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Intro ] [ 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 ]

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-F3-S4-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F3-S4-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F3-S4-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F3-S4-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F3-S4-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F3-S4-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F3-S4-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F3-S4-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F3-S4-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F3-S4-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F3-S4-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F3-S4-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F3-S4-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F3-S4-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F3-S4-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F3-S4-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F3-S4-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F3-S4-weka.filters.unsupervised.attribute.MergeTwoValues-C38-F3-S4-weka.filters.unsupervised.attribute.ClassAssigner-C38-weka.filters.unsupervised.attribute.ClassAssigner-C38-weka.filters.unsupervised.attribute.Reorder-R1-last,38-weka.filters.unsupervised.attribute.Remove-R38-weka.filters.unsupervised.attribute.Remove-R1,3-15,17-18,21-23,26,28,31,33-34,36-37,40-46-weka.filters.unsupervised.attribute.Remove-R12-13
Instances:    952
Attributes:   12
              gender
              tired
              eat_work_worry_bed
              wake_am_headache
              leg_uneasy
              leg_crawly
              paralysis
              unable_move
              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
|   epworth_score <= 27
|   |   wa_confused <= 0: 0_1_2_3_4_5_6_7_8_9 (311.94/85.39)
|   |   wa_confused > 0
|   |   |   leg_crawly <= 2
|   |   |   |   wa_confused <= 2
|   |   |   |   |   unable_move <= 0
|   |   |   |   |   |   leg_crawly <= 1
|   |   |   |   |   |   |   tired <= 2: 0_1_2_3_4_5_6_7_8_9 (9.72/1.7)
|   |   |   |   |   |   |   tired > 2
|   |   |   |   |   |   |   |   gender = m
|   |   |   |   |   |   |   |   |   epworth_score <= 24: 0_1_2_3_4_5_6_7_8_9 (6.01/1.01)
|   |   |   |   |   |   |   |   |   epworth_score > 24: 10_11_12_13_14_15_16 (2.12/0.12)
|   |   |   |   |   |   |   |   gender = f: 10_11_12_13_14_15_16 (7.95/3.95)
|   |   |   |   |   |   leg_crawly > 1: 10_11_12_13_14_15_16 (2.08/0.08)
|   |   |   |   |   unable_move > 0
|   |   |   |   |   |   paralysis <= 0: 0_1_2_3_4_5_6_7_8_9 (6.72/0.69)
|   |   |   |   |   |   paralysis > 0: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (3.35/1.01)
|   |   |   |   wa_confused > 2
|   |   |   |   |   wake_am_headache <= 0: 0_1_2_3_4_5_6_7_8_9 (2.04/1.01)
|   |   |   |   |   wake_am_headache > 0: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (4.03/1.01)
|   |   |   leg_crawly > 2
|   |   |   |   epworth_score <= 23: 10_11_12_13_14_15_16 (2.12/0.12)
|   |   |   |   epworth_score > 23: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (3.01/1.01)
|   epworth_score > 27
|   |   paralysis <= 0
|   |   |   gender = m
