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Intro ] [ sleep-bdi-4-bins-08-atts-IBK-Sana-2009-01-10 ] [ sleep-bdi-4-bins-08-atts-J48-2008-12-20 ] [ sleep-bdi-4-bins-08-atts-J48-Sana-2009-01-10 ]

Up: Experiments ]

=== 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-weka.filters.unsupervised.attribute.Remove-R1-weka.filters.unsupervised.attribute.Remove-R7,11-weka.filters.unsupervised.attribute.Remove-R5
Instances:    952
Attributes:   9
              tired
              eat_work_worry_bed
              wake_am_headache
              leg_uneasy
              paralysis
              vivid_dream_nightmares
              wa_confused
              epworth_score
              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
|   |   |   |   epworth_score <= 27: 0_1_2_3_4_5_6_7_8_9 (116.35/41.58)
|   |   |   |   epworth_score > 27
|   |   |   |   |   eat_work_worry_bed <= 0
|   |   |   |   |   |   wake_am_headache <= 0
|   |   |   |   |   |   |   leg_uneasy <= 0: 0_1_2_3_4_5_6_7_8_9 (16.09/6.02)
|   |   |   |   |   |   |   leg_uneasy > 0
|   |   |   |   |   |   |   |   epworth_score <= 33: 0_1_2_3_4_5_6_7_8_9 (6.06/2.01)
|   |   |   |   |   |   |   |   epworth_score > 33: 10_11_12_13_14_15_16 (5.01/1.01)
|   |   |   |   |   |   wake_am_headache > 0
|   |   |   |   |   |   |   leg_uneasy <= 0
|   |   |   |   |   |   |   |   wake_am_headache <= 2: 17_18_19_20_21_22_23_24_25_26_27_28_29 (10.96/5.96)
|   |   |   |   |   |   |   |   wake_am_headache > 2: 10_11_12_13_14_15_16 (2.01/0.01)
|   |   |   |   |   |   |   leg_uneasy > 0
|   |   |   |   |   |   |   |   leg_uneasy <= 2: 10_11_12_13_14_15_16 (4.02/0.02)
|   |   |   |   |   |   |   |   leg_uneasy > 2
|   |   |   |   |   |   |   |   |   epworth_score <= 42: 0_1_2_3_4_5_6_7_8_9 (8.07/3.01)
|   |   |   |   |   |   |   |   |   epworth_score > 42: 10_11_12_13_14_15_16 (4.41/1.41)
|   |   |   |   |   eat_work_worry_bed > 0
|   |   |   |   |   |   wake_am_headache <= 2
|   |   |   |   |   |   |   epworth_score <= 29: 0_1_2_3_4_5_6_7_8_9 (4.0/1.0)
|   |   |   |   |   |   |   epworth_score > 29
|   |   |   |   |   |   |   |   vivid_dream_nightmares <= 1
|   |   |   |   |   |   |   |   |   vivid_dream_nightmares <= 0
|   |   |   |   |   |   |   |   |   |   leg_uneasy <= 0: 17_18_19_20_21_22_23_24_25_26_27_28_29 (4.03/2.03)
|   |   |   |   |   |   |   |   |   |   leg_uneasy > 0: 0_1_2_3_4_5_6_7_8_9 (3.02/0.0)
|   |   |   |   |   |   |   |   |   vivid_dream_nightmares > 0: 17_18_19_20_21_22_23_24_25_26_27_28_29 (4.03/1.03)
|   |   |   |   |   |   |   |   vivid_dream_nightmares > 1
|   |   |   |   |   |   |   |   |   vivid_dream_nightmares <= 2
|   |   |   |   |   |   |   |   |   |   epworth_score <= 33: 0_1_2_3_4_5_6_7_8_9 (2.03/0.0)
