=== 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-weka.filters.unsupervised.attribute.Remove-R1,3-15,17-18,21-23,26,28,31,33-34,36-37,39-46
Instances: 952
Attributes: 13
gender
tired
eat_work_worry_bed
wake_am_headache
leg_uneasy
leg_crawly
paralysis
unable_move
vivid_dream_nightmares
wa_confused
epworth_score
if_eat_less
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
| | | | if_eat_less = u
| | | | | epworth_score <= 22: 0_1_2_3_4_5_6_7_8_9 (38.18/11.07)
| | | | | epworth_score > 22
| | | | | | gender = m
| | | | | | | epworth_score <= 29: 0_1_2_3_4_5_6_7_8_9 (21.33/3.07)
| | | | | | | epworth_score > 29
| | | | | | | | eat_work_worry_bed <= 0
| | | | | | | | | vivid_dream_nightmares <= 1
| | | | | | | | | | vivid_dream_nightmares <= 0
| | | | | | | | | | | epworth_score <= 34: 0_1_2_3_4_5_6_7_8_9 (6.18/2.02)
| | | | | | | | | | | epworth_score > 34: 10_11_12_13_14_15_16 (3.01/0.01)
| | | | | | | | | | vivid_dream_nightmares > 0: 10_11_12_13_14_15_16 (3.06/0.06)
| | | | | | | | | vivid_dream_nightmares > 1: 0_1_2_3_4_5_6_7_8_9 (4.08/1.01)
| | | | | | | | eat_work_worry_bed > 0: 0_1_2_3_4_5_6_7_8_9 (7.15/3.02)
| | | | | | gender = f
| | | | | | | wake_am_headache <= 1
| | | | | | | | leg_uneasy <= 2: 0_1_2_3_4_5_6_7_8_9 (16.0/7.0)
| | | | | | | | leg_uneasy > 2
| | | | | | | | | vivid_dream_nightmares <= 2: 10_11_12_13_14_15_16 (2.0)
| | | | | | | | | vivid_dream_nightmares > 2: 17_18_19_20_21_22_23_24_25_26_27_28_29 (2.0)
| | | | | | | wake_am_headache > 1: 10_11_12_13_14_15_16 (7.0/2.0)
| | | | if_eat_less = y
| | | | | unable_move <= 2
| | | | | | vivid_dream_nightmares <= 2
| | | | | | | gender = m
| | | | | | | | epworth_score <= 27: 0_1_2_3_4_5_6_7_8_9 (14.0/5.0)
| | | | | | | | epworth_score > 27: 10_11_12_13_14_15_16 (14.15/5.52)
| | | | | | | gender = f
| | | | | | | | unable_move <= 0
| | | | | | | | | eat_work_worry_bed <= 0
| | | | | | | | | | leg_uneasy <= 0: 0_1_2_3_4_5_6_7_8_9 (6.08/2.0)
| | | | | | | | | | leg_uneasy > 0: 10_11_12_13_14_15_16 (12.17/4.17)
| | | | | | | | | eat_work_worry_bed > 0: 10_11_12_13_14_15_16 (3.04/0.04)
| | | | | | | | unable_move > 0: 0_1_2_3_4_5_6_7_8_9 (3.04/1.0)
| | | | | | vivid_dream_nightmares > 2
| | | | | | | unable_move <= 0
| | | | | | | | epworth_score <= 22: 0_1_2_3_4_5_6_7_8_9 (2.0)
| | | | | | | | epworth_score > 22: 17_18_19_20_21_22_23_24_25_26_27_28_29 (3.65/1.04)
| | | | | | | unable_move > 0: 0_1_2_3_4_5_6_7_8_9 (2.01/1.0)
| | | | | unable_move > 2: 10_11_12_13_14_15_16 (3.02/0.02)
| | | | if_eat_less = n
| | | | | unable_move <= 1
| | | | | | gender = m
| | | | | | | unable_move <= 0: 0_1_2_3_4_5_6_7_8_9 (12.0/3.0)
| | | | | | | unable_move > 0
| | | | | | | | leg_uneasy <= 0: 0_1_2_3_4_5_6_7_8_9 (3.0/1.0)
| | | | | | | | leg_uneasy > 0: 17_18_19_20_21_22_23_24_25_26_27_28_29 (2.0)
| | | | | | gender = f
