=== Run information ===
Scheme: weka.classifiers.trees.J48 -C 0.25 -M 2
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
| | paralysis <= 1
| | | wa_confused <= 0
| | | | ess1 <= 10
| | | | | sleep_problem_family <= 2
| | | | | | walk_talk_sleep <= 1
| | | | | | | unable_move <= 0
| | | | | | | | tired <= 2: 0_1_2_3_4_5_6_7_8_9 (133.47/24.15)
| | | | | | | | tired > 2
| | | | | | | | | if_eat_less = u
| | | | | | | | | | wake_am_headache <= 2
| | | | | | | | | | | wa_gasp <= 0
| | | | | | | | | | | | glasses_wine <= 0.5
| | | | | | | | | | | | | wake_am_headache <= 0
| | | | | | | | | | | | | | fa_watching_tv <= 0
| | | | | | | | | | | | | | | height <= 69: 10_11_12_13_14_15_16 (2.01/0.01)
| | | | | | | | | | | | | | | height > 69: 0_1_2_3_4_5_6_7_8_9 (3.86)
| | | | | | | | | | | | | | fa_watching_tv > 0: 0_1_2_3_4_5_6_7_8_9 (12.97/2.03)
| | | | | | | | | | | | | wake_am_headache > 0
| | | | | | | | | | | | | | heart_disease = no: 0_1_2_3_4_5_6_7_8_9 (3.72/1.03)
| | | | | | | | | | | | | | heart_disease = N/A: 10_11_12_13_14_15_16 (5.0)
| | | | | | | | | | | | | | heart_disease = yes
| | | | | | | | | | | | | | | age <= 54: 0_1_2_3_4_5_6_7_8_9 (2.0)
| | | | | | | | | | | | | | | age > 54: 10_11_12_13_14_15_16 (2.0)
| | | | | | | | | | | | glasses_wine > 0.5: 0_1_2_3_4_5_6_7_8_9 (5.0)
| | | | | | | | | | | wa_gasp > 0: 10_11_12_13_14_15_16 (7.07/0.07)
| | | | | | | | | | wake_am_headache > 2: 0_1_2_3_4_5_6_7_8_9 (5.74/0.88)
| | | | | | | | | if_eat_less = y
| | | | | | | | | | exercise_rate <= 2
| | | | | | | | | | | height <= 69.5: 10_11_12_13_14_15_16 (10.66/1.8)
| | | | | | | | | | | height > 69.5: 0_1_2_3_4_5_6_7_8_9 (3.86)
| | | | | | | | | | exercise_rate > 2: 0_1_2_3_4_5_6_7_8_9 (6.0)
| | | | | | | | | if_eat_less = n
| | | | | | | | | | fa_theater_meeting <= 0: 0_1_2_3_4_5_6_7_8_9 (10.0)
| | | | | | | | | | fa_theater_meeting > 0: 10_11_12_13_14_15_16 (2.0/1.0)
| | | | | | | unable_move > 0
| | | | | | | | wake_am_headache <= 0: 0_1_2_3_4_5_6_7_8_9 (8.64/0.87)
| | | | | | | | wake_am_headache > 0: 10_11_12_13_14_15_16 (9.07/2.07)
| | | | | | walk_talk_sleep > 1
| | | | | | | fa_after_lunch <= 0
| | | | | | | | limbs_twitch <= 1: 10_11_12_13_14_15_16 (4.08/0.08)
| | | | | | | | limbs_twitch > 1: 0_1_2_3_4_5_6_7_8_9 (3.04/0.0)
| | | | | | | fa_after_lunch > 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 (2.55/1.03)
| | | | | sleep_problem_family > 2
| | | | | | height <= 74.5: 0_1_2_3_4_5_6_7_8_9 (36.02/8.98)
| | | | | | height > 74.5: 10_11_12_13_14_15_16 (2.0)
| | | | ess1 > 10: 0_1_2_3_4_5_6_7_8_9 (21.03/2.0)
| | | wa_confused > 0
| | | | bmi <= 22.6: 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 (5.62)
| | | | bmi > 22.6
| | | | | unable_move <= 0
| | | | | | leg_crawly <= 1
| | | | | | | glasses_wine <= 1.5
| | | | | | | | fa_passenger <= 2
| | | | | | | | | grind_teeth <= 0: 0_1_2_3_4_5_6_7_8_9 (16.23/2.73)
| | | | | | | | | grind_teeth > 0
| | | | | | | | | | snore_loud <= 2: 10_11_12_13_14_15_16 (2.96/0.01)
| | | | | | | | | | snore_loud > 2: 0_1_2_3_4_5_6_7_8_9 (2.73/0.21)
| | | | | | | | fa_passenger > 2: 10_11_12_13_14_15_16 (2.29/0.11)
| | | | | | | glasses_wine > 1.5: 10_11_12_13_14_15_16 (2.09/0.01)
| | | | | | leg_crawly > 1: 10_11_12_13_14_15_16 (3.12/0.12)
| | | | | unable_move > 0
| | | | | | bmi <= 33.900002
| | | | | | | paralysis <= 0: 0_1_2_3_4_5_6_7_8_9 (6.05/0.03)