|   |   |   |   |   |   |   |   |   |   epworth_score > 33: 10_11_12_13_14_15_16 (2.74/0.0)
|   |   |   |   |   |   |   |   |   vivid_dream_nightmares > 2
|   |   |   |   |   |   |   |   |   |   wake_am_headache <= 0: 0_1_2_3_4_5_6_7_8_9 (2.01/1.0)
|   |   |   |   |   |   |   |   |   |   wake_am_headache > 0: 10_11_12_13_14_15_16 (4.03/1.03)
|   |   |   |   |   |   wake_am_headache > 2: 10_11_12_13_14_15_16 (2.74/0.74)
|   |   |   paralysis > 0
|   |   |   |   eat_work_worry_bed <= 0
|   |   |   |   |   wake_am_headache <= 1
|   |   |   |   |   |   wake_am_headache <= 0
|   |   |   |   |   |   |   paralysis <= 2: 0_1_2_3_4_5_6_7_8_9 (4.62/1.0)
|   |   |   |   |   |   |   paralysis > 2: 10_11_12_13_14_15_16 (2.04/1.04)
|   |   |   |   |   |   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
|   |   |   eat_work_worry_bed <= 0
|   |   |   |   paralysis <= 0
|   |   |   |   |   wake_am_headache <= 0
|   |   |   |   |   |   leg_uneasy <= 2: 0_1_2_3_4_5_6_7_8_9 (21.23/4.16)
|   |   |   |   |   |   leg_uneasy > 2: 10_11_12_13_14_15_16 (2.01/0.01)
|   |   |   |   |   wake_am_headache > 0
|   |   |   |   |   |   tired <= 2
|   |   |   |   |   |   |   epworth_score <= 22: 0_1_2_3_4_5_6_7_8_9 (3.01/1.0)
|   |   |   |   |   |   |   epworth_score > 22: 17_18_19_20_21_22_23_24_25_26_27_28_29 (6.01/1.01)
|   |   |   |   |   |   tired > 2
|   |   |   |   |   |   |   vivid_dream_nightmares <= 2
|   |   |   |   |   |   |   |   wake_am_headache <= 2: 10_11_12_13_14_15_16 (13.87/5.16)
|   |   |   |   |   |   |   |   wake_am_headache > 2: 17_18_19_20_21_22_23_24_25_26_27_28_29 (6.03/3.03)
|   |   |   |   |   |   |   vivid_dream_nightmares > 2
|   |   |   |   |   |   |   |   wa_confused <= 1: 0_1_2_3_4_5_6_7_8_9 (5.02/1.01)
|   |   |   |   |   |   |   |   wa_confused > 1
|   |   |   |   |   |   |   |   |   epworth_score <= 37: 10_11_12_13_14_15_16 (2.03/0.03)
|   |   |   |   |   |   |   |   |   epworth_score > 37: 0_1_2_3_4_5_6_7_8_9 (5.01/1.01)
|   |   |   |   paralysis > 0
|   |   |   |   |   tired <= 2: 0_1_2_3_4_5_6_7_8_9 (6.03/2.02)
|   |   |   |   |   tired > 2: 10_11_12_13_14_15_16 (6.31/2.18)
|   |   |   eat_work_worry_bed > 0
|   |   |   |   wa_confused <= 2
|   |   |   |   |   tired <= 2
|   |   |   |   |   |   vivid_dream_nightmares <= 0: 0_1_2_3_4_5_6_7_8_9 (2.0/1.0)
|   |   |   |   |   |   vivid_dream_nightmares > 0
|   |   |   |   |   |   |   wa_confused <= 1: 10_11_12_13_14_15_16 (7.3/2.3)
|   |   |   |   |   |   |   wa_confused > 1
|   |   |   |   |   |   |   |   wake_am_headache <= 0: 10_11_12_13_14_15_16 (2.02/0.02)
|   |   |   |   |   |   |   |   wake_am_headache > 0: 0_1_2_3_4_5_6_7_8_9 (2.0/0.0)
