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Intro ] [ 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 ]

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
Instances:    952
Attributes:   10
              tired
              eat_work_worry_bed
              wake_am_headache
              leg_uneasy
              leg_crawly
              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
|   |   |   |   |   leg_crawly <= 2: 0_1_2_3_4_5_6_7_8_9 (111.21/37.57)
|   |   |   |   |   leg_crawly > 2: 10_11_12_13_14_15_16 (5.14/2.14)
|   |   |   |   epworth_score > 27
|   |   |   |   |   eat_work_worry_bed <= 0
|   |   |   |   |   |   wake_am_headache <= 0
|   |   |   |   |   |   |   leg_crawly <= 1: 0_1_2_3_4_5_6_7_8_9 (19.85/8.02)
|   |   |   |   |   |   |   leg_crawly > 1
|   |   |   |   |   |   |   |   vivid_dream_nightmares <= 1: 10_11_12_13_14_15_16 (4.18/1.18)
|   |   |   |   |   |   |   |   vivid_dream_nightmares > 1: 17_18_19_20_21_22_23_24_25_26_27_28_29 (3.13/1.13)
|   |   |   |   |   |   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
|   |   |   |   |   |   leg_uneasy <= 2
|   |   |   |   |   |   |   leg_crawly <= 1
|   |   |   |   |   |   |   |   leg_crawly <= 0
|   |   |   |   |   |   |   |   |   wake_am_headache <= 1
|   |   |   |   |   |   |   |   |   |   vivid_dream_nightmares <= 1
|   |   |   |   |   |   |   |   |   |   |   leg_uneasy <= 0: 17_18_19_20_21_22_23_24_25_26_27_28_29 (4.02/2.02)
|   |   |   |   |   |   |   |   |   |   |   leg_uneasy > 0: 0_1_2_3_4_5_6_7_8_9 (2.01/0.0)
|   |   |   |   |   |   |   |   |   |   vivid_dream_nightmares > 1
|   |   |   |   |   |   |   |   |   |   |   epworth_score <= 32: 17_18_19_20_21_22_23_24_25_26_27_28_29 (2.03/0.03)
|   |   |   |   |   |   |   |   |   |   |   epworth_score > 32: 10_11_12_13_14_15_16 (3.0/0.0)
|   |   |   |   |   |   |   |   |   wake_am_headache > 1: 0_1_2_3_4_5_6_7_8_9 (4.55/2.0)
|   |   |   |   |   |   |   |   leg_crawly > 0
|   |   |   |   |   |   |   |   |   leg_uneasy <= 1: 0_1_2_3_4_5_6_7_8_9 (2.01/0.0)
|   |   |   |   |   |   |   |   |   leg_uneasy > 1: 17_18_19_20_21_22_23_24_25_26_27_28_29 (3.02/1.02)
|   |   |   |   |   |   |   leg_crawly > 1
|   |   |   |   |   |   |   |   epworth_score <= 30: 0_1_2_3_4_5_6_7_8_9 (2.0/0.0)
|   |   |   |   |   |   |   |   epworth_score > 30: 10_11_12_13_14_15_16 (2.76/0.03)
|   |   |   |   |   |   leg_uneasy > 2: 17_18_19_20_21_22_23_24_25_26_27_28_29 (3.23/1.02)
|   |   |   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
|   |   |   leg_crawly <= 2
|   |   |   |   wake_am_headache <= 0
|   |   |   |   |   paralysis <= 0
|   |   |   |   |   |   eat_work_worry_bed <= 0: 0_1_2_3_4_5_6_7_8_9 (22.24/5.17)
|   |   |   |   |   |   eat_work_worry_bed > 0
|   |   |   |   |   |   |   epworth_score <= 22: 0_1_2_3_4_5_6_7_8_9 (3.25/0.24)
|   |   |   |   |   |   |   epworth_score > 22: 10_11_12_13_14_15_16 (7.55/2.29)