|   |   |   |   leg_crawly <= 1
|   |   |   |   |   wake_am_headache <= 2
|   |   |   |   |   |   epworth_score <= 38
|   |   |   |   |   |   |   unable_move <= 0
|   |   |   |   |   |   |   |   wake_am_headache <= 0
|   |   |   |   |   |   |   |   |   eat_work_worry_bed <= 0: 0_1_2_3_4_5_6_7_8_9 (19.88/6.04)
|   |   |   |   |   |   |   |   |   eat_work_worry_bed > 0: 10_11_12_13_14_15_16 (6.05/2.05)
|   |   |   |   |   |   |   |   wake_am_headache > 0
|   |   |   |   |   |   |   |   |   eat_work_worry_bed <= 0
|   |   |   |   |   |   |   |   |   |   epworth_score <= 29
|   |   |   |   |   |   |   |   |   |   |   vivid_dream_nightmares <= 1: 0_1_2_3_4_5_6_7_8_9 (2.0/0.0)
|   |   |   |   |   |   |   |   |   |   |   vivid_dream_nightmares > 1: 10_11_12_13_14_15_16 (2.0/0.0)
|   |   |   |   |   |   |   |   |   |   epworth_score > 29: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (5.84/1.83)
|   |   |   |   |   |   |   |   |   eat_work_worry_bed > 0: 0_1_2_3_4_5_6_7_8_9 (6.61/1.57)
|   |   |   |   |   |   |   unable_move > 0: 0_1_2_3_4_5_6_7_8_9 (6.05/2.01)
|   |   |   |   |   |   epworth_score > 38: 0_1_2_3_4_5_6_7_8_9 (12.02/3.02)
|   |   |   |   |   wake_am_headache > 2: 10_11_12_13_14_15_16 (8.06/2.06)
|   |   |   |   leg_crawly > 1
|   |   |   |   |   wake_am_headache <= 2: 10_11_12_13_14_15_16 (24.67/10.45)
|   |   |   |   |   wake_am_headache > 2: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (2.01/0.01)
|   |   |   gender = f
|   |   |   |   tired <= 1: 0_1_2_3_4_5_6_7_8_9 (4.0/1.0)
|   |   |   |   tired > 1
|   |   |   |   |   unable_move <= 0
|   |   |   |   |   |   wake_am_headache <= 1
|   |   |   |   |   |   |   eat_work_worry_bed <= 0
|   |   |   |   |   |   |   |   tired <= 2: 0_1_2_3_4_5_6_7_8_9 (2.0)
|   |   |   |   |   |   |   |   tired > 2
|   |   |   |   |   |   |   |   |   epworth_score <= 28: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (2.0)
|   |   |   |   |   |   |   |   |   epworth_score > 28: 0_1_2_3_4_5_6_7_8_9 (11.0/4.0)
|   |   |   |   |   |   |   eat_work_worry_bed > 0: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (12.0/4.0)
|   |   |   |   |   |   wake_am_headache > 1
|   |   |   |   |   |   |   wa_confused <= 2
|   |   |   |   |   |   |   |   tired <= 2: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (6.0/2.0)
|   |   |   |   |   |   |   |   tired > 2: 10_11_12_13_14_15_16 (21.39/8.62)
|   |   |   |   |   |   |   wa_confused > 2: 0_1_2_3_4_5_6_7_8_9 (2.0)
|   |   |   |   |   unable_move > 0
|   |   |   |   |   |   eat_work_worry_bed <= 0: 10_11_12_13_14_15_16 (10.0/3.0)
|   |   |   |   |   |   eat_work_worry_bed > 0
|   |   |   |   |   |   |   leg_uneasy <= 1: 10_11_12_13_14_15_16 (3.0)
|   |   |   |   |   |   |   leg_uneasy > 1: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (4.0/1.0)
|   |   paralysis > 0
|   |   |   wa_confused <= 2
|   |   |   |   tired <= 2
|   |   |   |   |   unable_move <= 1: 0_1_2_3_4_5_6_7_8_9 (5.44/1.24)
|   |   |   |   |   unable_move > 1: 10_11_12_13_14_15_16 (3.0/1.0)
|   |   |   |   tired > 2
|   |   |   |   |   eat_work_worry_bed <= 0
|   |   |   |   |   |   paralysis <= 1: 10_11_12_13_14_15_16 (4.96/1.82)
|   |   |   |   |   |   paralysis > 1
|   |   |   |   |   |   |   epworth_score <= 36: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (3.36/1.36)
