From: Thresher: determining the number of clusters while removing outliers
Methods | NbClust Top 10 Best Indices | Thresher | |||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
trcovw | tracew | ratkowsky | mcclain | ptbiserial | tau | sdindex | kl | ccc | hartigan | CPT | TwiceMean | SCOD | |
1 | 1.008 | 1.037 | 1.088 | 1.123 | 1.920 | 2.020 | 2.255 | 2.087 | 2.022 | 2.905 | 0.477 | 0.727 | 0.150 |
2 | 1.004 | 1.032 | 1.073 | 1.179 | 1.959 | 2.081 | 2.287 | 2.258 | 2.363 | 3.048 | 0.114 | 0.119 | 0.153 |
3 | 1.008 | 1.031 | 1.065 | 1.135 | 1.858 | 2.041 | 2.193 | 2.099 | 2.763 | 2.902 | 0.135 | 0.130 | 0.165 |
4 | 0.811 | 0.968 | 0.921 | 0.904 | 0.635 | 0.559 | 0.551 | 1.023 | 1.263 | 0.941 | 0.438 | 0.408 | 1.887 |
5 | 0.965 | 0.978 | 0.918 | 0.888 | 0.598 | 0.524 | 0.516 | 1.058 | 1.940 | 0.846 | 0.192 | 0.150 | 1.882 |
6 | 0.822 | 0.960 | 0.917 | 0.897 | 0.613 | 0.522 | 0.516 | 1.082 | 1.558 | 1.016 | 0.423 | 0.438 | 1.897 |
7 | 0.064 | 0.034 | 0.082 | 0.112 | 0.906 | 1.068 | 1.239 | 1.163 | 1.307 | 1.954 | 0.618 | 0.776 | 0.890 |
8 | 0.068 | 0.021 | 0.075 | 0.108 | 0.946 | 1.078 | 1.255 | 1.199 | 1.177 | 1.857 | 0.760 | 0.802 | 0.914 |
9 | 1.05 | 1.029 | 1.082 | 1.126 | 1.882 | 2.045 | 2.215 | 2.153 | 1.975 | 2.933 | 0.422 | 0.401 | 0.163 |
10 | 1.011 | 1.025 | 1.072 | 1.130 | 1.981 | 2.080 | 2.262 | 2.129 | 2.011 | 2.932 | 0.502 | 0.611 | 0.179 |
11 | 0.571 | 0.024 | 0.069 | 0.123 | 0.900 | 1.084 | 1.239 | 1.114 | 0.021 | 1.906 | 0.109 | 0.104 | 0.918 |
12 | 0.104 | 0.038 | 0.081 | 0.101 | 0.919 | 1.088 | 1.225 | 1.148 | 0.450 | 1.901 | 0.115 | 0.120 | 0.913 |
13 | 1.664 | 1.956 | 1.902 | 1.897 | 1.147 | 0.983 | 0.852 | 1.392 | 1.971 | 0.767 | 0.582 | 0.576 | 2.930 |
14 | 1.938 | 1.969 | 1.925 | 1.893 | 1.184 | 0.997 | 0.857 | 1.463 | 2.201 | 0.793 | 0.105 | 0.092 | 2.884 |
15 | 0.810 | 0.960 | 0.902 | 0.892 | 0.614 | 0.531 | 0.512 | 1.020 | 1.025 | 0.914 | 1.354 | 1.328 | 1.910 |
16 | 0.958 | 0.964 | 0.896 | 0.906 | 0.635 | 0.549 | 0.537 | 1.017 | 1.586 | 0.912 | 0.277 | 0.278 | 1.897 |
Average | 0.866 | 0.877 | 0.879 | 0.901 | 1.169 | 1.203 | 1.282 | 1.463 | 1.602 | 1.783 | 0.414 | 0.441 | 1.233 |