|   |   |   |   |   paralysis > 0: 10_11_12_13_14_15_16 (9.63/4.63)
|   |   |   |   wake_am_headache > 0
|   |   |   |   |   wa_confused <= 2
|   |   |   |   |   |   leg_uneasy <= 1
|   |   |   |   |   |   |   paralysis <= 0
|   |   |   |   |   |   |   |   tired <= 2
|   |   |   |   |   |   |   |   |   wake_am_headache <= 2: 0_1_2_3_4_5_6_7_8_9 (4.01/1.0)
|   |   |   |   |   |   |   |   |   wake_am_headache > 2: 17_18_19_20_21_22_23_24_25_26_27_28_29 (2.0/0.0)
|   |   |   |   |   |   |   |   tired > 2
|   |   |   |   |   |   |   |   |   wa_confused <= 1
|   |   |   |   |   |   |   |   |   |   eat_work_worry_bed <= 0
|   |   |   |   |   |   |   |   |   |   |   leg_uneasy <= 0
|   |   |   |   |   |   |   |   |   |   |   |   vivid_dream_nightmares <= 1: 10_11_12_13_14_15_16 (6.75/3.03)
|   |   |   |   |   |   |   |   |   |   |   |   vivid_dream_nightmares > 1: 0_1_2_3_4_5_6_7_8_9 (5.09/1.07)
|   |   |   |   |   |   |   |   |   |   |   leg_uneasy > 0: 10_11_12_13_14_15_16 (3.01/1.01)
|   |   |   |   |   |   |   |   |   |   eat_work_worry_bed > 0
|   |   |   |   |   |   |   |   |   |   |   epworth_score <= 28: 0_1_2_3_4_5_6_7_8_9 (5.06/1.04)
|   |   |   |   |   |   |   |   |   |   |   epworth_score > 28: 17_18_19_20_21_22_23_24_25_26_27_28_29 (3.01/1.01)
|   |   |   |   |   |   |   |   |   wa_confused > 1
|   |   |   |   |   |   |   |   |   |   epworth_score <= 42: 10_11_12_13_14_15_16 (4.06/0.06)
|   |   |   |   |   |   |   |   |   |   epworth_score > 42: 0_1_2_3_4_5_6_7_8_9 (3.0/1.0)
|   |   |   |   |   |   |   paralysis > 0
|   |   |   |   |   |   |   |   leg_uneasy <= 0: 10_11_12_13_14_15_16 (4.14/1.02)
|   |   |   |   |   |   |   |   leg_uneasy > 0: 0_1_2_3_4_5_6_7_8_9 (2.22/0.21)
|   |   |   |   |   |   leg_uneasy > 1
|   |   |   |   |   |   |   eat_work_worry_bed <= 0
|   |   |   |   |   |   |   |   vivid_dream_nightmares <= 1: 10_11_12_13_14_15_16 (5.02/2.02)
|   |   |   |   |   |   |   |   vivid_dream_nightmares > 1: 17_18_19_20_21_22_23_24_25_26_27_28_29 (2.01/0.01)
|   |   |   |   |   |   |   eat_work_worry_bed > 0
|   |   |   |   |   |   |   |   paralysis <= 0: 10_11_12_13_14_15_16 (6.92/3.92)
|   |   |   |   |   |   |   |   paralysis > 0: 17_18_19_20_21_22_23_24_25_26_27_28_29 (3.01/0.01)
|   |   |   |   |   wa_confused > 2
|   |   |   |   |   |   tired <= 2: 17_18_19_20_21_22_23_24_25_26_27_28_29 (2.0/0.0)
|   |   |   |   |   |   tired > 2
|   |   |   |   |   |   |   vivid_dream_nightmares <= 1: 17_18_19_20_21_22_23_24_25_26_27_28_29 (4.04/2.02)
|   |   |   |   |   |   |   vivid_dream_nightmares > 1
|   |   |   |   |   |   |   |   eat_work_worry_bed <= 0: 0_1_2_3_4_5_6_7_8_9 (4.03/1.02)
|   |   |   |   |   |   |   |   eat_work_worry_bed > 0: 10_11_12_13_14_15_16 (3.7/0.7)
|   |   |   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
|   |   |   |   |   leg_crawly <= 0: 17_18_19_20_21_22_23_24_25_26_27_28_29 (2.32/1.16)