|   |   |   |   |   |   |   epworth_score > 36: 0_1_2_3_4_5_6_7_8_9 (8.01/2.01)
|   |   |   |   |   eat_work_worry_bed > 0
|   |   |   |   |   |   paralysis <= 1: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (7.84/2.03)
|   |   |   |   |   |   paralysis > 1
|   |   |   |   |   |   |   paralysis <= 2
|   |   |   |   |   |   |   |   leg_crawly <= 1: 10_11_12_13_14_15_16 (3.01/0.01)
|   |   |   |   |   |   |   |   leg_crawly > 1: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (2.01/0.01)
|   |   |   |   |   |   |   paralysis > 2: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (4.02/1.01)
|   |   |   wa_confused > 2: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (10.24/2.03)
eat_work_worry_bed > 1
|   paralysis <= 1
|   |   leg_crawly <= 0
|   |   |   wa_confused <= 2
|   |   |   |   wa_confused <= 0
|   |   |   |   |   gender = m
|   |   |   |   |   |   unable_move <= 0
|   |   |   |   |   |   |   paralysis <= 0
|   |   |   |   |   |   |   |   tired <= 1
|   |   |   |   |   |   |   |   |   epworth_score <= 19: 0_1_2_3_4_5_6_7_8_9 (6.01/1.01)
|   |   |   |   |   |   |   |   |   epworth_score > 19: 10_11_12_13_14_15_16 (2.0/0.0)
|   |   |   |   |   |   |   |   tired > 1
|   |   |   |   |   |   |   |   |   tired <= 2
|   |   |   |   |   |   |   |   |   |   vivid_dream_nightmares <= 0: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (4.01/2.0)
|   |   |   |   |   |   |   |   |   |   vivid_dream_nightmares > 0: 0_1_2_3_4_5_6_7_8_9 (7.4/1.02)
|   |   |   |   |   |   |   |   |   tired > 2
|   |   |   |   |   |   |   |   |   |   vivid_dream_nightmares <= 0
|   |   |   |   |   |   |   |   |   |   |   eat_work_worry_bed <= 2
|   |   |   |   |   |   |   |   |   |   |   |   epworth_score <= 34: 10_11_12_13_14_15_16 (3.03/1.03)
|   |   |   |   |   |   |   |   |   |   |   |   epworth_score > 34: 0_1_2_3_4_5_6_7_8_9 (3.01/0.01)
|   |   |   |   |   |   |   |   |   |   |   eat_work_worry_bed > 2: 0_1_2_3_4_5_6_7_8_9 (5.03/1.01)
|   |   |   |   |   |   |   |   |   |   vivid_dream_nightmares > 0
|   |   |   |   |   |   |   |   |   |   |   wake_am_headache <= 0
|   |   |   |   |   |   |   |   |   |   |   |   leg_uneasy <= 0: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (3.02/1.01)
|   |   |   |   |   |   |   |   |   |   |   |   leg_uneasy > 0: 0_1_2_3_4_5_6_7_8_9 (5.03/1.01)
|   |   |   |   |   |   |   |   |   |   |   wake_am_headache > 0
|   |   |   |   |   |   |   |   |   |   |   |   eat_work_worry_bed <= 2
|   |   |   |   |   |   |   |   |   |   |   |   |   wake_am_headache <= 1: 0_1_2_3_4_5_6_7_8_9 (2.01/1.0)
|   |   |   |   |   |   |   |   |   |   |   |   |   wake_am_headache > 1: 10_11_12_13_14_15_16 (4.02/1.02)
|   |   |   |   |   |   |   |   |   |   |   |   eat_work_worry_bed > 2
|   |   |   |   |   |   |   |   |   |   |   |   |   wake_am_headache <= 2: 10_11_12_13_14_15_16 (5.03/1.03)
|   |   |   |   |   |   |   |   |   |   |   |   |   wake_am_headache > 2: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (2.01/0.01)
|   |   |   |   |   |   |   paralysis > 0: 0_1_2_3_4_5_6_7_8_9 (2.01/1.0)
|   |   |   |   |   |   unable_move > 0
|   |   |   |   |   |   |   eat_work_worry_bed <= 2: 0_1_2_3_4_5_6_7_8_9 (2.01/0.0)
|   |   |   |   |   |   |   eat_work_worry_bed > 2
|   |   |   |   |   |   |   |   unable_move <= 1: 0_1_2_3_4_5_6_7_8_9 (5.02/1.01)
