#data learner prep goal train test repeats bin acc pd pf precision Data_IG oneR myNbins Y 50685 56194 1 1 79.13 92.28 28.11 64.39 Data_IG Ridor myNbins Y 50685 56194 1 1 83.56 85.22 18.04 81.9 Data_IG bayes myNbins Y 50685 56194 1 1 82.74 84.42 18.87 81.04 Data_IG Aode myNbins Y 50685 56194 1 1 83.45 86.61 19.34 79.83 Data_IG j48 myNbins Y 50685 56194 1 1 83.65 86.81 19.14 80.05 Data_IG JRip myNbins Y 50685 56194 1 1 83.73 86.91 19.07 80.12 Data_IG oneR myNbins Y 56194 50685 1 2 79.21 92.59 28.22 64.56 Data_IG Ridor myNbins Y 56194 50685 1 2 83.87 86.18 18.31 81.56 Data_IG bayes myNbins Y 56194 50685 1 2 83.14 84.84 18.52 81.65 Data_IG Aode myNbins Y 56194 50685 1 2 83.79 87.04 19.12 80.29 Data_IG j48 myNbins Y 56194 50685 1 2 83.75 88.33 20.08 78.66 Data_IG JRip myNbins Y 56194 50685 1 2 83.96 87.24 18.97 80.43 Data_IG oneR myNbins Y 50667 56194 2 1 79.21 92.48 28.1 64.48 Data_IG Ridor myNbins Y 50667 56194 2 1 83.7 85.59 18.1 81.8 Data_IG bayes myNbins Y 50667 56194 2 1 83.01 84.59 18.52 81.52 Data_IG Aode myNbins Y 50667 56194 2 1 83.66 86.73 19.09 80.22 Data_IG j48 myNbins Y 50667 56194 2 1 83.63 87.82 19.9 78.83 Data_IG JRip myNbins Y 50667 56194 2 1 83.89 86.77 18.7 80.72 Data_IG oneR myNbins Y 56194 50667 2 2 79.08 92.32 28.27 64.48 Data_IG Ridor myNbins Y 56194 50667 2 2 83.19 83.23 16.85 84.08 Data_IG bayes myNbins Y 56194 50667 2 2 83.04 84.99 18.82 81.18 Data_IG Aode myNbins Y 56194 50667 2 2 83.55 86.85 19.38 79.96 Data_IG j48 myNbins Y 56194 50667 2 2 83.5 88.16 20.38 78.25 Data_IG JRip myNbins Y 56194 50667 2 2 83.91 87.03 18.9 80.54 Data_IG oneR myNbins Y 50572 56194 3 1 79.28 92.52 27.94 64.35 Data_IG Ridor myNbins Y 50572 56194 3 1 83.54 88.13 20.21 78.06 Data_IG bayes myNbins Y 50572 56194 3 1 83.11 84.71 18.42 81.38 Data_IG Aode myNbins Y 50572 56194 3 1 83.76 86.83 18.94 80.14 Data_IG j48 myNbins Y 50572 56194 3 1 83.98 86.71 18.47 80.8 Data_IG JRip myNbins Y 50572 56194 3 1 84 86.77 18.47 80.78 Data_IG oneR myNbins Y 56194 50572 3 2 79.13 92.36 28.29 64.69 Data_IG Ridor myNbins Y 56194 50572 3 2 83.5 84.62 17.64 82.92 Data_IG bayes myNbins Y 56194 50572 3 2 82.78 84.79 19.15 80.97 Data_IG Aode myNbins Y 56194 50572 3 2 83.45 86.86 19.6 79.81 Data_IG j48 myNbins Y 56194 50572 3 2 83.48 87.69 20.13 78.88 Data_IG JRip myNbins Y 56194 50572 3 2 83.8 86.73 18.89 80.78 Data_IG oneR myNbins Y 50695 56194 4 1 79.39 92.47 27.82 64.7 Data_IG Ridor myNbins Y 50695 56194 4 1 83.85 86 18.15 81.46 Data_IG bayes myNbins Y 50695 56194 4 1 82.96 84.32 18.35 81.64 Data_IG Aode myNbins Y 50695 56194 4 1 83.85 86.78 18.75 80.47 Data_IG j48 myNbins Y 