|   |   |   |   |   leg_crawly > 0: 0_1_2_3_4_5_6_7_8_9 (8.04/3.01)
|   |   |   eat_work_worry_bed > 0
|   |   |   |   leg_uneasy <= 1: 17_18_19_20_21_22_23_24_25_26_27_28_29 (3.02/0.01)
|   |   |   |   leg_uneasy > 1
|   |   |   |   |   leg_crawly <= 1: 10_11_12_13_14_15_16 (3.01/1.01)
|   |   |   |   |   leg_crawly > 1: 17_18_19_20_21_22_23_24_25_26_27_28_29 (5.02/1.02)
eat_work_worry_bed > 1
|   paralysis <= 2
|   |   wa_confused <= 0
|   |   |   leg_crawly <= 0
|   |   |   |   wake_am_headache <= 0: 0_1_2_3_4_5_6_7_8_9 (48.36/22.82)
|   |   |   |   wake_am_headache > 0
|   |   |   |   |   paralysis <= 0
|   |   |   |   |   |   leg_uneasy <= 0
|   |   |   |   |   |   |   vivid_dream_nightmares <= 0
|   |   |   |   |   |   |   |   tired <= 2
|   |   |   |   |   |   |   |   |   epworth_score <= 21: 0_1_2_3_4_5_6_7_8_9 (2.01/0.0)
|   |   |   |   |   |   |   |   |   epworth_score > 21: 10_11_12_13_14_15_16 (3.0/1.0)
|   |   |   |   |   |   |   |   tired > 2
|   |   |   |   |   |   |   |   |   epworth_score <= 24: 10_11_12_13_14_15_16 (4.01/1.01)
|   |   |   |   |   |   |   |   |   epworth_score > 24: 0_1_2_3_4_5_6_7_8_9 (6.19/0.01)
|   |   |   |   |   |   |   vivid_dream_nightmares > 0
|   |   |   |   |   |   |   |   eat_work_worry_bed <= 2
|   |   |   |   |   |   |   |   |   wake_am_headache <= 1
|   |   |   |   |   |   |   |   |   |   vivid_dream_nightmares <= 1: 17_18_19_20_21_22_23_24_25_26_27_28_29 (3.01/1.01)
|   |   |   |   |   |   |   |   |   |   vivid_dream_nightmares > 1
|   |   |   |   |   |   |   |   |   |   |   epworth_score <= 23: 10_11_12_13_14_15_16 (3.01/1.01)
|   |   |   |   |   |   |   |   |   |   |   epworth_score > 23: 17_18_19_20_21_22_23_24_25_26_27_28_29 (2.13/0.01)
|   |   |   |   |   |   |   |   |   wake_am_headache > 1
|   |   |   |   |   |   |   |   |   |   wake_am_headache <= 2: 10_11_12_13_14_15_16 (4.02/2.02)
|   |   |   |   |   |   |   |   |   |   wake_am_headache > 2
|   |   |   |   |   |   |   |   |   |   |   epworth_score <= 26: 10_11_12_13_14_15_16 (4.01/1.01)
|   |   |   |   |   |   |   |   |   |   |   epworth_score > 26: 0_1_2_3_4_5_6_7_8_9 (3.02/0.0)
|   |   |   |   |   |   |   |   eat_work_worry_bed > 2
|   |   |   |   |   |   |   |   |   wake_am_headache <= 1: 10_11_12_13_14_15_16 (7.14/3.14)
|   |   |   |   |   |   |   |   |   wake_am_headache > 1: 17_18_19_20_21_22_23_24_25_26_27_28_29 (11.43/4.43)
|   |   |   |   |   |   leg_uneasy > 0
|   |   |   |   |   |   |   tired <= 2: 0_1_2_3_4_5_6_7_8_9 (2.88/0.88)
|   |   |   |   |   |   |   tired > 2
|   |   |   |   |   |   |   |   leg_uneasy <= 2
|   |   |   |   |   |   |   |   |   vivid_dream_nightmares <= 2
|   |   |   |   |   |   |   |   |   |   wake_am_headache <= 1: 0_1_2_3_4_5_6_7_8_9 (5.02/2.01)
|   |   |   |   |   |   |   |   |   |   wake_am_headache > 1: 30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (3.01/1.01)
