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iris.out
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mean: 0.0152342334135 sd: 0.0168440198903 sd + mean: 0.0152342334135 kdist: 0.0166838787102
k: 2 sd: 0 kdist: 0.0166838787102 no. of cluster: 8
cluster: 0 no. of pt. in cluster: 48 impurity (classification error): 0.0 majority: Iris-setosa
cluster: 1 no. of pt. in cluster: 73 impurity (classification error): 0.424657534247 majority: Iris-versicolor
cluster: 2 no. of pt. in cluster: 3 impurity (classification error): 0.0 majority: Iris-versicolor
cluster: 3 no. of pt. in cluster: 3 impurity (classification error): 0.333333333333 majority: Iris-versicolor
cluster: 4 no. of pt. in cluster: 4 impurity (classification error): 0.0 majority: Iris-virginica
cluster: 5 no. of pt. in cluster: 3 impurity (classification error): 0.0 majority: Iris-virginica
cluster: 6 no. of pt. in cluster: 4 impurity (classification error): 0.0 majority: Iris-virginica
cluster: 7 no. of pt. in cluster: 2 impurity (classification error): 0.0 majority: Iris-virginica
mean impurity: 0.0947488584475 sum of pt.: 140
mean: 0.0152342334135 sd: 0.0168440198903 sd + mean: 0.0320782533038 kdist: 0.0358713173098
k: 2 sd: 1 kdist: 0.0358713173098 no. of cluster: 3
cluster: 0 no. of pt. in cluster: 49 impurity (classification error): 0.0 majority: Iris-setosa
cluster: 1 no. of pt. in cluster: 96 impurity (classification error): 0.479166666667 majority: Iris-versicolor
cluster: 2 no. of pt. in cluster: 2 impurity (classification error): 0.0 majority: Iris-virginica
mean impurity: 0.159722222222 sum of pt.: 147
mean: 0.0152342334135 sd: 0.0168440198903 sd + mean: 0.0489222731941 kdist: 0.0505401234568
k: 2 sd: 2 kdist: 0.0505401234568 no. of cluster: 3
cluster: 0 no. of pt. in cluster: 49 impurity (classification error): 0.0 majority: Iris-setosa
cluster: 1 no. of pt. in cluster: 98 impurity (classification error): 0.489795918367 majority: Iris-versicolor
cluster: 2 no. of pt. in cluster: 2 impurity (classification error): 0.0 majority: Iris-virginica
mean impurity: 0.163265306122 sum of pt.: 149
mean: 0.0152342334135 sd: 0.0168440198903 sd + mean: 0.0657662930844 kdist: 0.069637345679
k: 2 sd: 3 kdist: 0.069637345679 no. of cluster: 2
cluster: 0 no. of pt. in cluster: 50 impurity (classification error): 0.0 majority: Iris-setosa
cluster: 1 no. of pt. in cluster: 100 impurity (classification error): 0.5 majority: Iris-virginica|Iris-versicolor
mean impurity: 0.25 sum of pt.: 150
mean: 0.0152342334135 sd: 0.0168440198903 sd + mean: 0.0826103129747 kdist: 0.0923011626608
k: 2 sd: 4 kdist: 0.0923011626608 no. of cluster: 2
cluster: 0 no. of pt. in cluster: 50 impurity (classification error): 0.0 majority: Iris-setosa
cluster: 1 no. of pt. in cluster: 100 impurity (classification error): 0.5 majority: Iris-virginica|Iris-versicolor
mean impurity: 0.25 sum of pt.: 150
mean: 0.0182082000407 sd: 0.0184067993443 sd + mean: 0.0182082000407 kdist: 0.0184199898213
k: 3 sd: 0 kdist: 0.0184199898213 no. of cluster: 6
cluster: 0 no. of pt. in cluster: 49 impurity (classification error): 0.0 majority: Iris-setosa
cluster: 1 no. of pt. in cluster: 78 impurity (classification error): 0.448717948718 majority: Iris-versicolor
cluster: 2 no. of pt. in cluster: 4 impurity (classification error): 0.0 majority: Iris-versicolor
cluster: 3 no. of pt. in cluster: 3 impurity (classification error): 0.333333333333 majority: Iris-versicolor
