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Intro ] [ 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 ]

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-weka.filters.unsupervised.attribute.Remove-R1,8
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
|   epworth_score <= 27
|   |   paralysis <= 1
|   |   |   wa_confused <= 0: 0_1_2_3_4_5_6_7_8_9 (301.81/81.37)
|   |   |   wa_confused > 0
|   |   |   |   leg_crawly <= 2
|   |   |   |   |   wa_confused <= 2
|   |   |   |   |   |   wake_am_headache <= 1: 0_1_2_3_4_5_6_7_8_9 (27.87/9.75)
|   |   |   |   |   |   wake_am_headache > 1
|   |   |   |   |   |   |   vivid_dream_nightmares <= 2: 10_11_12_13_14_15_16 (5.02/1.02)
|   |   |   |   |   |   |   vivid_dream_nightmares > 2: 0_1_2_3_4_5_6_7_8_9 (3.01/0.0)
|   |   |   |   |   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 (2.1/0.1)
|   |   |   |   |   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 (2.01/0.01)
|   |   paralysis > 1
|   |   |   paralysis <= 2
|   |   |   |   tired <= 2: 0_1_2_3_4_5_6_7_8_9 (6.06/1.02)
|   |   |   |   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 (3.07/0.05)
|   |   |   paralysis > 2
|   |   |   |   epworth_score <= 18: 0_1_2_3_4_5_6_7_8_9 (2.04/1.01)
|   |   |   |   epworth_score > 18: 10_11_12_13_14_15_16 (2.02/0.02)
|   epworth_score > 27
|   |   paralysis <= 0
|   |   |   eat_work_worry_bed <= 0
|   |   |   |   wake_am_headache <= 0
|   |   |   |   |   leg_uneasy <= 2: 0_1_2_3_4_5_6_7_8_9 (39.98/13.04)
|   |   |   |   |   leg_uneasy > 2: 10_11_12_13_14_15_16 (8.2/2.2)
|   |   |   |   wake_am_headache > 0
|   |   |   |   |   tired <= 2
|   |   |   |   |   |   wa_confused <= 0
|   |   |   |   |   |   |   leg_uneasy <= 2: 0_1_2_3_4_5_6_7_8_9 (3.0/0.0)
|   |   |   |   |   |   |   leg_uneasy > 2: 10_11_12_13_14_15_16 (2.0/0.0)
|   |   |   |   |   |   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 (4.0)
|   |   |   |   |   tired > 2
|   |   |   |   |   |   wa_confused <= 1
|   |   |   |   |   |   |   leg_uneasy <= 0
|   |   |   |   |   |   |   |   wake_am_headache <= 1: 0_1_2_3_4_5_6_7_8_9 (10.82/6.78)
|   |   |   |   |   |   |   |   wake_am_headache > 1
|   |   |   |   |   |   |   |   |   vivid_dream_nightmares <= 0: 10_11_12_13_14_15_16 (2.78/0.01)
|   |   |   |   |   |   |   |   |   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 (6.03/2.02)
|   |   |   |   |   |   |   leg_uneasy > 0
|   |   |   |   |   |   |   |   wa_confused <= 0: 10_11_12_13_14_15_16 (16.45/6.45)
|   |   |   |   |   |   |   |   wa_confused > 0
|   |   |   |   |   |   |   |   |   leg_crawly <= 1: 0_1_2_3_4_5_6_7_8_9 (2.01/0.0)
|   |   |   |   |   |   |   |   |   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 (2.01/1.01)
|   |   |   |   |   |   wa_confused > 1
|   |   |   |   |   |   |   epworth_score <= 42: 10_11_12_13_14_15_16 (3.03/0.03)
|   |   |   |   |   |   |   epworth_score > 42: 0_1_2_3_4_5_6_7_8_9 (6.01/1.01)
|   |   |   eat_work_worry_bed > 0
|   |   |   |   wa_confused <= 0
|   |   |   |   |   leg_uneasy <= 2
|   |   |   |   |   |   vivid_dream_nightmares <= 1
|   |   |   |   |   |   |   leg_crawly <= 0: 0_1_2_3_4_5_6_7_8_9 (12.53/4.5)
|   |   |   |   |   |   |   leg_crawly > 0
|   |   |   |   |   |   |   |   epworth_score <= 34: 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 (4.31/1.3)
|   |   |   |   |   |   |   |   epworth_score > 34: 10_11_12_13_14_15_16 (3.0/1.0)
|   |   |   |   |   |   vivid_dream_nightmares > 1
|   |   |   |   |   |   |   vivid_dream_nightmares <= 2
|   |   |   |   |   |   |   |   epworth_score <= 31: 0_1_2_3_4_5_6_7_8_9 (2.0/0.0)
|   |   |   |   |   |   |   |   epworth_score > 31: 10_11_12_13_14_15_16 (4.62/1.02)
|   |   |   |   |   |   |   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 (7.03/3.03)
|   |   |   |   |   leg_uneasy > 2
|   |   |   |   |   |   vivid_dream_nightmares <= 0: 0_1_2_3_4_5_6_7_8_9 (2.01/0.0)
