=== Run information === Scheme: weka.clusterers.EM -I 100 -N 4 -S 100 -M 1.0E-6 Relation: data433wekaClustered-weka.filters.unsupervised.attribute.Remove-R17 Instances: 426 Attributes: 16 HS2 AS2 PF2 EX3 DO3 US3 UC3 CL3 FR3 DT3 RM3 RA3 AM3 CX3 DI3 SS3 Test mode: evaluate on training data === Clustering model (full training set) === EM == Number of clusters: 4 Cluster: 0 Prior probability: 0.534 Attribute: HS2 Normal Distribution. Mean = 0.2476 StdDev = 0.5553 Attribute: AS2 Normal Distribution. Mean = 1.8394 StdDev = 1.3682 Attribute: PF2 Normal Distribution. Mean = 3.2345 StdDev = 1.1127 Attribute: EX3 Normal Distribution. Mean = 2.1742 StdDev = 0.9847 Attribute: DO3 Normal Distribution. Mean = 3.3884 StdDev = 1.3898 Attribute: US3 Normal Distribution. Mean = 1.9779 StdDev = 0.7394 Attribute: UC3 Normal Distribution. Mean = 1.6902 StdDev = 0.6651 Attribute: CL3 Normal Distribution. Mean = 3.3611 StdDev = 0.4897 Attribute: FR3 Normal Distribution. Mean = 1.6784 StdDev = 0.5225 Attribute: DT3 Normal Distribution. Mean = 2.6004 StdDev = 0.5171 Attribute: RM3 Normal Distribution. Mean = 1.9027 StdDev = 0.529 Attribute: RA3 Normal Distribution. Mean = 3.0007 StdDev = 1.4799 Attribute: AM3 Normal Distribution. Mean = 1.448 StdDev = 0.6346 Attribute: CX3 Normal Distribution. Mean = 2.8171 StdDev = 1.1203 Attribute: DI3 Normal Distribution. Mean = 1.3017 StdDev = 0.6831 Attribute: SS3 Normal Distribution. Mean = 2.6912 StdDev = 0.7575 Cluster: 1 Prior probability: 0.0453 Attribute: HS2 Normal Distribution. Mean = 0 StdDev = 1.1 Attribute: AS2 Normal Distribution. Mean = 1 StdDev = 1.3218 Attribute: PF2 Normal Distribution. Mean = 2.1579 StdDev = 1.1362 Attribute: EX3 Normal Distribution. Mean = 5 StdDev = 1.2552 Attribute: DO3 Normal Distribution. Mean = 4 StdDev = 1.2388 Attribute: US3 Normal Distribution. Mean = 5 StdDev = 1.0417 Attribute: UC3 Normal Distribution. Mean = 2 StdDev = 0.5983 Attribute: CL3 Normal Distribution. Mean = 5 StdDev = 0.542 Attribute: FR3 Normal Distribution. Mean = 1 StdDev = 0.5089 Attribute: DT3 Normal Distribution. Mean = 2 StdDev = 0.8312 Attribute: RM3 Normal Distribution. Mean = 1 StdDev = 0.72 Attribute: RA3 Normal Distribution. Mean = 1 StdDev = 1.4759 Attribute: AM3 Normal Distribution. Mean = 2 StdDev = 0.7428 Attribute: CX3 Normal Distribution. Mean = 1 StdDev = 1.1805 Attribute: DI3 Normal Distribution. Mean = 2 StdDev = 0.5539 Attribute: SS3 Normal Distribution. Mean = 3 StdDev = 0.7035 Cluster: 2 Prior probability: 0.3422 Attribute: HS2 Normal Distribution. Mean = 1.4079 StdDev = 1.194 Attribute: AS2 Normal Distribution. Mean = 1.9605 StdDev = 1.287 Attribute: PF2 Normal Distribution. Mean = 2.6184 StdDev = 1.2821 Attribute: EX3 Normal Distribution. Mean = 1.9211 StdDev = 1.3646 Attribute: DO3 Normal Distribution. Mean = 2.7303 StdDev = 0.9932 Attribute: US3 Normal Distribution. Mean = 1 StdDev = 1.0417 Attribute: UC3 Normal Distribution. Mean = 1 StdDev = 0.5983 Attribute: CL3 Normal Distribution. Mean = 3 