cluster: 4 no. of pt. in cluster: 3 impurity (classification error): 0.0 majority: Iris-virginica
cluster: 5 no. of pt. in cluster: 4 impurity (classification error): 0.0 majority: Iris-virginica
mean impurity: 0.130341880342 sum of pt.: 141
mean: 0.0182082000407 sd: 0.0184067993443 sd + mean: 0.0366149993849 kdist: 0.0371580644132
k: 3 sd: 1 kdist: 0.0371580644132 no. of cluster: 2
cluster: 0 no. of pt. in cluster: 49 impurity (classification error): 0.0 majority: Iris-setosa
cluster: 1 no. of pt. in cluster: 96 impurity (classification error): 0.479166666667 majority: Iris-versicolor
mean impurity: 0.239583333333 sum of pt.: 145
mean: 0.0182082000407 sd: 0.0184067993443 sd + mean: 0.0550217987292 kdist: 0.0600521880686
k: 3 sd: 2 kdist: 0.0600521880686 no. of cluster: 2
cluster: 0 no. of pt. in cluster: 49 impurity (classification error): 0.0 majority: Iris-setosa
cluster: 1 no. of pt. in cluster: 100 impurity (classification error): 0.5 majority: Iris-virginica|Iris-versicolor
mean impurity: 0.25 sum of pt.: 149
mean: 0.0182082000407 sd: 0.0184067993443 sd + mean: 0.0734285980735 kdist: 0.0962494037296
k: 3 sd: 3 kdist: 0.0962494037296 no. of cluster: 2
cluster: 0 no. of pt. in cluster: 50 impurity (classification error): 0.0 majority: Iris-setosa
cluster: 1 no. of pt. in cluster: 100 impurity (classification error): 0.5 majority: Iris-virginica|Iris-versicolor
mean impurity: 0.25 sum of pt.: 150
mean: 0.0182082000407 sd: 0.0184067993443 sd + mean: 0.0918353974178 kdist: 0.0962494037296
k: 3 sd: 4 kdist: 0.0962494037296 no. of cluster: 2
cluster: 0 no. of pt. in cluster: 50 impurity (classification error): 0.0 majority: Iris-setosa
cluster: 1 no. of pt. in cluster: 100 impurity (classification error): 0.5 majority: Iris-virginica|Iris-versicolor
mean impurity: 0.25 sum of pt.: 150
mean: 0.0207844934672 sd: 0.0196541603068 sd + mean: 0.0207844934672 kdist: 0.0210707331865
k: 4 sd: 0 kdist: 0.0210707331865 no. of cluster: 5
cluster: 0 no. of pt. in cluster: 47 impurity (classification error): 0.0 majority: Iris-setosa
cluster: 1 no. of pt. in cluster: 4 impurity (classification error): 0.0 majority: Iris-setosa
cluster: 2 no. of pt. in cluster: 81 impurity (classification error): 0.444444444444 majority: Iris-versicolor
cluster: 3 no. of pt. in cluster: 4 impurity (classification error): 0.0 majority: Iris-versicolor
cluster: 4 no. of pt. in cluster: 4 impurity (classification error): 0.0 majority: Iris-virginica
mean impurity: 0.0888888888889 sum of pt.: 140
mean: 0.0207844934672 sd: 0.0196541603068 sd + mean: 0.040438653774 kdist: 0.0412476149184
k: 4 sd: 1 kdist: 0.0412476149184 no. of cluster: 2
cluster: 0 no. of pt. in cluster: 49 impurity (classification error): 0.0 majority: Iris-setosa
cluster: 1 no. of pt. in cluster: 98 impurity (classification error): 0.489795918367 majority: Iris-versicolor
mean impurity: 0.244897959184 sum of pt.: 147
mean: 0.0207844934672 sd: 0.0196541603068 sd + mean: 0.0600928140808 kdist: 0.067289281585
k: 4 sd: 2 kdist: 0.067289281585 no. of cluster: 2
cluster: 0 no. of pt. in cluster: 50 impurity (classification error): 0.0 majority: Iris-setosa
cluster: 1 no. of pt. in cluster: 99 impurity (classification error): 0.494949494949 majority: Iris-versicolor
mean impurity: 0.247474747475 sum of pt.: 149
mean: 0.0207844934672 sd: 0.0196541603068 sd + mean: 0.0797469743876 kdist: 0.0817153125787
k: 4 sd: 3 kdist: 0.0817153125787 no. of cluster: 2
cluster: 0 no. of pt. in cluster: 50 impurity (classification error): 0.0 majority: Iris-setosa
