=== 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-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
| | | weight <= 137
| | | | wake_am_headache <= 0: 10_11_12_13_14_15_16 (4.0/1.0)
| | | | wake_am_headache > 0: 17_18_19_20_21_22_23_24_25_26_27_28_29 (2.0)
| | | weight > 137
| | | | vivid_dream_nightmares <= 2
| | | | | leg_uneasy <= 1
| | | | | | act_out_dreams <= 0: 0_1_2_3_4_5_6_7_8_9 (153.48/24.17)
| | | | | | act_out_dreams > 0
| | | | | | | glasses_wine <= 0.5
| | | | | | | | smoke <= 1.5
| | | | | | | | | ess2 <= 10: 0_1_2_3_4_5_6_7_8_9 (9.2/0.02)
| | | | | | | | | ess2 > 10: 10_11_12_13_14_15_16 (2.0)
| | | | | | | | smoke > 1.5: 10_11_12_13_14_15_16 (3.46/0.46)
| | | | | | | glasses_wine > 0.5: 0_1_2_3_4_5_6_7_8_9 (3.2)
| | | | | leg_uneasy > 1
| | | | | | recall_dream <= 1
| | | | | | | bottles_beer <= 1.5
| | | | | | | | wake_am_headache <= 0
| | | | | | | | | collarsize <= 16.25: 10_11_12_13_14_15_16 (3.08/1.08)
| | | | | | | | | collarsize > 16.25: 0_1_2_3_4_5_6_7_8_9 (5.56/0.01)
| | | | | | | | wake_am_headache > 0: 10_11_12_13_14_15_16 (5.01/0.01)
| | | | | | | bottles_beer > 1.5: 0_1_2_3_4_5_6_7_8_9 (2.11)
| | | | | | recall_dream > 1
| | | | | | | fa_after_lunch <= 0: 0_1_2_3_4_5_6_7_8_9 (3.16/0.0)
| | | | | | | fa_after_lunch > 0: 17_18_19_20_21_22_23_24_25_26_27_28_29 (2.12/0.12)
| | | | vivid_dream_nightmares > 2: 0_1_2_3_4_5_6_7_8_9 (8.56/1.46)
| | tired > 2
| | | wa_gasp <= 0
| | | | if_eat_less = u
| | | | | shots_hard_liquor <= 1
| | | | | | bottles_beer <= 3
| | | | | | | leg_uneasy <= 2
| | | | | | | | fa_pm_rest <= 2
| | | | | | | | | quit_yrs <= 25
| | | | | | | | | | grind_teeth <= 0: 0_1_2_3_4_5_6_7_8_9 (19.34/2.04)
| | | | | | | | | | grind_teeth > 0
| | | | | | | | | | | fa_pm_rest <= 1: 0_1_2_3_4_5_6_7_8_9 (3.25/1.01)
| | | | | | | | | | | fa_pm_rest > 1: 10_11_12_13_14_15_16 (3.01/0.01)
| | | | | | | | | quit_yrs > 25: 17_18_19_20_21_22_23_24_25_26_27_28_29 (2.24/0.24)
| | | | | | | | fa_pm_rest > 2: 0_1_2_3_4_5_6_7_8_9 (31.62/3.07)
| | | | | | | leg_uneasy > 2
| | | | | | | | act_out_dreams <= 0
| | | | | | | | | caffeinated_day <= 1.5: 0_1_2_3_4_5_6_7_8_9 (4.0)
| | | | | | | | | caffeinated_day > 1.5: 10_11_12_13_14_15_16 (9.78/4.78)
| | | | | | | | act_out_dreams > 0: 17_18_19_20_21_22_23_24_25_26_27_28_29 (2.16/0.03)
| | | | | | bottles_beer > 3
| | | | | | | sleep_problem_family <= 1
| | | | | | | | bmi <= 37.700001: 10_11_12_13_14_15_16 (6.24/0.24)
| | | | | | | | bmi > 37.700001: 0_1_2_3_4_5_6_7_8_9 (2.52)
| | | | | | | sleep_problem_family > 1: 0_1_2_3_4_5_6_7_8_9 (2.0)
| | | | | shots_hard_liquor > 1: 10_11_12_13_14_15_16 (3.07/1.07)
