## 5 Results and Discussion
### Contingency Tables
\begin{table}
\begin{tabular}{c c c c c c c c c c c} \hline \hline \multirow{2}{*}{**Variant**} & \multicolumn{6}{c}{**Fuzzy (Cluster IDs)**} & \multicolumn{6}{c}{**Hierarchical (Cluster IDs)**} \\ \cline{2-11}  & **0** & **1** & **2** & **3** & **4** & **0** & **1** & **2** & **3** & **4** \\ \hline Alpha & 0 & 0 & 0 & 13,966 & 0 & 12,603 & 0 & 0 & 1363 & 0 \\ Beta & 0 & 0 & 0 & 1727 & 0 & 0 & 1727 & 0 & 0 & 0 & 0 \\ Epsilon & 0 & 0 & 0 & 12,784 & 0 & 10,348 & 0 & 2436 & 0 & 0 \\ Delta & 0 & 0 & 0 & 7551 & 0 & 7551 & 0 & 0 & 0 & 0 \\ Gamma & 0 & 0 & 0 & 13,269 & 13,360 & 12,569 & 13,076 & 0 & 0 & 984 \\ \hline \hline \end{tabular}
\end{table} 
Table 11: Contingency tables of variants vs. clusters (random Fourier feature selection, one-hot embedding) with number of clusters \(=5\). \begin{table}
\begin{tabular}{c c c c c c c c c c c} \hline \hline \multirow{2}{*}{**Variant**} & \multicolumn{6}{c}{**\(k\)-means (Cluster IDs)**} & \multicolumn{6}{c}{**\(k\)-modes (Cluster IDs)**} \\ \cline{2-11}  & **0** & **1** & **2** & **3** & **4** & **0** & **1** & **2** & **3** & **4** \\ \hline Alpha & 0 & 12,603 & 0 & 1363 & 0 & 12,603 & 0 & 0 & 1363 & 0 \\ Beta & 0 & 1727 & 0 & 0 & 0 & 1727 & 0 & 0 & 0 & 0 \\ Epsilon & 0 & 10,348 & 0 & 0 & 2436 & 10,348 & 0 & 2436 & 0 & 0 \\ Delta & 0 & 7551 & 0 & 0 & 0 & 7551 & 0 & 0 & 0 & 0 \\ Gamma & 13,076 & 12,569 & 984 & 0 & 0 & 25,632 & 13 & 0 & 0 & 984 \\ \hline \hline \end{tabular}
\end{table} 
Table 8: Contingency tables of variants vs. clusters (random Fourier feature selection, \(k\)-mers) with number of clusters \(=5\). \begin{table}
\begin{tabular}{c c c c c c c c c c c} \hline \hline \multirow{2}{*}{**Variant**} & \multicolumn{6}{c}{**\(k\)-means (Cluster IDs)**} & \multicolumn{6}{c}{**\(k\)-modes (Cluster IDs)**} \\ \cline{2-11}  & **0** & **1** & **2** & **3** & **4** & **0** & **1** & **2** & **3** & **4** \\ \hline Alpha & 0 & 0 & 0 & 1363 & 12,603 & 12,603 & 0 & 0 & 0 & 1363 & 0 \\ Beta & 0 & 0 & 0 & 0 & 1727 & 0 & 0 & 0 & 0 & 0 \\ Epsilon & 0 & 0 & 0 & 12,784 & 0 & 10,348 & 0 & 2436 & 0 & 0 \\ Delta & 0 & 0 & 0 & 7551 & 0 & 7551 & 0 & 0 & 0 & 0 \\ Gamma & 0 & 0 & 0 & 13,269 & 13,360 & 12,569 & 13,076 & 0 & 0 & 984 \\ \hline \hline \end{tabular}
\end{table} 
Table 9: Contingency tables of variants vs. clusters (random Fourier feature selection, one-hot embedding) with number of clusters \(=5\). \begin{table}
\begin{tabular}{c c c c c c c c c c c} \hline \hline \multirow{2}{*}{**Variant**} & \multicolumn{6}{c}{**Fuzzy (Cluster IDs)**} & \multicolumn{6}{c}{**Hierarchical (Cluster IDs)**} \\ \cline{2-11}  & **0** & **1** & **2** & **3** & **4** & **0** & **1** & **2** & **3** & **4** \\ \hline Alpha & 1344 & 5 & 12,042 & 362 & 213 & 1967 & 606 & 30 & 11,345 & 18 \\ Beta & 99 & 1 & 6 & 440 & 1181 & 24 & 1667 & 6 & 22 & 8 \\ Epsilon & 3220 & 0 & 0 & 780 & 8784 & 3667 & 509 & 8582 & 26 & 0 \\ Delta & 4464 & 0 & 0 & 543 & 2544 & 3892 & 245 & 3367 & 40 & 7 \\ Gamma & 202 & 26,169 & 16 & 232 & 10 & 12 & 1053 & 1 & 11 & 25,552 \\ \hline \hline \end{tabular}
\end{table} 
Table 15: Contingency tables of variants vs. clusters (LASSO feature selection, one-hot embedding), with number of clusters \(=5\). \begin{table}
\begin{tabular}{c c c c c c c c c c c} \hline \hline \multirow{2}{*}{**Variant**} & \multicolumn{6}{c}{**\(k\)-means (Cluster IDs)**} & \multicolumn{6}{c}{**\(k\)-modes (Cluster IDs)**} \\ \cline{2-11}  & **0** & **1** & **2** & **3** & **4** & **0** & **1** & **2** & **3** & **4** \\ \hline Alpha & 303 & 11,365 & 383 & 1909 & 6 & 8 & 10,958 & 282 & 2660 & 58 \\ Beta & 1551 & 4 & 148 & 23 & 1 & 65 & 9 & 1617 & 12 & 24 \\ Epsilon & 8536 & 1 & 671 & 3576 & 0 & 0 & 1 & 12,000 & 112 & 671 \\ Delta & 3098 & 0 & 3693 & 760 & 0 & 0 & 0 & 3121 & 19 & 4411 \\ Gamma & 16 & 13 & 198 & 36 & 26,366 & 26,577 & 7 & 7 & 0 & 38 \\ \hline \hline \end{tabular}
\end{table} 
Table 12: Contingency tables of variants vs. clusters (LASSO feature selection, \(k\)-mers) with number of clusters \(=5\).