| | | | | | | epworth_score <= 17: 0_1_2_3_4_5_6_7_8_9 (3.0/1.0)
| | | | | | | epworth_score > 17: 17_18_19_20_21_22_23_24_25_26_27_28_29 (6.42/2.0)
| | | | | unable_move > 1: 10_11_12_13_14_15_16 (2.03/0.03)
| | | paralysis > 0
| | | | eat_work_worry_bed <= 0
| | | | | wake_am_headache <= 1
| | | | | | wake_am_headache <= 0
| | | | | | | gender = m
| | | | | | | | epworth_score <= 25: 10_11_12_13_14_15_16 (2.0/0.0)
| | | | | | | | epworth_score > 25: 0_1_2_3_4_5_6_7_8_9 (2.54/0.0)
| | | | | | | gender = f: 0_1_2_3_4_5_6_7_8_9 (2.13/1.0)
| | | | | | wake_am_headache > 0: 10_11_12_13_14_15_16 (4.13/0.03)
| | | | | wake_am_headache > 1: 0_1_2_3_4_5_6_7_8_9 (4.02/2.0)
| | | | eat_work_worry_bed > 0: 17_18_19_20_21_22_23_24_25_26_27_28_29 (8.79/3.05)
| wa_confused > 0
| | paralysis <= 1
| | | leg_crawly <= 2
| | | | if_eat_less = u
| | | | | leg_crawly <= 1
| | | | | | paralysis <= 0
| | | | | | | unable_move <= 2
| | | | | | | | wake_am_headache <= 0: 0_1_2_3_4_5_6_7_8_9 (16.64/4.31)
| | | | | | | | wake_am_headache > 0
| | | | | | | | | tired <= 2
| | | | | | | | | | epworth_score <= 28: 0_1_2_3_4_5_6_7_8_9 (3.02/0.01)
| | | | | | | | | | epworth_score > 28: 17_18_19_20_21_22_23_24_25_26_27_28_29 (3.01/0.01)
| | | | | | | | | tired > 2
| | | | | | | | | | gender = m
| | | | | | | | | | | leg_crawly <= 0: 10_11_12_13_14_15_16 (8.06/2.06)
| | | | | | | | | | | leg_crawly > 0: 0_1_2_3_4_5_6_7_8_9 (3.02/0.01)
| | | | | | | | | | gender = f
| | | | | | | | | | | vivid_dream_nightmares <= 1: 17_18_19_20_21_22_23_24_25_26_27_28_29 (3.68/1.68)
| | | | | | | | | | | vivid_dream_nightmares > 1
| | | | | | | | | | | | leg_uneasy <= 0: 0_1_2_3_4_5_6_7_8_9 (2.01)
| | | | | | | | | | | | leg_uneasy > 0: 10_11_12_13_14_15_16 (4.8/1.8)
| | | | | | | unable_move > 2: 10_11_12_13_14_15_16 (3.02/1.02)
| | | | | | paralysis > 0
| | | | | | | tired <= 2: 0_1_2_3_4_5_6_7_8_9 (7.03/2.01)
| | | | | | | tired > 2: 10_11_12_13_14_15_16 (5.66/2.48)
| | | | | leg_crawly > 1
| | | | | | wa_confused <= 1
| | | | | | | tired <= 2: 0_1_2_3_4_5_6_7_8_9 (2.01/0.0)
| | | | | | | tired > 2: 10_11_12_13_14_15_16 (4.03/1.03)
| | | | | | wa_confused > 1: 10_11_12_13_14_15_16 (2.12/0.12)
| | | | if_eat_less = y
| | | | | paralysis <= 0
| | | | | | vivid_dream_nightmares <= 0: 0_1_2_3_4_5_6_7_8_9 (4.01)
| | | | | | vivid_dream_nightmares > 0
| | | | | | | leg_uneasy <= 2
| | | | | | | | unable_move <= 0
| | | | | | | | | epworth_score <= 41
| | | | | | | | | | wake_am_headache <= 0
| | | | | | | | | | | epworth_score <= 22: 0_1_2_3_4_5_6_7_8_9 (2.12/0.12)
| | | | | | | | | | | epworth_score > 22: 10_11_12_13_14_15_16 (4.29/0.03)
| | | | | | | | | | wake_am_headache > 0
| | | | | | | | | | | eat_work_worry_bed <= 0: 10_11_12_13_14_15_16 (4.02/1.02)
| | | | | | | | | | | eat_work_worry_bed > 0: 17_18_19_20_21_22_23_24_25_26_27_28_29 (2.01/0.01)
