Running Experiment 1 ... Accuracy:83.33333333333334% Classifications: Bias sepal length in cm sepal width in cm ... Actual Class Predicted Class Prediction Correct? 0 1 0 1 ... Iris-setosa Iris-setosa Yes 1 1 0 1 ... Iris-setosa Iris-setosa Yes 2 1 0 1 ... Iris-setosa Iris-setosa Yes 3 1 0 1 ... Iris-setosa Iris-setosa Yes 4 1 0 1 ... Iris-setosa Iris-setosa Yes 5 1 0 1 ... Iris-setosa Iris-setosa Yes 6 1 0 1 ... Iris-setosa Iris-setosa Yes 7 1 0 1 ... Iris-setosa Iris-setosa Yes 8 1 0 1 ... Iris-setosa Iris-setosa Yes 9 1 0 1 ... Iris-setosa Iris-setosa Yes 10 1 1 0 ... Iris-versicolor Iris-versicolor Yes 11 1 1 0 ... Iris-versicolor Iris-virginica No 12 1 0 0 ... Iris-versicolor Iris-versicolor Yes 13 1 1 0 ... Iris-versicolor Iris-versicolor Yes 14 1 1 0 ... Iris-versicolor Iris-virginica No 15 1 0 0 ... Iris-versicolor Iris-versicolor Yes 16 1 1 0 ... Iris-versicolor Iris-virginica No 17 1 0 0 ... Iris-versicolor Iris-versicolor Yes 18 1 1 1 ... Iris-versicolor Iris-virginica No 19 1 0 0 ... Iris-versicolor Iris-virginica No 20 1 1 0 ... Iris-virginica Iris-virginica Yes 21 1 1 0 ... Iris-virginica Iris-virginica Yes 22 1 1 0 ... Iris-virginica Iris-virginica Yes 23 1 0 0 ... Iris-virginica Iris-virginica Yes 24 1 1 0 ... Iris-virginica Iris-virginica Yes 25 1 1 0 ... Iris-virginica Iris-virginica Yes 26 1 1 0 ... Iris-virginica Iris-virginica Yes 27 1 1 0 ... Iris-virginica Iris-virginica Yes 28 1 1 0 ... Iris-virginica Iris-virginica Yes 29 1 1 0 ... Iris-virginica Iris-virginica Yes [30 rows x 8 columns] Learned Model: Bias sepal length in cm sepal width in cm petal length in cm petal width in cm Iris-setosa weights -0.753531 -5.86538 8.44774 -5.25167 -5.22981 Iris-versicolor weights 0.250909 1.71405 -2.09564 -0.715632 -1.24774 Iris-virginica weights -10.1744 -0.654176 -0.0535744 5.73322 6.03603 Number of Test Instances:30 Running Experiment 2 ... Accuracy:90.0% Classifications: Bias sepal length in cm sepal width in cm ... Actual Class Predicted Class Prediction Correct? 0 1 0 1 ... Iris-setosa Iris-setosa Yes 1 1 0 1 ... Iris-setosa Iris-setosa Yes 2 1 0 1 ... Iris-setosa Iris-setosa Yes 3 1 0 1 ... Iris-setosa Iris-setosa Yes 4 1 0 1 ... Iris-setosa Iris-setosa Yes 5 1 0 1 ... Iris-setosa Iris-setosa Yes 6 1 0 1 ... Iris-setosa Iris-setosa Yes 7 1 0 1 ... Iris-setosa Iris-setosa Yes 8 1 0 1 ... Iris-setosa Iris-setosa Yes 9 1 0 1 ... Iris-setosa Iris-setosa Yes 10 1 0 0 ... Iris-versicolor Iris-versicolor Yes 11 1 1 1 ... Iris-versicolor Iris-virginica No 12 1 0 0 ... Iris-versicolor Iris-versicolor Yes 13 1 0 0 ... Iris-versicolor Iris-versicolor Yes 14 1 0 0 ... Iris-versicolor Iris-versicolor Yes 15 1 1 0 ... Iris-versicolor Iris-virginica No 16 1 0 0 ... Iris-versicolor Iris-versicolor Yes 17 1 1 0 ... Iris-versicolor Iris-versicolor Yes 18 1 0 0 ... Iris-versicolor Iris-versicolor Yes 19 1 1 0 ... Iris-versicolor Iris-virginica No 20 1 1 1 ... Iris-virginica Iris-virginica Yes 21 1 1 0 ... Iris-virginica Iris-virginica Yes 22 1 1 0 ... Iris-virginica Iris-virginica Yes 23 1 1 1 ... Iris-virginica Iris-virginica Yes 24 1 1 1 ... Iris-virginica