Running Experiment 1 ... Accuracy:96.5909090909091% Classifications: Bias handicapped-infants water-project-cost-sharing ... Actual Class Predicted Class Prediction Correct? 0 1 1 1 ... democrat democrat Yes 1 1 0 1 ... democrat democrat Yes 2 1 1 1 ... democrat democrat Yes 3 1 1 0 ... democrat democrat Yes 4 1 0 0 ... democrat democrat Yes 5 1 1 0 ... democrat democrat Yes 6 1 0 1 ... democrat democrat Yes 7 1 1 1 ... democrat democrat Yes 8 1 1 0 ... democrat democrat Yes 9 1 1 1 ... democrat democrat Yes 10 1 1 0 ... democrat democrat Yes 11 1 1 0 ... democrat democrat Yes 12 1 1 1 ... democrat democrat Yes 13 1 1 1 ... democrat democrat Yes 14 1 0 1 ... democrat democrat Yes 15 1 0 1 ... democrat democrat Yes 16 1 0 0 ... democrat democrat Yes 17 1 0 0 ... democrat democrat Yes 18 1 1 0 ... democrat democrat Yes 19 1 0 0 ... democrat democrat Yes 20 1 1 1 ... democrat democrat Yes 21 1 1 1 ... democrat democrat Yes 22 1 1 0 ... democrat democrat Yes 23 1 0 0 ... democrat democrat Yes 24 1 0 0 ... democrat democrat Yes 25 1 1 0 ... democrat democrat Yes 26 1 1 0 ... democrat democrat Yes 27 1 1 0 ... democrat democrat Yes 28 1 1 1 ... democrat democrat Yes 29 1 0 1 ... democrat republican No .. ... ... ... ... ... ... ... 58 1 0 0 ... republican republican Yes 59 1 1 1 ... republican republican Yes 60 1 0 1 ... republican republican Yes 61 1 0 1 ... republican republican Yes 62 1 0 0 ... republican republican Yes 63 1 0 0 ... republican republican Yes 64 1 1 1 ... republican republican Yes 65 1 0 0 ... republican republican Yes 66 1 0 1 ... republican republican Yes 67 1 0 0 ... republican republican Yes 68 1 0 1 ... republican republican Yes 69 1 0 1 ... republican republican Yes 70 1 0 0 ... republican republican Yes 71 1 1 1 ... republican democrat No 72 1 0 1 ... republican republican Yes 73 1 1 1 ... republican democrat No 74 1 1 1 ... republican republican Yes 75 1 0 1 ... republican republican Yes 76 1 0 0 ... republican republican Yes 77 1 0 1 ... republican republican Yes 78 1 0 1 ... republican republican Yes 79 1 0 0 ... republican republican Yes 80 1 0 0 ... republican republican Yes 81 1 1 0 ... republican republican Yes 82 1 0 0 ... republican republican Yes 83 1 0 1 ... republican republican Yes 84 1 0 1 ... republican republican Yes 85 1 0 1 ... republican republican Yes 86 1 0 0 ... republican republican Yes 87 1 0 1 ... republican republican Yes [88 rows x 20 columns] Learned Model: Bias handicapped-infants ... duty-free-exports export-administration-act-south-africa democrat weights 11.3134 -2.22859 ... 1.51116 0.727039 republican weights -11.3134 2.22859 ... -1.51116 -0.727039 [2 rows x 17 columns] Number of Test Instances:88 Running Experiment 2 ... Accuracy:95.45454545454545% Classifications: Bias handicapped-infants water-project-cost-sharing ... Actual Class Predicted Class Prediction Correct? 0 1 0 1 ... democrat democrat Yes 1 1 1 0 ... democrat democrat Yes 2 1 1 0 ... democrat democrat Yes 3 1 1 0 ... democrat democrat Yes 4 1 1 0 ... democrat democrat Yes 5 1 1 1 ... democrat democrat Yes 6 1 1 1 ... democrat democrat Yes 7 1 0 1 ... democrat democrat Yes 8 1 1 0 ... democrat democrat Yes 9 1 1 0 ... democrat democrat Yes 10 1 0 1 ... democrat democrat Yes 11 1 1 0 ... democrat democrat Yes 12 1 1 0 ... democrat democrat Yes 13 1 1 0 ... democrat democrat Yes 14 1 1 0 ... democrat democrat