cluster: 1 no. of pt. in cluster: 99 impurity (classification error): 0.494949494949 majority: Iris-versicolor
mean impurity: 0.247474747475 sum of pt.: 149
mean: 0.0207844934672 sd: 0.0196541603068 sd + mean: 0.0994011346944 kdist: 0.123644316058
k: 4 sd: 4 kdist: 0.123644316058 no. of cluster: 2
cluster: 0 no. of pt. in cluster: 50 impurity (classification error): 0.0 majority: Iris-setosa
cluster: 1 no. of pt. in cluster: 100 impurity (classification error): 0.5 majority: Iris-virginica|Iris-versicolor
mean impurity: 0.25 sum of pt.: 150
mean: 0.023571221212 sd: 0.0228307438117 sd + mean: 0.023571221212 kdist: 0.0236283231546
k: 5 sd: 0 kdist: 0.0236283231546 no. of cluster: 2
cluster: 0 no. of pt. in cluster: 47 impurity (classification error): 0.0 majority: Iris-setosa
cluster: 1 no. of pt. in cluster: 84 impurity (classification error): 0.464285714286 majority: Iris-versicolor
mean impurity: 0.232142857143 sum of pt.: 131
mean: 0.023571221212 sd: 0.0228307438117 sd + mean: 0.0464019650237 kdist: 0.0468001891219
k: 5 sd: 1 kdist: 0.0468001891219 no. of cluster: 2
cluster: 0 no. of pt. in cluster: 49 impurity (classification error): 0.0 majority: Iris-setosa
cluster: 1 no. of pt. in cluster: 98 impurity (classification error): 0.489795918367 majority: Iris-versicolor
mean impurity: 0.244897959184 sum of pt.: 147
mean: 0.023571221212 sd: 0.0228307438117 sd + mean: 0.0692327088355 kdist: 0.0716108566433
k: 5 sd: 2 kdist: 0.0716108566433 no. of cluster: 2
cluster: 0 no. of pt. in cluster: 50 impurity (classification error): 0.0 majority: Iris-setosa
cluster: 1 no. of pt. in cluster: 99 impurity (classification error): 0.494949494949 majority: Iris-versicolor
mean impurity: 0.247474747475 sum of pt.: 149
mean: 0.023571221212 sd: 0.0228307438117 sd + mean: 0.0920634526472 kdist: 0.0994385083398
k: 5 sd: 3 kdist: 0.0994385083398 no. of cluster: 2
cluster: 0 no. of pt. in cluster: 50 impurity (classification error): 0.0 majority: Iris-setosa
cluster: 1 no. of pt. in cluster: 100 impurity (classification error): 0.5 majority: Iris-virginica|Iris-versicolor
mean impurity: 0.25 sum of pt.: 150
mean: 0.023571221212 sd: 0.0228307438117 sd + mean: 0.114894196459 kdist: 0.142346204351
k: 5 sd: 4 kdist: 0.142346204351 no. of cluster: 2
cluster: 0 no. of pt. in cluster: 50 impurity (classification error): 0.0 majority: Iris-setosa
cluster: 1 no. of pt. in cluster: 100 impurity (classification error): 0.5 majority: Iris-virginica|Iris-versicolor
mean impurity: 0.25 sum of pt.: 150
mean: 0.0267821052084 sd: 0.0256575952575 sd + mean: 0.0267821052084 kdist: 0.0273171644305
k: 6 sd: 0 kdist: 0.0273171644305 no. of cluster: 2
cluster: 0 no. of pt. in cluster: 49 impurity (classification error): 0.0 majority: Iris-setosa
cluster: 1 no. of pt. in cluster: 89 impurity (classification error): 0.483146067416 majority: Iris-versicolor
mean impurity: 0.241573033708 sum of pt.: 138
mean: 0.0267821052084 sd: 0.0256575952575 sd + mean: 0.0524397004659 kdist: 0.0550367559698
k: 6 sd: 1 kdist: 0.0550367559698 no. of cluster: 2
cluster: 0 no. of pt. in cluster: 49 impurity (classification error): 0.0 majority: Iris-setosa
cluster: 1 no. of pt. in cluster: 98 impurity (classification error): 0.489795918367 majority: Iris-versicolor
mean impurity: 0.244897959184 sum of pt.: 147
mean: 0.0267821052084 sd: 0.0256575952575 sd + mean: 0.0780972957234 kdist: 0.0783623998532
k: 6 sd: 2 kdist: 0.0783623998532 no. of cluster: 2
