Vote combines the probability distributions of these base learners: weka.classifiers.trees.LMT -C -P -I -1 -M 11 -W 0.0 weka.classifiers.bayes.NaiveBayes -K weka.classifiers.bayes.NaiveBayes weka.classifiers.functions.SMO -C 0.8216303618832919 -L 0.001 -P 1.0E-12 -N 2 -V -1 -W 1 -K "weka.classifiers.functions.supportVector.PolyKernel -E 3.918862931408366 -C 250007" -calibrator "weka.classifiers.functions.Logistic -R 1.0E-8 -M -1 -num-decimal-places 4" weka.classifiers.trees.DecisionStump using the 'Minimum' combination rule All the models: Logistic model tree ------------------ : LM_1:7/7 (1066) Number of Leaves : 1 Size of the Tree : 1 LM_1: Class 0 : 5.08 + [spot_distribution=C] * -1.85 + [Evolution=2] * -0.72 + [Area=2] * -0.85 + [C-class_flares_production_by_this_region=1] * -0.98 + [M-class_flares_production_by_this_region=1] * -1.09 + [M-class_flares_production_by_this_region=5] * -2.99 Class 1 : -3.8 + [class=F] * 0.93 + [spot_distribution=C] * 0.98 + [Evolution=2] * 0.89 + [Area=2] * 1.02 + [C-class_flares_production_by_this_region=1] * 1.07 + [M-class_flares_production_by_this_region=1] * 1.16 + [M-class_flares_production_by_this_region=5] * 2.99 Class 2 : -5.08 + [Area=2] * 0.96 + [C-class_flares_production_by_this_region=1] * 0.96 + [M-class_flares_production_by_this_region=3] * 6.48 Naive Bayes Classifier Class Attribute 0 1 2 (0.99) (0) (0) ================================================================ class B 148.0 1.0 1.0 C 212.0 1.0 1.0 D 239.0 1.0 2.0 E 94.0 3.0 1.0 F 42.0 3.0 1.0 H 332.0 1.0 1.0 [total] 1067.0 10.0 7.0 largest_spot_size A 216.0 2.0 1.0 H 28.0 1.0 1.0 K 43.0 4.0 2.0 R 219.0 1.0 1.0 S 415.0 1.0 1.0 X 146.0 1.0 1.0 [total] 1067.0 10.0 7.0 spot_distribution C 32.0 4.0 2.0 I 223.0 2.0 1.0 O 478.0 1.0 1.0 X 332.0 1.0 1.0 [total] 1065.0 8.0 5.0 Activity 1 902.0 2.0 1.0 2 161.0 4.0 2.0 [total] 1063.0 6.0 3.0 Evolution 1 78.0 1.0 1.0 2 483.0 3.0 1.0 3 503.0 3.0 2.0 [total] 1064.0 7.0 4.0 Previous_24_hour_flare_activity_code 1 1026.0 3.0 2.0 2 14.0 1.0 1.0 3 24.0 3.0 1.0 [total] 1064.0 7.0 4.0 Historically-complex 1 636.0 1.0 1.0 2 427.0 5.0 2.0 [total] 1063.0 6.0 3.0 Did_region_become_historically_complex 1 134.0 1.0 1.0 2 929.0 5.0 2.0 [total] 1063.0 6.0 3.0 Area 1 1039.0 2.0 1.0 2 24.0 4.0 2.0 [total] 1063.0 6.0 3.0 Area_of_the_largest_spot 1 1062.0 5.0 2.0 [total] 1062.0 5.0 2.0 C-class_flares_production_by_this_region 0 883.0 3.0 1.0 1 