=== 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-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
Instances: 952
Attributes: 13
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
bdi
Test mode: 10-fold cross-validation
=== Classifier model (full training set) ===
SimpleLogistic:
Class 0 :
2.42 +
[gender] * -0.17 +
[tired] * -0.05 +
[eat_work_worry_bed] * -0.24 +
[wake_am_headache] * -0.03 +
[leg_uneasy] * -0.06 +
[leg_crawly] * -0.19 +
[paralysis] * -0.29 +
[unable_move] * -0.12 +
[vivid_dream_nightmares] * -0.03 +
[wa_confused] * -0.08 +
[epworth_score] * -0.03 +
[if_eat_less=u] * 0.09
Class 1 :
0.22 +
[tired] * 0.21 +
[eat_work_worry_bed] * 0.01 +
[wake_am_headache] * 0.04 +
[leg_crawly] * -0.02 +
[paralysis] * -0.36 +
[vivid_dream_nightmares] * 0 +
[epworth_score] * -0.02 +
[if_eat_less=y] * 0.36 +
[if_eat_less=n] * -0.03
Class 2 :
-1.52 +
[gender] * 0.47 +
[tired] * 0.28 +
[eat_work_worry_bed] * 0.35 +
[wake_am_headache] * 0.04 +
[leg_uneasy] * 0.04 +
[vivid_dream_nightmares] * 0.02 +
[wa_confused] * 0.28 +
[epworth_score] * -0.01 +
[if_eat_less=u] * -0.12 +
[if_eat_less=n] * 0.1
Class 3 :
-4.18 +
[tired] * 0.09 +
[eat_work_worry_bed] * 0.51 +
[wake_am_headache] * 0.2 +
[leg_uneasy] * 0.23 +
[leg_crawly] * 0.06 +
[paralysis] * 0.04 +
[vivid_dream_nightmares] * 0.37 +
[wa_confused] * 0.62 +
[epworth_score] * -0.01 +
[if_eat_less=u] * -0.13 +
[if_eat_less=n] * 0.32
Time taken to build model: 70.93 seconds
=== Stratified cross-validation ===
=== Summary ===
Correctly Classified Instances 474 49.9473 %
Incorrectly Classified Instances 475 50.0527 %
Kappa statistic 0.2105
Mean absolute error 0.2936
Root mean squared error 0.3867
Relative absolute error 87.5983 %
Root relative squared error 94.4973 %
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
0.806 0.46 0.589 0.806 0.681 0.754 0_1_2_3_4_5_6_7_8_9
0.193 0.141 0.351 0.193 0.249 0.574 10_11_12_13_14_15_16
0.352 0.171 0.354 0.352 0.353 0.727 17_18_19_20_21_22_23_24_25_26_27_28_29
0.148 0.012 0.421 0.148 0.219 0.827 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
344 40 43 0 | a = 0_1_2_3_4_5_6_7_8_9
158 52 57 2 | b = 10_11_12_13_14_15_16
74 46 70 9 | c = 17_18_19_20_21_22_23_24_25_26_27_28_29
8 10 28 8 | d = 30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52
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