| | | | | | | | | epworth_score > 41: 0_1_2_3_4_5_6_7_8_9 (6.0/1.0)
| | | | | | | | unable_move > 0: 10_11_12_13_14_15_16 (5.02/1.02)
| | | | | | | leg_uneasy > 2: 17_18_19_20_21_22_23_24_25_26_27_28_29 (3.01/1.01)
| | | | | paralysis > 0
| | | | | | epworth_score <= 39: 17_18_19_20_21_22_23_24_25_26_27_28_29 (3.04/0.02)
| | | | | | epworth_score > 39: 10_11_12_13_14_15_16 (2.0)
| | | | if_eat_less = n
| | | | | gender = m
| | | | | | leg_crawly <= 0: 0_1_2_3_4_5_6_7_8_9 (4.0/1.0)
| | | | | | leg_crawly > 0: 10_11_12_13_14_15_16 (4.0/1.0)
| | | | | gender = f
| | | | | | leg_crawly <= 0: 17_18_19_20_21_22_23_24_25_26_27_28_29 (2.16)
| | | | | | leg_crawly > 0: 0_1_2_3_4_5_6_7_8_9 (2.0/1.0)
| | | leg_crawly > 2
| | | | wa_confused <= 1
| | | | | tired <= 2: 30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (2.0/1.0)
| | | | | tired > 2
| | | | | | wake_am_headache <= 1: 10_11_12_13_14_15_16 (4.02/1.02)
| | | | | | wake_am_headache > 1: 17_18_19_20_21_22_23_24_25_26_27_28_29 (3.01/1.01)
| | | | wa_confused > 1: 17_18_19_20_21_22_23_24_25_26_27_28_29 (5.13/2.13)
| | paralysis > 1
| | | eat_work_worry_bed <= 0
| | | | tired <= 2: 17_18_19_20_21_22_23_24_25_26_27_28_29 (2.02/1.0)
| | | | tired > 2
| | | | | unable_move <= 0: 17_18_19_20_21_22_23_24_25_26_27_28_29 (3.17/1.17)
| | | | | unable_move > 0: 0_1_2_3_4_5_6_7_8_9 (7.19/2.16)
| | | 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
| | | leg_crawly <= 0
| | | | if_eat_less = u
| | | | | wake_am_headache <= 0: 0_1_2_3_4_5_6_7_8_9 (26.17/7.68)
| | | | | wake_am_headache > 0
| | | | | | gender = m
| | | | | | | eat_work_worry_bed <= 2: 0_1_2_3_4_5_6_7_8_9 (10.08/4.04)
| | | | | | | eat_work_worry_bed > 2: 10_11_12_13_14_15_16 (10.08/4.08)
| | | | | | gender = f
| | | | | | | leg_uneasy <= 0
| | | | | | | | wake_am_headache <= 1
| | | | | | | | | epworth_score <= 23: 10_11_12_13_14_15_16 (3.03/1.03)
| | | | | | | | | epworth_score > 23: 0_1_2_3_4_5_6_7_8_9 (3.0/1.0)
| | | | | | | | wake_am_headache > 1: 17_18_19_20_21_22_23_24_25_26_27_28_29 (7.03/3.03)
| | | | | | | leg_uneasy > 0: 0_1_2_3_4_5_6_7_8_9 (4.02/2.0)
| | | | if_eat_less = y
| | | | | wake_am_headache <= 0
| | | | | | eat_work_worry_bed <= 2
| | | | | | | leg_uneasy <= 0: 10_11_12_13_14_15_16 (3.01/0.01)
| | | | | | | leg_uneasy > 0: 17_18_19_20_21_22_23_24_25_26_27_28_29 (2.08/0.01)
| | | | | | eat_work_worry_bed > 2
| | | | | | | vivid_dream_nightmares <= 0: 10_11_12_13_14_15_16 (3.01/0.01)
| | | | | | | vivid_dream_nightmares > 0
| | | | | | | | vivid_dream_nightmares <= 1: 0_1_2_3_4_5_6_7_8_9 (4.01/1.0)
| | | | | | | | vivid_dream_nightmares > 1: 10_11_12_13_14_15_16 (3.15/1.15)
| | | | | wake_am_headache > 0
| | | | | | epworth_score <= 29
| | | | | | | gender = m: 17_18_19_20_21_22_23_24_25_26_27_28_29 (4.0/1.0)
| | | | | | | gender = f
