=== 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-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) ===
SimpleLogistic:
Class 0 :
2.55 +
[tired] * -0.05 +
[eat_work_worry_bed] * -0.26 +
[wake_am_headache] * -0.1 +
[leg_uneasy] * -0.23 +
[paralysis] * -0.27 +
[vivid_dream_nightmares] * -0.06 +
[wa_confused] * -0.1 +
[epworth_score] * -0.03
Class 1 :
0.38 +
[tired] * 0.21 +
[eat_work_worry_bed] * 0 +
[leg_uneasy] * -0.04 +
[paralysis] * -0.29 +
[vivid_dream_nightmares] * -0.02 +
[wa_confused] * -0.01 +
[epworth_score] * -0.01
Class 2 :
-1.4 +
[tired] * 0.34 +
[eat_work_worry_bed] * 0.35 +
[wake_am_headache] * 0.05 +
[leg_uneasy] * 0.03 +
[paralysis] * 0.11 +
[vivid_dream_nightmares] * 0.05 +
[wa_confused] * 0.29 +
[epworth_score] * -0.01
Class 3 :
-4.06 +
[tired] * 0.08 +
[eat_work_worry_bed] * 0.52 +
[wake_am_headache] * 0.17 +
[leg_uneasy] * 0.26 +
[paralysis] * 0.1 +
[vivid_dream_nightmares] * 0.36 +
[wa_confused] * 0.67 +
[epworth_score] * -0.01
Time taken to build model: 34.13 seconds
=== Stratified cross-validation ===
=== Summary ===
Correctly Classified Instances 464 48.8936 %
Incorrectly Classified Instances 485 51.1064 %
Kappa statistic 0.1865
Mean absolute error 0.2954
Root mean squared error 0.3864
Relative absolute error 88.1327 %
Root relative squared error 94.4094 %
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 0.494 0.574 0.813 0.672 0.753 0_1_2_3_4_5_6_7_8_9
0.141 0.15 0.271 0.141 0.186 0.563 10_11_12_13_14_15_16
0.362 0.16 0.375 0.362 0.368 0.733 17_18_19_20_21_22_23_24_25_26_27_28_29
0.13 0.006 0.583 0.13 0.212 0.833 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
347 44 36 0 | a = 0_1_2_3_4_5_6_7_8_9
174 38 55 2 | b = 10_11_12_13_14_15_16
77 47 72 3 | c = 17_18_19_20_21_22_23_24_25_26_27_28_29
7 11 29 7 | d = 30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52
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