=== Run information ===
Scheme: weka.classifiers.functions.SimpleLogistic -I 0 -M 500 -H 50 -W 0.0
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
Instances: 952
Attributes: 14
gender
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
exercise_rate
bdi
Test mode: 10-fold cross-validation
=== Classifier model (full training set) ===
SimpleLogistic:
Class 0 :
1.81 +
[gender] * -0.22 +
[tired] * -0.06 +
[eat_work_worry_bed] * -0.19 +
[wake_am_headache] * -0.07 +
[leg_uneasy] * -0.17 +
[leg_crawly] * -0.1 +
[paralysis] * -0.06 +
[unable_move] * -0.14 +
[vivid_dream_nightmares] * -0.02 +
[wa_confused] * -0.14 +
[epworth_score] * -0.02 +
[if_eat_less=u] * 0.04 +
[exercise_rate] * 0.07
Class 1 :
-0.31 +
[gender] * -0.04 +
[tired] * 0.19 +
[eat_work_worry_bed] * 0.05 +
[leg_uneasy] * -0.07 +
[leg_crawly] * 0.04 +
[paralysis] * -0.18 +
[unable_move] * 0.03 +
[wa_confused] * 0.01 +
[epworth_score] * -0.01 +
[if_eat_less=y] * 0.43 +
[exercise_rate] * -0.04
Class 2 :
-1.88 +
[gender] * 0.3 +
[tired] * 0.24 +
[eat_work_worry_bed] * 0.42 +
[wake_am_headache] * 0.05 +
[leg_crawly] * 0.09 +
[paralysis] * 0.23 +
[unable_move] * 0.03 +
[vivid_dream_nightmares] * 0.1 +
[wa_confused] * 0.4 +
[epworth_score] * -0.01 +
[if_eat_less=u] * -0.23 +
[if_eat_less=y] * 0.03 +
[if_eat_less=n] * 0.12 +
[exercise_rate] * -0.06
Time taken to build model: 54.08 seconds
=== Stratified cross-validation ===
=== Summary ===
Correctly Classified Instances 525 55.3214 %
Incorrectly Classified Instances 424 44.6786 %
Kappa statistic 0.2786
Mean absolute error 0.3633
Root mean squared error 0.4305
Relative absolute error 84.337 %
Root relative squared error 92.7692 %
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
0.813 0.446 0.598 0.813 0.689 0.757 0_1_2_3_4_5_6_7_8_9
0.156 0.106 0.368 0.156 0.219 0.569 10_11_12_13_14_15_16
0.538 0.171 0.533 0.538 0.535 0.796 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
347 31 49 | a = 0_1_2_3_4_5_6_7_8_9
157 42 70 | b = 10_11_12_13_14_15_16
76 41 136 | 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
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