Iris-virginica Yes 25 1 1 0 ... Iris-virginica Iris-virginica Yes 26 1 1 0 ... Iris-virginica Iris-virginica Yes 27 1 1 0 ... Iris-virginica Iris-virginica Yes 28 1 1 1 ... Iris-virginica Iris-virginica Yes 29 1 1 0 ... Iris-virginica Iris-virginica Yes [30 rows x 8 columns] Learned Model: Bias sepal length in cm sepal width in cm petal length in cm petal width in cm Iris-setosa weights -0.628023 -6.18131 8.31186 -5.34781 -4.55493 Iris-versicolor weights 0.0417839 1.67872 -1.85691 0.379594 -2.18028 Iris-virginica weights -9.64464 -0.143076 -0.340579 4.78879 5.95823 Number of Test Instances:30 Running Experiment 3 ... Accuracy:76.66666666666667% Classifications: Bias sepal length in cm sepal width in cm ... Actual Class Predicted Class Prediction Correct? 0 1 0 1 ... Iris-setosa Iris-setosa Yes 1 1 0 1 ... Iris-setosa Iris-setosa Yes 2 1 0 1 ... Iris-setosa Iris-setosa Yes 3 1 0 1 ... Iris-setosa Iris-setosa Yes 4 1 0 0 ... Iris-setosa Iris-versicolor No 5 1 0 1 ... Iris-setosa Iris-setosa Yes 6 1 0 1 ... Iris-setosa Iris-setosa Yes 7 1 0 1 ... Iris-setosa Iris-setosa Yes 8 1 0 0 ... Iris-setosa Iris-versicolor No 9 1 0 1 ... Iris-setosa Iris-setosa Yes 10 1 0 0 ... Iris-versicolor Iris-virginica No 11 1 1 0 ... Iris-versicolor Iris-virginica No 12 1 1 1 ... Iris-versicolor Iris-virginica No 13 1 0 0 ... Iris-versicolor Iris-versicolor Yes 14 1 0 0 ... Iris-versicolor Iris-versicolor Yes 15 1 1 1 ... Iris-versicolor Iris-virginica No 16 1 0 0 ... Iris-versicolor Iris-versicolor Yes 17 1 0 0 ... Iris-versicolor Iris-versicolor Yes 18 1 1 0 ... Iris-versicolor Iris-versicolor Yes 19 1 1 0 ... Iris-versicolor Iris-virginica No 20 1 1 0 ... Iris-virginica Iris-virginica Yes 21 1 1 1 ... Iris-virginica Iris-virginica Yes 22 1 1 1 ... Iris-virginica Iris-virginica Yes 23 1 1 0 ... Iris-virginica Iris-virginica Yes 24 1 1 0 ... Iris-virginica Iris-virginica Yes 25 1 1 1 ... Iris-virginica Iris-virginica Yes 26 1 1 1 ... Iris-virginica Iris-virginica Yes 27 1 1 1 ... Iris-virginica Iris-virginica Yes 28 1 1 1 ... Iris-virginica Iris-virginica Yes 29 1 1 1 ... Iris-virginica Iris-virginica Yes [30 rows x 8 columns] Learned Model: Bias sepal length in cm sepal width in cm petal length in cm petal width in cm Iris-setosa weights -0.916288 -5.64857 8.69209 -5.46394 -4.99607 Iris-versicolor weights 0.308574 1.55976 -2.14804 -0.14043 -1.97389 Iris-virginica weights -10.6304 -0.678265 -0.584494 5.77018 6.6337 Number of Test Instances:30 Running Experiment 4 ... Accuracy:83.33333333333334% Classifications: Bias sepal length in cm sepal width in cm ... Actual Class Predicted Class Prediction Correct? 0 1 0 0 ... Iris-setosa Iris-versicolor No 1 1 0 1 ... Iris-setosa Iris-setosa Yes 2 1 0 1 ... Iris-setosa Iris-setosa Yes 3 1 0 1 ... Iris-setosa Iris-setosa Yes 4 1 0 1 ... Iris-setosa Iris-setosa Yes 5 1 0 1 ... Iris-setosa Iris-setosa Yes 6 1 0 1 ... Iris-setosa Iris-setosa Yes 7 1 0 1 ... Iris-setosa Iris-setosa Yes 8 1 0 1 ... Iris-setosa Iris-setosa Yes 9 1 0 1 ... Iris-setosa Iris-setosa Yes 10 1 0 0 ... Iris-versicolor Iris-versicolor Yes 11 1 1 0 ... Iris-versicolor