| | | | | | | paralysis > 0: 10_11_12_13_14_15_16 (2.01/0.01)
| | | | | | bmi > 33.900002: 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 (2.98/0.02)
| | paralysis > 1
| | | snore_loud <= 0: 10_11_12_13_14_15_16 (3.01/1.01)
| | | snore_loud > 0
| | | | tired <= 2: 0_1_2_3_4_5_6_7_8_9 (6.08/1.03)
| | | | tired > 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 (4.11/0.07)
| epworth_score > 27
| | paralysis <= 0
| | | unable_move <= 1
| | | | bottles_beer <= 1.5
| | | | | gender = m
| | | | | | age <= 67
| | | | | | | shots_hard_liquor <= 0.5
| | | | | | | | fa_meeting_watching_tv <= 1
| | | | | | | | | bmi <= 29.6: 0_1_2_3_4_5_6_7_8_9 (5.0)
| | | | | | | | | bmi > 29.6: 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 (2.02)
| | | | | | | | fa_meeting_watching_tv > 1
| | | | | | | | | recall_dream <= 0
| | | | | | | | | | glasses_wine <= 1
| | | | | | | | | | | tired <= 2: 10_11_12_13_14_15_16 (2.01/0.01)
| | | | | | | | | | | tired > 2
| | | | | | | | | | | | fa_theater_meeting <= 2
| | | | | | | | | | | | | stop_breath <= 0: 0_1_2_3_4_5_6_7_8_9 (2.01/1.01)
| | | | | | | | | | | | | stop_breath > 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 (7.02/1.0)
| | | | | | | | | | | | fa_theater_meeting > 2
| | | | | | | | | | | | | ess1 <= 17: 0_1_2_3_4_5_6_7_8_9 (3.02/0.02)
| | | | | | | | | | | | | ess1 > 17: 10_11_12_13_14_15_16 (2.15/0.15)
| | | | | | | | | | glasses_wine > 1: 0_1_2_3_4_5_6_7_8_9 (2.0)
| | | | | | | | | recall_dream > 0
| | | | | | | | | | caffeinated_day <= -2: 10_11_12_13_14_15_16 (2.0)
| | | | | | | | | | caffeinated_day > -2
| | | | | | | | | | | leg_crawly <= 0: 0_1_2_3_4_5_6_7_8_9 (20.74/1.56)
| | | | | | | | | | | leg_crawly > 0
| | | | | | | | | | | | if_eat_less = u
| | | | | | | | | | | | | stop_breath <= 1: 10_11_12_13_14_15_16 (2.04/0.04)
| | | | | | | | | | | | | stop_breath > 1: 0_1_2_3_4_5_6_7_8_9 (5.1/1.02)
| | | | | | | | | | | | if_eat_less = y: 10_11_12_13_14_15_16 (3.27)
| | | | | | | | | | | | if_eat_less = n: 0_1_2_3_4_5_6_7_8_9 (1.0)
| | | | | | | shots_hard_liquor > 0.5
| | | | | | | | quit_yrs <= 3: 0_1_2_3_4_5_6_7_8_9 (2.0)
| | | | | | | | quit_yrs > 3: 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 (3.0)
| | | | | | age > 67: 10_11_12_13_14_15_16 (7.0/1.0)
| | | | | gender = f
| | | | | | exercise_rate <= 3
| | | | | | | tired <= 1: 0_1_2_3_4_5_6_7_8_9 (4.0/1.0)
| | | | | | | tired > 1
| | | | | | | | if_eat_less = u
| | | | | | | | | snore_loud <= 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 (4.0)
| | | | | | | | | snore_loud > 0
| | | | | | | | | | weight <= 185: 0_1_2_3_4_5_6_7_8_9 (9.0/2.0)
| | | | | | | | | | weight > 185
| | | | | | | | | | | tired <= 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 (3.0/1.0)
| | | | | | | | | | | tired > 2: 10_11_12_13_14_15_16 (9.77/1.0)
| | | | | | | | if_eat_less = y
| | | | | | | | | caffeinated_day <= 2
| | | | | | | | | | fa_as_driver <= 0: 10_11_12_13_14_15_16 (11.0/2.0)
| | | | | | | | | | fa_as_driver > 0: 0_1_2_3_4_5_6_7_8_9 (2.0/1.0)
| | | | | | | | | caffeinated_day > 2
| | | | | | | | | | eat_work_worry_bed <= 0: 0_1_2_3_4_5_6_7_8_9 (2.21/0.21)
| | | | | | | | | | eat_work_worry_bed > 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 (4.41)
| | | | | | | | if_eat_less = n: 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 (5.0)
| | | | | | exercise_rate > 3