|   |   |   |   |   |   |   |   unable_move > 1: 10_11_12_13_14_15_16 (2.01/0.01)
|   |   |   |   |   gender = f
|   |   |   |   |   |   vivid_dream_nightmares <= 0: 0_1_2_3_4_5_6_7_8_9 (18.1/7.87)
|   |   |   |   |   |   vivid_dream_nightmares > 0
|   |   |   |   |   |   |   epworth_score <= 25
|   |   |   |   |   |   |   |   epworth_score <= 17
|   |   |   |   |   |   |   |   |   epworth_score <= 13: 0_1_2_3_4_5_6_7_8_9 (4.09/2.0)
|   |   |   |   |   |   |   |   |   epworth_score > 13: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (3.87)
|   |   |   |   |   |   |   |   epworth_score > 17: 10_11_12_13_14_15_16 (12.06/2.48)
|   |   |   |   |   |   |   epworth_score > 25
|   |   |   |   |   |   |   |   vivid_dream_nightmares <= 2
|   |   |   |   |   |   |   |   |   wake_am_headache <= 0: 0_1_2_3_4_5_6_7_8_9 (2.01)
|   |   |   |   |   |   |   |   |   wake_am_headache > 0
|   |   |   |   |   |   |   |   |   |   eat_work_worry_bed <= 2
|   |   |   |   |   |   |   |   |   |   |   wake_am_headache <= 2: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (3.01/0.01)
|   |   |   |   |   |   |   |   |   |   |   wake_am_headache > 2: 0_1_2_3_4_5_6_7_8_9 (2.01)
|   |   |   |   |   |   |   |   |   |   eat_work_worry_bed > 2: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (6.24/0.24)
|   |   |   |   |   |   |   |   vivid_dream_nightmares > 2
|   |   |   |   |   |   |   |   |   wake_am_headache <= 2: 10_11_12_13_14_15_16 (6.17/3.17)
|   |   |   |   |   |   |   |   |   wake_am_headache > 2: 0_1_2_3_4_5_6_7_8_9 (3.01)
|   |   |   |   wa_confused > 0
|   |   |   |   |   tired <= 2
|   |   |   |   |   |   unable_move <= 0: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (5.49/1.01)
|   |   |   |   |   |   unable_move > 0: 10_11_12_13_14_15_16 (2.0/0.0)
|   |   |   |   |   tired > 2
|   |   |   |   |   |   paralysis <= 0
|   |   |   |   |   |   |   unable_move <= 0
|   |   |   |   |   |   |   |   leg_uneasy <= 0
|   |   |   |   |   |   |   |   |   vivid_dream_nightmares <= 1
|   |   |   |   |   |   |   |   |   |   wake_am_headache <= 1
|   |   |   |   |   |   |   |   |   |   |   epworth_score <= 20: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (3.01/1.01)
|   |   |   |   |   |   |   |   |   |   |   epworth_score > 20: 10_11_12_13_14_15_16 (2.01/0.01)
|   |   |   |   |   |   |   |   |   |   wake_am_headache > 1: 0_1_2_3_4_5_6_7_8_9 (3.01/1.0)
|   |   |   |   |   |   |   |   |   vivid_dream_nightmares > 1: 0_1_2_3_4_5_6_7_8_9 (9.13/3.09)
|   |   |   |   |   |   |   |   leg_uneasy > 0
|   |   |   |   |   |   |   |   |   wa_confused <= 1
|   |   |   |   |   |   |   |   |   |   wake_am_headache <= 1
|   |   |   |   |   |   |   |   |   |   |   gender = m: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (3.85/1.01)
|   |   |   |   |   |   |   |   |   |   |   gender = f: 10_11_12_13_14_15_16 (6.02/2.02)
|   |   |   |   |   |   |   |   |   |   wake_am_headache > 1: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (3.01/0.01)
|   |   |   |   |   |   |   |   |   wa_confused > 1: 10_11_12_13_14_15_16 (2.84/1.01)
|   |   |   |   |   |   |   unable_move > 0
|   |   |   |   |   |   |   |   vivid_dream_nightmares <= 1: 10_11_12_13_14_15_16 (3.01/1.01)
|   |   |   |   |   |   |   |   vivid_dream_nightmares > 1: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (6.05/1.02)