50695 56194 4 1 83.73 87.7 19.62 79.06 Data_IG JRip myNbins Y 50695 56194 4 1 83.99 86.55 18.33 81.08 Data_IG oneR myNbins Y 56194 50695 4 2 78.94 92.39 28.5 64.21 Data_IG Ridor myNbins Y 56194 50695 4 2 83.66 85.07 17.74 82.63 Data_IG bayes myNbins Y 56194 50695 4 2 83.02 85.14 19 81.01 Data_IG Aode myNbins Y 56194 50695 4 2 83.48 86.9 19.56 79.81 Data_IG j48 myNbins Y 56194 50695 4 2 83.63 86.63 19.1 80.49 Data_IG JRip myNbins Y 56194 50695 4 2 83.73 87.24 19.38 79.96 Data_IG oneR myNbins Y 50778 56194 5 1 79.31 92.38 27.95 64.73 Data_IG Ridor myNbins Y 50778 56194 5 1 83.25 87.55 20.35 78.26 Data_IG bayes myNbins Y 50778 56194 5 1 82.93 84.69 18.74 81.19 Data_IG Aode myNbins Y 50778 56194 5 1 83.56 86.7 19.23 80 Data_IG j48 myNbins Y 50778 56194 5 1 83.53 88.13 20.27 78.21 Data_IG JRip myNbins Y 50778 56194 5 1 83.71 86.2 18.57 81.01 Data_IG oneR myNbins Y 56194 50778 5 2 78.97 92.38 28.39 64.12 Data_IG Ridor myNbins Y 56194 50778 5 2 83.89 86 18.09 81.78 Data_IG bayes myNbins Y 56194 50778 5 2 82.99 84.7 18.65 81.41 Data_IG Aode myNbins Y 56194 50778 5 2 83.64 86.88 19.24 80.05 Data_IG j48 myNbins Y 56194 50778 5 2 83.62 88.09 20.11 78.56 Data_IG JRip myNbins Y 56194 50778 5 2 83.91 86.26 18.29 81.47 Data_IG oneR myNbins Y 50709 56194 6 1 79.33 92.23 27.88 64.9 Data_IG Ridor myNbins Y 50709 56194 6 1 83.7 85.51 18.03 81.88 Data_IG bayes myNbins Y 50709 56194 6 1 82.92 84.39 18.51 81.57 Data_IG Aode myNbins Y 50709 56194 6 1 83.54 86.36 19.01 80.38 Data_IG j48 myNbins Y 50709 56194 6 1 83.53 87.87 20.1 78.51 Data_IG JRip myNbins Y 50709 56194 6 1 83.75 86.09 18.41 81.23 Data_IG oneR myNbins Y 56194 50709 6 2 79 92.64 28.44 63.98 Data_IG Ridor myNbins Y 56194 50709 6 2 83.72 86.1 18.49 81.27 Data_IG bayes myNbins Y 56194 50709 6 2 83.07 85.34 19.05 80.74 Data_IG Aode myNbins Y 56194 50709 6 2 83.61 87.18 19.51 79.65 Data_IG j48 myNbins Y 56194 50709 6 2 83.58 87.98 20.11 78.62 Data_IG JRip myNbins Y 56194 50709 6 2 83.88 86.94 18.87 80.56 Data_IG oneR myNbins Y 50584 56194 7 1 79.24 92.49 28.08 64.53 Data_IG Ridor myNbins Y 50584 56194 7 1 83.77 86.05 18.36 81.36 Data_IG bayes myNbins Y 50584 56194 7 1 83.03 84.66 18.54 81.49 Data_IG Aode myNbins Y 50584 56194 7 1 83.7 86.85 19.1 80.18 Data_IG j48 myNbins Y 50584 56194 7 1 83.7 87.86 19.82 78.94 Data_IG JRip myNbins Y 50584 56194 7 1 83.93 87.34 19.07 80.1 Data_IG oneR myNbins Y 56194 50584 7 2 79.04 92.32 28.25 64.24 Data_IG Ridor myNbins Y 56194 50584 7 2 83.46 84.42 17.51 82.83 Data_IG bayes myNbins Y 56194 50584 7 2 82.91 84.86 18.94 80.91 Data_IG Aode myNbins Y 56194 50584 7 2 83.5 86.77 19.39 79.8 