StdDev = 0.542 Attribute: FR3 Normal Distribution. Mean = 1 StdDev = 0.5089 Attribute: DT3 Normal Distribution. Mean = 1.0132 StdDev = 0.114 Attribute: RM3 Normal Distribution. Mean = 2.7895 StdDev = 0.6138 Attribute: RA3 Normal Distribution. Mean = 1.1118 StdDev = 0.3726 Attribute: AM3 Normal Distribution. Mean = 1.625 StdDev = 0.9235 Attribute: CX3 Normal Distribution. Mean = 2.3816 StdDev = 1.1117 Attribute: DI3 Normal Distribution. Mean = 1.0263 StdDev = 0.2279 Attribute: SS3 Normal Distribution. Mean = 2.5658 StdDev = 0.6353 Cluster: 3 Prior probability: 0.0785 Attribute: HS2 Normal Distribution. Mean = 0.6301 StdDev = 1.6592 Attribute: AS2 Normal Distribution. Mean = 1.7279 StdDev = 1.3408 Attribute: PF2 Normal Distribution. Mean = 3.0747 StdDev = 1.1855 Attribute: EX3 Normal Distribution. Mean = 1.942 StdDev = 0.5538 Attribute: DO3 Normal Distribution. Mean = 3.525 StdDev = 0.7876 Attribute: US3 Normal Distribution. Mean = 2.7961 StdDev = 0.4496 Attribute: UC3 Normal Distribution. Mean = 1 StdDev = 0.5983 Attribute: CL3 Normal Distribution. Mean = 3 StdDev = 0.542 Attribute: FR3 Normal Distribution. Mean = 1.1264 StdDev = 0.3323 Attribute: DT3 Normal Distribution. Mean = 2.1836 StdDev = 0.3871 Attribute: RM3 Normal Distribution. Mean = 1.9802 StdDev = 0.1392 Attribute: RA3 Normal Distribution. Mean = 1.5053 StdDev = 1.3284 Attribute: AM3 Normal Distribution. Mean = 1 StdDev = 0.7428 Attribute: CX3 Normal Distribution. Mean = 1.5926 StdDev = 0.9591 Attribute: DI3 Normal Distribution. Mean = 1 StdDev = 0.5539 Attribute: SS3 Normal Distribution. Mean = 2.4355 StdDev = 0.706 === Evaluation on training set === EM == Number of clusters: 4 Cluster: 0 Prior probability: 0.534 Attribute: HS2 Normal Distribution. Mean = 0.2476 StdDev = 0.5553 Attribute: AS2 Normal Distribution. Mean = 1.8394 StdDev = 1.3682 Attribute: PF2 Normal Distribution. Mean = 3.2345 StdDev = 1.1127 Attribute: EX3 Normal Distribution. Mean = 2.1742 StdDev = 0.9847 Attribute: DO3 Normal Distribution. Mean = 3.3884 StdDev = 1.3898 Attribute: US3 Normal Distribution. Mean = 1.9779 StdDev = 0.7394 Attribute: UC3 Normal Distribution. Mean = 1.6902 StdDev = 0.6651 Attribute: CL3 Normal Distribution. Mean = 3.3611 StdDev = 0.4897 Attribute: FR3 Normal Distribution. Mean = 1.6784 StdDev = 0.5225 Attribute: DT3 Normal Distribution. Mean = 2.6004 StdDev = 0.5171 Attribute: RM3 Normal Distribution. Mean = 1.9027 StdDev = 0.529 Attribute: RA3 Normal Distribution. Mean = 3.0007 StdDev = 1.4799 Attribute: AM3 Normal Distribution. Mean = 1.448 StdDev = 0.6346 Attribute: CX3 Normal Distribution. Mean = 2.8171 StdDev = 1.1203 Attribute: DI3 Normal Distribution. Mean = 1.3017 StdDev = 0.6831 Attribute: SS3 Normal Distribution. Mean = 2.6912 StdDev = 0.7575 Cluster: 1 Prior probability: 0.0453 Attribute: HS2 Normal Distribution. Mean = 0 StdDev = 1.1 Attribute: AS2 Normal Distribution. Mean = 1 StdDev = 1.3218 Attribute: PF2 Normal Distribution. Mean = 2.1579 StdDev = 1.1362 Attribute: EX3 Normal