cluster: 0 no. of pt. in cluster: 50 impurity (classification error): 0.0 majority: Iris-setosa
cluster: 1 no. of pt. in cluster: 99 impurity (classification error): 0.494949494949 majority: Iris-versicolor
mean impurity: 0.247474747475 sum of pt.: 149
mean: 0.0267821052084 sd: 0.0256575952575 sd + mean: 0.103754890981 kdist: 0.108681142959
k: 6 sd: 3 kdist: 0.108681142959 no. of cluster: 2
cluster: 0 no. of pt. in cluster: 50 impurity (classification error): 0.0 majority: Iris-setosa
cluster: 1 no. of pt. in cluster: 100 impurity (classification error): 0.5 majority: Iris-virginica|Iris-versicolor
mean impurity: 0.25 sum of pt.: 150
mean: 0.0267821052084 sd: 0.0256575952575 sd + mean: 0.129412486238 kdist: 0.145121632513
k: 6 sd: 4 kdist: 0.145121632513 no. of cluster: 2
cluster: 0 no. of pt. in cluster: 50 impurity (classification error): 0.0 majority: Iris-setosa
cluster: 1 no. of pt. in cluster: 100 impurity (classification error): 0.5 majority: Iris-virginica|Iris-versicolor
mean impurity: 0.25 sum of pt.: 150
mean: 0.0290821839427 sd: 0.026767319203 sd + mean: 0.0290821839427 kdist: 0.0291197741
k: 7 sd: 0 kdist: 0.0291197741 no. of cluster: 2
cluster: 0 no. of pt. in cluster: 48 impurity (classification error): 0.0 majority: Iris-setosa
cluster: 1 no. of pt. in cluster: 90 impurity (classification error): 0.477777777778 majority: Iris-versicolor
mean impurity: 0.238888888889 sum of pt.: 138
mean: 0.0290821839427 sd: 0.026767319203 sd + mean: 0.0558495031457 kdist: 0.0581842989811
k: 7 sd: 1 kdist: 0.0581842989811 no. of cluster: 2
cluster: 0 no. of pt. in cluster: 49 impurity (classification error): 0.0 majority: Iris-setosa
cluster: 1 no. of pt. in cluster: 98 impurity (classification error): 0.489795918367 majority: Iris-versicolor
mean impurity: 0.244897959184 sum of pt.: 147
mean: 0.0290821839427 sd: 0.026767319203 sd + mean: 0.0826168223486 kdist: 0.0854997455322
k: 7 sd: 2 kdist: 0.0854997455322 no. of cluster: 2
cluster: 0 no. of pt. in cluster: 50 impurity (classification error): 0.0 majority: Iris-setosa
cluster: 1 no. of pt. in cluster: 99 impurity (classification error): 0.494949494949 majority: Iris-versicolor
mean impurity: 0.247474747475 sum of pt.: 149
mean: 0.0290821839427 sd: 0.026767319203 sd + mean: 0.109384141552 kdist: 0.114767922248
k: 7 sd: 3 kdist: 0.114767922248 no. of cluster: 2
cluster: 0 no. of pt. in cluster: 50 impurity (classification error): 0.0 majority: Iris-setosa
cluster: 1 no. of pt. in cluster: 100 impurity (classification error): 0.5 majority: Iris-virginica|Iris-versicolor
mean impurity: 0.25 sum of pt.: 150
mean: 0.0290821839427 sd: 0.026767319203 sd + mean: 0.136151460755 kdist: 0.151026759907
k: 7 sd: 4 kdist: 0.151026759907 no. of cluster: 2
cluster: 0 no. of pt. in cluster: 50 impurity (classification error): 0.0 majority: Iris-setosa
cluster: 1 no. of pt. in cluster: 100 impurity (classification error): 0.5 majority: Iris-virginica|Iris-versicolor
mean impurity: 0.25 sum of pt.: 150
mean: 0.0313332199902 sd: 0.0282531288177 sd + mean: 0.0313332199902 kdist: 0.0315372737719
k: 8 sd: 0 kdist: 0.0315372737719 no. of cluster: 2
cluster: 0 no. of pt. in cluster: 48 impurity (classification error): 0.0 majority: Iris-setosa
cluster: 1 no. of pt. in cluster: 88 impurity (classification error): 0.454545454545 majority: Iris-versicolor
mean impurity: 0.227272727273 sum of pt.: 136
mean: 0.0313332199902 sd: 0.0282531288177 sd + mean: 0.059586348808 kdist: 0.0643957630665