Iris-virginica No 12 1 1 0 ... Iris-versicolor Iris-virginica No 13 1 1 0 ... Iris-versicolor Iris-virginica No 14 1 0 0 ... Iris-versicolor Iris-versicolor Yes 15 1 1 1 ... Iris-versicolor Iris-virginica No 16 1 1 0 ... Iris-versicolor Iris-versicolor Yes 17 1 0 0 ... Iris-versicolor Iris-versicolor Yes 18 1 0 0 ... Iris-versicolor Iris-versicolor Yes 19 1 1 0 ... Iris-versicolor Iris-versicolor Yes 20 1 1 0 ... Iris-virginica Iris-virginica Yes 21 1 0 0 ... Iris-virginica Iris-virginica Yes 22 1 1 1 ... Iris-virginica Iris-virginica Yes 23 1 1 0 ... Iris-virginica Iris-virginica Yes 24 1 1 0 ... Iris-virginica Iris-virginica Yes 25 1 0 0 ... Iris-virginica Iris-virginica Yes 26 1 1 0 ... Iris-virginica Iris-virginica Yes 27 1 1 1 ... Iris-virginica Iris-virginica Yes 28 1 1 0 ... Iris-virginica Iris-virginica Yes 29 1 1 0 ... Iris-virginica Iris-virginica Yes [30 rows x 8 columns] Learned Model: Bias sepal length in cm sepal width in cm petal length in cm petal width in cm Iris-setosa weights -0.76223 -5.77404 8.51395 -5.55156 -5.10412 Iris-versicolor weights 0.242528 0.92845 -2.04461 0.073261 -1.33418 Iris-virginica weights -10.5082 0.402563 -0.330815 5.24742 5.95106 Number of Test Instances:30 Running Experiment 5 ... Accuracy:73.33333333333333% Classifications: Bias sepal length in cm sepal width in cm ... Actual Class Predicted Class Prediction Correct? 0 1 0 1 ... Iris-setosa Iris-setosa Yes 1 1 0 0 ... Iris-setosa Iris-versicolor No 2 1 0 0 ... Iris-setosa Iris-versicolor No 3 1 0 1 ... Iris-setosa Iris-setosa Yes 4 1 0 0 ... Iris-setosa Iris-versicolor No 5 1 0 0 ... Iris-setosa Iris-versicolor No 6 1 0 0 ... Iris-setosa Iris-versicolor No 7 1 0 1 ... Iris-setosa Iris-setosa Yes 8 1 0 1 ... Iris-setosa Iris-setosa Yes 9 1 0 1 ... Iris-setosa Iris-setosa Yes 10 1 0 0 ... Iris-versicolor Iris-versicolor Yes 11 1 1 1 ... Iris-versicolor Iris-virginica No 12 1 1 1 ... Iris-versicolor Iris-virginica No 13 1 1 0 ... Iris-versicolor Iris-versicolor Yes 14 1 0 0 ... Iris-versicolor Iris-versicolor Yes 15 1 0 0 ... Iris-versicolor Iris-versicolor Yes 16 1 0 0 ... Iris-versicolor Iris-versicolor Yes 17 1 1 0 ... Iris-versicolor Iris-versicolor Yes 18 1 1 1 ... Iris-versicolor Iris-virginica No 19 1 0 0 ... Iris-versicolor Iris-versicolor Yes 20 1 1 0 ... Iris-virginica Iris-virginica Yes 21 1 0 0 ... Iris-virginica Iris-virginica Yes 22 1 0 0 ... Iris-virginica Iris-virginica Yes 23 1 1 0 ... Iris-virginica Iris-virginica Yes 24 1 1 1 ... Iris-virginica Iris-virginica Yes 25 1 1 1 ... Iris-virginica Iris-virginica Yes 26 1 0 0 ... Iris-virginica Iris-virginica Yes 27 1 1 1 ... Iris-virginica Iris-virginica Yes 28 1 1 0 ... Iris-virginica Iris-virginica Yes 29 1 1 1 ... Iris-virginica Iris-virginica Yes [30 rows x 8 columns] Learned Model: Bias sepal length in cm sepal width in cm petal length in cm petal width in cm Iris-setosa weights -1.53865 -5.52889 9.3209 -5.41058 -5.01556 Iris-versicolor weights 0.703887 0.468324 -2.77721 0.693447 -2.07285 Iris-virginica weights -9.94121 0.480273 0.0814268 4.18953 6.14496 Number of Test Instances:30 Experiments Completed.