|   |   |   |   |   |   |   |   |   vivid_dream_nightmares > 2
|   |   |   |   |   |   |   |   |   |   wake_am_headache <= 2: 10_11_12_13_14_15_16 (3.01/0.01)
|   |   |   |   |   |   |   |   |   |   wake_am_headache > 2: 0_1_2_3_4_5_6_7_8_9 (2.01/0.0)
|   |   |   |   |   |   |   |   leg_uneasy > 2: 10_11_12_13_14_15_16 (4.02/2.02)
|   |   |   |   |   paralysis > 0
|   |   |   |   |   |   wake_am_headache <= 1: 17_18_19_20_21_22_23_24_25_26_27_28_29 (2.01/0.01)
|   |   |   |   |   |   wake_am_headache > 1: 0_1_2_3_4_5_6_7_8_9 (3.11/0.06)
|   |   |   leg_crawly > 0
|   |   |   |   wake_am_headache <= 2
|   |   |   |   |   paralysis <= 0
|   |   |   |   |   |   tired <= 2: 10_11_12_13_14_15_16 (17.04/8.04)
|   |   |   |   |   |   tired > 2
|   |   |   |   |   |   |   leg_crawly <= 1: 10_11_12_13_14_15_16 (8.23/3.12)
|   |   |   |   |   |   |   leg_crawly > 1: 17_18_19_20_21_22_23_24_25_26_27_28_29 (21.37/10.59)
|   |   |   |   |   paralysis > 0
|   |   |   |   |   |   wake_am_headache <= 1
|   |   |   |   |   |   |   leg_uneasy <= 2: 17_18_19_20_21_22_23_24_25_26_27_28_29 (5.02/2.02)
|   |   |   |   |   |   |   leg_uneasy > 2: 10_11_12_13_14_15_16 (4.02/0.02)
|   |   |   |   |   |   wake_am_headache > 1: 17_18_19_20_21_22_23_24_25_26_27_28_29 (5.1/2.1)
|   |   |   |   wake_am_headache > 2
|   |   |   |   |   leg_crawly <= 2
|   |   |   |   |   |   epworth_score <= 39: 10_11_12_13_14_15_16 (4.25/0.25)
|   |   |   |   |   |   epworth_score > 39: 17_18_19_20_21_22_23_24_25_26_27_28_29 (4.39/1.0)
|   |   |   |   |   leg_crawly > 2
|   |   |   |   |   |   epworth_score <= 39: 10_11_12_13_14_15_16 (4.97/2.97)
|   |   |   |   |   |   epworth_score > 39: 30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (3.0)
|   |   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_crawly <= 2: 10_11_12_13_14_15_16 (13.2/5.2)
|   |   |   |   |   leg_crawly > 2: 0_1_2_3_4_5_6_7_8_9 (2.01/1.0)
|   |   |   |   wake_am_headache > 0
|   |   |   |   |   leg_crawly <= 1
|   |   |   |   |   |   wa_confused <= 2
|   |   |   |   |   |   |   leg_crawly <= 0
|   |   |   |   |   |   |   |   tired <= 2: 17_18_19_20_21_22_23_24_25_26_27_28_29 (3.01/1.01)
|   |   |   |   |   |   |   |   tired > 2: 10_11_12_13_14_15_16 (14.94/8.0)
|   |   |   |   |   |   |   leg_crawly > 0
|   |   |   |   |   |   |   |   paralysis <= 0
|   |   |   |   |   |   |   |   |   wake_am_headache <= 1
|   |   |   |   |   |   |   |   |   |   vivid_dream_nightmares <= 1: 17_18_19_20_21_22_23_24_25_26_27_28_29 (2.01/0.01)
|   |   |   |   |   |   |   |   |   |   vivid_dream_nightmares > 1: 30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (4.02/2.01)
|   |   |   |   |   |   |   |   |   wake_am_headache > 1
|   |   |   |   |   |   |   |   |   |   wake_am_headache <= 2
|   |   |   |   |   |   |   |   |   |   |   eat_work_worry_bed <= 2: 30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (2.01/1.01)