110.0 3.0 2.0 2 34.0 1.0 1.0 3 21.0 1.0 1.0 4 10.0 1.0 1.0 5 5.0 1.0 1.0 6 4.0 1.0 1.0 8 2.0 1.0 1.0 [total] 1069.0 12.0 9.0 M-class_flares_production_by_this_region 0 1029.0 3.0 1.0 1 29.0 2.0 1.0 2 4.0 1.0 1.0 3 2.0 1.0 2.0 4 2.0 1.0 1.0 5 1.0 2.0 1.0 [total] 1067.0 10.0 7.0 Naive Bayes Classifier Class Attribute 0 1 2 (0.99) (0) (0) ================================================================ class B 148.0 1.0 1.0 C 212.0 1.0 1.0 D 239.0 1.0 2.0 E 94.0 3.0 1.0 F 42.0 3.0 1.0 H 332.0 1.0 1.0 [total] 1067.0 10.0 7.0 largest_spot_size A 216.0 2.0 1.0 H 28.0 1.0 1.0 K 43.0 4.0 2.0 R 219.0 1.0 1.0 S 415.0 1.0 1.0 X 146.0 1.0 1.0 [total] 1067.0 10.0 7.0 spot_distribution C 32.0 4.0 2.0 I 223.0 2.0 1.0 O 478.0 1.0 1.0 X 332.0 1.0 1.0 [total] 1065.0 8.0 5.0 Activity 1 902.0 2.0 1.0 2 161.0 4.0 2.0 [total] 1063.0 6.0 3.0 Evolution 1 78.0 1.0 1.0 2 483.0 3.0 1.0 3 503.0 3.0 2.0 [total] 1064.0 7.0 4.0 Previous_24_hour_flare_activity_code 1 1026.0 3.0 2.0 2 14.0 1.0 1.0 3 24.0 3.0 1.0 [total] 1064.0 7.0 4.0 Historically-complex 1 636.0 1.0 1.0 2 427.0 5.0 2.0 [total] 1063.0 6.0 3.0 Did_region_become_historically_complex 1 134.0 1.0 1.0 2 929.0 5.0 2.0 [total] 1063.0 6.0 3.0 Area 1 1039.0 2.0 1.0 2 24.0 4.0 2.0 [total] 1063.0 6.0 3.0 Area_of_the_largest_spot 1 1062.0 5.0 2.0 [total] 1062.0 5.0 2.0 C-class_flares_production_by_this_region 0 883.0 3.0 1.0 1 110.0 3.0 2.0 2 34.0 1.0 1.0 3 21.0 1.0 1.0 4 10.0 1.0 1.0 5 5.0 1.0 1.0 6 4.0 1.0 1.0 8 2.0 1.0 1.0 [total] 1069.0 12.0 9.0 M-class_flares_production_by_this_region 0 1029.0 3.0 1.0 1 29.0 2.0 1.0 2 4.0 1.0 1.0 3 2.0 1.0 2.0 4 2.0 1.0 1.0 5 1.0 2.0 1.0 [total] 1067.0 10.0 7.0 SMO Kernel used: Poly Kernel: K(x,y) = ^3.918862931408366 Classifier for classes: 0, 1 BinarySMO - 0.0001 * <0 0 0 1 0 0 0 0 1 0 0 0 1 0 0 0 1 0 0 1 1 0 0 1 1 1 0 1 0 0 0 0 0 0 0 1 0 0 0 0 0 > * X] - 0.0003 * <0 0 0 0 1 0 0 0 1 0 0 0 1 0 0 0 1 0 0 1 0 0 1 1 1 1 0 0 1 0 0 0 0 0 0 1 0 0 0 0 0 > * X] - 0 * <0 0 0 1 0 0 0 0 1 0 0 0 1 0 0 0 1 0 1 0 0 0 1 1 1 1 0 1 0 0 0 0 0 0 0 1 0 0 0 0 0 > * X] + 0.0002 * <0 0 0 1 0 0 0 0 1 0 0 0 1 0 0 0 1 0 0 1 0 0 1 1 1 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 1 > * X] - 0.0001 * <0 0 0 1 0 0 1 0 0 0 0 0 0 1 0 0 1 0 0 1 0 0 1 1 1 0 0 0 1 0 0 0 0 0 0 1 0 0 0 0 0 > * X] - 0 * <0 0 0 1 0 0 0 0 1 0 0 0 1 0 0 0 1 0 0 1 1 0 0 1 1 1 0 0 0 1 0 0 0 0 0 0 1 0 0 0 0 > * X] - 0 * <0 0 0 0 1 0 0 0 1 0 0 0 1 0 0 0 0 0 0 1 