|   |   |   |   |   tired > 2
|   |   |   |   |   |   vivid_dream_nightmares <= 2
|   |   |   |   |   |   |   wake_am_headache <= 0
|   |   |   |   |   |   |   |   leg_uneasy <= 0: 10_11_12_13_14_15_16 (4.24/0.02)
|   |   |   |   |   |   |   |   leg_uneasy > 0: 0_1_2_3_4_5_6_7_8_9 (2.23/0.0)
|   |   |   |   |   |   |   wake_am_headache > 0
|   |   |   |   |   |   |   |   paralysis <= 0
|   |   |   |   |   |   |   |   |   epworth_score <= 30
|   |   |   |   |   |   |   |   |   |   vivid_dream_nightmares <= 1
|   |   |   |   |   |   |   |   |   |   |   epworth_score <= 27: 0_1_2_3_4_5_6_7_8_9 (2.02/0.0)
|   |   |   |   |   |   |   |   |   |   |   epworth_score > 27: 17_18_19_20_21_22_23_24_25_26_27_28_29 (3.0/0.0)
|   |   |   |   |   |   |   |   |   |   vivid_dream_nightmares > 1: 0_1_2_3_4_5_6_7_8_9 (3.07/0.06)
|   |   |   |   |   |   |   |   |   epworth_score > 30: 10_11_12_13_14_15_16 (4.02/1.02)
|   |   |   |   |   |   |   |   paralysis > 0: 17_18_19_20_21_22_23_24_25_26_27_28_29 (4.18/1.02)
|   |   |   |   |   |   vivid_dream_nightmares > 2
|   |   |   |   |   |   |   wa_confused <= 1
|   |   |   |   |   |   |   |   epworth_score <= 28: 30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (3.02/1.02)
|   |   |   |   |   |   |   |   epworth_score > 28: 17_18_19_20_21_22_23_24_25_26_27_28_29 (3.05/1.01)
|   |   |   |   |   |   |   wa_confused > 1: 0_1_2_3_4_5_6_7_8_9 (3.04/1.02)
|   |   |   |   wa_confused > 2
|   |   |   |   |   tired <= 2: 17_18_19_20_21_22_23_24_25_26_27_28_29 (2.01/0.0)
|   |   |   |   |   tired > 2
|   |   |   |   |   |   vivid_dream_nightmares <= 1: 17_18_19_20_21_22_23_24_25_26_27_28_29 (2.02/0.01)
|   |   |   |   |   |   vivid_dream_nightmares > 1: 10_11_12_13_14_15_16 (4.14/1.1)
|   |   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: 0_1_2_3_4_5_6_7_8_9 (10.35/5.32)
|   |   |   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
|   |   |   epworth_score <= 28
|   |   |   |   paralysis <= 0
|   |   |   |   |   vivid_dream_nightmares <= 2
|   |   |   |   |   |   wake_am_headache <= 2
|   |   |   |   |   |   |   tired <= 0
|   |   |   |   |   |   |   |   epworth_score <= 21: 0_1_2_3_4_5_6_7_8_9 (4.1/0.0)
|   |   |   |   |   |   |   |   epworth_score > 21: 10_11_12_13_14_15_16 (2.0/0.0)
|   |   |   |   |   |   |   tired > 0
|   |   |   |   |   |   |   |   leg_uneasy <= 1
|   |   |   |   |   |   |   |   |   leg_uneasy <= 0
|   |   |   |   |   |   |   |   |   |   epworth_score <= 23
|   |   |   |   |   |   |   |   |   |   |   wake_am_headache <= 1
|   |   |   |   |   |   |   |   |   |   |   |   tired <= 1: 0_1_2_3_4_5_6_7_8_9 (2.1/0.0)
|   |   |   |   |   |   |   |   |   |   |   |   tired > 1