| | | | | | | | vivid_dream_nightmares <= 0: 0_1_2_3_4_5_6_7_8_9 (3.02/1.0)
| | | | | | | | vivid_dream_nightmares > 0
| | | | | | | | | eat_work_worry_bed <= 2
| | | | | | | | | | wake_am_headache <= 2: 17_18_19_20_21_22_23_24_25_26_27_28_29 (4.03/2.03)
| | | | | | | | | | wake_am_headache > 2: 10_11_12_13_14_15_16 (2.01/0.01)
| | | | | | | | | eat_work_worry_bed > 2: 17_18_19_20_21_22_23_24_25_26_27_28_29 (3.96/0.03)
| | | | | | epworth_score > 29
| | | | | | | wake_am_headache <= 1: 30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (3.0/1.0)
| | | | | | | wake_am_headache > 1: 0_1_2_3_4_5_6_7_8_9 (8.58/1.0)
| | | | if_eat_less = n
| | | | | tired <= 2: 0_1_2_3_4_5_6_7_8_9 (3.0/1.0)
| | | | | tired > 2
| | | | | | vivid_dream_nightmares <= 2: 17_18_19_20_21_22_23_24_25_26_27_28_29 (9.16/3.0)
| | | | | | vivid_dream_nightmares > 2: 10_11_12_13_14_15_16 (7.0/3.0)
| | | leg_crawly > 0
| | | | wake_am_headache <= 2
| | | | | if_eat_less = u
| | | | | | wake_am_headache <= 1
| | | | | | | tired <= 2
| | | | | | | | leg_crawly <= 2: 17_18_19_20_21_22_23_24_25_26_27_28_29 (3.02/0.02)
| | | | | | | | leg_crawly > 2: 10_11_12_13_14_15_16 (2.01/0.01)
| | | | | | | tired > 2
| | | | | | | | epworth_score <= 37: 10_11_12_13_14_15_16 (4.45/2.07)
| | | | | | | | epworth_score > 37
| | | | | | | | | gender = m: 10_11_12_13_14_15_16 (3.01/1.01)
| | | | | | | | | gender = f: 17_18_19_20_21_22_23_24_25_26_27_28_29 (2.0)
| | | | | | wake_am_headache > 1
| | | | | | | tired <= 2
| | | | | | | | epworth_score <= 26: 0_1_2_3_4_5_6_7_8_9 (2.02/0.01)
| | | | | | | | epworth_score > 26: 10_11_12_13_14_15_16 (2.01/1.01)
| | | | | | | tired > 2
| | | | | | | | epworth_score <= 42: 17_18_19_20_21_22_23_24_25_26_27_28_29 (4.05/0.05)
| | | | | | | | epworth_score > 42: 0_1_2_3_4_5_6_7_8_9 (2.01/0.01)
| | | | | if_eat_less = y
| | | | | | paralysis <= 0
| | | | | | | unable_move <= 0
| | | | | | | | leg_uneasy <= 2
| | | | | | | | | vivid_dream_nightmares <= 0: 17_18_19_20_21_22_23_24_25_26_27_28_29 (2.05/0.05)
| | | | | | | | | vivid_dream_nightmares > 0
| | | | | | | | | | wake_am_headache <= 0: 10_11_12_13_14_15_16 (3.01/1.01)
| | | | | | | | | | wake_am_headache > 0
| | | | | | | | | | | epworth_score <= 28: 0_1_2_3_4_5_6_7_8_9 (2.01)
| | | | | | | | | | | epworth_score > 28: 10_11_12_13_14_15_16 (3.19/0.19)
| | | | | | | | leg_uneasy > 2: 0_1_2_3_4_5_6_7_8_9 (5.01/1.0)
| | | | | | | unable_move > 0: 10_11_12_13_14_15_16 (5.89/1.89)
| | | | | | paralysis > 0: 10_11_12_13_14_15_16 (2.04/1.04)
| | | | | if_eat_less = n
| | | | | | gender = m
| | | | | | | epworth_score <= 39: 10_11_12_13_14_15_16 (3.0)
| | | | | | | epworth_score > 39: 0_1_2_3_4_5_6_7_8_9 (3.0/1.0)
| | | | | | gender = f
| | | | | | | leg_uneasy <= 2
| | | | | | | | leg_crawly <= 1: 10_11_12_13_14_15_16 (2.0)
| | | | | | | | leg_crawly > 1: 17_18_19_20_21_22_23_24_25_26_27_28_29 (2.0/1.0)