| | | | | | | fa_reading <= 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 (3.0/1.0)
| | | | | | | fa_reading > 2: 0_1_2_3_4_5_6_7_8_9 (8.0/1.0)
| | | | bottles_beer > 1.5
| | | | | fa_reading <= 0: 0_1_2_3_4_5_6_7_8_9 (3.0)
| | | | | fa_reading > 0
| | | | | | wa_confused <= 0: 10_11_12_13_14_15_16 (8.77)
| | | | | | wa_confused > 0
| | | | | | | stop_breath <= 1: 10_11_12_13_14_15_16 (4.0)
| | | | | | | stop_breath > 1: 0_1_2_3_4_5_6_7_8_9 (6.0/2.0)
| | | unable_move > 1
| | | | leg_crawly <= 0: 10_11_12_13_14_15_16 (8.03/0.03)
| | | | leg_crawly > 0
| | | | | limbs_twitch <= 1: 10_11_12_13_14_15_16 (3.01/1.01)
| | | | | limbs_twitch > 1: 0_1_2_3_4_5_6_7_8_9 (3.01/0.0)
| | paralysis > 0
| | | glasses_wine <= 0.5
| | | | quit_yrs <= 13
| | | | | exercise_rate <= 4
| | | | | | recall_dream <= 0: 0_1_2_3_4_5_6_7_8_9 (4.82/0.98)
| | | | | | recall_dream > 0
| | | | | | | stop_breath <= 1
| | | | | | | | height <= 60: 10_11_12_13_14_15_16 (2.0)
| | | | | | | | height > 60
| | | | | | | | | exercise_rate <= 1
| | | | | | | | | | bottles_beer <= 3: 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 (8.09/1.06)
| | | | | | | | | | bottles_beer > 3: 0_1_2_3_4_5_6_7_8_9 (2.0)
| | | | | | | | | exercise_rate > 1: 0_1_2_3_4_5_6_7_8_9 (3.0)
| | | | | | | stop_breath > 1
| | | | | | | | if_eat_less = u
| | | | | | | | | recall_dream <= 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 (3.46/1.26)
| | | | | | | | | recall_dream > 1: 10_11_12_13_14_15_16 (4.53/0.53)
| | | | | | | | if_eat_less = y: 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 (3.83)
| | | | | | | | if_eat_less = n: 10_11_12_13_14_15_16 (2.0/1.0)
| | | | | exercise_rate > 4: 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 (5.0)
| | | | quit_yrs > 13
| | | | | unable_move <= 0: 10_11_12_13_14_15_16 (2.64/0.17)
| | | | | unable_move > 0: 0_1_2_3_4_5_6_7_8_9 (5.52/0.35)
| | | glasses_wine > 0.5: 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 (5.0)
eat_work_worry_bed > 1
| paralysis <= 1
| | leg_crawly <= 0
| | | wa_confused <= 2
| | | | glasses_wine <= 3
| | | | | fa_talking <= 2
| | | | | | gender = m
| | | | | | | wake_am_headache <= 2
| | | | | | | | smoke <= 2
| | | | | | | | | caffeinated_day <= 1.5
| | | | | | | | | | leg_uneasy <= 2
| | | | | | | | | | | limbs_twitch <= 2
| | | | | | | | | | | | walk_talk_sleep <= 0
| | | | | | | | | | | | | wake_am_headache <= 0: 10_11_12_13_14_15_16 (6.88/1.91)
| | | | | | | | | | | | | wake_am_headache > 0: 0_1_2_3_4_5_6_7_8_9 (3.0)
| | | | | | | | | | | | walk_talk_sleep > 0: 10_11_12_13_14_15_16 (6.83)
| | | | | | | | | | | limbs_twitch > 2: 0_1_2_3_4_5_6_7_8_9 (5.0)
| | | | | | | | | | leg_uneasy > 2: 0_1_2_3_4_5_6_7_8_9 (2.0/1.0)
| | | | | | | | | caffeinated_day > 1.5
| | | | | | | | | | act_out_dreams <= 1
| | | | | | | | | | | wa_confused <= 0: 0_1_2_3_4_5_6_7_8_9 (25.06/7.83)
| | | | | | | | | | | wa_confused > 0
| | | | | | | | | | | | sleep_problem_family <= 0: 10_11_12_13_14_15_16 (2.02/0.02)
| | | | | | | | | | | | sleep_problem_family > 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 (5.05/1.02)
| | | | | | | | | | act_out_dreams > 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 (3.41/0.3)
| | | | | | | | smoke > 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 (5.67/1.44)
| | | | | | | wake_am_headache > 2
| | | | | | | | fa_theater_meeting <= 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 (5.01/1.0)
