=== Run information === Scheme: weka.clusterers.Cobweb -A 1.0 -C 0.17 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: 132 Number of splits: 85 Number of clusters: 61 node 0 [892] | node 1 [423] | | node 2 [71] | | | leaf 3 [36] | | node 2 [71] | | | node 4 [20] | | | | node 5 [2] | | | | | leaf 6 [1] | | | | node 5 [2] | | | | | leaf 7 [1] | | | node 4 [20] | | | | node 8 [3] | | | | | node 9 [2] | | | | | | leaf 10 [1] | | | | | node 9 [2] | | | | | | leaf 11 [1] | | | | node 8 [3] | | | | | leaf 12 [1] | | | node 4 [20] | | | | node 13 [5] | | | | | leaf 14 [1] | | | | node 13 [5] | | | | | leaf 15 [1] | | | | node 13 [5] | | | | | leaf 16 [1] | | | | node 13 [5] | | | | | leaf 17 [1] | | | | node 13 [5] | | | | | leaf 18 [1] | | | node 4 [20] | | | | node 19 [4] | | | | | leaf 20 [1] | | | | node 19 [4] | | | | | leaf 21 [1] | | | | node 19 [4] | | | | | leaf 22 [1] | | | | node 19 [4] | | | | | leaf 23 [1] | | | node 4 [20] | | | | node 24 [6] | | | | | leaf 25 [1] | | | | node 24 [6] | | | | | node 26 [3] | | | | | | leaf 27 [2] | | | | | node 26 [3] | | | | | | leaf 28 [1] | | | | node 24 [6] | | | | | node 29 [2] | | | | | | leaf 30 [1] | | | | | node 29 [2] | | | | | | leaf 31 [1] | | node 2 [71] | | | node 32 [15] | | | | leaf 33 [1] | | | node 32 [15] | | | | node 34 [2] | | | | | leaf 35 [1] | | | | node 34 [2] | | | | | leaf 36 [1] | | | node 32 [15] | | | | node 37 [6] | | | | | node 38 [3] | | | | | | leaf 39 [1] | | | | | node 38 [3] | | | | | | leaf 40 [1] | | | | | node 38 [3] | | | | | | leaf 41 [1] | | | | node 37 [6] | | | | | leaf 42 [1] | | | | node 37 [6] | | | | | leaf 43 [1] | | | | node 37 [6] | | | | | leaf 44 [1] | | | node 32 [15] | | | | node 45 [6] | | | | | leaf 46 [1] | | | | node 45 [6] | | | | | leaf 47 [1] | | | | node 45 [6] | | | | | node 48 [4] | | | | | | leaf 49 [1] | | | | | node 48 [4] | | | | | | leaf 50 [2] | | | | | node 48 [4] | | | | | | leaf 51 [1] | node 1 [423] | | leaf 52 [185] | node 1 [423] | | node 53 [167] | | | leaf 54 [83] | | node 53 [167] | | | leaf 55 [84] node 0 [892] | node 56 [469] | | leaf 57 [278] | node 56 [469] | | node 58 [191] | | | leaf 59 [88] | | node 58 [191] | | | leaf 60 [103] === Evaluation on training set === Number of merges: 132 Number of splits: 85 Number of clusters: 61 node 0 [892] | node 1 [423] | | node 2 [71] | | | leaf 3 [36] | | node 2 [71] | | | node 4 [20] | | | | node 5 [2] | | | | | leaf 6 [1] | | | | node 5 [2] | | | | | leaf 7 [1] | | | node 4 [20] | | | | node 8 [3] | | | | | node 9 [2] | | | | | | leaf 10 [1] | | | | | node 9 [2] | | | | | | leaf 11 [1] | | | | node 8 [3] | | | | | leaf 12 [1] | | | node 4 [20] | | | | node 13 [5] | | | | | leaf 14 [1] | | | | node 13 [5] | | | | | leaf 15 [1] | | | | node 13 [5] | | | | | leaf 16 [1] | | | | node 13 [5] | | | | | leaf 17 [1] | | | | node 13 [5] | | | | | leaf 18 [1] | | | node 4 [20] | | | | node 19 [4] | | | | | leaf 20 [1] | | | | node 19 [4] | | | | | leaf 21 [1] | | | | node 19 [4] | | | | | leaf 22 [1] | | | | node 19 [4] | | | | | leaf 23 [1] | | | node 4 [20] | | | | node 24 [6] | | | | | leaf 25 [1] | | | | node 24 [6] | | | | | node 26 [3] | | | | | | leaf 27 [2] | | | | | node 26 [3] | | | | | | leaf 28 [1] | | | | node 24 [6] | | | | | node 29 [2] | | | | | | leaf 30 [1] | | | | | node 29 [2] | | | | | | leaf 31 [1] | | node 2 [71] | | | node 32 [15] | | | | leaf 33 [1] | | | node 32 [15] | | | | node 34 [2] | | | | | leaf 35 [1] | | | | node 34 [2] | | | | | leaf 36 [1] | | | node 32 [15] | | | | node 37 [6] | | | | | node 38 [3] | | | | | | leaf 39 [1] | | | | | node 38 [3] | | | | | | leaf 40 [1] | | | | | node 38 [3] | | | | | | leaf 41 [1] | | | | node 37 [6] | | | | | leaf 42 [1] | | | | node 37 [6] | | | | | leaf 43 [1] | | | | node 37 [6] | | | | | leaf 44 [1] | | | node 32 [15] | | | | node 45 [6] | | | | | leaf 46 [1] | | | | node 45 [6] | | | | | leaf 47 [1] | | | | node 45 [6] | | | | | node 48 [4] | | | | | | leaf 49 [1] | | | | | node 48 [4] | | | | | | leaf 50 [2] | | | | | node 48 [4] | | | | | | leaf 51 [1] | node 1 [423] | | leaf 52 [185] | node 1 [423] | | node 53 [167] | | | leaf 54 [83] | | node 53 [167] | | | leaf 55 [84] node 0 [892] | node 56 [469] | | leaf 57 [278] | node 56 [469] | | node 58 [191] | | | leaf 59 [88] | | node 58 [191] | | | leaf 60 [103] Clustered Instances 3 39 ( 4%) 5 1 ( 0%) 7 1 ( 0%) 10 1 ( 0%) 11 1 ( 0%) 14 1 ( 0%) 15 1 ( 0%) 16 1 ( 0%) 17 1 ( 0%) 18 1 ( 0%) 20 1 ( 0%) 21 1 ( 0%) 22 1 ( 0%) 23 1 ( 0%) 25 1 ( 0%) 27 2 ( 0%) 28 1 ( 0%) 30 1 ( 0%) 31 1 ( 0%) 33 1 ( 0%) 35 1 ( 0%) 36 1 ( 0%) 39 1 ( 0%) 40 1 ( 0%) 41 1 ( 0%) 42 2 ( 0%) 43 1 ( 0%) 44 2 ( 0%) 46 1 ( 0%) 47 1 ( 0%) 49 1 ( 0%) 50 2 ( 0%) 51 1 ( 0%) 52 182 ( 20%) 54 83 ( 9%) 55 83 ( 9%) 57 277 ( 31%) 59 94 ( 11%) 60 98 ( 11%) Class attribute: CardType Classes to Clusters: 3 5 7 10 11 14 15 16 17 18 20 21 22 23 25 27 28 30 31 33 35 36 39 40 41 42 43 44 46 47 49 50 51 52 54 55 57 59 60 <-- assigned to cluster 0 0 0 0 0 1 0 0 0 0 0 0 0 0 1 2 1 1 1 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 62 1 0 74 0 | junior 34 1 1 1 1 0 1 1 1 1 0 1 1 1 0 0 0 0 0 1 1 1 1 1 1 2 0 2 1 0 1 2 1 166 18 73 240 17 85 | classic 5 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 16 3 9 37 3 13 | gold Cluster 3 <-- No class Cluster 5 <-- No class Cluster 7 <-- No class Cluster 10 <-- No class Cluster 11 <-- No class Cluster 14 <-- No class Cluster 15 <-- No class Cluster 16 <-- No class Cluster 17 <-- No class Cluster 18 <-- No class Cluster 20 <-- No class Cluster 21 <-- No class Cluster 22 <-- No class Cluster 23 <-- No class Cluster 25 <-- No class Cluster 27 <-- No class Cluster 28 <-- No class Cluster 30 <-- No class Cluster 31 <-- No class Cluster 33 <-- No class Cluster 35 <-- No class Cluster 36 <-- No class Cluster 39 <-- No class Cluster 40 <-- No class Cluster 41 <-- No class Cluster 42 <-- No class Cluster 43 <-- No class Cluster 44 <-- No class Cluster 46 <-- No class Cluster 47 <-- No class Cluster 49 <-- No class Cluster 50 <-- No class Cluster 51 <-- No class Cluster 52 <-- gold Cluster 54 <-- No class Cluster 55 <-- No class Cluster 57 <-- classic Cluster 59 <-- junior Cluster 60 <-- No class Incorrectly clustered instances : 562.0 63.0045 %