=== 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
Instances: 952
Attributes: 10
tired
eat_work_worry_bed
wake_am_headache
leg_uneasy
leg_crawly
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
| | | | | leg_crawly <= 0: 10_11_12_13_14_15_16 (16.06/7.06)
| | | | | leg_crawly > 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 (10.44/4.43)
| | 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
| | leg_crawly <= 0
| | | wa_confused <= 0
| | | | vivid_dream_nightmares <= 0: 0_1_2_3_4_5_6_7_8_9 (40.21/17.92)
| | | | vivid_dream_nightmares > 0
| | | | | wake_am_headache <= 0: 0_1_2_3_4_5_6_7_8_9 (24.29/10.83)
| | | | | wake_am_headache > 0
| | | | | | leg_uneasy <= 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 (39.77/23.47)
| | | | | | leg_uneasy > 0: 0_1_2_3_4_5_6_7_8_9 (18.95/10.89)
| | | wa_confused > 0
| | | | vivid_dream_nightmares <= 1: 10_11_12_13_14_15_16 (22.59/11.59)
| | | | vivid_dream_nightmares > 1
| | | | | wake_am_headache <= 1
| | | | | | wake_am_headache <= 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 (12.8/7.67)
| | | | | | wake_am_headache > 0: 10_11_12_13_14_15_16 (10.04/5.17)
| | | | | 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 (16.07/4.05)
| | leg_crawly > 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 (132.47/65.2)
| 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 : 21
Size of the tree : 41
Time taken to build model: 0.4 seconds
=== Stratified cross-validation ===
=== Summary ===
Correctly Classified Instances 472 49.7366 %
Incorrectly Classified Instances 477 50.2634 %
Kappa statistic 0.2021
Mean absolute error 0.3808
Root mean squared error 0.4516
Relative absolute error 88.3879 %
Root relative squared error 97.3155 %
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
0.71 0.421 0.579 0.71 0.638 0.698 0_1_2_3_4_5_6_7_8_9
0.126 0.151 0.248 0.126 0.167 0.486 10_11_12_13_14_15_16
0.534 0.221 0.467 0.534 0.498 0.739 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
303 58 66 | a = 0_1_2_3_4_5_6_7_8_9
147 34 88 | b = 10_11_12_13_14_15_16
73 45 135 | 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
|