| | | | if_eat_less = y
| | | | | act_out_dreams <= 2
| | | | | | fa_as_driver <= 1
| | | | | | | fa_theater_meeting <= 0
| | | | | | | | quit_yrs <= 22
| | | | | | | | | unable_move <= 0
| | | | | | | | | | fa_meeting_watching_tv <= 0: 0_1_2_3_4_5_6_7_8_9 (5.0/1.0)
| | | | | | | | | | fa_meeting_watching_tv > 0
| | | | | | | | | | | fa_reading <= 2: 10_11_12_13_14_15_16 (8.59/0.59)
| | | | | | | | | | | fa_reading > 2
| | | | | | | | | | | | fa_pm_rest <= 1: 0_1_2_3_4_5_6_7_8_9 (3.0)
| | | | | | | | | | | | fa_pm_rest > 1: 10_11_12_13_14_15_16 (5.54/2.0)
| | | | | | | | | unable_move > 0: 10_11_12_13_14_15_16 (3.08/0.08)
| | | | | | | | quit_yrs > 22: 0_1_2_3_4_5_6_7_8_9 (3.93)
| | | | | | | fa_theater_meeting > 0: 0_1_2_3_4_5_6_7_8_9 (7.15/0.87)
| | | | | | fa_as_driver > 1: 17_18_19_20_21_22_23_24_25_26_27_28_29 (3.0/1.0)
| | | | | act_out_dreams > 2: 17_18_19_20_21_22_23_24_25_26_27_28_29 (3.1/0.1)
| | | | if_eat_less = n
| | | | | fa_talking <= 0
| | | | | | fa_theater_meeting <= 0
| | | | | | | walk_talk_sleep <= 0: 0_1_2_3_4_5_6_7_8_9 (11.31/2.31)
| | | | | | | walk_talk_sleep > 0: 10_11_12_13_14_15_16 (3.0/1.0)
| | | | | | fa_theater_meeting > 0: 10_11_12_13_14_15_16 (3.0/2.0)
| | | | | fa_talking > 0: 17_18_19_20_21_22_23_24_25_26_27_28_29 (2.0)
| | | wa_gasp > 0
| | | | weight <= 350
| | | | | caffeinated_day <= -2: 0_1_2_3_4_5_6_7_8_9 (3.0)
| | | | | caffeinated_day > -2
| | | | | | snore_loud <= 0
| | | | | | | unable_move <= 0: 0_1_2_3_4_5_6_7_8_9 (7.43/0.17)
| | | | | | | unable_move > 0: 10_11_12_13_14_15_16 (2.08/0.08)
| | | | | | snore_loud > 0
| | | | | | | exercise_rate <= 2
| | | | | | | | height <= 62: 0_1_2_3_4_5_6_7_8_9 (3.62/1.62)
| | | | | | | | height > 62
| | | | | | | | | act_out_dreams <= 0
| | | | | | | | | | fa_pm_rest <= 1: 10_11_12_13_14_15_16 (16.01/1.15)
| | | | | | | | | | fa_pm_rest > 1
| | | | | | | | | | | walk_talk_sleep <= 0
| | | | | | | | | | | | fa_after_lunch <= 2: 17_18_19_20_21_22_23_24_25_26_27_28_29 (6.13/1.13)
| | | | | | | | | | | | fa_after_lunch > 2: 10_11_12_13_14_15_16 (5.27/1.55)
| | | | | | | | | | | walk_talk_sleep > 0: 10_11_12_13_14_15_16 (6.31/0.31)
| | | | | | | | | act_out_dreams > 0
| | | | | | | | | | unable_move <= 0
| | | | | | | | | | | fa_meeting_watching_tv <= 1: 0_1_2_3_4_5_6_7_8_9 (3.0/1.0)
| | | | | | | | | | | fa_meeting_watching_tv > 1: 10_11_12_13_14_15_16 (7.38/0.09)
| | | | | | | | | | unable_move > 0: 0_1_2_3_4_5_6_7_8_9 (3.01/0.0)
| | | | | | | exercise_rate > 2
| | | | | | | | gender = m: 0_1_2_3_4_5_6_7_8_9 (4.85/0.33)
| | | | | | | | gender = f: 10_11_12_13_14_15_16 (2.22/1.22)