1 0 0 1 1 1 0 1 0 0 0 0 0 0 0 1 0 0 0 0 0 > * X] - 0 * <0 0 1 0 0 0 1 0 0 0 0 0 0 1 0 0 1 0 1 0 1 0 0 1 1 0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 0 > * X] + 0.0004 * <0 0 0 0 1 0 0 0 1 0 0 0 1 0 0 0 0 0 1 0 1 0 0 1 1 1 0 1 0 0 0 0 0 0 0 0 1 0 0 0 0 > * X] - 0.0001 * <0 0 0 0 1 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 1 0 0 1 1 1 0 1 0 0 0 0 0 0 0 1 0 0 0 0 0 > * X] - 0 * <0 0 0 0 1 0 1 0 0 0 0 0 0 1 0 0 0 0 1 0 1 0 0 1 1 0 0 0 1 0 0 0 0 0 0 1 0 0 0 0 0 > * X] - 0.0001 * <0 0 0 1 0 0 0 0 1 0 0 0 1 0 0 0 0 0 0 1 1 0 0 1 1 0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 0 > * X] - 0.8215 * <0 0 0 0 1 0 1 0 0 0 0 0 0 1 0 0 1 0 1 0 1 0 0 1 1 0 0 0 1 0 0 0 0 0 0 1 0 0 0 0 0 > * X] - 0.0002 * <0 0 0 1 0 0 0 0 1 0 0 0 1 0 0 0 1 0 0 1 0 0 1 1 1 1 0 0 0 0 0 0 0 1 0 1 0 0 0 0 0 > * X] - 0 * <1 0 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0 1 0 1 0 0 1 1 0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 0 > * X] - 0.0001 * <0 0 0 1 0 0 0 0 1 0 0 0 1 0 0 0 1 0 1 0 0 0 1 1 1 1 0 1 0 0 0 0 0 0 0 1 0 0 0 0 0 > * X] - 0 * <0 0 0 1 0 0 0 0 0 0 1 0 0 0 1 0 1 0 0 1 0 0 1 0 1 0 0 1 0 0 0 0 0 0 0 1 0 0 0 0 0 > * X] - 0.0001 * <0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 1 0 0 1 1 0 0 1 1 1 0 0 1 0 0 0 0 0 0 1 0 0 0 0 0 > * X] + 0.0006 * <0 0 0 1 0 0 0 0 1 0 0 0 1 0 0 0 1 0 0 1 0 0 1 1 1 1 0 0 1 0 0 0 0 0 0 1 0 0 0 0 0 > * X] - 0 * <0 0 0 1 0 0 0 0 1 0 0 0 1 0 0 0 0 0 0 1 1 0 0 1 1 1 0 0 0 1 0 0 0 0 0 0 1 0 0 0 0 > * X] + 0.8216 * <0 0 0 0 1 0 1 0 0 0 0 0 0 1 0 0 1 0 1 0 1 0 0 1 1 0 0 0 1 0 0 0 0 0 0 1 0 0 0 0 0 > * X] - 0 * <0 0 1 0 0 0 0 0 0 0 1 0 0 0 1 0 1 0 1 0 0 1 0 1 1 0 0 0 1 0 0 0 0 0 0 0 1 0 0 0 0 > * X] - 0 * <0 0 0 0 1 0 1 0 0 0 0 0 1 0 0 0 1 0 1 0 1 0 0 1 1 0 0 0 1 0 0 0 0 0 0 1 0 0 0 0 0 > * X] - 0 * <0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 1 0 0 1 0 1 0 0 1 1 0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 0 > * X] - 0 * <0 0 0 1 0 0 0 0 1 0 0 0 1 0 0 0 1 0 1 0 0 0 1 1 1 1 0 0 0 1 0 0 0 0 0 0 0 1 0 0 0 > * X] - 1.0602 Number of support vectors: 25 Number of kernel evaluations: 166769 (67.705% cached) Classifier for classes: 0, 2 BinarySMO - 0 * <0 0 1 0 0 0 0 0 0 1 0 0 1 0 0 0 0 0 0 1 1 0 0 1 1 0 0 0 1 0 0 0 0 0 0 1 0 0 0 0 0 > * X] - 0 * <0 0 1 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 1 1 0 0 1 1 0 0 0 1 0 0 0 0 0 0 1 0 0 0 0 0 > * X] - 0 * <0 0 0 1 0 0 0 0 1 0 0 0 1 0 0 0 1 0 0 1 1 