|   |   |   |   |   |   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 (2.25/0.01)
|   |   |   |   wa_confused > 0
|   |   |   |   |   tired <= 2
|   |   |   |   |   |   epworth_score <= 36: 10_11_12_13_14_15_16 (6.01/1.01)
|   |   |   |   |   |   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 (2.0)
|   |   |   |   |   tired > 2
|   |   |   |   |   |   epworth_score <= 30: 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 (7.01/2.0)
|   |   |   |   |   |   epworth_score > 30: 10_11_12_13_14_15_16 (11.48/4.08)
|   |   paralysis > 0
|   |   |   wa_confused <= 2
|   |   |   |   tired <= 2
|   |   |   |   |   epworth_score <= 39: 0_1_2_3_4_5_6_7_8_9 (6.44/1.24)
|   |   |   |   |   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 (2.0/1.0)
|   |   |   |   tired > 2
|   |   |   |   |   eat_work_worry_bed <= 0
|   |   |   |   |   |   paralysis <= 1: 10_11_12_13_14_15_16 (4.96/1.82)
|   |   |   |   |   |   paralysis > 1
|   |   |   |   |   |   |   leg_uneasy <= 1: 0_1_2_3_4_5_6_7_8_9 (3.34/0.33)
|   |   |   |   |   |   |   leg_uneasy > 1
|   |   |   |   |   |   |   |   epworth_score <= 43: 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 (5.03/1.03)
|   |   |   |   |   |   |   |   epworth_score > 43: 0_1_2_3_4_5_6_7_8_9 (3.0/0.0)
|   |   |   |   |   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
|   |   |   |   |   vivid_dream_nightmares <= 0: 0_1_2_3_4_5_6_7_8_9 (40.21/17.92)
|   |   |   |   |   vivid_dream_nightmares > 0
|   |   |   |   |   |   wake_am_headache <= 0: 0_1_2_3_4_5_6_7_8_9 (24.29/10.83)
|   |   |   |   |   |   wake_am_headache > 0
|   |   |   |   |   |   |   eat_work_worry_bed <= 2
|   |   |   |   |   |   |   |   epworth_score <= 33
|   |   |   |   |   |   |   |   |   wake_am_headache <= 1
|   |   |   |   |   |   |   |   |   |   epworth_score <= 26
|   |   |   |   |   |   |   |   |   |   |   epworth_score <= 19: 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 (3.02/1.02)
|   |   |   |   |   |   |   |   |   |   |   epworth_score > 19
|   |   |   |   |   |   |   |   |   |   |   |   tired <= 2: 0_1_2_3_4_5_6_7_8_9 (4.0/2.0)
|   |   |   |   |   |   |   |   |   |   |   |   tired > 2: 10_11_12_13_14_15_16 (3.13/1.13)
|   |   |   |   |   |   |   |   |   |   epworth_score > 26: 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 (4.04/0.03)
|   |   |   |   |   |   |   |   |   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 <= 29: 10_11_12_13_14_15_16 (5.02/1.02)
|   |   |   |   |   |   |   |   |   |   |   epworth_score > 29: 0_1_2_3_4_5_6_7_8_9 (2.01/0.0)
|   |   |   |   |   |   |   |   epworth_score > 33: 0_1_2_3_4_5_6_7_8_9 (4.0/0.0)
|   |   |   |   |   |   |   eat_work_worry_bed > 2
|   |   |   |   |   |   |   |   vivid_dream_nightmares <= 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 (19.31/8.29)
|   |   |   |   |   |   |   |   vivid_dream_nightmares > 2
|   |   |   |   |   |   |   |   |   wake_am_headache <= 2: 10_11_12_13_14_15_16 (7.15/2.15)
|   |   |   |   |   |   |   |   |   wake_am_headache > 2: 0_1_2_3_4_5_6_7_8_9 (3.01/0.0)
|   |   |   |   wa_confused > 0
|   |   |   |   |   wake_am_headache <= 1
|   |   |   |   |   |   vivid_dream_nightmares <= 1: 10_11_12_13_14_15_16 (12.31/4.31)
|   |   |   |   |   |   vivid_dream_nightmares > 1
|   |   |   |   |   |   |   vivid_dream_nightmares <= 2: 0_1_2_3_4_5_6_7_8_9 (3.12/0.11)
|   |   |   |   |   |   |   vivid_dream_nightmares > 2
|   |   |   |   |   |   |   |   leg_uneasy <= 0
|   |   |   |   |   |   |   |   |   epworth_score <= 30: 10_11_12_13_14_15_16 (3.02/1.02)
|   |   |   |   |   |   |   |   |   epworth_score > 30: 0_1_2_3_4_5_6_7_8_9 (5.01/2.01)
|   |   |   |   |   |   |   |   leg_uneasy > 0
|   |   |   |   |   |   |   |   |   leg_uneasy <= 2: 10_11_12_13_14_15_16 (4.99/0.11)
|   |   |   |   |   |   |   |   |   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 (3.01/1.01)
|   |   |   |   |   wake_am_headache > 1
|   |   |   |   |   |   wa_confused <= 1
