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km20
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km20
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=== Run information ===
Scheme: weka.clusterers.SimpleKMeans -init 0 -max-candidates 100 -periodic-pruning 10000 -min-density 2.0 -t1 -1.25 -t2 -1.0 -N 20 -A "weka.core.EuclideanDistance -R first-last" -I 500 -num-slots 1 -S 10
Relation: tfidf
Instances: 108347
Attributes: 88
t0
t1
t2
t3
t4
t5
t6
t7
t8
t9
t10
t11
t12
t13
t14
t15
t16
t17
t18
t19
t20
t21
t22
t23
t24
t25
t26
t27
t28
t29
t30
t31
t32
t33
t34
t35
t36
t37
t38
t39
t40
t41
t42
t43
t44
t45
t46
t47
t48
t49
t50
t51
t52
t53
t54
t55
t56
t57
t58
t59
t60
t61
t62
t63
t64
t65
t66
t67
t68
t69
t70
t71
t72
t73
t74
t75
t76
t77
t78
t79
t80
t81
t82
t83
t84
t85
t86
t87
Test mode: evaluate on training data
=== Clustering model (full training set) ===
kMeans
======
Number of iterations: 69
Within cluster sum of squared errors: 1109.1498619926037
Initial starting points (random):
Cluster 0: 0.002595,0,0,0,0,0,0,0,0,0,0.010558,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.009792,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Cluster 1: 0.002088,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.004479,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Cluster 2: 0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.004179,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Cluster 3: 0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.014179,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Cluster 4: 0,0,0,0,0,0,0,0,0,0,0.001111,0.000603,0,0,0.001114,0,0,0,0,0,0,0,0,0,0,0.000592,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.001372,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Cluster 5: 0.000399,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.000313,0,0,0,0,0,0,0,0,0,0
Cluster 6: 0.000721,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.000442,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.001507,0,0,0,0,0,0,0,0,0,0
Cluster 7: 0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.00745,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Cluster 8: 0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.001301,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Cluster 9: 0.00084,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Cluster 10: 0.000728,0,0,0,0,0,0,0,0,0,0.000042,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.000039,0,0,0,0,0,0,0,0,0.000126,0,0,0,0,0,0,0,0,0,0,0,0,0.002891,0.000396,0,0,0,0,0,0.0002,0,0,0
Cluster 11: 0,0,0,0,0,0,0,0,0,0,0.003824,0,0,0,0.001644,0,0,0,0,0,0.005355,0,0,0,0,0.000873,0,0,0.002917,0,0,0,0,0,0,0,0,0,0,0.002027,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Cluster 12: 0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.015144,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Cluster 13: 0.000344,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.004314,0,0,0,0,0,0,0,0,0,0
Cluster 14: 0,0,0,0,0,0,0,0,0,0,0.000758,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Cluster 15: 0.000507,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Cluster 16: 0.000948,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Cluster 17: 0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.000304,0,0,0,0,0,0,0,0,0,0
Cluster 18: 0.000686,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Cluster 19: 0.000107,0,0,0,0,0,0,0.000078,0,0,0.00029,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.000116,0,0,0,0,0,0.000306,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.000269,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.000075,0,0,0,0,0,0,0,0,0,0
Missing values globally replaced with mean/mode
Final cluster centroids:
Cluster#
Attribute Full Data 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19
(108347.0) (232.0) (1016.0) (269.0) (977.0) (251.0) (63990.0) (361.0) (1126.0) (3953.0) (3256.0) (1616.0) (33.0) (298.0) (67.0) (2058.0) (19175.0) (993.0) (241.0) (8139.0) (296.0)
=============================================================================================================================================================================================================================
t0 0.0004 0.0089 0.0001 0 0.0001 0.0002 0.0001 0.0001 0.0002 0.0001 0.0028 0.0002 0.0015 0.0002 0 0.0001 0.0006 0.0048 0.0002 0.0015 0.0001
t1 0 0 0 0 0.0001 0.0001 0 0 0 0.0001 0 0.0001 0.0202 0 0 0 0 0 0 0 0
t2 0.0003 0 0.0004 0.0003 0.0005 0.0008 0.0002 0 0.0001 0.0003 0.0001 0 0.0432 0 0 0.0006 0.0001 0 0.0176 0.0001 0.0002
t3 0.0002 0 0.0006 0.027 0.0003 0.0024 0.0002 0 0.0001 0.0002 0 0.0002 0 0.0001 0 0.0008 0.0001 0 0 0.0001 0.0001
t4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
t5 0 0 0 0 0 0.0084 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
t6 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
t7 0.0002 0 0.0004 0 0.0002 0 0.0003 0.0016 0.0001 0.0003 0 0.0001 0 0.0004 0.0001 0.0001 0.0001 0 0.0011 0 0.0002
t8 0 0 0 0 0 0 0 0 0 0.0002 0 0 0 0 0 0 0 0 0 0 0
t9 0 0 0 0.0003 0.0003 0 0 0 0 0 0 0.0001 0 0 0 0.0003 0 0 0 0 0
t10 0.0009 0 0.0011 0.0093 0.0014 0.0041 0.0006 0.0008 0.0002 0.0006 0.0003 0.0002 0 0.0014 0 0.0197 0.0003 0.0006 0.0004 0.0004 0.0002
t11 0.0002 0 0.0002 0.0086 0.0007 0.0009 0.0001 0.0001 0.0001 0.0002 0.0001 0.0001 0 0.0001 0 0.0039 0.0001 0 0.0002 0.0001 0
t12 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
t13 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
t14 0.0012 0 0.0008 0.0196 0.0022 0.0022 0.0015 0.0002 0.0008 0.0006 0.0001 0 0 0.0001 0 0.0032 0.0004 0.0001 0.0001 0.0005 0
t15 0 0 0.0001 0 0 0 0 0 0 0 0 0 0 0 0 0.0006 0 0 0 0 0
t16 0 0 0 0.0042 0 0 0 0.0001 0 0 0 0 0 0 0 0 0 0 0 0 0
t17 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.0001 0 0 0 0 0
t18 0.0001 0 0.0002 0.006 0 0 0 0.0002 0 0 0.0001 0 0 0 0 0.0018 0 0 0.0002 0.0001 0.0001
t19 0.0001 0 0.0002 0.012 0.0001 0 0 0 0.0001 0 0 0 0 0 0 0.0006 0 0.0001 0 0 0
t20 0.0002 0 0.0009 0 0.0001 0.0012 0.0001 0.0002 0 0.0002 0 0 0 0.0062 0 0.0047 0.0001 0 0.0002 0.0001 0
t21 0 0 0 0 0 0 0 0 0.0001 0.0003 0 0 0 0 0 0 0 0 0 0 0
t22 0 0 0 0.0026 0 0.0002 0 0 0 0 0 0 0 0 0 0.0003 0 0 0 0 0
t23 0 0 0 0.0001 0 0.0005 0 0.0001 0 0 0 0 0.015 0 0 0.0001 0 0 0.0126 0 0
t24 0 0 0.0002 0 0 0 0 0 0 0 0.0001 0 0 0 0 0 0 0 0 0 0
t25 0.0002 0 0.0004 0 0.0003 0.0001 0.0002 0.0005 0.0001 0.0004 0.0001 0.0001 0 0.0002 0 0.0001 0.0002 0 0.0005 0.0001 0.0002
t26 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
t27 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
t28 0.0001 0 0 0 0 0 0 0.0122 0 0.0002 0 0.0001 0.017 0 0 0 0 0 0 0 0
t29 0 0 0 0 0 0 0 0 0 0.0007 0 0 0 0.0001 0 0 0 0 0 0 0
t30 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.0007 0 0
t31 0 0 0 0 0.0001 0 0 0 0 0.0001 0 0 0 0 0 0 0 0 0.0002 0 0.0086
t32 0 0 0 0 0 0 0 0.0001 0 0 0 0.0001 0 0 0 0 0 0 0.0057 0 0
t33 0.0002 0 0 0 0.0108 0 0.0001 0.0006 0.0003 0.0001 0 0 0 0.0001 0.0002 0.0001 0 0 0 0 0.0004
t34 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
t35 0 0 0.0005 0 0.0002 0 0 0.0001 0.0001 0 0 0 0 0.0007 0 0 0 0 0 0 0
t36 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
t37 0 0 0 0 0.0001 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
t38 0 0 0 0 0 0.0039 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
t39 0.0002 0 0.0003 0.0019 0.0007 0.0005 0.0001 0.0002 0.0001 0.0001 0.0001 0 0 0.0004 0 0.0038 0.0001 0.0002 0.0003 0.0001 0.0001
t40 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