k: 8 sd: 1 kdist: 0.0643957630665 no. of cluster: 2
cluster: 0 no. of pt. in cluster: 49 impurity (classification error): 0.0 majority: Iris-setosa
cluster: 1 no. of pt. in cluster: 98 impurity (classification error): 0.489795918367 majority: Iris-versicolor
mean impurity: 0.244897959184 sum of pt.: 147
mean: 0.0313332199902 sd: 0.0282531288177 sd + mean: 0.0878394776257 kdist: 0.0912867825692
k: 8 sd: 2 kdist: 0.0912867825692 no. of cluster: 2
cluster: 0 no. of pt. in cluster: 50 impurity (classification error): 0.0 majority: Iris-setosa
cluster: 1 no. of pt. in cluster: 100 impurity (classification error): 0.5 majority: Iris-virginica|Iris-versicolor
mean impurity: 0.25 sum of pt.: 150
mean: 0.0313332199902 sd: 0.0282531288177 sd + mean: 0.116092606443 kdist: 0.122377130614
k: 8 sd: 3 kdist: 0.122377130614 no. of cluster: 2
cluster: 0 no. of pt. in cluster: 50 impurity (classification error): 0.0 majority: Iris-setosa
cluster: 1 no. of pt. in cluster: 100 impurity (classification error): 0.5 majority: Iris-virginica|Iris-versicolor
mean impurity: 0.25 sum of pt.: 150
mean: 0.0313332199902 sd: 0.0282531288177 sd + mean: 0.144345735261 kdist: 0.153527881516
k: 8 sd: 4 kdist: 0.153527881516 no. of cluster: 2
cluster: 0 no. of pt. in cluster: 50 impurity (classification error): 0.0 majority: Iris-setosa
cluster: 1 no. of pt. in cluster: 100 impurity (classification error): 0.5 majority: Iris-virginica|Iris-versicolor
mean impurity: 0.25 sum of pt.: 150
mean: 0.0332045348618 sd: 0.0289913306919 sd + mean: 0.0332045348618 kdist: 0.0336829051713
k: 9 sd: 0 kdist: 0.0336829051713 no. of cluster: 2
cluster: 0 no. of pt. in cluster: 48 impurity (classification error): 0.0 majority: Iris-setosa
cluster: 1 no. of pt. in cluster: 90 impurity (classification error): 0.455555555556 majority: Iris-versicolor
mean impurity: 0.227777777778 sum of pt.: 138
mean: 0.0332045348618 sd: 0.0289913306919 sd + mean: 0.0621958655537 kdist: 0.0627373998532
k: 9 sd: 1 kdist: 0.0627373998532 no. of cluster: 2
cluster: 0 no. of pt. in cluster: 49 impurity (classification error): 0.0 majority: Iris-setosa
cluster: 1 no. of pt. in cluster: 98 impurity (classification error): 0.489795918367 majority: Iris-versicolor
mean impurity: 0.244897959184 sum of pt.: 147
mean: 0.0332045348618 sd: 0.0289913306919 sd + mean: 0.0911871962455 kdist: 0.0989583333333
k: 9 sd: 2 kdist: 0.0989583333333 no. of cluster: 2
cluster: 0 no. of pt. in cluster: 50 impurity (classification error): 0.0 majority: Iris-setosa
cluster: 1 no. of pt. in cluster: 100 impurity (classification error): 0.5 majority: Iris-virginica|Iris-versicolor
mean impurity: 0.25 sum of pt.: 150
mean: 0.0332045348618 sd: 0.0289913306919 sd + mean: 0.120178526937 kdist: 0.131550329656
k: 9 sd: 3 kdist: 0.131550329656 no. of cluster: 2
cluster: 0 no. of pt. in cluster: 50 impurity (classification error): 0.0 majority: Iris-setosa
cluster: 1 no. of pt. in cluster: 100 impurity (classification error): 0.5 majority: Iris-virginica|Iris-versicolor
mean impurity: 0.25 sum of pt.: 150
mean: 0.0332045348618 sd: 0.0289913306919 sd + mean: 0.149169857629 kdist: 0.15372737719
k: 9 sd: 4 kdist: 0.15372737719 no. of cluster: 2
cluster: 0 no. of pt. in cluster: 50 impurity (classification error): 0.0 majority: Iris-setosa
cluster: 1 no. of pt. in cluster: 100 impurity (classification error): 0.5 majority: Iris-virginica|Iris-versicolor
mean impurity: 0.25 sum of pt.: 150