|   |   |   |   |   |   |   leg_uneasy <= 0
|   |   |   |   |   |   |   |   vivid_dream_nightmares <= 2
|   |   |   |   |   |   |   |   |   wake_am_headache <= 2: 0_1_2_3_4_5_6_7_8_9 (2.01/0.0)
|   |   |   |   |   |   |   |   |   wake_am_headache > 2
|   |   |   |   |   |   |   |   |   |   epworth_score <= 33: 0_1_2_3_4_5_6_7_8_9 (2.01/0.0)
|   |   |   |   |   |   |   |   |   |   epworth_score > 33: 10_11_12_13_14_15_16 (2.0/0.0)
|   |   |   |   |   |   |   |   vivid_dream_nightmares > 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)
|   |   |   |   |   |   |   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 (7.03/1.02)
|   |   |   |   |   |   wa_confused > 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 (4.02/1.01)
|   |   |   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 (9.95/2.03)
|   |   leg_crawly > 0
|   |   |   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 (2.64/0.43)
|   |   |   |   |   |   |   |   wake_am_headache > 0
|   |   |   |   |   |   |   |   |   epworth_score <= 28: 0_1_2_3_4_5_6_7_8_9 (5.04/0.01)
|   |   |   |   |   |   |   |   |   epworth_score > 28
|   |   |   |   |   |   |   |   |   |   leg_crawly <= 1: 10_11_12_13_14_15_16 (4.01/1.01)
|   |   |   |   |   |   |   |   |   |   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 (5.66/3.01)
|   |   |   |   |   |   |   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 (3.01/1.01)
|   |   |   |   |   |   vivid_dream_nightmares > 1
|   |   |   |   |   |   |   leg_uneasy <= 2
|   |   |   |   |   |   |   |   paralysis <= 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 (4.02/1.01)
|   |   |   |   |   |   |   |   |   leg_uneasy > 1
|   |   |   |   |   |   |   |   |   |   leg_crawly <= 1: 10_11_12_13_14_15_16 (2.01/0.01)
|   |   |   |   |   |   |   |   |   |   leg_crawly > 1
|   |   |   |   |   |   |   |   |   |   |   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 (2.01/0.01)
|   |   |   |   |   |   |   |   |   |   |   wake_am_headache > 1: 10_11_12_13_14_15_16 (3.01/1.01)
|   |   |   |   |   |   |   |   paralysis > 0: 10_11_12_13_14_15_16 (5.02/1.02)
|   |   |   |   |   |   |   leg_uneasy > 2
|   |   |   |   |   |   |   |   leg_crawly <= 2: 0_1_2_3_4_5_6_7_8_9 (2.01/0.0)
|   |   |   |   |   |   |   |   leg_crawly > 2
|   |   |   |   |   |   |   |   |   wa_confused <= 1: 10_11_12_13_14_15_16 (2.01/0.01)
|   |   |   |   |   |   |   |   |   wa_confused > 1: 0_1_2_3_4_5_6_7_8_9 (2.01/1.0)
|   |   |   |   |   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 (3.01/0.01)
|   |   |   |   |   |   leg_uneasy > 1: 10_11_12_13_14_15_16 (5.18/1.18)
|   |   |   |   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 (3.18)
|   |   |   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 (71.62/29.59)
|   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  : 	96

Size of the tree : 	191


Time taken to build model: 1.12 seconds

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

Correctly Classified Instances         450               47.4183 %
Incorrectly Classified Instances       499               52.5817 %
Kappa statistic                          0.166 
Mean absolute error                      0.3882
Root mean squared error                  0.504 
Relative absolute error                 90.1008 %
Root relative squared error            108.593  %
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
  0.693     0.42       0.575     0.693     0.628      0.65     0_1_2_3_4_5_6_7_8_9
  0.175     0.218      0.241     0.175     0.203      0.455    10_11_12_13_14_15_16
  0.423     0.19       0.448     0.423     0.435      0.627    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
 296  75  56 |   a = 0_1_2_3_4_5_6_7_8_9
 146  47  76 |   b = 10_11_12_13_14_15_16
  73  73 107 |   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 5:04 PM
© 2008 - 2007 Keith A. Pray.
All rights reserved.

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