malignant Yes 111 1 0 1 ... Malignant Malignant Yes 112 1 1 1 ... Malignant Malignant Yes 113 1 1 0 ... Malignant Malignant Yes 114 1 1 0 ... Malignant Malignant Yes 115 1 1 1 ... Malignant Malignant Yes 116 1 1 1 ... Malignant Malignant Yes 117 1 0 0 ... Malignant Malignant Yes 118 1 0 1 ... Malignant Malignant Yes 119 1 1 1 ... Malignant Malignant Yes 120 1 1 0 ... Malignant Malignant Yes 121 1 1 0 ... Malignant Malignant Yes 122 1 1 1 ... Malignant Malignant Yes 123 1 1 1 ... Malignant Malignant Yes 124 1 1 1 ... Malignant Malignant Yes 125 1 1 1 ... Malignant Malignant Yes 126 1 0 0 ... Malignant Malignant Yes 127 1 0 0 ... Malignant Benign No 128 1 1 1 ... Malignant Malignant Yes 129 1 1 1 ... Malignant Malignant Yes 130 1 1 1 ... Malignant Malignant Yes 131 1 1 0 ... Malignant Malignant Yes 132 1 1 1 ... Malignant Malignant Yes 133 1 0 1 ... Malignant Malignant Yes 134 1 0 0 ... Malignant Malignant Yes 135 1 1 1 ... Malignant Malignant Yes 136 1 0 0 ... Malignant Malignant Yes 137 1 1 1 ... Malignant Malignant Yes 138 1 1 0 ... Malignant Malignant Yes [139 rows x 13 columns] Learned Model: Bias Clump Thickness Uniformity of Cell Size ... Bland Chromatin Normal Nucleoli Mitoses Benign weights 4.16745 -3.32046 -1.48933 ... -1.9273 -0.686909 -2.51327 Malignant weights -4.16745 3.32046 1.48933 ... 1.9273 0.686909 2.51327 [2 rows x 10 columns] Number of Test Instances:139 Experiments Completed.