CostSensitiveClassifier using reweighted training instances weka.classifiers.meta.FilteredClassifier -F "weka.filters.unsupervised.instance.Resample -S 1 -Z 5.0" -W weka.classifiers.trees.J48 -- -C 0.5 -M 2 Classifier Model FilteredClassifier using weka.classifiers.trees.J48 -C 0.5 -M 2 on data filtered through weka.filters.unsupervised.instance.Resample -S 1 -Z 5.0 Filtered Header @relation creditcard-weka.filters.unsupervised.instance.Resample-S1-Z5.0 @attribute V1 numeric @attribute V2 numeric @attribute V3 numeric @attribute V4 numeric @attribute V5 numeric @attribute V6 numeric @attribute V7 numeric @attribute V8 numeric @attribute V9 numeric @attribute V10 numeric @attribute V11 numeric @attribute V12 numeric @attribute V13 numeric @attribute V14 numeric @attribute V15 numeric @attribute V16 numeric @attribute V17 numeric @attribute V18 numeric @attribute V19 numeric @attribute V20 numeric @attribute V21 numeric @attribute V22 numeric @attribute V23 numeric @attribute V24 numeric @attribute V25 numeric @attribute V26 numeric @attribute V27 numeric @attribute V28 numeric @attribute Amount numeric @attribute Class {0,1} @data Classifier Model J48 pruned tree ------------------ V14 <= -2.73594 | V12 <= -1.874478: 1 (5287.0/3.0) | V12 > -1.874478 | | V15 <= 0.747506 | | | V28 <= -0.006171 | | | | V7 <= -0.950418: 1 (10.0) | | | | V7 > -0.950418: 0 (16.0) | | | V28 > -0.006171 | | | | V4 <= 1.807136 | | | | | V10 <= -2.54441: 1 (29.0) | | | | | V10 > -2.54441: 0 (16.0) | | | | V4 > 1.807136 | | | | | Amount <= 12.21: 1 (238.0) | | | | | Amount > 12.21 | | | | | | V3 <= -1.323773: 0 (3.0) | | | | | | V3 > -1.323773: 1 (17.0) | | V15 > 0.747506: 0 (29.0) V14 > -2.73594 | V17 <= -2.039703: 1 (138.0/1.0) | V17 > -2.039703 | | V20 <= -1.016923 | | | V12 <= -0.075554 | | | | V28 <= -0.151677: 0 (21.0) | | | | V28 > -0.151677 | | | | | V4 <= -0.29353: 0 (12.0) | | | | | V4 > -0.29353 | | | | | | V25 <= 0.003635 | | | | | | | V3 <= 0.444623: 1 (111.0) | | | | | | | V3 > 0.444623 | | | | | | | | V7 <= 1.000571: 0 (3.0) | | | | | | | | V7 > 1.000571: 1 (16.0) | | | | | | V25 > 0.003635 | | | | | | | V3 <= 0.925837: 0 (7.0) | | | | | | | V3 > 0.925837: 1 (12.0) | | | V12 > -0.075554: 0 (90.0) | | V20 > -1.016923 | | | V14 <= -1.422064 | | | | V18 <= 0.022796: 0 (95.0) | | | | V18 > 0.022796 | | | | | V17 <= 0.58198: 0 (62.0) | | | | | V17 > 0.58198 | | | | | | V8 <= 0.422268 | | | | | | | V14 <= -2.424234: 0 (21.0) | | | | | | | V14 > -2.424234 | | | | | | | | V4 <= 2.076278 | | | | | | | | | V27 <= 0.023097 | | | | | | | | | | V26 <= -0.11784 | | | | | | | | | | | V1 <= -0.571102 | | | | | | | | | | | | V2 <= -1.079388: 1 (11.0) | | | | | | | | | | | | V2 > -1.079388: 0 (11.0) | | | | | | | | | | | V1 > -0.571102 | | | | | | | | | | | | V11 <= 0.806852 | | | | | | | | | | | | | V21 <= -0.057893 | | | | | | | | | | | | | | V6 <= -0.749273: 0 (3.0) | | | | | | | | | | | | | | V6 > -0.749273: 1 (24.0) | | | | | | | | | | | | | V21 > -0.057893: 1 (105.0) | | | | | | | | | | | | V11 > 0.806852 | | | | | | | | | | | | | V1 <= 1.995145: 0 (5.0) | | | | | | | | | | | | | V1 > 1.995145: 1 (11.0) | | | | | | | | | | V26 > -0.11784: 0 (35.0) | | | | | | | | | V27 > 0.023097: 0 (30.0) | | | | | | | | V4 > 2.076278 | | | | | | | | | V1 <= 1.131952: 1 (104.0/1.0) | | | | | | | | | V1 > 1.131952 | | | | | | | | | | V1 <= 1.891977: 0 (2.0) | | | | | | | | | | V1 > 1.891977: 1 (7.0) | | | | | | V8 > 0.422268: 0 (32.0) | | | V14 > -1.422064 | | | | V4 <= 2.520818 | | | | | V19 <= -2.191764 | | | | | | V24 <= 0.169232: 0 (41.0) | | | | | | V24 > 0.169232 | | | | | | | V4 <= 1.62884: 0 (7.0) | | | | | | | V4 > 1.62884: 1 (30.0/1.0) | | | | | V19 > -2.191764 | | | | | | V23 <= -0.921017 | | | | | | | V26 <= -0.86615: 1 (32.0) | | | | | | | V26 > -0.86615: 0 (64.0) | | | | | | V23 > -0.921017 | | | | | | | V23 <= 0.843486 | | | | | | | | V7 <= 3.061046 | | | | | | | | | V15 <= 2.194968 | | | | | | | | | | V14 <= -0.472026 | | | | | | | | | | | V20 <= -0.498546 | | | | | | | | | | | | V14 <= -0.500757: 0 (32.0) | | | | | | | | | | | | V14 > -0.500757: 1 (32.0) | | | | | | | | | | | V20 > -0.498546 | | | | | | | | | | | | V11 <= 1.199322 | | | | | | | | | | | | | V23 <= -0.128348 | | | | | | | | | | | | | | V1 <= -0.434586: 0 (172.0) | | | | | | | | | | | | | | V1 > -0.434586 | | | | | | | | | | | | | | | V26 <= -0.436758 | | | | | | | | | | | | | | | | V20 <= 0.043969 | | | | | | | | | | | | | | | | | V3 <= -1.314995: 0 (2.0) | | | | | | | | | | | | | | | | | V3 > -1.314995: 1 (25.0) | | | | | | | | | | | | | | | | V20 > 0.043969: 0 (11.0) | | | | | | | | | | | | | | | V26 > -0.436758 | | | | | | | | | | | | | | | | V26 <= 1.192319 | | | | | | | | | | | | | | | | | V15 <= 1.484249 | | | | | | | | | | | | | | | | | | V16 <= 1.512106: 0 (166.0) | | | | | | | | | | | | | | | | | | V16 > 1.512106 | | | | | | | | | | | | | | | | | | | V4 <= -0.642277: 0 (5.0) | | | | | | | | | | | | | | | | | | | V4 > -0.642277: 1 (7.0) | | | | | | | | | | | | | | | | | V15 > 1.484249 | | | | | | | | | | | | | | | | | | V3 <= 0.045605: 1 (11.0) | | | | | | | | | | | | | | | | | | V3 > 0.045605: 0 (2.0) | | | | | | | | | | | | | | | | V26 > 1.192319: 1 (11.0/1.0) | | | | | | | | | | | | | V23 > -0.128348: 0 (767.0) | | | | | | | | | | | | V11 > 1.199322 | | | | | | | | | | | | | V13 <= -0.305081 | | | | | | | | | | | | | | V18 <= 0.224009: 0 (21.0) | | | | | | | | | | | | | | V18 > 0.224009 | | | | | | | | | | | | | | | V25 <= 0.443509 | | | | | | | | | | | | | | | | V8 <= -0.083395: 0 (3.0) | | | | | | | | | | | | | | | | V8 > -0.083395: 1 (52.0) | | | | | | | | | | | | | | | V25 > 0.443509: 0 (11.0) | | | | | | | | | | | | | V13 > -0.305081: 0 (74.0) | | | | | | | | | | V14 > -0.472026 | | | | | | | | | | | V19 <= 2.482241 | | | | | | | | | | | | V13 <= 1.570885: 0 (4904.0) | | | | | | | | | | | | V13 > 1.570885 | | | | | | | | | | | | | V13 <= 1.575508: 1 (16.0) | | | | | | | | | | | | | V13 > 1.575508: 0 (298.0) | | | | | | | | | | | V19 > 2.482241 | | | | | | | | | | | | V16 <= 0.59926: 0 (34.0) | | | | | | | | | | | | V16 > 0.59926: 1 (8.0) | | | | | | | | | V15 > 2.194968 | | | | | | | | | | V15 <= 2.211763: 1 (18.0) | | | | | | | | | | V15 > 2.211763: 0 (21.0) | | | | | | | | V7 > 3.061046 | | | | | | | | | V13 <= -0.509373: 1 (24.0) | | | | | | | | | V13 > -0.509373: 0 (12.0) | | | | | | | V23 > 0.843486 | | | | | | | | V23 <= 0.844946: 1 (17.0) | | | | | | | | V23 > 0.844946 | | | | | | | | | V27 <= 1.101923 | | | | | | | | | | V13 <= -2.123035: 1 (10.0/1.0) | | | | | | | | | | V13 > -2.123035: 0 (120.0) | | | | | | | | | V27 > 1.101923 | | | | | | | | | | V1 <= -3.34527: 0 (2.0) | | | | | | | | | | V1 > -3.34527: 1 (14.0) | | | | V4 > 2.520818 | | | | | V17 <= 1.638361 | | | | | | V4 <= 5.547453 | | | | | | | V1 <= -0.15041: 0 (178.0) | | | | | | | V1 > -0.15041 | | | | | | | | V1 <= 0.290155 | | | | | | | | | V13 <= 0.904471 | | | | | | | | | | V21 <= 0.259951: 1 (57.0) | | | | | | | | | | V21 > 0.259951 | | | | | | | | | | | V1 <= 0.25433: 0 (4.0) | | | | | | | | | | | V1 > 0.25433: 1 (14.0) | | | | | | | | | V13 > 0.904471: 0 (6.0) | | | | | | | | V1 > 0.290155 | | | | | | | | | V4 <= 2.521261: 1 (15.0) | | | | | | | | | V4 > 2.521261 | | | | | | | | | | V14 <= 1.280013 | | | | | | | | | | | V2 <= 0.98148: 0 (142.0) | | | | | | | | | | | V2 > 0.98148: 1 (8.0/1.0) | | | | | | | | | | V14 > 1.280013 | | | | | | | | | | | V20 <= -0.342215: 1 (27.0/1.0) | | | | | | | | | | | V20 > -0.342215: 0 (11.0) | | | | | | V4 > 5.547453 | | | | | | | V3 <= -0.903334: 0 (2.0) | | | | | | | V3 > -0.903334: 1 (27.0) | | | | | V17 > 1.638361 | | | | | | V17 <= 2.434043: 1 (50.0) | | | | | | V17 > 2.434043 | | | | | | | V1 <= -0.600988: 0 (2.0) | | | | | | | V1 > -0.600988: 1 (8.0) Number of Leaves : 86 Size of the tree : 171 Cost Matrix 0 1 500 0