Data_IG j48 myNbins Y 56194 50584 7 2 83.72 86.88 19.08 80.18 Data_IG JRip myNbins Y 56194 50584 7 2 83.81 86.69 18.79 80.62 Data_IG oneR myNbins Y 50725 56194 8 1 78.94 92.32 28.44 64.13 Data_IG Ridor myNbins Y 50725 56194 8 1 83.6 85.05 17.82 82.41 Data_IG bayes myNbins Y 50725 56194 8 1 82.83 84.89 19.12 80.8 Data_IG Aode myNbins Y 50725 56194 8 1 83.47 86.9 19.55 79.68 Data_IG j48 myNbins Y 50725 56194 8 1 83.56 86.76 19.31 80.05 Data_IG JRip myNbins Y 50725 56194 8 1 83.8 86.32 18.54 81.17 Data_IG oneR myNbins Y 56194 50725 8 2 79.47 92.52 27.77 64.87 Data_IG Ridor myNbins Y 56194 50725 8 2 83.39 83.57 16.79 83.83 Data_IG bayes myNbins Y 56194 50725 8 2 83.08 84.59 18.39 81.57 Data_IG Aode myNbins Y 56194 50725 8 2 83.74 86.71 18.9 80.35 Data_IG j48 myNbins Y 56194 50725 8 2 83.82 88.4 19.95 78.49 Data_IG JRip myNbins Y 56194 50725 8 2 84.03 86.67 18.36 81.07 Data_IG oneR myNbins Y 50598 56194 9 1 79.09 92.36 28.2 64.27 Data_IG Ridor myNbins Y 50598 56194 9 1 83.04 83.67 17.6 82.89 Data_IG bayes myNbins Y 50598 56194 9 1 82.82 84.65 18.91 80.97 Data_IG Aode myNbins Y 50598 56194 9 1 83.46 86.83 19.5 79.6 Data_IG j48 myNbins Y 50598 56194 9 1 83.52 87.75 20.02 78.64 Data_IG JRip myNbins Y 50598 56194 9 1 83.77 86.64 18.82 80.56 Data_IG oneR myNbins Y 56194 50598 9 2 79.29 92.5 28.08 64.75 Data_IG Ridor myNbins Y 56194 50598 9 2 83.49 83.85 16.89 83.87 Data_IG bayes myNbins Y 56194 50598 9 2 83.03 84.65 18.54 81.63 Data_IG Aode myNbins Y 56194 50598 9 2 83.83 86.98 19 80.42 Data_IG j48 myNbins Y 56194 50598 9 2 83.78 88.26 19.99 78.76 Data_IG JRip myNbins Y 56194 50598 9 2 84.06 86.61 18.29 81.44 Data_IG oneR myNbins Y 50554 56194 10 1 79.19 92.32 28.11 64.62 Data_IG Ridor myNbins Y 50554 56194 10 1 83.62 84.89 17.62 82.63 Data_IG bayes myNbins Y 50554 56194 10 1 82.9 84.54 18.67 81.4 Data_IG Aode myNbins Y 50554 56194 10 1 83.57 86.47 19.04 80.4 Data_IG j48 myNbins Y 50554 56194 10 1 83.6 87.71 19.89 78.94 Data_IG JRip myNbins Y 50554 56194 10 1 83.85 86.21 18.34 81.39 Data_IG oneR myNbins Y 56194 50554 10 2 79.01 92.49 28.35 64.05 Data_IG Ridor myNbins Y 56194 50554 10 2 83.38 86.75 19.57 79.59 Data_IG bayes myNbins Y 56194 50554 10 2 82.95 84.89 18.89 80.98 Data_IG Aode myNbins Y 56194 50554 10 2 83.64 87.2 19.46 79.62 Data_IG j48 myNbins Y 56194 50554 10 2 83.52 88.31 20.4 78.03 Data_IG JRip myNbins Y 56194 50554 10 2 83.76 87.62 19.56 79.37 Data_IG oneR fayyadIrani Y 50693 56194 1 1 79.05 92.05 28.11 64.35 Data_IG Ridor fayyadIrani Y 50693 56194 1 1 83.71 86.4 18.71 80.65 Data_IG bayes fayyadIrani Y 50693 56194 1 1 83.02 83.41 17.38 83.12 Data_IG