0 0 1 1 1 0 1 0 0 0 0 0 0 0 1 0 0 0 0 0 > * X] - 0 * <0 0 1 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 1 1 0 0 1 1 0 0 0 1 0 0 0 0 0 0 1 0 0 0 0 0 > * X] - 0 * <0 0 0 0 1 0 0 0 1 0 0 0 1 0 0 0 1 0 0 1 0 0 1 1 1 1 0 0 1 0 0 0 0 0 0 1 0 0 0 0 0 > * X] - 0 * <0 0 0 1 0 0 0 0 1 0 0 0 1 0 0 0 1 0 0 1 1 0 0 1 1 1 0 0 0 1 0 0 0 0 0 0 1 0 0 0 0 > * X] - 0 * <0 0 0 0 1 0 0 0 1 0 0 0 1 0 0 0 1 0 0 1 1 0 0 1 1 1 0 1 0 0 0 0 0 0 0 1 0 0 0 0 0 > * X] - 0 * <0 0 1 0 0 0 0 0 1 0 0 0 0 1 0 0 1 0 1 0 1 0 0 1 1 0 0 0 1 0 0 0 0 0 0 1 0 0 0 0 0 > * X] - 0 * <0 0 1 0 0 0 0 0 1 0 0 0 0 1 0 0 1 0 0 1 1 0 0 1 1 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 > * X] - 0 * <0 0 0 0 1 0 1 0 0 0 0 0 0 1 0 0 1 0 0 1 1 0 0 1 1 1 0 0 1 0 0 0 0 0 0 0 1 0 0 0 0 > * X] - 0 * <0 0 1 0 0 0 0 0 0 0 1 0 0 0 1 0 1 0 0 1 1 0 0 1 1 0 0 0 1 0 0 0 0 0 0 1 0 0 0 0 0 > * X] + 0.0002 * <0 0 1 0 0 0 0 0 1 0 0 0 1 0 0 0 1 0 0 1 1 0 0 1 1 1 0 0 1 0 0 0 0 0 0 0 0 0 1 0 0 > * X] - 0 * <0 0 1 0 0 0 1 0 0 0 0 0 1 0 0 0 1 0 0 1 1 0 0 1 1 0 0 1 0 0 0 0 0 0 0 1 0 0 0 0 0 > * X] - 0 * <0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 1 0 0 1 1 0 0 1 1 1 0 0 1 0 0 0 0 0 0 1 0 0 0 0 0 > * X] - 0 * <0 0 1 0 0 0 0 0 0 1 0 0 1 0 0 0 1 0 0 1 1 0 0 0 1 0 0 0 1 0 0 0 0 0 0 1 0 0 0 0 0 > * X] - 0 * <0 0 1 0 0 0 0 0 0 0 1 0 0 1 0 0 0 0 1 0 1 0 0 1 1 0 0 1 0 0 0 0 0 0 0 0 0 0 1 0 0 > * X] - 1.0486 Number of support vectors: 16 Number of kernel evaluations: 93681 (39.198% cached) Classifier for classes: 1, 2 BinarySMO - 0.0001 * <0 0 0 1 0 0 0 0 1 0 0 0 1 0 0 0 1 0 0 1 0 0 1 1 1 1 0 0 1 0 0 0 0 0 0 1 0 0 0 0 0 > * X] + 0.0002 * <0 0 1 0 0 0 0 0 1 0 0 0 1 0 0 0 1 0 0 1 1 0 0 1 1 1 0 0 1 0 0 0 0 0 0 0 0 0 1 0 0 > * X] - 0 * <0 0 0 0 1 0 0 0 1 0 0 0 1 0 0 0 0 0 1 0 1 0 0 1 1 1 0 1 0 0 0 0 0 0 0 0 1 0 0 0 0 > * X] - 0 * <0 0 0 0 1 0 1 0 0 0 0 0 0 1 0 0 1 0 1 0 1 0 0 1 1 0 0 0 1 0 0 0 0 0 0 1 0 0 0 0 0 > * X] - 0 * <0 0 0 1 0 0 0 0 1 0 0 0 1 0 0 0 1 0 0 1 0 0 1 1 1 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 1 > * X] - 0.7058 Number of support vectors: 5 Number of kernel evaluations: 15 (88.636% cached) Decision Stump Classifications Area = 1 : 0 Area != 1 : 0 Area is missing : 0 Class distributions Area = 1 0 1 2 0.9990375360923965 9.624639076034649E-4 0.0 Area != 1 0 1 2 0.8518518518518519 0.1111111111111111 0.037037037037037035 Area is missing 0 1 2 0.9953095684803002 0.00375234521575985 9.380863039399625E-4