| | | | weight > 350: 17_18_19_20_21_22_23_24_25_26_27_28_29 (4.0)
| wa_confused > 0
| | weight <= 120
| | | grind_teeth <= 2: 17_18_19_20_21_22_23_24_25_26_27_28_29 (3.0)
| | | grind_teeth > 2: 30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (2.0)
| | weight > 120
| | | paralysis <= 1
| | | | leg_crawly <= 2
| | | | | fa_routine_tasks <= 2
| | | | | | unable_move <= 1
| | | | | | | wa_gasp <= 2
| | | | | | | | fa_watching_tv <= 0
| | | | | | | | | height <= 69: 0_1_2_3_4_5_6_7_8_9 (7.81/0.01)
| | | | | | | | | height > 69
| | | | | | | | | | tired <= 2: 0_1_2_3_4_5_6_7_8_9 (2.16/0.16)
| | | | | | | | | | tired > 2: 10_11_12_13_14_15_16 (3.16)
| | | | | | | | fa_watching_tv > 0
| | | | | | | | | fa_pm_rest <= 0: 10_11_12_13_14_15_16 (5.21/0.21)
| | | | | | | | | fa_pm_rest > 0
| | | | | | | | | | fa_after_lunch <= 0
| | | | | | | | | | | tired <= 1: 10_11_12_13_14_15_16 (2.0/1.0)
| | | | | | | | | | | tired > 1
| | | | | | | | | | | | paralysis <= 0: 0_1_2_3_4_5_6_7_8_9 (10.83/1.66)
| | | | | | | | | | | | paralysis > 0: 17_18_19_20_21_22_23_24_25_26_27_28_29 (3.2/1.0)
| | | | | | | | | | fa_after_lunch > 0
| | | | | | | | | | | fa_reading <= 2
| | | | | | | | | | | | caffeinated_day <= 4
| | | | | | | | | | | | | if_eat_less = u
| | | | | | | | | | | | | | fa_after_lunch <= 1: 0_1_2_3_4_5_6_7_8_9 (9.12/1.86)
| | | | | | | | | | | | | | fa_after_lunch > 1: 10_11_12_13_14_15_16 (10.94/2.26)
| | | | | | | | | | | | | if_eat_less = y
| | | | | | | | | | | | | | fa_after_lunch <= 2: 10_11_12_13_14_15_16 (7.14/1.14)
| | | | | | | | | | | | | | fa_after_lunch > 2: 17_18_19_20_21_22_23_24_25_26_27_28_29 (4.09/1.09)
| | | | | | | | | | | | | if_eat_less = n: 0_1_2_3_4_5_6_7_8_9 (2.0/1.0)
| | | | | | | | | | | | caffeinated_day > 4: 17_18_19_20_21_22_23_24_25_26_27_28_29 (2.62)
| | | | | | | | | | | fa_reading > 2: 0_1_2_3_4_5_6_7_8_9 (13.12/2.28)
| | | | | | | wa_gasp > 2
| | | | | | | | sleep_problem_family <= 0: 17_18_19_20_21_22_23_24_25_26_27_28_29 (4.46/0.06)
| | | | | | | | sleep_problem_family > 0: 0_1_2_3_4_5_6_7_8_9 (6.7/1.63)
| | | | | | unable_move > 1
| | | | | | | bottles_beer <= 1
| | | | | | | | epworth_score <= 28: 0_1_2_3_4_5_6_7_8_9 (2.04/1.02)
| | | | | | | | epworth_score > 28: 10_11_12_13_14_15_16 (7.04/0.04)
| | | | | | | bottles_beer > 1: 0_1_2_3_4_5_6_7_8_9 (2.0/1.0)
| | | | | fa_routine_tasks > 2
| | | | | | fa_watching_tv <= 2: 30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (2.0/1.0)
| | | | | | fa_watching_tv > 2: 10_11_12_13_14_15_16 (5.14/1.14)
| | | | leg_crawly > 2
| | | | | height <= 69.5: 17_18_19_20_21_22_23_24_25_26_27_28_29 (8.14/3.14)
| | | | | height > 69.5: 10_11_12_13_14_15_16 (4.01/1.01)