Aode fayyadIrani Y 50693 56194 1 1 83.54 85.56 18.34 81.36 Data_IG j48 fayyadIrani Y 50693 56194 1 1 83.76 87.3 19.3 79.63 Data_IG JRip fayyadIrani Y 50693 56194 1 1 83.56 88.24 20.27 78.05 Data_IG oneR fayyadIrani Y 56194 50693 1 2 79.29 92.78 28.16 64.56 Data_IG Ridor fayyadIrani Y 56194 50693 1 2 83.75 84.95 17.46 82.92 Data_IG bayes fayyadIrani Y 56194 50693 1 2 82.99 83.39 17.44 83.35 Data_IG Aode fayyadIrani Y 56194 50693 1 2 83.64 85.77 18.37 81.57 Data_IG j48 fayyadIrani Y 56194 50693 1 2 83.97 87.74 19.32 79.82 Data_IG JRip fayyadIrani Y 56194 50693 1 2 83.9 87.43 19.22 80.03 Data_IG oneR fayyadIrani Y 50673 56194 2 1 79.05 92.25 28.24 64.37 Data_IG Ridor fayyadIrani Y 50673 56194 2 1 83.69 85.85 18.34 81.46 Data_IG bayes fayyadIrani Y 50673 56194 2 1 82.91 83.32 17.53 83.15 Data_IG Aode fayyadIrani Y 50673 56194 2 1 83.55 85.57 18.37 81.5 Data_IG j48 fayyadIrani Y 50673 56194 2 1 83.86 87.27 19.13 80.07 Data_IG JRip fayyadIrani Y 50673 56194 2 1 83.85 85.99 18.17 81.65 Data_IG oneR fayyadIrani Y 56194 50673 2 2 79.24 92.56 28.1 64.46 Data_IG Ridor fayyadIrani Y 56194 50673 2 2 83.84 85.65 17.88 82.06 Data_IG bayes fayyadIrani Y 56194 50673 2 2 83 83.41 17.43 83.2 Data_IG Aode fayyadIrani Y 56194 50673 2 2 83.74 85.8 18.21 81.6 Data_IG j48 fayyadIrani Y 56194 50673 2 2 83.8 87.52 19.42 79.57 Data_IG JRip fayyadIrani Y 56194 50673 2 2 83.88 86.62 18.61 80.87 Data_IG oneR fayyadIrani Y 50615 56194 3 1 78.99 92.46 28.37 64.05 Data_IG Ridor fayyadIrani Y 50615 56194 3 1 83.67 85.94 18.44 81.31 Data_IG bayes fayyadIrani Y 50615 56194 3 1 82.78 83.03 17.47 83.28 Data_IG Aode fayyadIrani Y 50615 56194 3 1 83.49 85.5 18.4 81.47 Data_IG j48 fayyadIrani Y 50615 56194 3 1 83.74 86.97 19.13 80.13 Data_IG JRip fayyadIrani Y 50615 56194 3 1 83.73 86.59 18.85 80.61 Data_IG oneR fayyadIrani Y 56194 50615 3 2 79.29 92.42 28.04 64.78 Data_IG Ridor fayyadIrani Y 56194 50615 3 2 83.89 86.02 18.12 81.76 Data_IG bayes fayyadIrani Y 56194 50615 3 2 83.13 83.74 17.51 83.11 Data_IG Aode fayyadIrani Y 56194 50615 3 2 83.78 85.76 18.11 81.85 Data_IG j48 fayyadIrani Y 56194 50615 3 2 84.11 87.64 19 80.21 Data_IG JRip fayyadIrani Y 56194 50615 3 2 83.95 87.03 18.82 80.6 Data_IG oneR fayyadIrani Y 50539 56194 4 1 79.34 92.44 27.99 64.89 Data_IG Ridor fayyadIrani Y 50539 56194 4 1 82.4 90.32 23.23 73.44 Data_IG bayes fayyadIrani Y 50539 56194 4 1 83.11 83.56 17.35 83.37 Data_IG Aode fayyadIrani Y 50539 56194 4 1 83.64 85.57 18.2 81.79 Data_IG j48 fayyadIrani Y 50539 56194 4 1 84.03 87.21 18.82 80.57 Data_IG JRip fayyadIrani Y 50539 56194 4 1 83.93 86.86 18.73 80.78 Data_IG