| | | | | | | | fa_theater_meeting > 1: 0_1_2_3_4_5_6_7_8_9 (2.02/0.01)
| | | | | | gender = f
| | | | | | | walk_talk_sleep <= 2
| | | | | | | | exercise_rate <= 1
| | | | | | | | | unable_move <= 0
| | | | | | | | | | stop_breath <= 2
| | | | | | | | | | | stop_breath <= 0
| | | | | | | | | | | | bottles_beer <= 0
| | | | | | | | | | | | | caffeinated_day <= 3
| | | | | | | | | | | | | | heart_disease = no
| | | | | | | | | | | | | | | fa_passenger <= 0: 10_11_12_13_14_15_16 (9.81/3.81)
| | | | | | | | | | | | | | | 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 (9.0/1.0)
| | | | | | | | | | | | | | heart_disease = N/A
| | | | | | | | | | | | | | | fa_pm_rest <= 2: 0_1_2_3_4_5_6_7_8_9 (3.0/1.0)
| | | | | | | | | | | | | | | fa_pm_rest > 2: 10_11_12_13_14_15_16 (4.0/1.0)
| | | | | | | | | | | | | | heart_disease = yes: 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 (6.77/1.71)
| | | | | | | | | | | | | caffeinated_day > 3: 10_11_12_13_14_15_16 (3.0)
| | | | | | | | | | | | bottles_beer > 0: 10_11_12_13_14_15_16 (3.0/1.0)
| | | | | | | | | | | stop_breath > 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 (2.31)
| | | | | | | | | | stop_breath > 2
| | | | | | | | | | | bmi <= 31: 0_1_2_3_4_5_6_7_8_9 (2.03/0.03)
| | | | | | | | | | | bmi > 31: 10_11_12_13_14_15_16 (2.0)
| | | | | | | | | unable_move > 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 (10.31/1.0)
| | | | | | | | exercise_rate > 1
| | | | | | | | | ess1 <= 7
| | | | | | | | | | wa_confused <= 0
| | | | | | | | | | | fa_after_lunch <= 0
| | | | | | | | | | | | smoke <= 0.1
| | | | | | | | | | | | | leg_uneasy <= 0: 10_11_12_13_14_15_16 (3.76/1.0)
| | | | | | | | | | | | | leg_uneasy > 0: 0_1_2_3_4_5_6_7_8_9 (2.93)
| | | | | | | | | | | | smoke > 0.1: 10_11_12_13_14_15_16 (3.46/0.87)
| | | | | | | | | | | fa_after_lunch > 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 (3.24/1.24)
| | | | | | | | | | 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 (3.0)
| | | | | | | | | ess1 > 7: 0_1_2_3_4_5_6_7_8_9 (6.63)
| | | | | | | walk_talk_sleep > 2
| | | | | | | | grind_teeth <= 0: 0_1_2_3_4_5_6_7_8_9 (3.01)
| | | | | | | | grind_teeth > 0: 10_11_12_13_14_15_16 (3.9/0.02)
| | | | | fa_talking > 2
| | | | | | heart_disease = no: 0_1_2_3_4_5_6_7_8_9 (2.51/0.04)
| | | | | | heart_disease = N/A: 10_11_12_13_14_15_16 (2.0)
| | | | | | heart_disease = yes: 0_1_2_3_4_5_6_7_8_9 (1.0)
| | | | glasses_wine > 3
| | | | | fa_watching_tv <= 1: 10_11_12_13_14_15_16 (4.12/0.12)
| | | | | fa_watching_tv > 1: 0_1_2_3_4_5_6_7_8_9 (8.04/1.0)
| | | wa_confused > 2
| | | | wa_gasp <= 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 (6.93/0.02)
| | | | wa_gasp > 2: 0_1_2_3_4_5_6_7_8_9 (3.02/1.01)
| | leg_crawly > 0
| | | unable_move <= 1
| | | | fa_reading <= 1
| | | | | fa_as_driver <= 1
| | | | | | act_out_dreams <= 1
| | | | | | | fa_routine_tasks <= 1
| | | | | | | | fa_talking <= 0
| | | | | | | | | age <= 30
| | | | | | | | | | leg_uneasy <= 1: 10_11_12_13_14_15_16 (3.0)
| | | | | | | | | | leg_uneasy > 1: 0_1_2_3_4_5_6_7_8_9 (2.56)
| | | | | | | | | age > 30
| | | | | | | | | | fa_passenger <= 0
| | | | | | | | | | | sleep_problem_family <= 2
| | | | | | | | | | | | paralysis <= 0
| | | | | | | | | | | | | act_out_dreams <= 0
| | | | | | | | | | | | | | exercise_rate <= 1
