=== Run information ===
Scheme: weka.classifiers.trees.J48 -C 0.25 -M 10
Relation: outmacro.txt-weka.filters.unsupervised.attribute.Remove-R1-weka.filters.unsupervised.attribute.Remove-R2,11-19,51-52,76-78,80,82,86,89-weka.filters.unsupervised.attribute.Remove-R8-9-weka.filters.unsupervised.attribute.Remove-R1-weka.filters.unsupervised.attribute.Remove-R38-58-weka.filters.unsupervised.instance.RemoveWithValues-S17.0-Cfirst-Lfirst-last-weka.filters.unsupervised.instance.RemoveWithValues-S18.0-Cfirst-Lfirst-last-weka.filters.unsupervised.attribute.NumericToNominal-R38-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F1-S2-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F1-S2-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F1-S2-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F1-S2-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F1-S2-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F1-S2-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F1-S2-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F1-S2-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F1-S2-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F2-S3-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F2-S3-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F2-S3-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F2-S3-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F2-S3-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F2-S3-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F3-S4-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F3-S4-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F3-S4-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F3-S4-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F3-S4-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F3-S4-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F3-S4-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F3-S4-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F3-S4-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F3-S4-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F3-S4-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F3-S4-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F3-S4-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F3-S4-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F3-S4-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F3-S4-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F3-S4-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F3-S4-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F3-S4-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F3-S4-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F3-S4-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F3-S4-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F3-S4-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F3-S4-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F3-S4-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F3-S4-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F3-S4-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F3-S4-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F3-S4-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F3-S4-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F3-S4-weka.filters.unsupervised.attribute.ClassAssigner-C38-weka.filters.unsupervised.attribute.ClassAssigner-C38-weka.filters.unsupervised.attribute.Reorder-R1-last,38-weka.filters.unsupervised.attribute.Remove-R38-weka.filters.unsupervised.attribute.Remove-R1,3-15,17-18,21-23,26,28,31,33-34,36-37,40-46-weka.filters.unsupervised.attribute.Remove-R12-13-weka.filters.unsupervised.attribute.Remove-R1,8-weka.filters.unsupervised.attribute.Remove-R5
Instances: 952
Attributes: 9
tired
eat_work_worry_bed
wake_am_headache
leg_uneasy
paralysis
vivid_dream_nightmares
wa_confused
epworth_score
bdi
Test mode: 10-fold cross-validation
=== Classifier model (full training set) ===
J48 pruned tree
------------------
eat_work_worry_bed <= 1
| epworth_score <= 27: 0_1_2_3_4_5_6_7_8_9 (361.08/112.23)
| epworth_score > 27
| | paralysis <= 0
| | | eat_work_worry_bed <= 0
| | | | wake_am_headache <= 0
| | | | | leg_uneasy <= 1: 0_1_2_3_4_5_6_7_8_9 (35.88/12.04)
| | | | | leg_uneasy > 1: 10_11_12_13_14_15_16 (12.3/5.3)
| | | | wake_am_headache > 0: 10_11_12_13_14_15_16 (58.14/33.6)
| | | eat_work_worry_bed > 0
| | | | wa_confused <= 0
| | | | | vivid_dream_nightmares <= 1: 0_1_2_3_4_5_6_7_8_9 (22.86/11.79)
| | | | | vivid_dream_nightmares > 1: 10_11_12_13_14_15_16 (16.9/9.3)
| | | | wa_confused > 0: 10_11_12_13_14_15_16 (26.5/14.1)
| | paralysis > 0
| | | wa_confused <= 2
| | | | eat_work_worry_bed <= 0: 0_1_2_3_4_5_6_7_8_9 (19.54/10.48)
| | | | eat_work_worry_bed > 0: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (22.12/10.29)
| | | wa_confused > 2: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (10.24/2.03)
eat_work_worry_bed > 1
| paralysis <= 1
| | wa_confused <= 0
| | | vivid_dream_nightmares <= 0: 0_1_2_3_4_5_6_7_8_9 (56.36/28.93)
| | | vivid_dream_nightmares > 0
| | | | epworth_score <= 17: 0_1_2_3_4_5_6_7_8_9 (14.42/6.89)
| | | | epworth_score > 17
| | | | | epworth_score <= 23: 10_11_12_13_14_15_16 (21.23/8.23)
| | | | | epworth_score > 23
| | | | | | leg_uneasy <= 1
| | | | | | | tired <= 2: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (12.01/5.0)
| | | | | | | tired > 2
| | | | | | | | eat_work_worry_bed <= 2: 0_1_2_3_4_5_6_7_8_9 (18.19/10.12)
| | | | | | | | eat_work_worry_bed > 2
| | | | | | | | | vivid_dream_nightmares <= 2: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (14.57/7.42)
| | | | | | | | | vivid_dream_nightmares > 2: 10_11_12_13_14_15_16 (10.31/5.31)
| | | | | | leg_uneasy > 1
| | | | | | | tired <= 2: 10_11_12_13_14_15_16 (10.01/3.01)
| | | | | | | tired > 2
| | | | | | | | vivid_dream_nightmares <= 1: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (15.07/6.05)
| | | | | | | | vivid_dream_nightmares > 1: 10_11_12_13_14_15_16 (25.37/14.37)
| | wa_confused > 0
| | | wa_confused <= 2
| | | | wake_am_headache <= 1
| | | | | tired <= 2: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (12.52/5.01)
| | | | | tired > 2: 10_11_12_13_14_15_16 (41.07/22.2)
| | | | wake_am_headache > 1: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (51.22/20.16)
| | | wa_confused > 2: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (14.84/3.05)
| paralysis > 1: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (46.26/10.4)
Number of Leaves : 25
Size of the tree : 49
Time taken to build model: 0.73 seconds
=== Stratified cross-validation ===
=== Summary ===
Correctly Classified Instances 462 48.6828 %
Incorrectly Classified Instances 487 51.3172 %
Kappa statistic 0.1814
Mean absolute error 0.3828
Root mean squared error 0.4537
Relative absolute error 88.8534 %
Root relative squared error 97.7587 %
Total Number of Instances 949
Ignored Class Unknown Instances 3
=== Detailed Accuracy By Class ===
TP Rate FP Rate Precision Recall F-Measure ROC Area Class
0.714 0.446 0.567 0.714 0.632 0.696 0_1_2_3_4_5_6_7_8_9
0.141 0.156 0.264 0.141 0.184 0.472 10_11_12_13_14_15_16
0.47 0.213 0.446 0.47 0.458 0.729 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52
=== Confusion Matrix ===
a b c <-- classified as
305 56 66 | a = 0_1_2_3_4_5_6_7_8_9
149 38 82 | b = 10_11_12_13_14_15_16
84 50 119 | c = 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52
|
