kr-vs-kp data set (UCI) Number of features = 36 Total number of instances = 3196 Number of classes: 2 probability of class 0 in the whole set: 0.522215 probability of class 1 in the whole set: 0.477785 feature 0, with number of values = 2 feature 1, with number of values = 2 feature 2, with number of values = 2 feature 3, with number of values = 2 feature 4, with number of values = 2 feature 5, with number of values = 2 feature 6, with number of values = 2 feature 7, with number of values = 2 feature 8, with number of values = 2 feature 9, with number of values = 2 feature 10, with number of values = 2 feature 11, with number of values = 2 feature 12, with number of values = 2 feature 13, with number of values = 2 feature 14, with number of values = 3 feature 15, with number of values = 2 feature 16, with number of values = 2 feature 17, with number of values = 2 feature 18, with number of values = 2 feature 19, with number of values = 2 feature 20, with number of values = 2 feature 21, with number of values = 2 feature 22, with number of values = 2 feature 23, with number of values = 2 feature 24, with number of values = 2 feature 25, with number of values = 2 feature 26, with number of values = 2 feature 27, with number of values = 2 feature 28, with number of values = 2 feature 29, with number of values = 2 feature 30, with number of values = 2 feature 31, with number of values = 2 feature 32, with number of values = 2 feature 33, with number of values = 2 feature 34, with number of values = 2 feature 35, with number of values = 2 Naive Bayes trained on the whole data set: 0/1 loss if no feature was used (error of random):0.477785 feature: 0, with gini loss: 0.499012, with 0/1 loss: 0.477785 (when used alone for prediction) class: 0 value: 0, prob: 0.887493 value: 1, prob: 0.112507 class: 1 value: 0, prob: 0.888162 value: 1, prob: 0.111838 feature: 1, with gini loss: 0.499007, with 0/1 loss: 0.477785 (when used alone for prediction) class: 0 value: 0, prob: 0.928187 value: 1, prob: 0.0718133 class: 1 value: 0, prob: 0.93002 value: 1, prob: 0.0699804 feature: 2, with gini loss: 0.494924, with 0/1 loss: 0.462162 (when used alone for prediction) class: 0 value: 0, prob: 0.978456 value: 1, prob: 0.021544 class: 1 value: 0, prob: 0.943754 value: 1, prob: 0.0562459 feature: 3, with gini loss: 0.498931, with 0/1 loss: 0.477785 (when used alone for prediction) class: 0 value: 0, prob: 0.902454 value: 1, prob: 0.0975464 class: 1 value: 0, prob: 0.894702 value: 1, prob: 0.105298 feature: 4, with gini loss: 0.498263, with 0/1 loss: 0.474366 (when used alone for prediction) class: 0 value: 0, prob: 0.683423 value: 1, prob: 0.316577 class: 1 value: 0, prob: 0.646828 value: 1, prob: 0.353172 feature: 5, with gini loss: 0.489285, with 0/1 loss: 0.43219 (when used alone for prediction) class: 0 value: 0, prob: 0.472172 value: 1, prob: 0.527828 class: 1 value: 0, prob: 0.611511 value: 1, prob: 0.388489 feature: 6, with gini loss: 0.485653, with 0/1 loss: 0.415305 (when used alone for prediction) class: 0 value: 0, prob: 0.709156 value: 1, prob: 0.290844 class: 1 value: 0, prob: 0.551341 value: 1, prob: 0.448659 feature: 7, with gini loss: 0.472034, with 0/1 loss: 0.391547 (when used alone for prediction) class: 0 value: 0, prob: 0.873728 value: 1, prob: 0.126272 class: 1 value: 0, prob: 0.681491 value: 1, prob: 0.318509 feature: 8, with gini loss: 0.495401, with 0/1 loss: 0.453431 (when used alone for prediction) class: 0 value: 0, prob: 0.658887 value: 1, prob: 0.341113 class: 1 value: 0, prob: 0.576194 value: 1, prob: 0.423806 feature: 9, with gini loss: 0.42712, with 0/1 loss: 0.316865 (when used alone for prediction) class: 0 value: 0, prob: 0.862956 value: 1, prob: 0.137044 class: 1 value: 0, prob: 0.513407 value: 1, prob: 0.486593 feature: 10, with gini loss: 0.496703, with 0/1 loss: 0.469379 (when used alone for prediction) class: 0 value: 0, prob: 0.536206 value: 1, prob: 0.463794 class: 1 value: 0, prob: 0.603663 value: 1, prob: 0.396337 feature: 11, with gini loss: 0.498897, with 0/1 loss: 0.477785 (when used alone for prediction) class: 0 value: 0, prob: 0.889886 value: 1, prob: 0.110114 class: 1 value: 0, prob: 0.899281 value: 1, prob: 0.100719 feature: 12, with gini loss: 0.494079, with 0/1 loss: 0.445615 (when used alone for prediction) class: 0 value: 0, prob: 0.733692 value: 1, prob: 0.266308 class: 1 value: 0, prob: 0.641596 value: 1, prob: 0.358404 feature: 13, with gini loss: 0.496719, with 0/1 loss: 0.473098 (when used alone for prediction) class: 0 value: 0, prob: 0.999402 value: 1, prob: 0.000598444 class: 1 value: 0, prob: 0.989536 value: 1, prob: 0.0104644 feature: 14, with gini loss: 0.475094, with 0/1 loss: 