=== 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-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
| 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
| | | eat_work_worry_bed <= 0
| | | | tired <= 2: 0_1_2_3_4_5_6_7_8_9 (19.49/8.46)
| | | | tired > 2
| | | | | leg_uneasy <= 0
| | | | | | wake_am_headache <= 1: 0_1_2_3_4_5_6_7_8_9 (24.21/9.12)
| | | | | | wake_am_headache > 1: 10_11_12_13_14_15_16 (13.92/8.07)
| | | | | leg_uneasy > 0: 10_11_12_13_14_15_16 (18.94/8.94)
| | | eat_work_worry_bed > 0
| | | | epworth_score <= 23: 0_1_2_3_4_5_6_7_8_9 (10.38/4.32)
| | | | epworth_score > 23
| | | | | paralysis <= 0: 10_11_12_13_14_15_16 (32.71/18.45)
| | | | | paralysis > 0: 17_18_19_20_21_22_23_24_25_26_27_28_29 (10.3/5.04)
| | 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
| | | epworth_score <= 28
| | | | tired <= 2: 0_1_2_3_4_5_6_7_8_9 (46.15/23.2)
| | | | tired > 2
| | | | | leg_uneasy <= 1: 10_11_12_13_14_15_16 (36.03/18.03)
| | | | | leg_uneasy > 1: 17_18_19_20_21_22_23_24_25_26_27_28_29 (16.12/8.12)
| | | epworth_score > 28
| | | | tired <= 2: 10_11_12_13_14_15_16 (15.02/7.02)
| | | | tired > 2
| | | | | vivid_dream_nightmares <= 1: 0_1_2_3_4_5_6_7_8_9 (42.52/22.98)
| | | | | vivid_dream_nightmares > 1
| | | | | | eat_work_worry_bed <= 2
| | | | | | | leg_uneasy <= 1: 0_1_2_3_4_5_6_7_8_9 (10.03/5.01)
| | | | | | | leg_uneasy > 1: 10_11_12_13_14_15_16 (13.23/7.23)
| | | | | | eat_work_worry_bed > 2
| | | | | | | wake_am_headache <= 1: 10_11_12_13_14_15_16 (11.04/5.04)
| | | | | | | wake_am_headache > 1: 17_18_19_20_21_22_23_24_25_26_27_28_29 (13.67/8.54)
| | 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 : 29
Size of the tree : 57
Time taken to build model: 0.61 seconds
=== Stratified cross-validation ===
=== Summary ===
Correctly Classified Instances 423 44.5732 %
Incorrectly Classified Instances 526 55.4268 %
Kappa statistic 0.1371
Mean absolute error 0.3067
Root mean squared error 0.4074
Relative absolute error 91.4965 %
Root relative squared error 99.5434 %
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
0.728 0.444 0.573 0.728 0.641 0.701 0_1_2_3_4_5_6_7_8_9
0.182 0.203 0.262 0.182 0.215 0.474 10_11_12_13_14_15_16
0.302 0.179 0.309 0.302 0.305 0.656 17_18_19_20_21_22_23_24_25_26_27_28_29
0.056 0.025 0.12 0.056 0.076 0.718 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
311 64 48 4 | a = 0_1_2_3_4_5_6_7_8_9
154 49 58 8 | b = 10_11_12_13_14_15_16
69 60 60 10 | c = 17_18_19_20_21_22_23_24_25_26_27_28_29
9 14 28 3 | d = 30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52
|