| | | | | | | leg_uneasy > 2: 17_18_19_20_21_22_23_24_25_26_27_28_29 (3.0)
| | | | wake_am_headache > 2
| | | | | if_eat_less = u
| | | | | | gender = m: 17_18_19_20_21_22_23_24_25_26_27_28_29 (2.03/0.03)
| | | | | | gender = f
| | | | | | | leg_crawly <= 2: 10_11_12_13_14_15_16 (3.01/0.01)
| | | | | | | leg_crawly > 2: 17_18_19_20_21_22_23_24_25_26_27_28_29 (3.94/2.01)
| | | | | if_eat_less = y
| | | | | | epworth_score <= 39: 10_11_12_13_14_15_16 (3.23/0.23)
| | | | | | epworth_score > 39: 30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (3.38/1.38)
| | | | | if_eat_less = n: 0_1_2_3_4_5_6_7_8_9 (1.0)
| | wa_confused > 0
| | | leg_uneasy <= 0
| | | | paralysis <= 0
| | | | | epworth_score <= 43
| | | | | | wa_confused <= 2
| | | | | | | unable_move <= 0
| | | | | | | | if_eat_less = u
| | | | | | | | | gender = m: 0_1_2_3_4_5_6_7_8_9 (4.43/1.4)
| | | | | | | | | gender = f: 10_11_12_13_14_15_16 (5.02/2.02)
| | | | | | | | if_eat_less = y: 10_11_12_13_14_15_16 (4.02/2.02)
| | | | | | | | if_eat_less = n
| | | | | | | | | vivid_dream_nightmares <= 1: 10_11_12_13_14_15_16 (2.0/1.0)
| | | | | | | | | vivid_dream_nightmares > 1: 0_1_2_3_4_5_6_7_8_9 (4.09/1.09)
| | | | | | | unable_move > 0
| | | | | | | | vivid_dream_nightmares <= 2
| | | | | | | | | epworth_score <= 37: 10_11_12_13_14_15_16 (2.06/0.06)
| | | | | | | | | epworth_score > 37: 0_1_2_3_4_5_6_7_8_9 (2.0/1.0)
| | | | | | | | vivid_dream_nightmares > 2: 17_18_19_20_21_22_23_24_25_26_27_28_29 (5.02/0.02)
| | | | | | wa_confused > 2: 17_18_19_20_21_22_23_24_25_26_27_28_29 (3.03/0.01)
| | | | | epworth_score > 43
| | | | | | unable_move <= 1: 0_1_2_3_4_5_6_7_8_9 (4.0/1.0)
| | | | | | unable_move > 1: 30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (2.0/1.0)
| | | | paralysis > 0
| | | | | epworth_score <= 35: 0_1_2_3_4_5_6_7_8_9 (3.03/1.0)
| | | | | epworth_score > 35: 17_18_19_20_21_22_23_24_25_26_27_28_29 (5.01/0.01)
| | | leg_uneasy > 0
| | | | unable_move <= 1
| | | | | if_eat_less = u
| | | | | | gender = m
| | | | | | | wake_am_headache <= 1: 10_11_12_13_14_15_16 (9.05/3.05)
| | | | | | | wake_am_headache > 1: 30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (4.05/1.03)
| | | | | | gender = f
| | | | | | | leg_crawly <= 1
| | | | | | | | vivid_dream_nightmares <= 2
| | | | | | | | | eat_work_worry_bed <= 2: 17_18_19_20_21_22_23_24_25_26_27_28_29 (2.01/1.01)
| | | | | | | | | eat_work_worry_bed > 2: 0_1_2_3_4_5_6_7_8_9 (4.02)
| | | | | | | | vivid_dream_nightmares > 2
| | | | | | | | | wake_am_headache <= 1: 10_11_12_13_14_15_16 (3.01/1.01)
| | | | | | | | | wake_am_headache > 1: 17_18_19_20_21_22_23_24_25_26_27_28_29 (4.02/1.02)
| | | | | | | leg_crawly > 1
| | | | | | | | eat_work_worry_bed <= 2: 10_11_12_13_14_15_16 (3.01/0.01)
| | | | | | | | eat_work_worry_bed > 2