Yes 15 1 0 1 ... democrat democrat Yes 16 1 0 1 ... democrat republican No 17 1 1 1 ... democrat democrat Yes 18 1 1 0 ... democrat republican No 19 1 1 0 ... democrat democrat Yes 20 1 1 1 ... democrat democrat Yes 21 1 1 1 ... democrat democrat Yes 22 1 0 1 ... democrat democrat Yes 23 1 1 1 ... democrat democrat Yes 24 1 1 1 ... democrat democrat Yes 25 1 1 1 ... democrat democrat Yes 26 1 1 1 ... democrat democrat Yes 27 1 1 0 ... democrat democrat Yes 28 1 1 0 ... democrat democrat Yes 29 1 0 1 ... democrat democrat Yes .. ... ... ... ... ... ... ... 58 1 1 1 ... republican democrat No 59 1 0 1 ... republican republican Yes 60 1 0 0 ... republican republican Yes 61 1 0 0 ... republican republican Yes 62 1 0 1 ... republican republican Yes 63 1 0 1 ... republican republican Yes 64 1 0 0 ... republican republican Yes 65 1 1 1 ... republican republican Yes 66 1 0 0 ... republican republican Yes 67 1 0 0 ... republican republican Yes 68 1 0 1 ... republican republican Yes 69 1 0 1 ... republican republican Yes 70 1 0 0 ... republican republican Yes 71 1 0 0 ... republican republican Yes 72 1 0 1 ... republican republican Yes 73 1 0 1 ... republican republican Yes 74 1 0 0 ... republican republican Yes 75 1 0 0 ... republican republican Yes 76 1 0 1 ... republican republican Yes 77 1 0 0 ... republican republican Yes 78 1 1 1 ... republican republican Yes 79 1 0 0 ... republican republican Yes 80 1 0 1 ... republican republican Yes 81 1 0 0 ... republican republican Yes 82 1 0 1 ... republican republican Yes 83 1 1 1 ... republican republican Yes 84 1 1 0 ... republican republican Yes 85 1 0 0 ... republican republican Yes 86 1 0 1 ... republican republican Yes 87 1 0 0 ... republican republican Yes [88 rows x 20 columns] Learned Model: Bias handicapped-infants ... duty-free-exports export-administration-act-south-africa democrat weights 12.4335 -2.41754 ... 1.93165 0.405925 republican weights -12.4336 2.41756 ... -1.93166 -0.405927 [2 rows x 17 columns] Number of Test Instances:88 Running Experiment 3 ... Accuracy:95.40229885057471% Classifications: Bias handicapped-infants water-project-cost-sharing ... Actual Class Predicted Class Prediction Correct? 0 1 0 0 ... democrat democrat Yes 1 1 0 0 ... democrat democrat Yes 2 1 0 1 ... democrat democrat Yes 3 1 0 0 ... democrat democrat Yes 4 1 0 0 ... democrat democrat Yes 5 1 0 1 ... democrat democrat Yes 6 1 1 1 ... democrat democrat Yes 7 1 0 0 ... democrat democrat Yes 8 1 0 0 ... democrat democrat Yes 9 1 1 0 ... democrat democrat Yes 10 1 1 0 ... democrat democrat Yes 11 1 1 1 ... democrat democrat Yes 12 1 0 1 ... democrat democrat Yes 13 1 0 1 ... democrat democrat Yes 14 1 1 1 ... democrat democrat Yes 15 1 0 1 ... democrat democrat Yes 16 1 0 1 ... democrat democrat Yes 17 1 1 0 ... democrat democrat Yes 18 1 0 0 ... democrat democrat Yes 19 1 0 0 ... democrat democrat Yes 20 1 1 1 ... democrat democrat Yes 21 1 1 1 ... democrat democrat Yes 22 1 1 1 ... democrat democrat Yes 23 1 1 0 ... democrat democrat Yes 24 1 1 1 ... democrat republican No 25 1 1 0 ... democrat democrat Yes 26 1 1 1 ... democrat democrat Yes 27 1 0 0 ... democrat democrat Yes 28 1 1 0 ... democrat democrat Yes 29 1 0 0 ... democrat democrat Yes .. ... ... ... ... ... ... ... 