|   |   |   |   |   |   |   |   |   |   |   |   |   eat_work_worry_bed <= 2
|   |   |   |   |   |   |   |   |   |   |   |   |   |   epworth_score <= 17: 17_18_19_20_21_22_23_24_25_26_27_28_29 (6.04/2.04)
|   |   |   |   |   |   |   |   |   |   |   |   |   |   epworth_score > 17: 10_11_12_13_14_15_16 (5.01/1.01)
|   |   |   |   |   |   |   |   |   |   |   |   |   eat_work_worry_bed > 2
|   |   |   |   |   |   |   |   |   |   |   |   |   |   wake_am_headache <= 0: 0_1_2_3_4_5_6_7_8_9 (2.83/0.0)
|   |   |   |   |   |   |   |   |   |   |   |   |   |   wake_am_headache > 0: 10_11_12_13_14_15_16 (4.02/2.02)
|   |   |   |   |   |   |   |   |   |   |   wake_am_headache > 1
|   |   |   |   |   |   |   |   |   |   |   |   epworth_score <= 19: 0_1_2_3_4_5_6_7_8_9 (4.02/1.0)
|   |   |   |   |   |   |   |   |   |   |   |   epworth_score > 19: 10_11_12_13_14_15_16 (3.0/0.0)
|   |   |   |   |   |   |   |   |   |   epworth_score > 23
|   |   |   |   |   |   |   |   |   |   |   tired <= 2: 17_18_19_20_21_22_23_24_25_26_27_28_29 (5.01/2.01)
|   |   |   |   |   |   |   |   |   |   |   tired > 2: 0_1_2_3_4_5_6_7_8_9 (3.32/0.23)
|   |   |   |   |   |   |   |   |   leg_uneasy > 0: 0_1_2_3_4_5_6_7_8_9 (9.05/4.01)
|   |   |   |   |   |   |   |   leg_uneasy > 1
|   |   |   |   |   |   |   |   |   eat_work_worry_bed <= 2
|   |   |   |   |   |   |   |   |   |   vivid_dream_nightmares <= 1: 0_1_2_3_4_5_6_7_8_9 (5.15/1.01)
|   |   |   |   |   |   |   |   |   |   vivid_dream_nightmares > 1: 10_11_12_13_14_15_16 (2.01/1.01)
|   |   |   |   |   |   |   |   |   eat_work_worry_bed > 2
|   |   |   |   |   |   |   |   |   |   vivid_dream_nightmares <= 0
|   |   |   |   |   |   |   |   |   |   |   leg_uneasy <= 2: 17_18_19_20_21_22_23_24_25_26_27_28_29 (3.02/1.02)
|   |   |   |   |   |   |   |   |   |   |   leg_uneasy > 2: 0_1_2_3_4_5_6_7_8_9 (4.02/2.0)
|   |   |   |   |   |   |   |   |   |   vivid_dream_nightmares > 0
|   |   |   |   |   |   |   |   |   |   |   leg_uneasy <= 2
|   |   |   |   |   |   |   |   |   |   |   |   epworth_score <= 19: 17_18_19_20_21_22_23_24_25_26_27_28_29 (2.16/0.28)
|   |   |   |   |   |   |   |   |   |   |   |   epworth_score > 19: 0_1_2_3_4_5_6_7_8_9 (3.02/1.0)
|   |   |   |   |   |   |   |   |   |   |   leg_uneasy > 2: 17_18_19_20_21_22_23_24_25_26_27_28_29 (4.02/0.02)
|   |   |   |   |   |   wake_am_headache > 2
|   |   |   |   |   |   |   eat_work_worry_bed <= 2: 10_11_12_13_14_15_16 (5.03/2.03)
|   |   |   |   |   |   |   eat_work_worry_bed > 2: 17_18_19_20_21_22_23_24_25_26_27_28_29 (3.02/1.02)
|   |   |   |   |   vivid_dream_nightmares > 2
|   |   |   |   |   |   eat_work_worry_bed <= 2: 0_1_2_3_4_5_6_7_8_9 (2.05/0.04)
|   |   |   |   |   |   eat_work_worry_bed > 2