|   |   |   |   |   |   |   |   |   |   |   eat_work_worry_bed > 2: 0_1_2_3_4_5_6_7_8_9 (3.01/1.0)
|   |   |   |   |   |   |   |   |   |   wake_am_headache > 2: 30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (3.01/1.01)
|   |   |   |   |   |   |   |   paralysis > 0: 0_1_2_3_4_5_6_7_8_9 (2.01/1.0)
|   |   |   |   |   |   wa_confused > 2: 17_18_19_20_21_22_23_24_25_26_27_28_29 (2.95/1.01)
|   |   |   |   |   leg_crawly > 1
|   |   |   |   |   |   wake_am_headache <= 1: 17_18_19_20_21_22_23_24_25_26_27_28_29 (8.03/1.03)
|   |   |   |   |   |   wake_am_headache > 1
|   |   |   |   |   |   |   leg_crawly <= 2
|   |   |   |   |   |   |   |   leg_uneasy <= 1: 17_18_19_20_21_22_23_24_25_26_27_28_29 (2.01/0.01)
|   |   |   |   |   |   |   |   leg_uneasy > 1
|   |   |   |   |   |   |   |   |   vivid_dream_nightmares <= 2: 10_11_12_13_14_15_16 (5.02/1.02)
|   |   |   |   |   |   |   |   |   vivid_dream_nightmares > 2
|   |   |   |   |   |   |   |   |   |   paralysis <= 1
|   |   |   |   |   |   |   |   |   |   |   eat_work_worry_bed <= 2: 30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (2.01/0.01)
|   |   |   |   |   |   |   |   |   |   |   eat_work_worry_bed > 2: 10_11_12_13_14_15_16 (3.6/1.6)
|   |   |   |   |   |   |   |   |   |   paralysis > 1: 17_18_19_20_21_22_23_24_25_26_27_28_29 (3.36/1.01)
|   |   |   |   |   |   |   leg_crawly > 2
|   |   |   |   |   |   |   |   eat_work_worry_bed <= 2: 0_1_2_3_4_5_6_7_8_9 (3.01/2.0)
|   |   |   |   |   |   |   |   eat_work_worry_bed > 2: 17_18_19_20_21_22_23_24_25_26_27_28_29 (11.05/3.05)
|   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  : 	119

Size of the tree : 	237


Time taken to build model: 0.74 seconds

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

Correctly Classified Instances         417               43.941  %
Incorrectly Classified Instances       532               56.059  %
Kappa statistic                          0.1319
Mean absolute error                      0.3037
Root mean squared error                  0.4549
Relative absolute error                 90.6131 %
Root relative squared error            111.1542 %
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
  0.703     0.466      0.552     0.703     0.619      0.648    0_1_2_3_4_5_6_7_8_9
  0.175     0.201      0.255     0.175     0.208      0.47     10_11_12_13_14_15_16
  0.281     0.161      0.316     0.281     0.298      0.58     17_18_19_20_21_22_23_24_25_26_27_28_29
  0.259     0.035      0.311     0.259     0.283      0.585    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
 300  69  51   7 |   a = 0_1_2_3_4_5_6_7_8_9
 159  47  56   7 |   b = 10_11_12_13_14_15_16
  73  53  56  17 |   c = 17_18_19_20_21_22_23_24_25_26_27_28_29
  11  15  14  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 29, 2008 6:19 PM
© 2008 - 2007 Keith A. Pray.
All rights reserved.

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