t41 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
t42 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
t43 0.0001 0 0 0.0208 0.0003 0.0006 0 0 0 0 0 0 0 0 0 0.0006 0 0 0 0 0
t44 0 0 0 0 0 0.0001 0 0 0 0.0001 0 0.0001 0.0204 0 0 0 0 0 0 0 0
t45 0.0001 0 0.0002 0.0001 0.0001 0.0001 0.0001 0 0.0001 0.0001 0 0 0.0192 0 0 0.0003 0.0001 0 0 0.0001 0.0001
t46 0 0 0 0 0 0 0 0 0.0001 0.0003 0 0 0 0 0 0 0 0 0 0 0
t47 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
t48 0 0 0 0 0 0 0 0 0 0 0 0 0.0352 0 0 0 0 0 0 0 0
t49 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
t50 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
t51 0 0 0.0001 0 0.0001 0 0 0 0 0 0 0 0 0 0 0.0011 0 0 0 0 0
t52 0 0 0 0 0.0002 0.0002 0 0.0001 0 0 0 0.0004 0 0 0 0 0 0 0 0 0
t53 0 0 0 0 0.0001 0.0016 0 0 0 0 0 0 0.007 0 0 0.0001 0 0 0.0001 0 0
t54 0 0 0 0 0 0 0.0001 0 0 0 0 0 0 0.0001 0 0 0 0 0 0 0
t55 0.0002 0 0.0003 0 0.0001 0.0018 0.0001 0 0 0.0002 0.0001 0 0 0 0 0.0034 0 0 0.0002 0.0001 0
t56 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
t57 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.0001 0 0 0 0 0
t58 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
t59 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
t60 0.0002 0 0.0004 0 0.0005 0 0.0001 0 0.0075 0.0003 0.0001 0 0 0.0001 0.0002 0.0001 0.0001 0 0 0.0001 0.0002
t61 0.0003 0 0.0075 0.0001 0.0009 0 0.0001 0.0014 0 0.0024 0.0001 0 0 0.0174 0.0001 0.0001 0.0001 0.0001 0.0003 0.0001 0.0001
t62 0 0 0 0 0 0 0 0 0 0 0 0 0 0.0018 0 0 0 0 0 0 0
t63 0 0 0.0013 0 0 0 0 0 0 0.0002 0 0 0 0.0002 0 0 0 0 0 0 0
t64 0.0002 0 0.0003 0.0001 0.0002 0.0001 0.0002 0.0001 0.0005 0.0005 0.0002 0.0001 0 0 0 0.0001 0.0002 0.0001 0.0005 0.0002 0
t65 0 0 0 0 0.0002 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
t66 0 0 0 0 0 0 0 0 0 0.0001 0 0 0 0 0 0 0 0 0 0 0
t67 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
t68 0.0001 0 0.0005 0.0001 0.0004 0 0.0002 0.0002 0.0002 0.0002 0 0 0 0.0001 0 0.0001 0.0001 0 0 0.0001 0.0006
t69 0 0 0 0 0.0002 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
t70 0 0 0.0007 0.0001 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.0001
t71 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
t72 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
t73 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
t74 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
t75 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
t76 0.0004 0.0001 0.0003 0.0001 0.0002 0 0.0006 0 0.0004 0.0003 0 0.0001 0 0 0.0021 0.0001 0 0.0002 0 0 0
t77 0.0008 0.0008 0.0002 0 0.0004 0 0.0005 0.0009 0.0003 0.0003 0.0007 0.0171 0 0 0.0695 0.0002 0.0006 0.0021 0.0001 0.0008 0.0004
t78 0.0001 0 0 0 0 0 0 0 0 0 0 0.0028 0 0 0.0089 0 0 0 0 0 0
t79 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
t80 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
t81 0 0 0 0 0 0 0 0 0 0 0 0.0001 0 0 0 0 0 0 0 0 0
t82 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
t83 0.0001 0 0 0 0.0005 0 0.0001 0.0001 0.0002 0.0001 0 0.0006 0 0 0.0149 0 0.0001 0 0 0 0.0001
t84 0.0001 0 0 0 0 0 0 0 0 0 0 0.0021 0 0 0.0073 0 0 0 0 0 0
t85 0 0 0 0 0 0 0 0 0 0 0 0.0003 0 0 0.0005 0 0 0 0 0 0
t86 0 0 0 0 0 0 0 0 0 0 0 0.0005 0 0 0.0005 0 0 0 0 0 0
t87 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
Time taken to build model (full training data) : 43.76 seconds
=== Model and evaluation on training set ===
Clustered Instances
0 232 ( 0%)
1 1016 ( 1%)
2 269 ( 0%)
3 977 ( 1%)
4 251 ( 0%)
5 63990 ( 59%)
6 361 ( 0%)
7 1126 ( 1%)
8 3953 ( 4%)
9 3256 ( 3%)
10 1616 ( 1%)
11 33 ( 0%)
12 298 ( 0%)
13 67 ( 0%)
14 2058 ( 2%)
15 19175 ( 18%)
16 993 ( 1%)
17 241 ( 0%)
18 8139 ( 8%)
19 296 ( 0%)