|   |   |   |   |   |   |   wake_am_headache <= 2: 10_11_12_13_14_15_16 (5.19/0.19)
|   |   |   |   |   |   |   wake_am_headache > 2: 0_1_2_3_4_5_6_7_8_9 (3.02/1.0)
|   |   |   |   paralysis > 0
|   |   |   |   |   epworth_score <= 24: 10_11_12_13_14_15_16 (3.09/1.09)
|   |   |   |   |   epworth_score > 24: 17_18_19_20_21_22_23_24_25_26_27_28_29 (3.02/1.02)
|   |   |   epworth_score > 28
|   |   |   |   tired <= 2
|   |   |   |   |   epworth_score <= 30: 17_18_19_20_21_22_23_24_25_26_27_28_29 (3.0/1.0)
|   |   |   |   |   epworth_score > 30
|   |   |   |   |   |   leg_uneasy <= 2
|   |   |   |   |   |   |   wake_am_headache <= 1: 17_18_19_20_21_22_23_24_25_26_27_28_29 (3.0/0.0)
|   |   |   |   |   |   |   wake_am_headache > 1: 10_11_12_13_14_15_16 (5.01/1.01)
|   |   |   |   |   |   leg_uneasy > 2: 10_11_12_13_14_15_16 (4.0/0.0)
|   |   |   |   tired > 2
|   |   |   |   |   vivid_dream_nightmares <= 1
|   |   |   |   |   |   leg_uneasy <= 0: 0_1_2_3_4_5_6_7_8_9 (12.48/3.01)
|   |   |   |   |   |   leg_uneasy > 0
|   |   |   |   |   |   |   eat_work_worry_bed <= 2
|   |   |   |   |   |   |   |   epworth_score <= 42: 17_18_19_20_21_22_23_24_25_26_27_28_29 (9.98/5.04)
|   |   |   |   |   |   |   |   epworth_score > 42: 0_1_2_3_4_5_6_7_8_9 (4.0/0.0)
|   |   |   |   |   |   |   eat_work_worry_bed > 2
|   |   |   |   |   |   |   |   epworth_score <= 36: 0_1_2_3_4_5_6_7_8_9 (6.04/2.01)
|   |   |   |   |   |   |   |   epworth_score > 36: 17_18_19_20_21_22_23_24_25_26_27_28_29 (10.01/4.01)
|   |   |   |   |   vivid_dream_nightmares > 1
|   |   |   |   |   |   eat_work_worry_bed <= 2
|   |   |   |   |   |   |   leg_uneasy <= 1: 0_1_2_3_4_5_6_7_8_9 (10.03/5.01)
|   |   |   |   |   |   |   leg_uneasy > 1: 10_11_12_13_14_15_16 (13.23/7.23)
|   |   |   |   |   |   eat_work_worry_bed > 2
|   |   |   |   |   |   |   wake_am_headache <= 2
|   |   |   |   |   |   |   |   leg_uneasy <= 2: 10_11_12_13_14_15_16 (11.54/4.54)
|   |   |   |   |   |   |   |   leg_uneasy > 2: 17_18_19_20_21_22_23_24_25_26_27_28_29 (5.02/2.02)
|   |   |   |   |   |   |   wake_am_headache > 2: 17_18_19_20_21_22_23_24_25_26_27_28_29 (8.16/4.03)
|   |   wa_confused > 0
|   |   |   leg_uneasy <= 0
|   |   |   |   paralysis <= 0
|   |   |   |   |   epworth_score <= 43
|   |   |   |   |   |   vivid_dream_nightmares <= 1: 10_11_12_13_14_15_16 (12.44/5.44)
|   |   |   |   |   |   vivid_dream_nightmares > 1
|   |   |   |   |   |   |   vivid_dream_nightmares <= 2: 0_1_2_3_4_5_6_7_8_9 (3.17/0.16)
|   |   |   |   |   |   |   vivid_dream_nightmares > 2: 17_18_19_20_21_22_23_24_25_26_27_28_29 (16.08/6.08)
|   |   |   |   |   epworth_score > 43