Distribution. Mean = 5 StdDev = 1.2552 Attribute: DO3 Normal Distribution. Mean = 4 StdDev = 1.2388 Attribute: US3 Normal Distribution. Mean = 5 StdDev = 1.0417 Attribute: UC3 Normal Distribution. Mean = 2 StdDev = 0.5983 Attribute: CL3 Normal Distribution. Mean = 5 StdDev = 0.542 Attribute: FR3 Normal Distribution. Mean = 1 StdDev = 0.5089 Attribute: DT3 Normal Distribution. Mean = 2 StdDev = 0.8312 Attribute: RM3 Normal Distribution. Mean = 1 StdDev = 0.72 Attribute: RA3 Normal Distribution. Mean = 1 StdDev = 1.4759 Attribute: AM3 Normal Distribution. Mean = 2 StdDev = 0.7428 Attribute: CX3 Normal Distribution. Mean = 1 StdDev = 1.1805 Attribute: DI3 Normal Distribution. Mean = 2 StdDev = 0.5539 Attribute: SS3 Normal Distribution. Mean = 3 StdDev = 0.7035 Cluster: 2 Prior probability: 0.3422 Attribute: HS2 Normal Distribution. Mean = 1.4079 StdDev = 1.194 Attribute: AS2 Normal Distribution. Mean = 1.9605 StdDev = 1.287 Attribute: PF2 Normal Distribution. Mean = 2.6184 StdDev = 1.2821 Attribute: EX3 Normal Distribution. Mean = 1.9211 StdDev = 1.3646 Attribute: DO3 Normal Distribution. Mean = 2.7303 StdDev = 0.9932 Attribute: US3 Normal Distribution. Mean = 1 StdDev = 1.0417 Attribute: UC3 Normal Distribution. Mean = 1 StdDev = 0.5983 Attribute: CL3 Normal Distribution. Mean = 3 StdDev = 0.542 Attribute: FR3 Normal Distribution. Mean = 1 StdDev = 0.5089 Attribute: DT3 Normal Distribution. Mean = 1.0132 StdDev = 0.114 Attribute: RM3 Normal Distribution. Mean = 2.7895 StdDev = 0.6138 Attribute: RA3 Normal Distribution. Mean = 1.1118 StdDev = 0.3726 Attribute: AM3 Normal Distribution. Mean = 1.625 StdDev = 0.9235 Attribute: CX3 Normal Distribution. Mean = 2.3816 StdDev = 1.1117 Attribute: DI3 Normal Distribution. Mean = 1.0263 StdDev = 0.2279 Attribute: SS3 Normal Distribution. Mean = 2.5658 StdDev = 0.6353 Cluster: 3 Prior probability: 0.0785 Attribute: HS2 Normal Distribution. Mean = 0.6301 StdDev = 1.6592 Attribute: AS2 Normal Distribution. Mean = 1.7279 StdDev = 1.3408 Attribute: PF2 Normal Distribution. Mean = 3.0747 StdDev = 1.1855 Attribute: EX3 Normal Distribution. Mean = 1.942 StdDev = 0.5538 Attribute: DO3 Normal Distribution. Mean = 3.525 StdDev = 0.7876 Attribute: US3 Normal Distribution. Mean = 2.7961 StdDev = 0.4496 Attribute: UC3 Normal Distribution. Mean = 1 StdDev = 0.5983 Attribute: CL3 Normal Distribution. Mean = 3 StdDev = 0.542 Attribute: FR3 Normal Distribution. Mean = 1.1264 StdDev = 0.3323 Attribute: DT3 Normal Distribution. Mean = 2.1836 StdDev = 0.3871 Attribute: RM3 Normal Distribution. Mean = 1.9802 StdDev = 0.1392 Attribute: RA3 Normal Distribution. Mean = 1.5053 StdDev = 1.3284 Attribute: AM3 Normal Distribution. Mean = 1 StdDev = 0.7428 Attribute: CX3 Normal Distribution. Mean = 1.5926 StdDev = 0.9591 Attribute: DI3 Normal Distribution. Mean = 1 StdDev = 0.5539 Attribute: SS3 Normal Distribution. Mean = 2.4355 StdDev = 0.706 Clustered Instances 0 230 ( 54%) 1 19 ( 4%) 2 146 ( 34%) 3 31 ( 7%) Log likelihood: -17.30609