| | | paralysis > 1
| | | | eat_work_worry_bed <= 0
| | | | | caffeinated_day <= 1.5
| | | | | | bmi <= 35.099998: 30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (2.0)
| | | | | | bmi > 35.099998: 17_18_19_20_21_22_23_24_25_26_27_28_29 (3.17)
| | | | | caffeinated_day > 1.5
| | | | | | epworth_score <= 31: 10_11_12_13_14_15_16 (2.19/1.03)
| | | | | | epworth_score > 31: 0_1_2_3_4_5_6_7_8_9 (5.02/0.01)
| | | | eat_work_worry_bed > 0
| | | | | heart_disease = no: 17_18_19_20_21_22_23_24_25_26_27_28_29 (5.04/0.02)
| | | | | heart_disease = N/A: 17_18_19_20_21_22_23_24_25_26_27_28_29 (3.01/1.01)
| | | | | heart_disease = yes: 10_11_12_13_14_15_16 (3.01/0.01)
eat_work_worry_bed > 1
| paralysis <= 2
| | wa_confused <= 0
| | | act_out_dreams <= 1
| | | | fa_talking <= 2
| | | | | fa_after_lunch <= 0
| | | | | | fa_routine_tasks <= 1
| | | | | | | glasses_wine <= 7
| | | | | | | | vivid_dream_nightmares <= 2
| | | | | | | | | paralysis <= 1
| | | | | | | | | | grind_teeth <= 1
| | | | | | | | | | | height <= 66
| | | | | | | | | | | | shots_hard_liquor <= 4
| | | | | | | | | | | | | gender = m: 17_18_19_20_21_22_23_24_25_26_27_28_29 (5.0/1.0)
| | | | | | | | | | | | | gender = f
| | | | | | | | | | | | | | height <= 62.5
| | | | | | | | | | | | | | | if_eat_less = u
| | | | | | | | | | | | | | | | ess2 <= 1: 0_1_2_3_4_5_6_7_8_9 (2.0)
| | | | | | | | | | | | | | | | ess2 > 1: 17_18_19_20_21_22_23_24_25_26_27_28_29 (2.0)
| | | | | | | | | | | | | | | if_eat_less = y: 0_1_2_3_4_5_6_7_8_9 (5.73/1.82)
| | | | | | | | | | | | | | | if_eat_less = n: 17_18_19_20_21_22_23_24_25_26_27_28_29 (3.82)
| | | | | | | | | | | | | | height > 62.5
| | | | | | | | | | | | | | | fa_reading <= 0
| | | | | | | | | | | | | | | | heart_disease = no: 10_11_12_13_14_15_16 (6.73/1.0)
| | | | | | | | | | | | | | | | heart_disease = N/A: 17_18_19_20_21_22_23_24_25_26_27_28_29 (2.91/1.0)
| | | | | | | | | | | | | | | | heart_disease = yes: 17_18_19_20_21_22_23_24_25_26_27_28_29 (3.0)
| | | | | | | | | | | | | | | fa_reading > 0: 10_11_12_13_14_15_16 (3.82/1.82)
| | | | | | | | | | | | shots_hard_liquor > 4: 0_1_2_3_4_5_6_7_8_9 (2.05)
| | | | | | | | | | | height > 66
| | | | | | | | | | | | leg_crawly <= 1: 0_1_2_3_4_5_6_7_8_9 (20.93/4.55)
| | | | | | | | | | | | leg_crawly > 1: 10_11_12_13_14_15_16 (2.91/0.01)
| | | | | | | | | | grind_teeth > 1
| | | | | | | | | | | caffeinated_day <= 3: 10_11_12_13_14_15_16 (10.85/1.35)
| | | | | | | | | | | caffeinated_day > 3: 17_18_19_20_21_22_23_24_25_26_27_28_29 (2.19/0.19)
| | | | | | | | | paralysis > 1: 0_1_2_3_4_5_6_7_8_9 (2.03/0.03)
