=== 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
Instances: 952
Attributes: 12
tired
eat_work_worry_bed
wake_am_headache
leg_uneasy
leg_crawly
paralysis
unable_move
vivid_dream_nightmares
wa_confused
epworth_score
if_eat_less
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
| | | | if_eat_less = u: 0_1_2_3_4_5_6_7_8_9 (109.99/42.21)
| | | | if_eat_less = y
| | | | | epworth_score <= 27: 0_1_2_3_4_5_6_7_8_9 (34.41/15.0)
| | | | | epworth_score > 27: 10_11_12_13_14_15_16 (28.77/11.14)
| | | | if_eat_less = n: 0_1_2_3_4_5_6_7_8_9 (28.46/14.46)
| | | 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
| | | | unable_move <= 1: 0_1_2_3_4_5_6_7_8_9 (101.66/54.19)
| | | | unable_move > 1: 10_11_12_13_14_15_16 (14.11/6.11)
| | | 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
| | | | if_eat_less = u: 0_1_2_3_4_5_6_7_8_9 (63.4/29.75)
| | | | if_eat_less = y
| | | | | wake_am_headache <= 0: 10_11_12_13_14_15_16 (15.26/6.26)
| | | | | wake_am_headache > 0
| | | | | | epworth_score <= 29: 17_18_19_20_21_22_23_24_25_26_27_28_29 (17.02/8.09)
| | | | | | epworth_score > 29: 0_1_2_3_4_5_6_7_8_9 (11.58/4.0)
| | | | if_eat_less = n: 17_18_19_20_21_22_23_24_25_26_27_28_29 (19.16/12.0)
| | | leg_crawly > 0
| | | | if_eat_less = u: 17_18_19_20_21_22_23_24_25_26_27_28_29 (33.56/18.62)
| | | | if_eat_less = y: 10_11_12_13_14_15_16 (29.82/16.82)
| | | | if_eat_less = n: 10_11_12_13_14_15_16 (14.0/9.0)
| | wa_confused > 0: 17_18_19_20_21_22_23_24_25_26_27_28_29 (135.99/80.51)
| 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 : 23
Size of the tree : 42
Time taken to build model: 0.6 seconds
=== Stratified cross-validation ===
=== Summary ===
Correctly Classified Instances 435 45.8377 %
Incorrectly Classified Instances 514 54.1623 %
Kappa statistic 0.1567
Mean absolute error 0.3053
Root mean squared error 0.4078
Relative absolute error 91.0904 %
Root relative squared error 99.6295 %
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 0.427 0.582 0.728 0.647 0.703 0_1_2_3_4_5_6_7_8_9
0.208 0.213 0.279 0.208 0.238 0.481 10_11_12_13_14_15_16
0.322 0.177 0.325 0.322 0.323 0.653 17_18_19_20_21_22_23_24_25_26_27_28_29
0.074 0.015 0.235 0.074 0.113 0.75 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 71 45 0 | a = 0_1_2_3_4_5_6_7_8_9
147 56 61 5 | b = 10_11_12_13_14_15_16
64 63 64 8 | c = 17_18_19_20_21_22_23_24_25_26_27_28_29
12 11 27 4 | d = 30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52
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