oneR fayyadIrani Y 56194 50539 4 2 78.98 92.47 28.34 63.92 Data_IG Ridor fayyadIrani Y 56194 50539 4 2 83.49 87.08 19.61 79.35 Data_IG bayes fayyadIrani Y 56194 50539 4 2 82.88 83.32 17.57 82.99 Data_IG Aode fayyadIrani Y 56194 50539 4 2 83.68 85.75 18.26 81.48 Data_IG j48 fayyadIrani Y 56194 50539 4 2 83.82 87.11 19.08 80.06 Data_IG JRip fayyadIrani Y 56194 50539 4 2 83.75 86.75 18.94 80.34 Data_IG oneR fayyadIrani Y 50615 56194 5 1 79.01 92.48 28.4 64.15 Data_IG Ridor fayyadIrani Y 50615 56194 5 1 83.25 84.16 17.67 82.83 Data_IG bayes fayyadIrani Y 50615 56194 5 1 82.81 83.46 17.87 82.77 Data_IG Aode fayyadIrani Y 50615 56194 5 1 83.61 85.89 18.53 81.29 Data_IG j48 fayyadIrani Y 50615 56194 5 1 83.83 87.23 19.18 80.09 Data_IG JRip fayyadIrani Y 50615 56194 5 1 83.71 86.74 19.02 80.43 Data_IG oneR fayyadIrani Y 56194 50615 5 2 79.28 92.24 27.92 64.73 Data_IG Ridor fayyadIrani Y 56194 50615 5 2 83.63 83.52 16.26 84.5 Data_IG bayes fayyadIrani Y 56194 50615 5 2 83.01 83.11 17.1 83.59 Data_IG Aode fayyadIrani Y 56194 50615 5 2 83.71 85.51 18 81.86 Data_IG j48 fayyadIrani Y 56194 50615 5 2 83.9 87.17 18.98 80.16 Data_IG JRip fayyadIrani Y 56194 50615 5 2 83.94 87.02 18.81 80.43 Data_IG oneR fayyadIrani Y 50732 56194 6 1 79.12 92.4 28.32 64.62 Data_IG Ridor fayyadIrani Y 50732 56194 6 1 83.87 85.58 17.81 82.46 Data_IG bayes fayyadIrani Y 50732 56194 6 1 82.98 83.49 17.56 83.31 Data_IG Aode fayyadIrani Y 50732 56194 6 1 83.79 85.85 18.19 81.91 Data_IG j48 fayyadIrani Y 50732 56194 6 1 84.05 87.29 18.87 80.67 Data_IG JRip fayyadIrani Y 50732 56194 6 1 83.94 86.03 18.05 82.04 Data_IG oneR fayyadIrani Y 56194 50732 6 2 79.23 92.38 27.94 64.3 Data_IG Ridor fayyadIrani Y 56194 50732 6 2 83.45 83.57 16.68 83.8 Data_IG bayes fayyadIrani Y 56194 50732 6 2 82.95 83.26 17.36 83.05 Data_IG Aode fayyadIrani Y 56194 50732 6 2 83.46 85.23 18.2 81.47 Data_IG j48 fayyadIrani Y 56194 50732 6 2 83.72 86.79 18.97 80.06 Data_IG JRip fayyadIrani Y 56194 50732 6 2 83.76 87.09 19.12 79.78 Data_IG oneR fayyadIrani Y 50659 56194 7 1 78.73 92.18 28.68 63.9 Data_IG Ridor fayyadIrani Y 50659 56194 7 1 83.46 86.89 19.6 79.73 Data_IG bayes fayyadIrani Y 50659 56194 7 1 82.71 83.38 17.98 82.75 Data_IG Aode fayyadIrani Y 50659 56194 7 1 83.39 85.63 18.73 81.2 Data_IG j48 fayyadIrani Y 50659 56194 7 1 83.56 86.95 19.45 79.91 Data_IG JRip fayyadIrani Y 50659 56194 7 1 83.48 86.68 19.39 80.07 Data_IG oneR fayyadIrani Y 56194 50659 7 2 79.58 92.61 27.6 64.91 Data_IG Ridor fayyadIrani Y 56194 50659 7 2 84.04 85.79 17.61 82.13 Data_IG bayes fayyadIrani Y 56194 50659 7 2 83.26 83.35 16.84 83.7 