|   |   |   |   |   |   eat_work_worry_bed <= 2: 30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (3.0/1.0)
|   |   |   |   |   |   eat_work_worry_bed > 2: 0_1_2_3_4_5_6_7_8_9 (3.0/1.0)
|   |   |   |   paralysis > 0: 17_18_19_20_21_22_23_24_25_26_27_28_29 (8.03/2.03)
|   |   |   leg_uneasy > 0
|   |   |   |   wake_am_headache <= 0
|   |   |   |   |   leg_uneasy <= 2: 10_11_12_13_14_15_16 (10.19/3.19)
|   |   |   |   |   leg_uneasy > 2
|   |   |   |   |   |   vivid_dream_nightmares <= 2: 0_1_2_3_4_5_6_7_8_9 (3.01/1.0)
|   |   |   |   |   |   vivid_dream_nightmares > 2: 30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (2.01/1.01)
|   |   |   |   wake_am_headache > 0
|   |   |   |   |   wa_confused <= 1
|   |   |   |   |   |   epworth_score <= 38
|   |   |   |   |   |   |   tired <= 2
|   |   |   |   |   |   |   |   vivid_dream_nightmares <= 2: 17_18_19_20_21_22_23_24_25_26_27_28_29 (5.01/1.01)
|   |   |   |   |   |   |   |   vivid_dream_nightmares > 2: 30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (3.01/1.01)
|   |   |   |   |   |   |   tired > 2
|   |   |   |   |   |   |   |   eat_work_worry_bed <= 2
|   |   |   |   |   |   |   |   |   leg_uneasy <= 1
|   |   |   |   |   |   |   |   |   |   wake_am_headache <= 1: 17_18_19_20_21_22_23_24_25_26_27_28_29 (3.02/1.02)
|   |   |   |   |   |   |   |   |   |   wake_am_headache > 1: 30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (3.02/1.02)
|   |   |   |   |   |   |   |   |   leg_uneasy > 1: 10_11_12_13_14_15_16 (3.97/0.97)
|   |   |   |   |   |   |   |   eat_work_worry_bed > 2
|   |   |   |   |   |   |   |   |   epworth_score <= 30: 17_18_19_20_21_22_23_24_25_26_27_28_29 (4.04/1.04)
|   |   |   |   |   |   |   |   |   epworth_score > 30: 30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (4.03/2.02)
|   |   |   |   |   |   epworth_score > 38
|   |   |   |   |   |   |   tired <= 2: 10_11_12_13_14_15_16 (3.0/1.0)
|   |   |   |   |   |   |   tired > 2
|   |   |   |   |   |   |   |   epworth_score <= 41: 0_1_2_3_4_5_6_7_8_9 (4.0/1.0)
|   |   |   |   |   |   |   |   epworth_score > 41: 17_18_19_20_21_22_23_24_25_26_27_28_29 (12.01/3.01)
|   |   |   |   |   wa_confused > 1
|   |   |   |   |   |   eat_work_worry_bed <= 2
|   |   |   |   |   |   |   paralysis <= 1: 30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (4.49/1.48)
|   |   |   |   |   |   |   paralysis > 1: 17_18_19_20_21_22_23_24_25_26_27_28_29 (4.49/1.02)
|   |   |   |   |   |   eat_work_worry_bed > 2
|   |   |   |   |   |   |   paralysis <= 0
|   |   |   |   |   |   |   |   wa_confused <= 2
|   |   |   |   |   |   |   |   |   wake_am_headache <= 2: 10_11_12_13_14_15_16 (6.77/4.03)
|   |   |   |   |   |   |   |   |   wake_am_headache > 2: 30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (5.02/1.02)