0.444128 (when used alone for prediction) class: 0 value: 0, prob: 0.743421 value: 1, prob: 0.208732 value: 2, prob: 0.0478469 class: 1 value: 0, prob: 0.839869 value: 1, prob: 0.0647059 value: 2, prob: 0.0954248 feature: 15, with gini loss: 0.48665, with 0/1 loss: 0.445913 (when used alone for prediction) class: 0 value: 0, prob: 0.983244 value: 1, prob: 0.0167564 class: 1 value: 0, prob: 0.914977 value: 1, prob: 0.0850229 feature: 16, with gini loss: 0.498942, with 0/1 loss: 0.477785 (when used alone for prediction) class: 0 value: 0, prob: 0.967086 value: 1, prob: 0.0329144 class: 1 value: 0, prob: 0.971223 value: 1, prob: 0.028777 feature: 17, with gini loss: 0.485548, with 0/1 loss: 0.432198 (when used alone for prediction) class: 0 value: 0, prob: 0.614004 value: 1, prob: 0.385996 class: 1 value: 0, prob: 0.766514 value: 1, prob: 0.233486 feature: 18, with gini loss: 0.498581, with 0/1 loss: 0.477785 (when used alone for prediction) class: 0 value: 0, prob: 0.98863 value: 1, prob: 0.0113704 class: 1 value: 0, prob: 0.994114 value: 1, prob: 0.0058862 feature: 19, with gini loss: 0.498985, with 0/1 loss: 0.477785 (when used alone for prediction) class: 0 value: 0, prob: 0.8462 value: 1, prob: 0.1538 class: 1 value: 0, prob: 0.851537 value: 1, prob: 0.148463 feature: 20, with gini loss: 0.397386, with 0/1 loss: 0.339706 (when used alone for prediction) class: 0 value: 0, prob: 0.64991 value: 1, prob: 0.35009 class: 1 value: 0, prob: 0.999346 value: 1, prob: 0.000654022 feature: 21, with gini loss: 0.493906, with 0/1 loss: 0.472829 (when used alone for prediction) class: 0 value: 0, prob: 0.760622 value: 1, prob: 0.239378 class: 1 value: 0, prob: 0.841727 value: 1, prob: 0.158273 feature: 22, with gini loss: 0.495201, with 0/1 loss: 0.459975 (when used alone for prediction) class: 0 value: 0, prob: 0.9617 value: 1, prob: 0.0383004 class: 1 value: 0, prob: 0.920863 value: 1, prob: 0.0791367 feature: 23, with gini loss: 0.497978, with 0/1 loss: 0.477785 (when used alone for prediction) class: 0 value: 0, prob: 0.596649 value: 1, prob: 0.403351 class: 1 value: 0, prob: 0.640942 value: 1, prob: 0.359058 feature: 24, with gini loss: 0.49832, with 0/1 loss: 0.475597 (when used alone for prediction) class: 0 value: 0, prob: 0.998205 value: 1, prob: 0.00179533 class: 1 value: 0, prob: 0.99346 value: 1, prob: 0.00654022 feature: 25, with gini loss: 0.498333, with 0/1 loss: 0.477785 (when used alone for prediction) class: 0 value: 0, prob: 0.67684 value: 1, prob: 0.32316 class: 1 value: 0, prob: 0.710922 value: 1, prob: 0.289078 feature: 26, with gini loss: 0.490605, with 0/1 loss: 0.4506 (when used alone for prediction) class: 0 value: 0, prob: 0.97307 value: 1, prob: 0.02693 class: 1 value: 0, prob: 0.913669 value: 1, prob: 0.0863309 feature: 27, with gini loss: 0.498946, with 0/1 loss: 0.477472 (when used alone for prediction) class: 0 value: 0, prob: 0.999402 value: 1, prob: 0.000598444 class: 1 value: 0, prob: 0.998692 value: 1, prob: 0.00130804 feature: 28, with gini loss: 0.491182, with 0/1 loss: 0.463098 (when used alone for prediction) class: 0 value: 0, prob: 0.999402 value: 1, prob: 0.000598444 class: 1 value: 0, prob: 0.968607 value: 1, prob: 0.0313931 feature: 29, with gini loss: 0.498221, with 0/1 loss: 0.477785 (when used alone for prediction) class: 0 value: 0, prob: 0.949132 value: 1, prob: 0.0508677 class: 1 value: 0, prob: 0.965337 value: 1, prob: 0.0346632 feature: 30, with gini loss: 0.491087, with 0/1 loss: 0.466268 (when used alone for prediction) class: 0 value: 0, prob: 0.77678 value: 1, prob: 0.22322 class: 1 value: 0, prob: 0.87312 value: 1, prob: 0.12688 feature: 31, with gini loss: 0.479943, with 0/1 loss: 0.4356 (when used alone for prediction) class: 0 value: 0, prob: 0.987433 value: 1, prob: 0.0125673 class: 1 value: 0, prob: 0.897973 value: 1, prob: 0.102027 feature: 32, with gini loss: 0.432607, with 0/1 loss: 0.317806 (when used alone for prediction) class: 0 value: 0, prob: 0.789946 value: 1, prob: 0.210054 class: 1 value: 0, prob: 0.435579 value: 1, prob: 0.564421 feature: 33, with gini loss: 0.498206, with 0/1 loss: 0.477785 (when used alone for prediction) class: 0 value: 0, prob: 0.609216 value: 1, prob: 0.390784 class: 1 value: 0, prob: 0.648136 value: 1, prob: 0.351864 feature: 34, with gini loss: 0.488327, with 0/1 loss: 0.424987 (when used alone for prediction) class: 0 value: 0, prob: 0.795332 value: 1, prob: 0.204668 class: 1 value: 0, prob: 0.665795 value: 1, prob: 0.334205 feature: 35, with gini loss: 0.499013, with 0/1 loss: 0.477785 (when used alone for prediction) class: 0 value: 0, prob: 0.752843 value: 1, prob: 0.247157 class: 1 value: 0, prob: 0.75278 value: 1, prob: 0.24722