Data_IG Aode fayyadIrani Y 56194 50659 7 2 83.85 85.52 17.73 82.04 Data_IG j48 fayyadIrani Y 56194 50659 7 2 84.16 87.44 18.7 80.28 Data_IG JRip fayyadIrani Y 56194 50659 7 2 84.2 86.93 18.25 81.02 Data_IG oneR fayyadIrani Y 50715 56194 8 1 79.12 92.24 28.1 64.37 Data_IG Ridor fayyadIrani Y 50715 56194 8 1 83.74 85.34 17.79 82.15 Data_IG bayes fayyadIrani Y 50715 56194 8 1 82.88 83.19 17.45 83.13 Data_IG Aode fayyadIrani Y 50715 56194 8 1 83.63 85.62 18.24 81.51 Data_IG j48 fayyadIrani Y 50715 56194 8 1 83.8 87.27 19.21 79.8 Data_IG JRip fayyadIrani Y 50715 56194 8 1 83.61 87.81 19.91 78.7 Data_IG oneR fayyadIrani Y 56194 50715 8 2 79.33 92.68 28.11 64.75 Data_IG Ridor fayyadIrani Y 56194 50715 8 2 83.79 85.94 18.25 81.71 Data_IG bayes fayyadIrani Y 56194 50715 8 2 83.12 83.67 17.46 83.29 Data_IG Aode fayyadIrani Y 56194 50715 8 2 83.72 85.81 18.27 81.72 Data_IG j48 fayyadIrani Y 56194 50715 8 2 83.94 87.26 19.02 80.38 Data_IG JRip fayyadIrani Y 56194 50715 8 2 83.91 86.82 18.74 80.86 Data_IG oneR fayyadIrani Y 50518 56194 9 1 79.15 92.29 28.19 64.63 Data_IG Ridor fayyadIrani Y 50518 56194 9 1 83.71 86.23 18.62 81.11 Data_IG bayes fayyadIrani Y 50518 56194 9 1 83.05 83.36 17.28 83.54 Data_IG Aode fayyadIrani Y 50518 56194 9 1 83.69 85.56 18.11 81.94 Data_IG j48 fayyadIrani Y 50518 56194 9 1 84.04 87.65 19.13 80.08 Data_IG JRip fayyadIrani Y 50518 56194 9 1 83.92 86.28 18.29 81.53 Data_IG oneR fayyadIrani Y 56194 50518 9 2 79.21 92.5 28.05 64.31 Data_IG Ridor fayyadIrani Y 56194 50518 9 2 83.48 87.6 19.97 78.63 Data_IG bayes fayyadIrani Y 56194 50518 9 2 82.9 83.3 17.51 83 Data_IG Aode fayyadIrani Y 56194 50518 9 2 83.6 85.63 18.3 81.38 Data_IG j48 fayyadIrani Y 56194 50518 9 2 83.86 87.34 19.17 79.8 Data_IG JRip fayyadIrani Y 56194 50518 9 2 83.8 86.72 18.8 80.46 Data_IG oneR fayyadIrani Y 50631 56194 10 1 79.12 92.37 28.21 64.45 Data_IG Ridor fayyadIrani Y 50631 56194 10 1 83.49 87.4 19.87 79.08 Data_IG bayes fayyadIrani Y 50631 56194 10 1 82.94 83.41 17.54 83.15 Data_IG Aode fayyadIrani Y 50631 56194 10 1 83.58 85.56 18.3 81.63 Data_IG j48 fayyadIrani Y 50631 56194 10 1 83.92 87.07 18.9 80.47 Data_IG JRip fayyadIrani Y 50631 56194 10 1 83.79 86.85 18.96 80.45 Data_IG oneR fayyadIrani Y 56194 50631 10 2 79.28 92.44 27.99 64.58 Data_IG Ridor fayyadIrani Y 56194 50631 10 2 82.45 81.1 16 85.44 Data_IG bayes fayyadIrani Y 56194 50631 10 2 83.08 83.45 17.3 83.29 Data_IG Aode fayyadIrani Y 56194 50631 10 2 83.74 85.59 18.01 81.85 Data_IG j48 fayyadIrani Y 56194 50631 10 2 83.98 87.18 18.86 80.34 Data_IG JRip fayyadIrani Y 56194 50631 10 2 83.83 86.91 18.91 80.35