|   |   |   |   |   |   |   |   wa_confused > 2: 17_18_19_20_21_22_23_24_25_26_27_28_29 (4.76/1.02)
|   |   |   |   |   |   |   paralysis > 0: 10_11_12_13_14_15_16 (4.41/2.22)
|   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
|   |   |   wa_confused <= 1
|   |   |   |   wake_am_headache <= 0: 30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (2.07/1.07)
|   |   |   |   wake_am_headache > 0: 17_18_19_20_21_22_23_24_25_26_27_28_29 (3.66/0.6)
|   |   |   wa_confused > 1: 30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (11.18/2.17)

Number of Leaves  : 	124

Size of the tree : 	247


Time taken to build model: 1.45 seconds

=== Stratified cross-validation ===
=== Summary ===

Correctly Classified Instances         421               44.3625 %
Incorrectly Classified Instances       528               55.6375 %
Kappa statistic                          0.138 
Mean absolute error                      0.3019
Root mean squared error                  0.4524
Relative absolute error                 90.07   %
Root relative squared error            110.5424 %
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
  0.717     0.456      0.563     0.717     0.63       0.673    0_1_2_3_4_5_6_7_8_9
  0.178     0.201      0.259     0.178     0.211      0.454    10_11_12_13_14_15_16
  0.266     0.163      0.303     0.266     0.283      0.604    17_18_19_20_21_22_23_24_25_26_27_28_29
  0.259     0.035      0.311     0.259     0.283      0.596    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
 306  68  45   8 |   a = 0_1_2_3_4_5_6_7_8_9
 156  48  58   7 |   b = 10_11_12_13_14_15_16
  69  61  53  16 |   c = 17_18_19_20_21_22_23_24_25_26_27_28_29
  13   8  19  14 |   d = 30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52

Intro
2009-01-23-KDDR-2.arff
2009-01-23-KDDR-2.exp
2009-01-23-KDDR.arff
Trial.csv
sleep-bdi-2008-12-14.csv
sleep-bdi-2009-01-30.arff
sleep-bdi-3-bins-08-atts-BayesNet-2008-12-20
sleep-bdi-3-bins-08-atts-BayesNet-Sana-2009-01-10
sleep-bdi-3-bins-08-atts-IBK-2008-12-20
sleep-bdi-3-bins-08-atts-IBK-Sana-2009-01-10
sleep-bdi-3-bins-08-atts-J48-2008-12-20
sleep-bdi-3-bins-08-atts-J48-Sana-2009-01-10
sleep-bdi-3-bins-08-atts-SimpleLog-2008-12-20
sleep-bdi-3-bins-09-atts-BayesNet-2008-12-20
sleep-bdi-3-bins-09-atts-BayesNet-Sana-2009-01-10
sleep-bdi-3-bins-09-atts-IBK-2008-12-20
sleep-bdi-3-bins-09-atts-IBK-Sana-2009-01-10
sleep-bdi-3-bins-09-atts-J48-2008-12-20
sleep-bdi-3-bins-09-atts-J48-Sana-2009-01-10
sleep-bdi-3-bins-09-atts-SimpleLog-2008-12-20
sleep-bdi-3-bins-11-atts-BayesNet-2008-12-20
sleep-bdi-3-bins-11-atts-BayesNet-Sana-2009-01-10
sleep-bdi-3-bins-11-atts-IBK-2008-12-20