| | | | | | | | vivid_dream_nightmares > 2
| | | | | | | | | heart_disease = no: 0_1_2_3_4_5_6_7_8_9 (3.88/0.02)
| | | | | | | | | heart_disease = N/A: 10_11_12_13_14_15_16 (3.0/1.0)
| | | | | | | | | heart_disease = yes: 10_11_12_13_14_15_16 (7.0)
| | | | | | | glasses_wine > 7: 0_1_2_3_4_5_6_7_8_9 (4.04)
| | | | | | fa_routine_tasks > 1
| | | | | | | weight <= 180: 10_11_12_13_14_15_16 (2.0/1.0)
| | | | | | | weight > 180: 0_1_2_3_4_5_6_7_8_9 (2.04/1.0)
| | | | | fa_after_lunch > 0
| | | | | | shots_hard_liquor <= 2
| | | | | | | paralysis <= 0
| | | | | | | | walk_talk_sleep <= 0
| | | | | | | | | recall_dream <= 0
| | | | | | | | | | fa_watching_tv <= 2: 0_1_2_3_4_5_6_7_8_9 (4.0/0.0)
| | | | | | | | | | fa_watching_tv > 2
| | | | | | | | | | | gender = m: 17_18_19_20_21_22_23_24_25_26_27_28_29 (4.01/0.03)
| | | | | | | | | | | gender = f: 0_1_2_3_4_5_6_7_8_9 (2.88/0.83)
| | | | | | | | | recall_dream > 0
| | | | | | | | | | weight <= 273
| | | | | | | | | | | wake_am_headache <= 2
| | | | | | | | | | | | leg_uneasy <= 2
| | | | | | | | | | | | | if_eat_less = u
| | | | | | | | | | | | | | fa_meeting_watching_tv <= 0: 10_11_12_13_14_15_16 (3.03/0.03)
| | | | | | | | | | | | | | fa_meeting_watching_tv > 0: 0_1_2_3_4_5_6_7_8_9 (6.03/1.02)
| | | | | | | | | | | | | if_eat_less = y
| | | | | | | | | | | | | | exercise_rate <= 1: 10_11_12_13_14_15_16 (8.0/2.0)
| | | | | | | | | | | | | | exercise_rate > 1: 0_1_2_3_4_5_6_7_8_9 (2.97)
| | | | | | | | | | | | | if_eat_less = n: 17_18_19_20_21_22_23_24_25_26_27_28_29 (3.13/2.0)
| | | | | | | | | | | | leg_uneasy > 2: 0_1_2_3_4_5_6_7_8_9 (4.04/2.01)
| | | | | | | | | | | wake_am_headache > 2
| | | | | | | | | | | | heart_disease = no: 10_11_12_13_14_15_16 (4.03/0.03)
| | | | | | | | | | | | heart_disease = N/A: 10_11_12_13_14_15_16 (1.02/0.02)
| | | | | | | | | | | | heart_disease = yes: 17_18_19_20_21_22_23_24_25_26_27_28_29 (2.02/0.02)
| | | | | | | | | | weight > 273: 0_1_2_3_4_5_6_7_8_9 (6.0/1.0)
| | | | | | | | walk_talk_sleep > 0
| | | | | | | | | limbs_twitch <= 1
| | | | | | | | | | wa_gasp <= 1
| | | | | | | | | | | grind_teeth <= 1: 17_18_19_20_21_22_23_24_25_26_27_28_29 (5.2/0.03)
| | | | | | | | | | | grind_teeth > 1: 0_1_2_3_4_5_6_7_8_9 (2.03/0.0)
| | | | | | | | | | wa_gasp > 1: 10_11_12_13_14_15_16 (3.03/1.03)
| | | | | | | | | limbs_twitch > 1
| | | | | | | | | | wake_am_headache <= 2: 17_18_19_20_21_22_23_24_25_26_27_28_29 (5.95/1.05)
| | | | | | | | | | wake_am_headache > 2: 30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (3.03/0.02)
| | | | | | | paralysis > 0: 17_18_19_20_21_22_23_24_25_26_27_28_29 (9.08/2.08)