| | | | | | | | | vivid_dream_nightmares <= 1: 10_11_12_13_14_15_16 (2.01/0.01)
| | | | | | | | | vivid_dream_nightmares > 1: 17_18_19_20_21_22_23_24_25_26_27_28_29 (4.02/0.02)
| | | | | if_eat_less = y
| | | | | | epworth_score <= 34: 17_18_19_20_21_22_23_24_25_26_27_28_29 (6.23/0.08)
| | | | | | epworth_score > 34
| | | | | | | leg_crawly <= 2
| | | | | | | | gender = m
| | | | | | | | | vivid_dream_nightmares <= 2: 10_11_12_13_14_15_16 (3.0)
| | | | | | | | | vivid_dream_nightmares > 2: 30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (2.0)
| | | | | | | | gender = f: 10_11_12_13_14_15_16 (11.7/3.76)
| | | | | | | leg_crawly > 2: 30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (3.0/1.0)
| | | | | if_eat_less = n
| | | | | | eat_work_worry_bed <= 2
| | | | | | | epworth_score <= 29: 17_18_19_20_21_22_23_24_25_26_27_28_29 (2.0)
| | | | | | | epworth_score > 29: 0_1_2_3_4_5_6_7_8_9 (4.0/1.0)
| | | | | | eat_work_worry_bed > 2
| | | | | | | vivid_dream_nightmares <= 2: 17_18_19_20_21_22_23_24_25_26_27_28_29 (6.0/1.0)
| | | | | | | vivid_dream_nightmares > 2
| | | | | | | | wake_am_headache <= 1: 10_11_12_13_14_15_16 (3.0/1.0)
| | | | | | | | wake_am_headache > 1: 30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (4.0/1.0)
| | | | unable_move > 1
| | | | | tired <= 2: 17_18_19_20_21_22_23_24_25_26_27_28_29 (2.0/0.0)
| | | | | tired > 2
| | | | | | wake_am_headache <= 2: 17_18_19_20_21_22_23_24_25_26_27_28_29 (4.02/1.02)
| | | | | | wake_am_headache > 2: 30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (4.12/0.12)
| paralysis > 2
| | leg_uneasy <= 2: 17_18_19_20_21_22_23_24_25_26_27_28_29 (6.73/0.44)
| | leg_uneasy > 2
| | | leg_crawly <= 0: 17_18_19_20_21_22_23_24_25_26_27_28_29 (4.08/1.02)
| | | leg_crawly > 0
| | | | wa_confused <= 1: 10_11_12_13_14_15_16 (2.4/1.08)
| | | | wa_confused > 1: 30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (10.44/1.43)
Number of Leaves : 158
Size of the tree : 308
Time taken to build model: 3.27 seconds
=== Stratified cross-validation ===
=== Summary ===
Correctly Classified Instances 435 45.8377 %
Incorrectly Classified Instances 514 54.1623 %
Kappa statistic 0.1647
Mean absolute error 0.2974
Root mean squared error 0.4559
Relative absolute error 88.7338 %
Root relative squared error 111.3884 %
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
0.714 0.437 0.572 0.714 0.635 0.67 0_1_2_3_4_5_6_7_8_9
0.234 0.2 0.317 0.234 0.269 0.49 10_11_12_13_14_15_16
0.256 0.151 0.311 0.256 0.281 0.564 17_18_19_20_21_22_23_24_25_26_27_28_29
0.296 0.041 0.302 0.296 0.299 0.62 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
305 73 40 9 | a = 0_1_2_3_4_5_6_7_8_9
136 63 61 9 | b = 10_11_12_13_14_15_16
80 49 51 19 | c = 17_18_19_20_21_22_23_24_25_26_27_28_29
12 14 12 16 | d = 30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52
|