sleep-bdi-3-bins-11-atts-IBK-Sana-2009-01-10
sleep-bdi-3-bins-11-atts-J48-2008-12-20
sleep-bdi-3-bins-11-atts-J48-Sana-2009-01-10
sleep-bdi-3-bins-11-atts-SimpleLog-2008-12-20
sleep-bdi-3-bins-13-atts-BayesNet-2008-12-20
sleep-bdi-3-bins-13-atts-BayesNet-Sana-2009-01-10
sleep-bdi-3-bins-13-atts-IBK-2008-12-20
sleep-bdi-3-bins-13-atts-IBK-Sana-2009-01-10
sleep-bdi-3-bins-13-atts-J48-2008-12-20
sleep-bdi-3-bins-13-atts-J48-Sana-2009-01-10
sleep-bdi-3-bins-13-atts-SimpleLog-2008-12-20
sleep-bdi-3-bins-BayesNet-2008-12-19
sleep-bdi-3-bins-BayesNet-Sana-2009-01-10
sleep-bdi-3-bins-IBK-2008-12-19
sleep-bdi-3-bins-IBK-Sana-2009-01-10
sleep-bdi-3-bins-J48-2008-12-19
sleep-bdi-3-bins-J48-Sana-2009-01-10
sleep-bdi-3-bins-SimpleLog-2008-12-19
sleep-bdi-4-bins-08-atts-BayesNet-2008-12-20
sleep-bdi-4-bins-08-atts-BayesNet-Sana-2009-01-10
sleep-bdi-4-bins-08-atts-IBK-2008-12-20
sleep-bdi-4-bins-08-atts-IBK-Sana-2009-01-10
sleep-bdi-4-bins-08-atts-J48-2008-12-20
sleep-bdi-4-bins-08-atts-J48-Sana-2009-01-10
sleep-bdi-4-bins-08-atts-SimpleLog-2008-12-20
sleep-bdi-4-bins-09-atts-BayesNet-2008-12-20
sleep-bdi-4-bins-09-atts-BayesNet-Sana-2009-01-10
sleep-bdi-4-bins-09-atts-IBK-2008-12-20
sleep-bdi-4-bins-09-atts-IBK-Sana-2009-01-10
sleep-bdi-4-bins-09-atts-J48-2008-12-20
sleep-bdi-4-bins-09-atts-J48-Sana-2009-01-10
sleep-bdi-4-bins-09-atts-SimpleLog-2008-12-20
sleep-bdi-4-bins-11-atts-BayesNet-2008-12-20
sleep-bdi-4-bins-11-atts-BayesNet-Sana-2009-01-10
sleep-bdi-4-bins-11-atts-IBK-2008-12-20
sleep-bdi-4-bins-11-atts-IBK-Sana-2009-01-10
sleep-bdi-4-bins-11-atts-J48-2008-12-20
sleep-bdi-4-bins-11-atts-J48-Sana-2009-01-10
sleep-bdi-4-bins-11-atts-SimpleLog-2008-12-20
sleep-bdi-4-bins-12-atts-BayesNet-2008-12-20
sleep-bdi-4-bins-12-atts-BayesNet-Sana-2009-01-10
sleep-bdi-4-bins-12-atts-IBK-2008-12-20
sleep-bdi-4-bins-12-atts-IBK-Sana-2009-01-10
sleep-bdi-4-bins-12-atts-J48-2008-12-20
sleep-bdi-4-bins-12-atts-J48-Sana-2009-01-10
sleep-bdi-4-bins-12-atts-SimpleLog-2008-12-20
sleep-bdi-4-bins-BayesNet-2008-12-19
sleep-bdi-4-bins-BayesNet-Sana-2009-01-10
sleep-bdi-4-bins-IBK-2008-12-19
sleep-bdi-4-bins-IBK-Sana-2009-01-10
sleep-bdi-4-bins-J48-2008-12-19
sleep-bdi-4-bins-J48-Sana-2009-01-10
sleep-bdi-4-bins-SimpleLog-2008-12-19
sleep-bdi-Linear-Regression-2009-02-04
sleep-bdi-classification-2009-02-12-algorithm
sleep-bdi-classification-2009-02-12-data-set
sleep-bdi-classification-2009-02-12.arff
sleep-bdi-regression-2009-02-12-algorithm
sleep-bdi-regression-2009-02-12-data-set
sleep-bdi-regression-2009-02-12.arff

by: Keith A. Pray
Last Modified: December 30, 2008 6:06 PM
© 2008 - 2007 Keith A. Pray.
All rights reserved.

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