|   |   |   |   |   |   paralysis > 0: 10_11_12_13_14_15_16 (2.09/0.05)
|   |   |   wa_confused > 2: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (9.95/2.03)
|   |   leg_crawly > 0
|   |   |   unable_move <= 1
|   |   |   |   eat_work_worry_bed <= 2
|   |   |   |   |   vivid_dream_nightmares <= 2
|   |   |   |   |   |   wake_am_headache <= 2
|   |   |   |   |   |   |   vivid_dream_nightmares <= 1
|   |   |   |   |   |   |   |   wa_confused <= 0
|   |   |   |   |   |   |   |   |   wake_am_headache <= 0
|   |   |   |   |   |   |   |   |   |   tired <= 1: 10_11_12_13_14_15_16 (2.0/0.0)
|   |   |   |   |   |   |   |   |   |   tired > 1: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (2.43/0.43)
|   |   |   |   |   |   |   |   |   wake_am_headache > 0
|   |   |   |   |   |   |   |   |   |   epworth_score <= 28: 0_1_2_3_4_5_6_7_8_9 (5.03/0.01)
|   |   |   |   |   |   |   |   |   |   epworth_score > 28
|   |   |   |   |   |   |   |   |   |   |   gender = m
|   |   |   |   |   |   |   |   |   |   |   |   epworth_score <= 40: 10_11_12_13_14_15_16 (5.02/1.02)
|   |   |   |   |   |   |   |   |   |   |   |   epworth_score > 40: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (2.0/1.0)
|   |   |   |   |   |   |   |   |   |   |   gender = f: 0_1_2_3_4_5_6_7_8_9 (2.0/1.0)
|   |   |   |   |   |   |   |   wa_confused > 0: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (3.01/1.01)
|   |   |   |   |   |   |   vivid_dream_nightmares > 1
|   |   |   |   |   |   |   |   leg_uneasy <= 2
|   |   |   |   |   |   |   |   |   paralysis <= 0
|   |   |   |   |   |   |   |   |   |   gender = m
|   |   |   |   |   |   |   |   |   |   |   unable_move <= 0: 10_11_12_13_14_15_16 (3.01/0.01)
|   |   |   |   |   |   |   |   |   |   |   unable_move > 0: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (3.01/1.01)
|   |   |   |   |   |   |   |   |   |   gender = f: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (4.02/1.02)
|   |   |   |   |   |   |   |   |   paralysis > 0: 10_11_12_13_14_15_16 (5.02/1.02)
|   |   |   |   |   |   |   |   leg_uneasy > 2: 0_1_2_3_4_5_6_7_8_9 (5.02/2.01)
|   |   |   |   |   |   wake_am_headache > 2
|   |   |   |   |   |   |   leg_uneasy <= 1: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (2.01/0.01)
|   |   |   |   |   |   |   leg_uneasy > 1: 10_11_12_13_14_15_16 (5.02/1.02)
|   |   |   |   |   vivid_dream_nightmares > 2
|   |   |   |   |   |   tired <= 2: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (3.01/1.0)
|   |   |   |   |   |   tired > 2
|   |   |   |   |   |   |   epworth_score <= 39: 0_1_2_3_4_5_6_7_8_9 (2.02/0.0)
|   |   |   |   |   |   |   epworth_score > 39: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (2.18)
|   |   |   |   eat_work_worry_bed > 2
|   |   |   |   |   gender = m
|   |   |   |   |   |   tired <= 2: 10_11_12_13_14_15_16 (2.01/0.01)
|   |   |   |   |   |   tired > 2
|   |   |   |   |   |   |   wake_am_headache <= 0
|   |   |   |   |   |   |   |   leg_uneasy <= 2: 10_11_12_13_14_15_16 (2.01/0.01)
|   |   |   |   |   |   |   |   leg_uneasy > 2: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (2.01/0.01)
|   |   |   |   |   |   |   wake_am_headache > 0: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (14.1/1.05)
|   |   |   |   |   gender = f
|   |   |   |   |   |   paralysis <= 0
