=== 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-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
Instances: 952
Attributes: 47
age
gender
height
weight
bmi
collarsize
fa_reading
fa_watching_tv
fa_theater_meeting
fa_passenger
fa_pm_rest
fa_after_lunch
fa_as_driver
fa_talking
sleep_problem_family
tired
fa_meeting_watching_tv
fa_routine_tasks
eat_work_worry_bed
wake_am_headache
wa_gasp
snore_loud
stop_breath
leg_uneasy
leg_crawly
limbs_twitch
paralysis
act_out_dreams
unable_move
vivid_dream_nightmares
walk_talk_sleep
wa_confused
grind_teeth
recall_dream
epworth_score
ess1
ess2
if_eat_less
exercise_rate
caffeinated_day
glasses_wine
bottles_beer
shots_hard_liquor
smoke
quit_yrs
heart_disease
bdi
Test mode: 10-fold cross-validation
=== Classifier model (full training set) ===
J48 pruned tree
------------------
eat_work_worry_bed <= 1
| epworth_score <= 27: 0_1_2_3_4_5_6_7_8_9 (361.08/112.23)
| epworth_score > 27
| | paralysis <= 0
| | | unable_move <= 1
| | | | bottles_beer <= 1.5
| | | | | gender = m
| | | | | | limbs_twitch <= 0: 0_1_2_3_4_5_6_7_8_9 (35.81/11.08)
| | | | | | limbs_twitch > 0
| | | | | | | grind_teeth <= 0: 10_11_12_13_14_15_16 (19.48/8.16)
| | | | | | | grind_teeth > 0: 0_1_2_3_4_5_6_7_8_9 (16.09/9.49)
| | | | | gender = f
| | | | | | exercise_rate <= 3
| | | | | | | fa_reading <= 0: 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 (11.62/4.0)
| | | | | | | fa_reading > 0
| | | | | | | | glasses_wine <= 0
| | | | | | | | | wake_am_headache <= 1: 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 (15.0/8.0)
| | | | | | | | | wake_am_headache > 1: 10_11_12_13_14_15_16 (17.77/6.0)
| | | | | | | | glasses_wine > 0: 10_11_12_13_14_15_16 (10.0/4.0)
| | | | | | exercise_rate > 3: 0_1_2_3_4_5_6_7_8_9 (11.0/3.0)
| | | | bottles_beer > 1.5: 10_11_12_13_14_15_16 (21.77/8.0)
| | | unable_move > 1: 10_11_12_13_14_15_16 (14.05/4.05)
| | paralysis > 0
| | | stop_breath <= 1
| | | | walk_talk_sleep <= 0: 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 (12.05/3.03)
| | | | walk_talk_sleep > 0: 0_1_2_3_4_5_6_7_8_9 (12.05/3.01)
| | | stop_breath > 1: 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 (27.8/13.77)
eat_work_worry_bed > 1
| paralysis <= 1
| | leg_crawly <= 0
| | | glasses_wine <= 3
| | | | gender = m
| | | | | caffeinated_day <= 1.5
| | | | | | grind_teeth <= 1: 0_1_2_3_4_5_6_7_8_9 (23.7/8.7)
| | | | | | grind_teeth > 1: 10_11_12_13_14_15_16 (10.3/4.0)
| | | | | caffeinated_day > 1.5
| | | | | | wa_confused <= 0
| | | | | | | walk_talk_sleep <= 0: 0_1_2_3_4_5_6_7_8_9 (22.57/7.09)
| | | | | | | walk_talk_sleep > 0: 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 (11.09/5.04)
| | | | | | wa_confused > 0: 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 (14.35/5.06)
| | | | gender = f
| | | | | fa_talking <= 0
| | | | | | exercise_rate <= 1
| | | | | | | fa_passenger <= 0
| | | | | | | | fa_pm_rest <= 1: 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 (14.28/7.59)
| | | | | | | | fa_pm_rest > 1: 10_11_12_13_14_15_16 (17.87/8.0)
| | | | | | | fa_passenger > 0: 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 (22.41/8.41)
| | | | | | exercise_rate > 1: 0_1_2_3_4_5_6_7_8_9 (24.65/13.33)
| | | | | fa_talking > 0: 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 (11.35/3.47)
| | | glasses_wine > 3: 0_1_2_3_4_5_6_7_8_9 (12.15/5.05)
| | leg_crawly > 0
| | | unable_move <= 1
| | | | fa_reading <= 1
| | | | | vivid_dream_nightmares <= 1
| | | | | | sleep_problem_family <= 1: 0_1_2_3_4_5_6_7_8_9 (17.19/7.02)
| | | | | | sleep_problem_family > 1: 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 (11.03/1.02)
| | | | | vivid_dream_nightmares > 1
| | | | | | vivid_dream_nightmares <= 2
| | | | | | | height <= 65.5: 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 (10.16/3.16)
| | | | | | | height > 65.5: 10_11_12_13_14_15_16 (13.58/4.58)
| | | | | | vivid_dream_nightmares > 2: 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 (15.38/3.11)
| | | | fa_reading > 1
| | | | | smoke <= 0.3: 10_11_12_13_14_15_16 (25.98/8.5)
| | | | | smoke > 0.3
| | | | | | weight <= 208: 10_11_12_13_14_15_16 (12.48/4.54)
| | | | | | weight > 208: 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 (15.52/2.0)
| | | unable_move > 1: 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 (11.15/2.07)
| paralysis > 1: 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 (46.26/10.4)
Number of Leaves : 35
Size of the tree : 69
Time taken to build model: 4.78 seconds
=== Stratified cross-validation ===
=== Summary ===
Correctly Classified Instances 466 49.1043 %
Incorrectly Classified Instances 483 50.8957 %
Kappa statistic 0.189
Mean absolute error 0.3779
Root mean squared error 0.466
Relative absolute error 87.7239 %
Root relative squared error 100.4154 %
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
0.712 0.433 0.574 0.712 0.635 0.694 0_1_2_3_4_5_6_7_8_9
0.223 0.194 0.313 0.223 0.26 0.502 10_11_12_13_14_15_16
0.403 0.18 0.449 0.403 0.425 0.714 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
304 64 59 | a = 0_1_2_3_4_5_6_7_8_9
143 60 66 | b = 10_11_12_13_14_15_16
83 68 102 | 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
|