=== Run information ===

Scheme:weka.classifiers.rules.JRip -F 3 -N 2.0 -O 2 -S 1
Relation:     fetal_WEKA-weka.filters.unsupervised.attribute.Remove-R22-24,26-30,32-35-weka.filters.unsupervised.attribute.Discretize-unset-class-temporarily-B3-M-1.0-R22,23-weka.filters.unsupervised.attribute.Remove-R22
Instances:    2126
Attributes:   22
              LBE
              LB
              AC
              FM
              UC
              ASTV
              MSTV
              ALTV
              MLTV
              DL
              DS
              DP
              Width
              Min
              Max
              Nmax
              Nzeros
              Mode
              Mean
              Median
              Variance
              ICAk20
Test mode:5-fold cross-validation

=== Classifier model (full training set) ===

JRIP rules:
===========

(Variance >= 13) and (Max >= 175) and (Variance >= 54) and (MSTV >= 2.4) => CardiotocographyOutlier='(0.666667-inf)' (70.0/3.0)
(Variance >= 11) and (Max >= 174) and (Width <= 96) and (DL <= 0) => CardiotocographyOutlier='(0.666667-inf)' (37.0/1.0)
(Variance >= 13) and (Mode <= 127) and (Max <= 161) and (LBE >= 121) => CardiotocographyOutlier='(0.666667-inf)' (62.0/7.0)
(Width >= 52) and (Max >= 174) and (Variance >= 31) and (DL <= 2) => CardiotocographyOutlier='(0.666667-inf)' (58.0/12.0)
(Max >= 175) and (AC <= 4) and (Variance >= 22) and (Width >= 143) => CardiotocographyOutlier='(0.666667-inf)' (28.0/4.0)
(Width >= 52) and (MSTV >= 2.2) and (UC <= 2) => CardiotocographyOutlier='(0.666667-inf)' (37.0/9.0)
(Width >= 52) and (Min >= 71) and (Nmax >= 5) and (MLTV >= 8.5) and (UC >= 4) => CardiotocographyOutlier='(0.666667-inf)' (47.0/13.0)
(Variance >= 7) and (Median >= 159) => CardiotocographyOutlier='(0.666667-inf)' (31.0/6.0)
(Width >= 53) and (ALTV >= 21) and (Width <= 72) => CardiotocographyOutlier='(0.666667-inf)' (25.0/3.0)
(Variance >= 11) and (Mean <= 129) and (DL <= 3) and (UC >= 6) and (Median >= 119) => CardiotocographyOutlier='(0.666667-inf)' (23.0/4.0)
(Variance >= 6) and (MLTV <= 0.4) and (Nmax >= 6) and (MSTV <= 2.8) => CardiotocographyOutlier='(0.666667-inf)' (20.0/6.0)
(Width >= 55) and (Width <= 78) and (Max >= 172) and (Mean <= 148) => CardiotocographyOutlier='(0.666667-inf)' (15.0/3.0)
(MSTV >= 1.4) and (AC >= 4) and (MLTV <= 6.5) and (DL <= 1) and (AC <= 6) => CardiotocographyOutlier='(0.666667-inf)' (16.0/2.0)
(MSTV >= 1.3) and (UC >= 9) and (UC >= 11) => CardiotocographyOutlier='(0.666667-inf)' (12.0/2.0)
(Variance >= 11) and (MLTV >= 8.4) and (Mode >= 147) and (Mean <= 148) => CardiotocographyOutlier='(0.666667-inf)' (22.0/7.0)
(Max >= 176) and (LBE >= 147) and (LBE >= 154) => CardiotocographyOutlier='(0.666667-inf)' (10.0/1.0)
(Variance <= 5) and (Nmax <= 2) and (Nzeros <= 0) and (ASTV <= 60) and (MLTV >= 7.6) => CardiotocographyOutlier='(-inf-0.333333]' (185.0/20.0)
(Variance <= 5) and (Width <= 22) and (MSTV <= 0.4) and (ASTV <= 76) => CardiotocographyOutlier='(-inf-0.333333]' (100.0/13.0)
(Variance <= 6) and (Nzeros <= 0) and (Nmax <= 3) and (ASTV <= 52) and (Variance <= 3) and (Max <= 167) => CardiotocographyOutlier='(-inf-0.333333]' (86.0/13.0)
(Variance <= 6) and (Nzeros <= 0) and (Median <= 149) and (Mean >= 138) => CardiotocographyOutlier='(-inf-0.333333]' (177.0/56.0)
(ASTV >= 45) and (Mean >= 124) and (Median <= 147) and (ALTV <= 4) and (Nzeros <= 0) and (Mean >= 137) and (Width <= 99) => CardiotocographyOutlier='(-inf-0.333333]' (44.0/12.0)
(Variance <= 6) and (Nzeros <= 0) and (ASTV <= 60) and (Max <= 159) and (MLTV >= 11.7) => CardiotocographyOutlier='(-inf-0.333333]' (27.0/5.0)
(Variance <= 4) and (ALTV >= 21) and (Width <= 30) and (UC >= 3) and (ASTV <= 65) => CardiotocographyOutlier='(-inf-0.333333]' (22.0/1.0)
(DL <= 0) and (LBE >= 126) and (UC <= 1) and (Width >= 89) and (LBE >= 136) => CardiotocographyOutlier='(-inf-0.333333]' (26.0/6.0)
(Max <= 153) and (FM >= 1) and (Nmax <= 4) => CardiotocographyOutlier='(-inf-0.333333]' (73.0/31.0)
(DL >= 5) and (Variance <= 33) and (Mean >= 132) and (FM >= 1) => CardiotocographyOutlier='(-inf-0.333333]' (20.0/2.0)
 => CardiotocographyOutlier='(0.333333-0.666667]' (853.0/296.0)

Number of Rules : 27


Time taken to build model: 1.43 seconds

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

Correctly Classified Instances        1284               60.3951 %
Incorrectly Classified Instances       842               39.6049 %
Kappa statistic                          0.3997
Mean absolute error                      0.3167
Root mean squared error                  0.4282
Relative absolute error                 71.6944 %
Root relative squared error             91.1188 %
Total Number of Instances             2126     

=== Detailed Accuracy By Class ===

               TP Rate   FP Rate   Precision   Recall  F-Measure   ROC Area  Class
                 0.672     0.155      0.708     0.672     0.69       0.818    '(-inf-0.333333]'
                 0.568     0.328      0.494     0.568     0.528      0.648    '(0.333333-0.666667]'
                 0.564     0.121      0.646     0.564     0.602      0.808    '(0.666667-inf)'
Weighted Avg.    0.604     0.208      0.613     0.604     0.607      0.754

=== Confusion Matrix ===

   a   b   c   <-- classified as
 512 223  27 |   a = '(-inf-0.333333]'
 173 435 158 |   b = '(0.333333-0.666667]'
  38 223 337 |   c = '(0.666667-inf)'