| | | | | | | | | | | | | | | vivid_dream_nightmares <= 0: 0_1_2_3_4_5_6_7_8_9 (3.0/1.0)
| | | | | | | | | | | | | | | vivid_dream_nightmares > 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 (8.79)
| | | | | | | | | | | | | | exercise_rate > 1: 0_1_2_3_4_5_6_7_8_9 (3.73/0.73)
| | | | | | | | | | | | | act_out_dreams > 0: 10_11_12_13_14_15_16 (3.15/1.0)
| | | | | | | | | | | | paralysis > 0
| | | | | | | | | | | | | tired <= 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 (2.0)
| | | | | | | | | | | | | tired > 2: 10_11_12_13_14_15_16 (4.0/1.0)
| | | | | | | | | | | sleep_problem_family > 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 (7.24)
| | | | | | | | | | fa_passenger > 0
| | | | | | | | | | | if_eat_less = u: 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 (6.02/1.0)
| | | | | | | | | | | if_eat_less = y: 0_1_2_3_4_5_6_7_8_9 (3.99/0.88)
| | | | | | | | | | | if_eat_less = n: 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 (4.0/1.0)
| | | | | | | | 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 (3.29/0.28)
| | | | | | | fa_routine_tasks > 1: 0_1_2_3_4_5_6_7_8_9 (2.02/0.0)
| | | | | | act_out_dreams > 1
| | | | | | | wa_confused <= 0
| | | | | | | | wake_am_headache <= 2: 10_11_12_13_14_15_16 (3.17/0.05)
| | | | | | | | wake_am_headache > 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 (2.26/0.0)
| | | | | | | 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 (2.12/0.0)
| | | | | fa_as_driver > 1: 10_11_12_13_14_15_16 (3.0/1.0)
| | | | fa_reading > 1
| | | | | age <= 62
| | | | | | fa_watching_tv <= 1
| | | | | | | quit_yrs <= 1.5: 0_1_2_3_4_5_6_7_8_9 (2.45/0.01)
| | | | | | | quit_yrs > 1.5: 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 (2.8)
| | | | | | fa_watching_tv > 1
| | | | | | | tired <= 2: 10_11_12_13_14_15_16 (6.03/1.03)
| | | | | | | tired > 2
| | | | | | | | smoke <= 0.3
| | | | | | | | | weight <= 267: 10_11_12_13_14_15_16 (11.59/1.59)
| | | | | | | | | weight > 267: 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 (3.0/1.0)
| | | | | | | | smoke > 0.3: 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 (18.69/3.13)
| | | | | age > 62: 10_11_12_13_14_15_16 (9.42)
| | | unable_move > 1
| | | | wa_confused <= 0
| | | | | sleep_problem_family <= 1: 10_11_12_13_14_15_16 (2.04/0.04)
| | | | | 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 (2.01/0.01)
| | | | 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 (7.1/0.02)
| paralysis > 1
| | fa_routine_tasks <= 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 (42.94/7.34)
| | fa_routine_tasks > 2: 10_11_12_13_14_15_16 (3.32/1.32)
Number of Leaves : 154
Size of the tree : 299
Time taken to build model: 8.6 seconds
=== Stratified cross-validation ===
=== Summary ===
Correctly Classified Instances 441 46.47 %
Incorrectly Classified Instances 508 53.53 %
Kappa statistic 0.1609
Mean absolute error 0.3665
Root mean squared error 0.5448
Relative absolute error 85.0827 %
Root relative squared error 117.3805 %
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
0.625 0.393 0.566 0.625 0.594 0.643 0_1_2_3_4_5_6_7_8_9
0.283 0.241 0.317 0.283 0.299 0.516 10_11_12_13_14_15_16
0.387 0.2 0.414 0.387 0.4 0.634 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
267 93 67 | a = 0_1_2_3_4_5_6_7_8_9
121 76 72 | b = 10_11_12_13_14_15_16
84 71 98 | 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
|