57 1 0 1 ... republican republican Yes 58 1 0 0 ... republican republican Yes 59 1 1 1 ... republican republican Yes 60 1 0 1 ... republican republican Yes 61 1 0 0 ... republican republican Yes 62 1 1 0 ... republican republican Yes 63 1 1 0 ... republican democrat No 64 1 1 0 ... republican democrat No 65 1 0 1 ... republican republican Yes 66 1 0 1 ... republican republican Yes 67 1 0 1 ... republican republican Yes 68 1 1 1 ... republican republican Yes 69 1 1 0 ... republican republican Yes 70 1 0 0 ... republican republican Yes 71 1 0 0 ... republican republican Yes 72 1 0 0 ... republican republican Yes 73 1 0 0 ... republican republican Yes 74 1 1 0 ... republican republican Yes 75 1 0 0 ... republican republican Yes 76 1 0 1 ... republican republican Yes 77 1 0 0 ... republican republican Yes 78 1 0 0 ... republican republican Yes 79 1 0 0 ... republican republican Yes 80 1 1 0 ... republican republican Yes 81 1 0 1 ... republican republican Yes 82 1 0 0 ... republican republican Yes 83 1 0 1 ... republican republican Yes 84 1 1 0 ... republican republican Yes 85 1 0 0 ... republican republican Yes 86 1 0 1 ... republican republican Yes [87 rows x 20 columns] Learned Model: Bias handicapped-infants ... duty-free-exports export-administration-act-south-africa democrat weights 12.425 -2.87906 ... 0.663086 -0.442455 republican weights -12.425 2.87905 ... -0.663089 0.442455 [2 rows x 17 columns] Number of Test Instances:87 Running Experiment 4 ... Accuracy:96.51162790697676% Classifications: Bias handicapped-infants water-project-cost-sharing ... Actual Class Predicted Class Prediction Correct? 0 1 0 1 ... democrat democrat Yes 1 1 1 1 ... democrat democrat Yes 2 1 1 0 ... democrat democrat Yes 3 1 0 0 ... democrat democrat Yes 4 1 0 1 ... democrat democrat Yes 5 1 0 1 ... democrat democrat Yes 6 1 0 0 ... democrat democrat Yes 7 1 1 0 ... democrat democrat Yes 8 1 0 1 ... democrat democrat Yes 9 1 1 0 ... democrat democrat Yes 10 1 0 1 ... democrat democrat Yes 11 1 0 0 ... democrat democrat Yes 12 1 0 0 ... democrat democrat Yes 13 1 1 0 ... democrat democrat Yes 14 1 0 0 ... democrat democrat Yes 15 1 0 1 ... democrat democrat Yes 16 1 1 1 ... democrat democrat Yes 17 1 0 1 ... democrat democrat Yes 18 1 1 0 ... democrat democrat Yes 19 1 1 0 ... democrat democrat Yes 20 1 1 1 ... democrat democrat Yes 21 1 0 0 ... democrat democrat Yes 22 1 1 0 ... democrat democrat Yes 23 1 1 1 ... democrat democrat Yes 24 1 0 0 ... democrat democrat Yes 25 1 1 1 ... democrat democrat Yes 26 1 0 0 ... democrat democrat Yes 27 1 1 0 ... democrat democrat Yes 28 1 1 0 ... democrat democrat Yes 29 1 1 1 ... democrat democrat Yes .. ... ... ... ... ... ... ... 56 1 0 0 ... republican republican Yes 57 1 0 1 ... republican republican Yes 58 1 0 1 ... republican republican Yes 59 1 0 0 ... republican republican Yes 60 1 1 0 ... republican republican Yes 61 1 0 0 ... republican republican Yes 62 1 0 0 ... republican republican Yes 63 1 0 0 ... republican republican Yes 64 1 0 0 ... republican republican Yes 65 1 0 0 ... republican republican Yes 66 1 0 0 ... republican republican Yes 67 1 0 1 ... republican republican Yes 68 1 0 1 ... republican republican Yes 69 1 0 1 ... republican republican Yes 70 1 1 1 ... republican republican Yes 71 1 0 1 ... republican republican Yes 72 1 0 1 ... republican republican Yes 73 1 0 1 ... republican republican Yes 74 1 0 0 ... republican republican Yes 75 1 0 0 ... republican republican Yes 76 1 0 1 ... republican republican Yes 77 1 0 0 ... republican republican Yes 78 1 1 0 ... republican republican Yes 79 1 0 1 ... republican democrat No 80 1 0 1 ... republican republican Yes 81 1 0 1 ... republican republican Yes 82 1 0 0 ... republican republican Yes 83 1 0 0 ... republican republican Yes 84 1 0 1 ... republican republican Yes 85 1 0 1 ... republican republican Yes [86 rows x 20 columns] Learned Model: Bias handicapped-infants ... duty-free-exports export-administration-act-south-africa democrat weights 7.18363 -0.281878 ... 2.03282 -1.67061 republican weights -7.18375 0.281887 ... -2.03282 1.67062 [2 rows x 17 columns] Number of Test Instances:86 Running Experiment 5 ... Accuracy:95.34883720930233% Classifications: Bias handicapped-infants water-project-cost-sharing ... Actual Class Predicted Class Prediction Correct? 0 1 1 0 ... democrat democrat Yes 1 1 1 1 ... democrat democrat Yes 2 1 0 0 ... democrat democrat Yes 3 1 1 0 ... democrat democrat Yes 4 1 1 1 ... democrat democrat Yes 5 1 0 1 ... democrat democrat Yes 6 1 0 0 ... democrat democrat Yes 7 1 0 0 ... democrat democrat Yes 8 1 1 0 ... democrat democrat Yes 9 1 1 1 ... democrat democrat Yes 10 1 1 1 ... democrat democrat Yes 11 1 1 0 ... democrat democrat Yes 12 1 1 0 ... democrat democrat Yes 13 1 1 1 ... democrat democrat Yes 14 1 1 0 ... democrat democrat Yes 15 1 1 0 ... democrat democrat Yes 16 1 0 0 ... democrat democrat Yes 17 1 0 0 ... democrat democrat Yes 18 1 0 0 ... democrat democrat Yes 19 1 1 1 ... democrat democrat Yes 20 1 1 1 ... democrat democrat Yes 21 1 0 0 ... democrat democrat Yes 22 1 1 1 ... democrat democrat Yes 23 1 1 0 ... democrat democrat Yes 24 1 1 0 ... democrat democrat Yes 25 1 1 1 ... democrat democrat Yes 26 1 0 1 ... democrat democrat Yes 27 1 1 0 ... democrat democrat Yes 28 1 1 1 ... democrat democrat Yes 29 1 0 0 ... democrat democrat Yes .. ... ... ... ... ... ... ... 56 1 0 1 ... republican republican Yes 57 1 1 0 ... republican republican Yes 58 1 0 1 ... republican republican Yes 59 1 0 0 ... republican republican Yes 60 1 0 1 ... republican republican Yes 61 1 1 1 ... republican republican Yes 62 1 1 1 ... republican republican Yes 63 1 0 0 ... republican republican Yes 64 1 0 0 ... republican republican Yes 65 1 1 1 ... republican republican Yes 66 1 0 1 ... republican republican Yes 67 1 0 1 ... republican republican Yes 68 1 0 1 ... republican republican Yes 69 1 0 0 ... republican republican Yes 70 1 0 1 ... republican republican Yes 71 1 0 1 ... republican democrat No 72 1 0 0 ... republican republican Yes 73 1 0 0 ... republican republican Yes 74 1 0 0 ... republican republican Yes 75 1 1 1 ... republican republican Yes 76 1 0 0 ... republican republican Yes 77 1 0 1 ... republican republican Yes 78 1 0 1 ... republican republican Yes 79 1 0 1 ... republican republican Yes 80 1 0 1 ... republican republican Yes 81 1 1 1 ... republican republican Yes 82 1 0 1 ... republican republican Yes 83 1 0 1 ... republican republican Yes 84 1 0 0 ... republican republican Yes 85 1 0 0 ... republican republican Yes [86 rows x 20 columns] Learned Model: Bias handicapped-infants ... duty-free-exports export-administration-act-south-africa democrat weights 16.555 -2.76948 ... 3.08877 0.824634 republican weights -16.555 2.76948 ... -3.08877 -0.824632 [2 rows x 17 columns] Number of Test Instances:86 Experiments Completed.