| | | | | | shots_hard_liquor > 2: 10_11_12_13_14_15_16 (2.05/0.05)
| | | | fa_talking > 2: 0_1_2_3_4_5_6_7_8_9 (4.85/1.01)
| | | act_out_dreams > 1
| | | | heart_disease = no
| | | | | fa_after_lunch <= 2
| | | | | | fa_watching_tv <= 1: 17_18_19_20_21_22_23_24_25_26_27_28_29 (2.12/0.1)
| | | | | | fa_watching_tv > 1: 10_11_12_13_14_15_16 (6.48/0.2)
| | | | | fa_after_lunch > 2: 17_18_19_20_21_22_23_24_25_26_27_28_29 (3.7/1.12)
| | | | heart_disease = N/A: 10_11_12_13_14_15_16 (3.02/0.02)
| | | | heart_disease = yes: 17_18_19_20_21_22_23_24_25_26_27_28_29 (4.15/0.21)
| | wa_confused > 0
| | | leg_uneasy <= 0
| | | | walk_talk_sleep <= 2
| | | | | bmi <= 43
| | | | | | heart_disease = no
| | | | | | | quit_yrs <= 7
| | | | | | | | glasses_wine <= 0.5
| | | | | | | | | fa_meeting_watching_tv <= 0: 17_18_19_20_21_22_23_24_25_26_27_28_29 (5.32/0.02)
| | | | | | | | | fa_meeting_watching_tv > 0: 10_11_12_13_14_15_16 (6.06/1.06)
| | | | | | | | glasses_wine > 0.5: 0_1_2_3_4_5_6_7_8_9 (3.08/1.08)
| | | | | | | quit_yrs > 7: 0_1_2_3_4_5_6_7_8_9 (2.0)
| | | | | | heart_disease = N/A
| | | | | | | fa_talking <= 1: 0_1_2_3_4_5_6_7_8_9 (5.04/1.0)
| | | | | | | fa_talking > 1: 10_11_12_13_14_15_16 (2.0)
| | | | | | heart_disease = yes
| | | | | | | glasses_wine <= 1: 17_18_19_20_21_22_23_24_25_26_27_28_29 (6.19/1.04)
| | | | | | | glasses_wine > 1: 10_11_12_13_14_15_16 (2.0)
| | | | | bmi > 43: 17_18_19_20_21_22_23_24_25_26_27_28_29 (7.0/1.0)
| | | | walk_talk_sleep > 2: 0_1_2_3_4_5_6_7_8_9 (7.03/2.01)
| | | leg_uneasy > 0
| | | | recall_dream <= 0: 17_18_19_20_21_22_23_24_25_26_27_28_29 (8.03/1.03)
| | | | recall_dream > 0
| | | | | unable_move <= 1
| | | | | | glasses_wine <= 2
| | | | | | | limbs_twitch <= 0
| | | | | | | | fa_talking <= 1
| | | | | | | | | glasses_wine <= 0.5
| | | | | | | | | | wa_confused <= 1
| | | | | | | | | | | sleep_problem_family <= 0
| | | | | | | | | | | | caffeinated_day <= 0.5: 10_11_12_13_14_15_16 (4.47/0.47)
| | | | | | | | | | | | caffeinated_day > 0.5: 17_18_19_20_21_22_23_24_25_26_27_28_29 (3.92/0.91)
| | | | | | | | | | | sleep_problem_family > 0: 17_18_19_20_21_22_23_24_25_26_27_28_29 (9.57/0.04)
| | | | | | | | | | wa_confused > 1
| | | | | | | | | | | exercise_rate <= 1
| | | | | | | | | | | | height <= 63.5: 17_18_19_20_21_22_23_24_25_26_27_28_29 (2.04)
| | | | | | | | | | | | height > 63.5: 10_11_12_13_14_15_16 (3.01/0.01)
| | | | | | | | | | | exercise_rate > 1: 0_1_2_3_4_5_6_7_8_9 (3.02)
| | | | | | | | | glasses_wine > 0.5: 0_1_2_3_4_5_6_7_8_9 (2.01/1.01)
| | | | | | | | fa_talking > 1: 10_11_12_13_14_15_16 (4.17/0.04)
| | | | | | | limbs_twitch > 0
