=== Run information === Scheme: weka.clusterers.Cobweb -A 1.0 -C 0.18 Relation: Card_Mining.txt Instances: 892 Attributes: 9 Client_BirthDate Client_Sex Acct_Frequency Account_Year_Opened Client_District_ID Loan_Status Trans_Avg_Balance Disp_Add_Users Ingored: CardType Test mode: Classes to clusters evaluation on training data === Clustering model (full training set) === Number of merges: 102 Number of splits: 66 Number of clusters: 8 node 0 [892] | node 1 [423] | | leaf 2 [71] | node 1 [423] | | leaf 3 [185] | node 1 [423] | | node 4 [167] | | | leaf 5 [83] | | node 4 [167] | | | leaf 6 [84] node 0 [892] | leaf 7 [469] === Evaluation on training set === Number of merges: 102 Number of splits: 66 Number of clusters: 8 node 0 [892] | node 1 [423] | | leaf 2 [71] | node 1 [423] | | leaf 3 [185] | node 1 [423] | | node 4 [167] | | | leaf 5 [83] | | node 4 [167] | | | leaf 6 [84] node 0 [892] | leaf 7 [469] Clustered Instances 2 75 ( 8%) 3 182 ( 20%) 5 83 ( 9%) 6 83 ( 9%) 7 469 ( 53%) Class attribute: CardType Classes to Clusters: 2 3 5 6 7 <-- assigned to cluster 8 0 62 1 74 | junior 60 166 18 73 342 | classic 7 16 3 9 53 | gold Cluster 2 <-- No class Cluster 3 <-- gold Cluster 5 <-- junior Cluster 6 <-- No class Cluster 7 <-- classic Incorrectly clustered instances : 472.0 52.9148 %