=== 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-F4-S5-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F4-S5-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F4-S5-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F4-S5-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F4-S5-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F4-S5-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F4-S5-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F4-S5-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F4-S5-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F4-S5-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F4-S5-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F4-S5-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F4-S5-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F4-S5-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F4-S5-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F4-S5-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F4-S5-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F4-S5-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-R1,3-15,17-18,21-23,26,28,31,33-34,36-37,39-46-weka.filters.unsupervised.attribute.Remove-R1-weka.filters.unsupervised.attribute.Remove-R7,11
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
| wa_confused <= 0
| | tired <= 2: 0_1_2_3_4_5_6_7_8_9 (206.95/44.67)
| | tired > 2
| | | paralysis <= 0
| | | | epworth_score <= 27: 0_1_2_3_4_5_6_7_8_9 (116.35/41.58)
| | | | epworth_score > 27
| | | | | wake_am_headache <= 0: 0_1_2_3_4_5_6_7_8_9 (33.94/16.77)
| | | | | wake_am_headache > 0: 10_11_12_13_14_15_16 (51.33/28.44)
| | | paralysis > 0
| | | | wake_am_headache <= 1: 10_11_12_13_14_15_16 (12.81/6.7)
| | | | wake_am_headache > 1: 17_18_19_20_21_22_23_24_25_26_27_28_29 (10.8/4.07)
| wa_confused > 0
| | paralysis <= 1
| | | leg_crawly <= 2
| | | | wake_am_headache <= 0
| | | | | eat_work_worry_bed <= 0: 0_1_2_3_4_5_6_7_8_9 (28.47/9.38)
| | | | | eat_work_worry_bed > 0: 10_11_12_13_14_15_16 (14.2/6.94)
| | | | wake_am_headache > 0
| | | | | tired <= 2: 0_1_2_3_4_5_6_7_8_9 (17.04/10.02)
| | | | | tired > 2
| | | | | | vivid_dream_nightmares <= 2
| | | | | | | eat_work_worry_bed <= 0: 10_11_12_13_14_15_16 (20.04/9.19)
| | | | | | | eat_work_worry_bed > 0: 17_18_19_20_21_22_23_24_25_26_27_28_29 (15.2/8.96)
| | | | | | vivid_dream_nightmares > 2: 0_1_2_3_4_5_6_7_8_9 (20.83/11.75)
| | | leg_crawly > 2: 17_18_19_20_21_22_23_24_25_26_27_28_29 (14.17/8.17)
| | paralysis > 1
| | | eat_work_worry_bed <= 0: 0_1_2_3_4_5_6_7_8_9 (12.37/7.33)
| | | eat_work_worry_bed > 0: 17_18_19_20_21_22_23_24_25_26_27_28_29 (11.06/4.05)
eat_work_worry_bed > 1
| paralysis <= 2
| | wa_confused <= 0
| | | leg_crawly <= 0
| | | | epworth_score <= 29
| | | | | wake_am_headache <= 2: 0_1_2_3_4_5_6_7_8_9 (68.68/35.07)
| | | | | wake_am_headache > 2: 10_11_12_13_14_15_16 (12.05/7.05)
| | | | epworth_score > 29
| | | | | eat_work_worry_bed <= 2
| | | | | | epworth_score <= 32: 17_18_19_20_21_22_23_24_25_26_27_28_29 (10.07/5.07)
| | | | | | epworth_score > 32: 0_1_2_3_4_5_6_7_8_9 (10.95/1.95)
| | | | | eat_work_worry_bed > 2
| | | | | | wake_am_headache <= 1: 10_11_12_13_14_15_16 (13.05/7.05)
| | | | | | wake_am_headache > 1: 0_1_2_3_4_5_6_7_8_9 (11.63/7.01)
| | | leg_crawly > 0
| | | | vivid_dream_nightmares <= 1: 17_18_19_20_21_22_23_24_25_26_27_28_29 (41.75/24.75)
| | | | vivid_dream_nightmares > 1: 10_11_12_13_14_15_16 (35.63/18.63)
| | wa_confused > 0
| | | leg_uneasy <= 0: 17_18_19_20_21_22_23_24_25_26_27_28_29 (45.73/26.19)
| | | leg_uneasy > 0
| | | | wake_am_headache <= 0: 10_11_12_13_14_15_16 (15.21/7.21)
| | | | wake_am_headache > 0: 17_18_19_20_21_22_23_24_25_26_27_28_29 (75.06/43.25)
| paralysis > 2
| | wake_am_headache <= 2: 17_18_19_20_21_22_23_24_25_26_27_28_29 (10.46/4.17)
| | wake_am_headache > 2: 30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (13.19/6.17)
Number of Leaves : 28
Size of the tree : 55
Time taken to build model: 0.75 seconds
=== Stratified cross-validation ===
=== Summary ===
Correctly Classified Instances 423 44.5732 %
Incorrectly Classified Instances 526 55.4268 %
Kappa statistic 0.136
Mean absolute error 0.3069
Root mean squared error 0.4076
Relative absolute error 91.5638 %
Root relative squared error 99.596 %
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
0.735 0.444 0.575 0.735 0.645 0.702 0_1_2_3_4_5_6_7_8_9
0.182 0.207 0.258 0.182 0.214 0.463 10_11_12_13_14_15_16
0.281 0.175 0.299 0.281 0.29 0.659 17_18_19_20_21_22_23_24_25_26_27_28_29
0.074 0.025 0.154 0.074 0.1 0.744 30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52
=== Confusion Matrix ===
a b c d <-- classified as
314 63 46 4 | a = 0_1_2_3_4_5_6_7_8_9
154 49 59 7 | b = 10_11_12_13_14_15_16
65 67 56 11 | c = 17_18_19_20_21_22_23_24_25_26_27_28_29
13 11 26 4 | d = 30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52
|