| | | | | | | | snore_loud <= 0: 10_11_12_13_14_15_16 (2.94/1.01)
| | | | | | | | snore_loud > 0
| | | | | | | | | heart_disease = no
| | | | | | | | | | limbs_twitch <= 2
| | | | | | | | | | | stop_breath <= 1: 30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (8.03/0.02)
| | | | | | | | | | | stop_breath > 1: 10_11_12_13_14_15_16 (4.02/1.02)
| | | | | | | | | | limbs_twitch > 2: 17_18_19_20_21_22_23_24_25_26_27_28_29 (5.76/0.92)
| | | | | | | | | heart_disease = N/A
| | | | | | | | | | limbs_twitch <= 1: 30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (3.02/1.02)
| | | | | | | | | | limbs_twitch > 1: 10_11_12_13_14_15_16 (3.02/0.02)
| | | | | | | | | heart_disease = yes
| | | | | | | | | | act_out_dreams <= 0: 0_1_2_3_4_5_6_7_8_9 (3.02/1.0)
| | | | | | | | | | act_out_dreams > 0: 17_18_19_20_21_22_23_24_25_26_27_28_29 (3.96/0.02)
| | | | | | glasses_wine > 2
| | | | | | | wake_am_headache <= 1: 10_11_12_13_14_15_16 (6.02/1.02)
| | | | | | | wake_am_headache > 1: 30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (2.11)
| | | | | unable_move > 1
| | | | | | fa_pm_rest <= 1: 17_18_19_20_21_22_23_24_25_26_27_28_29 (2.0/0.0)
| | | | | | fa_pm_rest > 1: 30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (6.12/1.12)
| paralysis > 2
| | fa_theater_meeting <= 0
| | | leg_uneasy <= 2: 17_18_19_20_21_22_23_24_25_26_27_28_29 (6.42/0.15)
| | | leg_uneasy > 2
| | | | limbs_twitch <= 1: 17_18_19_20_21_22_23_24_25_26_27_28_29 (3.12/0.01)
| | | | limbs_twitch > 1: 30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (8.02/1.01)
| | fa_theater_meeting > 0
| | | smoke <= 0.5: 10_11_12_13_14_15_16 (3.04/0.04)
| | | smoke > 0.5: 30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (3.04/0.04)
Number of Leaves : 168
Size of the tree : 324
Time taken to build model: 7.71 seconds
=== Stratified cross-validation ===
=== Summary ===
Correctly Classified Instances 392 41.3066 %
Incorrectly Classified Instances 557 58.6934 %
Kappa statistic 0.1135
Mean absolute error 0.3023
Root mean squared error 0.4981
Relative absolute error 90.1865 %
Root relative squared error 121.7054 %
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
0.6 0.375 0.566 0.6 0.582 0.629 0_1_2_3_4_5_6_7_8_9
0.279 0.282 0.281 0.279 0.28 0.484 10_11_12_13_14_15_16
0.276 0.176 0.294 0.276 0.285 0.548 17_18_19_20_21_22_23_24_25_26_27_28_29
0.111 0.041 0.14 0.111 0.124 0.553 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
256 112 51 8 | a = 0_1_2_3_4_5_6_7_8_9
124 75 57 13 | b = 10_11_12_13_14_15_16
62 66 55 16 | c = 17_18_19_20_21_22_23_24_25_26_27_28_29
10 14 24 6 | d = 30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52
|