|   |   |   |   |   |   |   vivid_dream_nightmares <= 2
|   |   |   |   |   |   |   |   unable_move <= 0
|   |   |   |   |   |   |   |   |   wa_confused <= 1
|   |   |   |   |   |   |   |   |   |   leg_uneasy <= 1: 10_11_12_13_14_15_16 (2.16/0.16)
|   |   |   |   |   |   |   |   |   |   leg_uneasy > 1
|   |   |   |   |   |   |   |   |   |   |   epworth_score <= 20: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (3.02/0.02)
|   |   |   |   |   |   |   |   |   |   |   epworth_score > 20
|   |   |   |   |   |   |   |   |   |   |   |   leg_uneasy <= 2
|   |   |   |   |   |   |   |   |   |   |   |   |   vivid_dream_nightmares <= 1: 10_11_12_13_14_15_16 (4.01/1.01)
|   |   |   |   |   |   |   |   |   |   |   |   |   vivid_dream_nightmares > 1: 0_1_2_3_4_5_6_7_8_9 (4.01/2.0)
|   |   |   |   |   |   |   |   |   |   |   |   leg_uneasy > 2
|   |   |   |   |   |   |   |   |   |   |   |   |   wake_am_headache <= 2: 0_1_2_3_4_5_6_7_8_9 (3.01/1.0)
|   |   |   |   |   |   |   |   |   |   |   |   |   wake_am_headache > 2: 10_11_12_13_14_15_16 (2.0/0.0)
|   |   |   |   |   |   |   |   |   wa_confused > 1: 10_11_12_13_14_15_16 (2.01/0.01)
|   |   |   |   |   |   |   |   unable_move > 0: 0_1_2_3_4_5_6_7_8_9 (2.02/1.0)
|   |   |   |   |   |   |   vivid_dream_nightmares > 2
|   |   |   |   |   |   |   |   wake_am_headache <= 0: 10_11_12_13_14_15_16 (2.01/0.01)
|   |   |   |   |   |   |   |   wake_am_headache > 0: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (12.72/4.15)
|   |   |   |   |   |   paralysis > 0: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (8.4/2.09)
|   |   |   unable_move > 1
|   |   |   |   wa_confused <= 0
|   |   |   |   |   leg_uneasy <= 2: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (2.04/0.04)
|   |   |   |   |   leg_uneasy > 2: 10_11_12_13_14_15_16 (2.01/0.01)
|   |   |   |   wa_confused > 0: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (7.1/0.02)
|   paralysis > 1: 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52 (46.26/10.4)

Number of Leaves  : 	121

Size of the tree : 	241


Time taken to build model: 3.7 seconds

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

Correctly Classified Instances         463               48.7882 %
Incorrectly Classified Instances       486               51.2118 %
Kappa statistic                          0.1854
Mean absolute error                      0.3772
Root mean squared error                  0.5033
Relative absolute error                 87.5555 %
Root relative squared error            108.4439 %
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
  0.707     0.427      0.575     0.707     0.634      0.66     0_1_2_3_4_5_6_7_8_9
  0.216     0.188      0.312     0.216     0.255      0.491    10_11_12_13_14_15_16
  0.407     0.194      0.433     0.407     0.42       0.638    17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52

=== Confusion Matrix ===

   a   b   c   <-- classified as
 302  61  64 |   a = 0_1_2_3_4_5_6_7_8_9
 140  58  71 |   b = 10_11_12_13_14_15_16
  83  67 103 |   c = 17_18_19_20_21_22_23_24_25_26_27_28_29_30_31_32_33_34_35_36_37_38_39_40_43_44_45_46_47_48_49_52

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 27, 2008 4:37 PM
© 2008 - 2007 Keith A. Pray.
All rights reserved.

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