| Algorithm | term-size | FP Rate | Precision | Recall | Accuracy | F-Measure | AUC |
| Naïve Bayes | 1 | 0.083 | 0.902 | 0.699 | 69.9378 | 0.75 | 0.894 |
| 2 | 0.088 | 0.914 | 0.818 | 81.835 | 0.845 | 0.918 | |
| 3 | 0.102 | 0.926 | 0.882 | 88.2205 | 0.895 | 0.919 | |
| 5 | 0.251 | 0.917 | 0.91 | 90.9595 | 0.913 | 0.856 | |
| SMO | 1 | 0.765 | 0.863 | 0.883 | 88.3213 | 0.846 | 0.559 |
| 2 | 0.258 | 0.943 | 0.945 | 94.5051 | 0.943 | 0.843 | |
| 3 | 0.226 | 0.946 | 0.948 | 94.7908 | 0.947 | 0.861 | |
| 5 | 0.305 | 0.934 | 0.938 | 93.7658 | 0.935 | 0.816 | |
| LibSVM | 1 | 0.844 | 0.885 | 0.879 | 87.8676 | 0.826 | 0.517 |
| 2 | 0.845 | 0.884 | 0.879 | 87.8508 | 0.826 | 0.517 | |
| 3 | 0.847 | 0.884 | 0.878 | 87.834 | 0.826 | 0.516 | |
| 5 | 0.847 | 0.884 | 0.878 | 87.834 | 0.826 | 0.516 | |
| IBk (k = 1) | 1 | 0.124 | 0.96 | 0.96 | 95.9503 | 0.96 | 0.948 |
| 2 | 0.136 | 0.957 | 0.956 | 95.5638 | 0.956 | 0.943 | |
| 3 | 0.155 | 0.926 | 0.906 | 90.573 | 0.912 | 0.911 | |
| 5 | 0.126 | 0.912 | 0.844 | 84.4228 | 0.864 | 0.885 | |
| IBk (k = 2) | 1 | 0.188 | 0.96 | 0.961 | 96.1183 | 0.96 | 0.963 |
| 2 | 0.223 | 0.956 | 0.957 | 95.7486 | 0.956 | 0.956 | |
| 3 | 0.388 | 0.916 | 0.922 | 92.1694 | 0.917 | 0.919 | |
| 5 | 0.564 | 0.894 | 0.905 | 90.4554 | 0.889 | 0.872 | |
| IBk (k = 3) | 1 | 0.144 | 0.959 | 0.959 | 95.883 | 0.959 | 0.968 |
| 2 | 0.193 | 0.95 | 0.95 | 95.026 | 0.95 | 0.959 | |
| 3 | 0.387 | 0.904 | 0.909 | 90.8755 | 0.906 | 0.915 | |
| 5 | 0.574 | 0.885 | 0.899 | 89.8841 | 0.884 | 0.878 | |
| kMeans (k = 2) | 1 | 0.858 | 0.749 | 0.722 | 70.6436 | 0.735 | 0.423 |
| 2 | 0.865 | 0.75 | 0.771 | 74.3236 | 0.76 | 0.437 | |
| 3 | 0.863 | 0.745 | 0.863 | 78.8775 | 0.799 | 0.458 | |
| 5 | 0.865 | 0.776 | 0.865 | 80.7259 | 0.803 | 0.467 | |
| ZeroR | 1 | 0.875 | 0.765 | 0.875 | 87.4643 | 0.816 | 0.498 |
| 2 | 0.875 | 0.765 | 0.875 | 87.4643 | 0.816 | 0.498 | |
| 3 | 0.875 | 0.765 | 0.875 | 87.4643 | 0.816 | 0.498 | |
| 5 | 0.875 | 0.765 | 0.875 | 87.4643 | 0.816 | 0.498 | |
| OneR (B = 5) | 1 | 0.759 | 0.833 | 0.871 | 87.145 | 0.84 | 0.556 |
| 2 | 0.733 | 0.846 | 0.877 | 87.7164 | 0.848 | 0.572 | |
| 3 | 0.656 | 0.884 | 0.896 | 89.6152 | 0.873 | 0.62 | |
| 5 | 0.647 | 0.881 | 0.895 | 89.5312 | 0.873 | 0.624 | |
| OneR (B = 6) | 1 | 0.773 | 0.846 | 0.878 | 87.8004 | 0.841 | 0.552 |
| 2 | 0.73 | 0.846 | 0.877 | 87.7164 | 0.848 | 0.574 | |
| 3 | 0.657 | 0.886 | 0.897 | 89.6824 | 0.873 | 0.62 | |
| 5 | 0.637 | 0.884 | 0.897 | 89.716 | 0.876 | 0.63 | |
| OneR (B = 10) | 1 | 0.778 | 0.886 | 0.887 | 88.6742 | 0.846 | 0.555 |
| 2 | 0.719 | 0.848 | 0.878 | 87.7836 | 0.85 | 0.579 | |
| 3 | 0.656 | 0.884 | 0.896 | 89.632 | 0.873 | 0.62 | |
| 5 | 0.635 | 0.885 | 0.897 | 89.7496 | 0.876 | 0.631 | |
| JRip | 1 | 0.168 | 0.957 | 0.958 | 95.8158 | 0.958 | 0.903 |
| 2 | 0.18 | 0.955 | 0.956 | 95.5638 | 0.955 | 0.887 | |
| 3 | 0.205 | 0.953 | 0.954 | 95.3957 | 0.953 | 0.873 | |
| 5 | 0.274 | 0.939 | 0.942 | 94.2027 | 0.94 | 0.84 | |
| J48 | 1 | 0.154 | 0.959 | 0.96 | 95.9839 | 0.96 | 0.927 |
| 2 | 0.176 | 0.958 | 0.958 | 95.8494 | 0.958 | 0.875 | |
| 3 | 0.219 | 0.95 | 0.952 | 95.2109 | 0.951 | 0.863 | |
| 5 | 0.266 | 0.941 | 0.944 | 94.3707 | 0.942 | 0.878 |