=== 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
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
| wa_confused <= 0
| | tired <= 2: 0_1_2_3_4_5_6_7_8_9 (206.95/44.67)
| | tired > 2
| | | paralysis <= 0
| | | | wa_gasp <= 0: 0_1_2_3_4_5_6_7_8_9 (138.58/52.88)
| | | | wa_gasp > 0
| | | | | exercise_rate <= 2
| | | | | | eat_work_worry_bed <= 0
| | | | | | | height <= 69.5
| | | | | | | | leg_uneasy <= 0: 0_1_2_3_4_5_6_7_8_9 (10.12/3.12)
| | | | | | | | leg_uneasy > 0: 10_11_12_13_14_15_16 (16.49/4.49)
| | | | | | | height > 69.5: 10_11_12_13_14_15_16 (11.15/4.26)
| | | | | | eat_work_worry_bed > 0: 10_11_12_13_14_15_16 (13.25/5.25)
| | | | | exercise_rate > 2: 0_1_2_3_4_5_6_7_8_9 (12.03/3.31)
| | | 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
| | | | sleep_problem_family <= 1
| | | | | wa_confused <= 2
| | | | | | epworth_score <= 28: 0_1_2_3_4_5_6_7_8_9 (33.69/14.3)
| | | | | | epworth_score > 28: 10_11_12_13_14_15_16 (35.06/18.38)
| | | | | wa_confused > 2: 17_18_19_20_21_22_23_24_25_26_27_28_29 (10.17/5.44)
| | | | sleep_problem_family > 1
| | | | | exercise_rate <= 1: 10_11_12_13_14_15_16 (18.92/9.11)
| | | | | exercise_rate > 1: 0_1_2_3_4_5_6_7_8_9 (17.93/3.26)
| | | 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
| | | act_out_dreams <= 1
| | | | walk_talk_sleep <= 2
| | | | | fa_as_driver <= 0
| | | | | | glasses_wine <= 1.5
| | | | | | | fa_passenger <= 0
| | | | | | | | grind_teeth <= 1
| | | | | | | | | walk_talk_sleep <= 0
| | | | | | | | | | gender = m: 0_1_2_3_4_5_6_7_8_9 (17.35/5.06)
| | | | | | | | | | gender = f
| | | | | | | | | | | epworth_score <= 18: 17_18_19_20_21_22_23_24_25_26_27_28_29 (11.3/5.57)
| | | | | | | | | | | epworth_score > 18: 10_11_12_13_14_15_16 (24.65/11.76)
| | | | | | | | | walk_talk_sleep > 0: 17_18_19_20_21_22_23_24_25_26_27_28_29 (13.88/7.71)
| | | | | | | | grind_teeth > 1: 10_11_12_13_14_15_16 (18.03/7.61)
| | | | | | | fa_passenger > 0
| | | | | | | | height <= 66.5: 17_18_19_20_21_22_23_24_25_26_27_28_29 (26.13/11.36)
| | | | | | | | height > 66.5: 0_1_2_3_4_5_6_7_8_9 (23.81/10.63)
| | | | | | glasses_wine > 1.5: 0_1_2_3_4_5_6_7_8_9 (18.19/9.26)
| | | | | fa_as_driver > 0: 0_1_2_3_4_5_6_7_8_9 (18.13/8.13)
| | | | walk_talk_sleep > 2: 0_1_2_3_4_5_6_7_8_9 (12.87/7.99)
| | | act_out_dreams > 1: 10_11_12_13_14_15_16 (19.46/10.08)
| | wa_confused > 0
| | | leg_uneasy <= 0
| | | | exercise_rate <= 0
| | | | | fa_routine_tasks <= 0
| | | | | | wa_gasp <= 0: 10_11_12_13_14_15_16 (13.85/6.11)
| | | | | | wa_gasp > 0: 17_18_19_20_21_22_23_24_25_26_27_28_29 (10.08/4.01)
| | | | | fa_routine_tasks > 0: 17_18_19_20_21_22_23_24_25_26_27_28_29 (10.06/4.06)
| | | | exercise_rate > 0: 0_1_2_3_4_5_6_7_8_9 (11.74/4.64)
| | | leg_uneasy > 0
| | | | unable_move <= 1
| | | | | fa_as_driver <= 1
| | | | | | limbs_twitch <= 0
| | | | | | | ess1 <= 6: 17_18_19_20_21_22_23_24_25_26_27_28_29 (16.98/6.9)
| | | | | | | ess1 > 6: 10_11_12_13_14_15_16 (16.12/7.12)
| | | | | | limbs_twitch > 0
| | | | | | | limbs_twitch <= 2
| | | | | | | | fa_pm_rest <= 2: 30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (13.01/4.0)
| | | | | | | | fa_pm_rest > 2: 10_11_12_13_14_15_16 (12.1/7.1)
| | | | | | | limbs_twitch > 2: 17_18_19_20_21_22_23_24_25_26_27_28_29 (10.99/2.05)
| | | | | fa_as_driver > 1: 10_11_12_13_14_15_16 (10.91/3.84)
| | | | unable_move > 1: 17_18_19_20_21_22_23_24_25_26_27_28_29 (10.15/5.04)
| paralysis > 2
| | limbs_twitch <= 2: 17_18_19_20_21_22_23_24_25_26_27_28_29 (11.4/5.11)
| | limbs_twitch > 2: 30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (12.25/4.23)
Number of Leaves : 41
Size of the tree : 81
Time taken to build model: 4.97 seconds
=== Stratified cross-validation ===
=== Summary ===
Correctly Classified Instances 414 43.6249 %
Incorrectly Classified Instances 535 56.3751 %
Kappa statistic 0.1252
Mean absolute error 0.3019
Root mean squared error 0.4189
Relative absolute error 90.0761 %
Root relative squared error 102.3432 %
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
0.698 0.441 0.564 0.698 0.624 0.689 0_1_2_3_4_5_6_7_8_9
0.201 0.219 0.266 0.201 0.229 0.515 10_11_12_13_14_15_16
0.281 0.187 0.286 0.281 0.284 0.625 17_18_19_20_21_22_23_24_25_26_27_28_29
0.111 0.018 0.273 0.111 0.158 0.774 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
298 82 45 2 | a = 0_1_2_3_4_5_6_7_8_9
142 54 68 5 | b = 10_11_12_13_14_15_16
77 57 56 9 | c = 17_18_19_20_21_22_23_24_25_26_27_28_29
11 10 27 6 | d = 30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52
|