=== Run information ===

Scheme:weka.classifiers.rules.JRip -F 3 -N 2.0 -O 2 -S 1
Relation:     crime_violent_WEKA-weka.filters.unsupervised.attribute.Remove-R102-108,110-114,116-119-weka.filters.unsupervised.attribute.Discretize-unset-class-temporarily-B3-M-1.0-R102,103-weka.filters.unsupervised.attribute.Remove-R102
Instances:    1901
Attributes:   102
[list of attributes omitted]
Test mode:5-fold cross-validation

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

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

(pctImmig10 >= 5.26) and (landArea <= 9.5) and (pctEmploy <= 61.12) => TotalCrimeOutlier='(0.666667-inf)' (80.0/4.0)
(pctMaleNevMar >= 35.19) and (pop <= 23302) and (numForeignBorn <= 564) => TotalCrimeOutlier='(0.666667-inf)' (54.0/3.0)
(pctPopDenseHous >= 3.81) and (perCapInc <= 10161) and (pctSameState5 <= 87.83) => TotalCrimeOutlier='(0.666667-inf)' (37.0/3.0)
(ownHousQrange >= 92600) and (pctBornStateResid <= 46.54) and (rentQrange >= 327) and (pop <= 63126) => TotalCrimeOutlier='(0.666667-inf)' (29.0/2.0)
(pctLargHousFam >= 7.22) and (pctHousWOplumb >= 0.76) => TotalCrimeOutlier='(0.666667-inf)' (59.0/13.0)
(pop <= 17084) and (pctOccupManu <= 12.53) and (pctPopDenseHous >= 2.75) and (houseVacant <= 548) => TotalCrimeOutlier='(0.666667-inf)' (27.0/5.0)
(ownHousQrange >= 67400) and (pctEmploy <= 65.69) and (pctRetire <= 16.3) and (pctSameCounty5 <= 80.7) and (pctBornStateResid <= 61.43) => TotalCrimeOutlier='(0.666667-inf)' (39.0/3.0)
(pop <= 16642) and (pctWorkMom6 <= 51.52) and (pop <= 12224) => TotalCrimeOutlier='(0.666667-inf)' (26.0/7.0)
(pop <= 14312) and (pctEmployMfg <= 14.22) and (medOwnCostpct >= 23.7) => TotalCrimeOutlier='(0.666667-inf)' (18.0/4.0)
(pctOccupManu <= 7.55) and (persUrban <= 16594) and (medOwnCostpct <= 20.3) => TotalCrimeOutlier='(0.666667-inf)' (27.0/6.0)
(pctEmployMfg <= 11.64) and (pctHousOccup <= 76.8) => TotalCrimeOutlier='(0.666667-inf)' (18.0/2.0)
(pctWhite <= 73.65) and (landArea <= 13.6) and (pctWhite <= 54.72) => TotalCrimeOutlier='(0.666667-inf)' (26.0/4.0)
(pctPersOwnOccup >= 91.67) and (numForeignBorn >= 1340) => TotalCrimeOutlier='(0.666667-inf)' (11.0/1.0)
(pop >= 26777) and (pctMaleNevMar <= 34.52) and (pctLargHousFam <= 4.79) => TotalCrimeOutlier='(-inf-0.333333]' (296.0/55.0)
(persUrban >= 15851) and (pctPersOwnOccup >= 51.8) and (pct1221 >= 13.31) and (pctLargHousFam <= 6.29) => TotalCrimeOutlier='(-inf-0.333333]' (146.0/39.0)
(pop >= 31656) and (pctSmallHousUnits <= 53.75) and (pctBornStateResid >= 47.36) => TotalCrimeOutlier='(-inf-0.333333]' (113.0/32.0)
(pop >= 16848) and (pctMaleNevMar <= 30.98) and (pctEmployMfg >= 14.49) and (popDensity >= 1662.5) and (pctFgnImmig5 <= 19.06) => TotalCrimeOutlier='(-inf-0.333333]' (50.0/13.0)
 => TotalCrimeOutlier='(0.333333-0.666667]' (845.0/317.0)

Number of Rules : 18


Time taken to build model: 3.58 seconds

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

Correctly Classified Instances        1156               60.8101 %
Incorrectly Classified Instances       745               39.1899 %
Kappa statistic                          0.4078
Mean absolute error                      0.3219
Root mean squared error                  0.4282
Relative absolute error                 72.6758 %
Root relative squared error             90.9787 %
Total Number of Instances             1901     

=== Detailed Accuracy By Class ===

               TP Rate   FP Rate   Precision   Recall  F-Measure   ROC Area  Class
                 0.65      0.153      0.689     0.65      0.669      0.812    '(-inf-0.333333]'
                 0.594     0.315      0.516     0.594     0.552      0.661    '(0.333333-0.666667]'
                 0.577     0.128      0.655     0.577     0.614      0.788    '(0.666667-inf)'
Weighted Avg.    0.608     0.204      0.616     0.608     0.61       0.751

=== Confusion Matrix ===

   a   b   c   <-- classified as
 423 198  30 |   a = '(-inf-0.333333]'
 138 408 141 |   b = '(0.333333-0.666667]'
  53 185 325 |   c = '(0.666667-inf)'